WEBVTT

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<00:00:14.840>Hey, <00:00:15.120>good <00:00:15.400>morning <00:00:15.680>everyone. <00:00:15.959>I <00:00:16.239>hope

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<00:00:16.950>Hey, <00:00:16.951>good <00:00:16.953>morning <00:00:16.955>everyone. <00:00:16.957>I <00:00:16.959>hope

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<00:00:16.960>Hey, <00:00:17.076>good <00:00:17.193>morning <00:00:17.310>everyone. <00:00:17.426>I <00:00:17.543>hope <00:00:17.660>everyone <00:00:17.776>is <00:00:17.893>having <00:00:18.010>a <00:00:18.126>nice <00:00:18.243>time <00:00:18.360>today.

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<00:00:19.470>everyone <00:00:19.471>is <00:00:19.473>having <00:00:19.474>a <00:00:19.476>nice <00:00:19.477>time <00:00:19.479>today.

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<00:00:19.480>everyone <00:00:19.596>is <00:00:19.713>having <00:00:19.830>a <00:00:19.946>nice <00:00:20.063>time <00:00:20.180>today. <00:00:20.296>And <00:00:20.413>welcome <00:00:20.530>to <00:00:20.646>we <00:00:20.763>are <00:00:20.880>developers

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<00:00:22.310>And <00:00:22.311>welcome <00:00:22.313>to <00:00:22.315>we <00:00:22.317>are <00:00:22.319>developers

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<00:00:22.320>And <00:00:22.522>welcome <00:00:22.725>to <00:00:22.927>we <00:00:23.130>are <00:00:23.332>developers <00:00:23.535>conference

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conference

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<00:00:23.680>conference <00:00:24.030>on <00:00:24.380>the <00:00:24.730>third <00:00:25.080>day.

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<00:00:25.760>on <00:00:25.900>the <00:00:26.040>third <00:00:26.180>day. <00:00:26.320>And <00:00:26.460>I <00:00:26.600>hope <00:00:26.740>everyone <00:00:26.880>is <00:00:27.020>looking <00:00:27.160>forward

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<00:00:27.910>And <00:00:27.911>I <00:00:27.913>hope <00:00:27.914>everyone <00:00:27.916>is <00:00:27.917>looking <00:00:27.919>forward

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<00:00:27.920>And <00:00:28.047>I <00:00:28.174>hope <00:00:28.301>everyone <00:00:28.429>is <00:00:28.556>looking <00:00:28.683>forward <00:00:28.810>to <00:00:28.938>a <00:00:29.065>awesome <00:00:29.192>day <00:00:29.320>today.

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<00:00:30.550>to <00:00:30.552>a <00:00:30.554>awesome <00:00:30.556>day <00:00:30.558>today.

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<00:00:30.560>to <00:00:30.667>a <00:00:30.775>awesome <00:00:30.883>day <00:00:30.990>today. <00:00:31.098>My <00:00:31.206>name <00:00:31.313>is <00:00:31.421>Sutej. <00:00:31.529>I'm <00:00:31.636>from <00:00:31.744>Zalando <00:00:31.852>as <00:00:31.959>a

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<00:00:32.790>My <00:00:32.791>name <00:00:32.792>is <00:00:32.793>Sutej. <00:00:32.794>I'm <00:00:32.795>from <00:00:32.796>Zalando <00:00:32.797>as <00:00:32.799>a

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<00:00:32.800>My <00:00:32.940>name <00:00:33.080>is <00:00:33.220>Sutej. <00:00:33.360>I'm <00:00:33.500>from <00:00:33.640>Zalando <00:00:33.779>as <00:00:33.919>a <00:00:34.059>data <00:00:34.199>engineer.

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<00:00:34.590>data <00:00:34.599>engineer.

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<00:00:34.600>data <00:00:34.789>engineer. <00:00:34.978>I'll <00:00:35.167>be <00:00:35.356>the <00:00:35.545>moderator <00:00:35.734>for <00:00:35.923>today's

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<00:00:36.070>I'll <00:00:36.071>be <00:00:36.073>the <00:00:36.075>moderator <00:00:36.077>for <00:00:36.079>today's

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<00:00:36.080>I'll <00:00:36.276>be <00:00:36.473>the <00:00:36.669>moderator <00:00:36.866>for <00:00:37.062>today's <00:00:37.259>session.

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session.

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<00:00:37.400>session. <00:00:38.650>And

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And

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<00:00:38.800>And <00:00:39.500>today <00:00:40.199>we

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<00:00:40.510>today <00:00:40.519>we

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<00:00:42.750>to <00:00:42.751>start <00:00:42.752>with <00:00:42.753>the <00:00:42.755>session <00:00:42.756>topic <00:00:42.757>is <00:00:42.759>from

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<00:00:45.550>messy <00:00:45.551>queries <00:00:45.553>to <00:00:45.555>scalable <00:00:45.557>systems <00:00:45.559>how

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<00:00:45.560>messy <00:00:45.715>queries <00:00:45.871>to <00:00:46.026>scalable <00:00:46.182>systems <00:00:46.337>how <00:00:46.493>data <00:00:46.648>engineering <00:00:46.804>actually <00:00:46.960>works.

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<00:00:48.230>data <00:00:48.233>engineering <00:00:48.236>actually <00:00:48.239>works.

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<00:00:48.240>data <00:00:48.380>engineering <00:00:48.520>actually <00:00:48.660>works. <00:00:48.800>Being <00:00:48.940>a <00:00:49.080>data <00:00:49.220>engineer, <00:00:49.360>I'm <00:00:49.500>quite <00:00:49.640>excited

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<00:00:50.070>Being <00:00:50.071>a <00:00:50.073>data <00:00:50.074>engineer, <00:00:50.076>I'm <00:00:50.077>quite <00:00:50.079>excited

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<00:00:50.080>Being <00:00:50.220>a <00:00:50.360>data <00:00:50.500>engineer, <00:00:50.640>I'm <00:00:50.780>quite <00:00:50.920>excited <00:00:51.059>about <00:00:51.199>this <00:00:51.339>as <00:00:51.480>to

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<00:00:51.920>about <00:00:52.060>this <00:00:52.200>as <00:00:52.340>to <00:00:52.480>how <00:00:52.620>the <00:00:52.760>process <00:00:52.900>look <00:00:53.040>from <00:00:53.180>data <00:00:53.320>analytics

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<00:00:54.030>how <00:00:54.031>the <00:00:54.033>process <00:00:54.034>look <00:00:54.036>from <00:00:54.037>data <00:00:54.039>analytics

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<00:00:54.040>how <00:00:54.195>the <00:00:54.351>process <00:00:54.506>look <00:00:54.662>from <00:00:54.817>data <00:00:54.973>analytics <00:00:55.128>to <00:00:55.284>data <00:00:55.440>engineer.

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<00:00:55.870>to <00:00:55.874>data <00:00:55.879>engineer.

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<00:00:55.880>to <00:00:56.346>data <00:00:56.813>engineer. <00:00:57.280>So

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So

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<00:01:00.470>and <00:01:00.471>if <00:01:00.472>you <00:01:00.473>have <00:01:00.475>any <00:01:00.476>questions <00:01:00.477>during <00:01:00.479>the

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<00:01:00.480>and <00:01:00.573>if <00:01:00.666>you <00:01:00.760>have <00:01:00.853>any <00:01:00.946>questions <00:01:01.040>during <00:01:01.133>the <00:01:01.226>session, <00:01:01.319>feel <00:01:01.413>free <00:01:01.506>to <00:01:01.599>use <00:01:01.693>the <00:01:01.786>app <00:01:01.879>to

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<00:01:03.280>session, <00:01:03.380>feel <00:01:03.480>free <00:01:03.580>to <00:01:03.680>use <00:01:03.780>the <00:01:03.880>app <00:01:03.980>to <00:01:04.080>post <00:01:04.180>your <00:01:04.280>questions <00:01:04.379>and <00:01:04.480>we <00:01:04.580>would <00:01:04.680>take

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<00:01:05.188>post <00:01:05.190>your <00:01:05.191>questions <00:01:05.193>and <00:01:05.194>we <00:01:05.196>would <00:01:05.197>take

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<00:01:05.199>post <00:01:05.368>your <00:01:05.538>questions <00:01:05.708>and <00:01:05.878>we <00:01:06.048>would <00:01:06.218>take <00:01:06.388>them <00:01:06.558>later

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<00:01:06.710>them <00:01:06.719>later

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<00:01:06.720>them <00:01:06.920>later <00:01:07.120>if <00:01:07.320>you <00:01:07.520>have <00:01:07.720>some <00:01:07.920>time <00:01:08.120>available.

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<00:01:09.110>if <00:01:09.111>you <00:01:09.113>have <00:01:09.115>some <00:01:09.117>time <00:01:09.119>available.

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<00:01:09.120>if <00:01:09.227>you <00:01:09.335>have <00:01:09.443>some <00:01:09.550>time <00:01:09.658>available. <00:01:09.766>Um <00:01:09.873>else <00:01:09.981>we <00:01:10.089>will <00:01:10.196>take <00:01:10.304>them <00:01:10.412>offline <00:01:10.520>with

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<00:01:11.950>Um <00:01:11.951>else <00:01:11.952>we <00:01:11.953>will <00:01:11.955>take <00:01:11.956>them <00:01:11.957>offline <00:01:11.959>with

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<00:01:11.960>Um <00:01:12.071>else <00:01:12.182>we <00:01:12.294>will <00:01:12.405>take <00:01:12.516>them <00:01:12.628>offline <00:01:12.739>with <00:01:12.851>Sandhya.

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Sandhya.

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<00:01:12.960>Sandhya. <00:01:13.310>So <00:01:13.660>without <00:01:14.010>further <00:01:14.360>ado,

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<00:01:15.630>So <00:01:15.633>without <00:01:15.636>further <00:01:15.639>ado,

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<00:01:15.640>So <00:01:15.795>without <00:01:15.951>further <00:01:16.106>ado, <00:01:16.262>let's <00:01:16.417>welcome <00:01:16.573>Sandhya <00:01:16.728>Menon, <00:01:16.884>lead <00:01:17.040>data

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<00:01:18.270>let's <00:01:18.271>welcome <00:01:18.273>Sandhya <00:01:18.275>Menon, <00:01:18.277>lead <00:01:18.279>data

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<00:01:18.280>let's <00:01:18.387>welcome <00:01:18.495>Sandhya <00:01:18.603>Menon, <00:01:18.710>lead <00:01:18.818>data <00:01:18.926>engineer <00:01:19.033>at <00:01:19.141>E.ON <00:01:19.249>Energy <00:01:19.356>with <00:01:19.464>a <00:01:19.572>round <00:01:19.680>of

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<00:01:20.670>engineer <00:01:20.671>at <00:01:20.672>E.ON <00:01:20.673>Energy <00:01:20.675>with <00:01:20.676>a <00:01:20.677>round <00:01:20.679>of

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<00:01:20.680>engineer <00:01:20.855>at <00:01:21.030>E.ON <00:01:21.205>Energy <00:01:21.380>with <00:01:21.555>a <00:01:21.730>round <00:01:21.905>of <00:01:22.080>applause.

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<00:01:35.920>&gt;&gt; <00:01:36.200>Perfect. <00:01:36.480>Thank <00:01:36.760>you <00:01:37.040>very <00:01:37.320>much.

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<00:01:38.150>&gt;&gt; <00:01:38.151>Perfect. <00:01:38.153>Thank <00:01:38.155>you <00:01:38.157>very <00:01:38.158>much.

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<00:01:38.160>&gt;&gt; <00:01:38.259>Perfect. <00:01:38.360>Thank <00:01:38.460>you <00:01:38.560>very <00:01:38.660>much. <00:01:38.759>And <00:01:38.860>a <00:01:38.960>very <00:01:39.060>good <00:01:39.160>morning <00:01:39.259>to <00:01:39.360>all <00:01:39.460>of <00:01:39.560>you

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<00:01:40.430>And <00:01:40.431>a <00:01:40.432>very <00:01:40.433>good <00:01:40.434>morning <00:01:40.435>to <00:01:40.436>all <00:01:40.437>of <00:01:40.439>you

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<00:01:40.440>And <00:01:40.580>a <00:01:40.720>very <00:01:40.860>good <00:01:41.000>morning <00:01:41.140>to <00:01:41.280>all <00:01:41.420>of <00:01:41.560>you <00:01:41.700>present <00:01:41.840>here.

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<00:01:42.550>present <00:01:42.559>here.

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<00:01:42.560>present <00:01:42.715>here. <00:01:42.871>I <00:01:43.026>would <00:01:43.182>like <00:01:43.337>to <00:01:43.493>start <00:01:43.648>with <00:01:43.804>a <00:01:43.960>question.

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<00:01:45.509>I <00:01:45.511>would <00:01:45.512>like <00:01:45.513>to <00:01:45.515>start <00:01:45.516>with <00:01:45.517>a <00:01:45.519>question.

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<00:01:45.520>I <00:01:45.613>would <00:01:45.706>like <00:01:45.800>to <00:01:45.893>start <00:01:45.986>with <00:01:46.080>a <00:01:46.173>question. <00:01:46.266>How <00:01:46.360>many <00:01:46.453>times <00:01:46.546>have <00:01:46.640>you <00:01:46.733>heard <00:01:46.826>the <00:01:46.920>word

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<00:01:48.070>How <00:01:48.071>many <00:01:48.072>times <00:01:48.073>have <00:01:48.075>you <00:01:48.076>heard <00:01:48.077>the <00:01:48.079>word

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<00:01:48.080>How <00:01:48.218>many <00:01:48.356>times <00:01:48.495>have <00:01:48.633>you <00:01:48.771>heard <00:01:48.910>the <00:01:49.048>word <00:01:49.187>AI

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AI

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<00:01:49.320>AI <00:01:49.600>in <00:01:49.880>the <00:01:50.160>last <00:01:50.440>two <00:01:50.720>days?

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<00:01:52.680>AI <00:01:52.913>first <00:01:53.146>mindset, <00:01:53.380>AI <00:01:53.613>first <00:01:53.846>company, <00:01:54.080>AI

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<00:01:56.350>AI <00:01:56.351>first <00:01:56.353>mindset, <00:01:56.354>AI <00:01:56.356>first <00:01:56.357>company, <00:01:56.359>AI

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<00:01:56.360>AI <00:01:56.487>first <00:01:56.614>mindset, <00:01:56.741>AI <00:01:56.869>first <00:01:56.996>company, <00:01:57.123>AI <00:01:57.250>this, <00:01:57.378>AI <00:01:57.505>that, <00:01:57.632>AI <00:01:57.760>whatever.

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<00:01:59.310>this, <00:01:59.312>AI <00:01:59.314>that, <00:01:59.316>AI <00:01:59.318>whatever.

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<00:01:59.320>this, <00:01:59.436>AI <00:01:59.553>that, <00:01:59.669>AI <00:01:59.786>whatever. <00:01:59.903>But <00:02:00.020>before <00:02:00.136>AI <00:02:00.253>can <00:02:00.369>deliver <00:02:00.486>any <00:02:00.603>value, <00:02:00.720>we

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<00:02:03.070>But <00:02:03.071>before <00:02:03.072>AI <00:02:03.073>can <00:02:03.075>deliver <00:02:03.076>any <00:02:03.077>value, <00:02:03.079>we

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<00:02:03.080>But <00:02:03.196>before <00:02:03.313>AI <00:02:03.429>can <00:02:03.546>deliver <00:02:03.663>any <00:02:03.780>value, <00:02:03.896>we <00:02:04.013>need <00:02:04.130>a <00:02:04.246>strong <00:02:04.363>data <00:02:04.480>foundation.

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<00:02:06.230>need <00:02:06.232>a <00:02:06.234>strong <00:02:06.236>data <00:02:06.238>foundation.

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<00:02:06.240>need <00:02:06.356>a <00:02:06.473>strong <00:02:06.589>data <00:02:06.706>foundation. <00:02:06.823>And <00:02:06.940>that's <00:02:07.056>what <00:02:07.173>I'm <00:02:07.289>going <00:02:07.406>to <00:02:07.523>talk <00:02:07.640>about

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<00:02:07.910>And <00:02:07.911>that's <00:02:07.912>what <00:02:07.913>I'm <00:02:07.915>going <00:02:07.916>to <00:02:07.917>talk <00:02:07.919>about

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<00:02:07.920>And <00:02:08.062>that's <00:02:08.205>what <00:02:08.348>I'm <00:02:08.491>going <00:02:08.634>to <00:02:08.777>talk <00:02:08.920>about <00:02:09.062>today.

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today.

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<00:02:09.199>today. <00:02:09.355>But <00:02:09.511>before <00:02:09.666>I <00:02:09.822>start <00:02:09.977>talking, <00:02:10.133>who <00:02:10.288>am <00:02:10.444>I? <00:02:10.600>My

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<00:02:12.270>But <00:02:12.271>before <00:02:12.272>I <00:02:12.273>start <00:02:12.274>talking, <00:02:12.275>who <00:02:12.276>am <00:02:12.277>I? <00:02:12.279>My

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<00:02:12.280>But <00:02:12.396>before <00:02:12.513>I <00:02:12.630>start <00:02:12.746>talking, <00:02:12.863>who <00:02:12.980>am <00:02:13.096>I? <00:02:13.213>My <00:02:13.330>name <00:02:13.446>is <00:02:13.563>Sandhya <00:02:13.680>Menon.

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<00:02:14.030>name <00:02:14.033>is <00:02:14.036>Sandhya <00:02:14.039>Menon.

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<00:02:14.040>name <00:02:14.167>is <00:02:14.294>Sandhya <00:02:14.421>Menon. <00:02:14.549>On <00:02:14.676>the <00:02:14.803>personal <00:02:14.930>side, <00:02:15.058>I'm <00:02:15.185>a <00:02:15.312>mother <00:02:15.440>to

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<00:02:15.750>On <00:02:15.751>the <00:02:15.752>personal <00:02:15.753>side, <00:02:15.755>I'm <00:02:15.756>a <00:02:15.757>mother <00:02:15.759>to

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<00:02:15.760>On <00:02:15.859>the <00:02:15.959>personal <00:02:16.060>side, <00:02:16.160>I'm <00:02:16.260>a <00:02:16.359>mother <00:02:16.459>to <00:02:16.560>two <00:02:16.660>beautiful <00:02:16.760>kids. <00:02:16.859>So, <00:02:16.959>life <00:02:17.060>outside <00:02:17.160>of

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<00:02:18.150>two <00:02:18.151>beautiful <00:02:18.153>kids. <00:02:18.154>So, <00:02:18.156>life <00:02:18.157>outside <00:02:18.159>of

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<00:02:18.160>two <00:02:18.260>beautiful <00:02:18.359>kids. <00:02:18.460>So, <00:02:18.560>life <00:02:18.660>outside <00:02:18.760>of <00:02:18.859>work <00:02:18.960>keeps <00:02:19.060>me <00:02:19.160>just <00:02:19.260>as <00:02:19.359>busy <00:02:19.460>and <00:02:19.560>inspired.

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<00:02:21.430>work <00:02:21.431>keeps <00:02:21.432>me <00:02:21.433>just <00:02:21.435>as <00:02:21.436>busy <00:02:21.437>and <00:02:21.439>inspired.

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<00:02:21.440>work <00:02:21.527>keeps <00:02:21.615>me <00:02:21.702>just <00:02:21.790>as <00:02:21.877>busy <00:02:21.965>and <00:02:22.052>inspired. <00:02:22.140>Picked <00:02:22.227>up <00:02:22.315>skiing <00:02:22.402>at <00:02:22.490>the <00:02:22.577>age <00:02:22.665>of <00:02:22.752>30s. <00:02:22.840>I

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<00:02:24.110>Picked <00:02:24.111>up <00:02:24.112>skiing <00:02:24.113>at <00:02:24.114>the <00:02:24.115>age <00:02:24.116>of <00:02:24.117>30s. <00:02:24.119>I

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<00:02:24.120>Picked <00:02:24.213>up <00:02:24.306>skiing <00:02:24.400>at <00:02:24.493>the <00:02:24.586>age <00:02:24.680>of <00:02:24.773>30s. <00:02:24.866>I <00:02:24.960>wouldn't <00:02:25.053>advise <00:02:25.146>anybody <00:02:25.240>to <00:02:25.333>do <00:02:25.426>that, <00:02:25.520>but

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<00:02:26.110>wouldn't <00:02:26.111>advise <00:02:26.113>anybody <00:02:26.114>to <00:02:26.116>do <00:02:26.117>that, <00:02:26.119>but

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<00:02:26.120>wouldn't <00:02:26.247>advise <00:02:26.374>anybody <00:02:26.501>to <00:02:26.629>do <00:02:26.756>that, <00:02:26.883>but <00:02:27.010>I'm <00:02:27.138>still <00:02:27.265>proud <00:02:27.392>of <00:02:27.520>it.

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<00:02:27.949>I'm <00:02:27.951>still <00:02:27.953>proud <00:02:27.955>of <00:02:27.958>it.

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<00:02:27.959>I'm <00:02:28.075>still <00:02:28.192>proud <00:02:28.309>of <00:02:28.425>it. <00:02:28.542>Traveling <00:02:28.659>has <00:02:28.775>been <00:02:28.892>a <00:02:29.009>dream <00:02:29.125>since <00:02:29.242>I <00:02:29.359>grew

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<00:02:30.670>Traveling <00:02:30.671>has <00:02:30.672>been <00:02:30.673>a <00:02:30.675>dream <00:02:30.676>since <00:02:30.677>I <00:02:30.679>grew

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<00:02:30.680>Traveling <00:02:30.767>has <00:02:30.855>been <00:02:30.942>a <00:02:31.030>dream <00:02:31.117>since <00:02:31.205>I <00:02:31.292>grew <00:02:31.380>up <00:02:31.467>in <00:02:31.555>a <00:02:31.642>small <00:02:31.730>city <00:02:31.817>and <00:02:31.905>back <00:02:31.992>in <00:02:32.080>India,

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<00:02:32.710>up <00:02:32.711>in <00:02:32.712>a <00:02:32.713>small <00:02:32.714>city <00:02:32.715>and <00:02:32.716>back <00:02:32.717>in <00:02:32.719>India,

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<00:02:32.720>up <00:02:32.813>in <00:02:32.906>a <00:02:33.000>small <00:02:33.093>city <00:02:33.186>and <00:02:33.280>back <00:02:33.373>in <00:02:33.466>India, <00:02:33.560>and <00:02:33.653>that's <00:02:33.746>a <00:02:33.840>picture <00:02:33.933>from <00:02:34.026>Tanzania. <00:02:34.120>And

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<00:02:35.150>and <00:02:35.151>that's <00:02:35.153>a <00:02:35.154>picture <00:02:35.156>from <00:02:35.157>Tanzania. <00:02:35.159>And

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<00:02:35.160>and <00:02:35.260>that's <00:02:35.359>a <00:02:35.460>picture <00:02:35.560>from <00:02:35.660>Tanzania. <00:02:35.760>And <00:02:35.859>if <00:02:35.960>I'm <00:02:36.060>not <00:02:36.160>doing <00:02:36.260>any <00:02:36.359>of <00:02:36.460>these, <00:02:36.560>I'm

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<00:02:36.750>if <00:02:36.751>I'm <00:02:36.752>not <00:02:36.753>doing <00:02:36.755>any <00:02:36.756>of <00:02:36.757>these, <00:02:36.759>I'm

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<00:02:36.760>if <00:02:36.859>I'm <00:02:36.959>not <00:02:37.060>doing <00:02:37.160>any <00:02:37.260>of <00:02:37.359>these, <00:02:37.459>I'm <00:02:37.560>dancing. <00:02:37.660>It's <00:02:37.760>not <00:02:37.859>the <00:02:37.959>fluid <00:02:38.060>dance, <00:02:38.160>more

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<00:02:39.590>dancing. <00:02:39.591>It's <00:02:39.593>not <00:02:39.594>the <00:02:39.596>fluid <00:02:39.597>dance, <00:02:39.599>more

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<00:02:39.600>dancing. <00:02:39.700>It's <00:02:39.799>not <00:02:39.900>the <00:02:40.000>fluid <00:02:40.100>dance, <00:02:40.200>more <00:02:40.299>rigid <00:02:40.400>dance <00:02:40.500>form <00:02:40.600>from <00:02:40.700>India. <00:02:40.799>Taught <00:02:40.900>me <00:02:41.000>a

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<00:02:41.949>rigid <00:02:41.950>dance <00:02:41.951>form <00:02:41.952>from <00:02:41.954>India. <00:02:41.955>Taught <00:02:41.956>me <00:02:41.958>a

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<00:02:41.959>rigid <00:02:42.099>dance <00:02:42.239>form <00:02:42.379>from <00:02:42.519>India. <00:02:42.659>Taught <00:02:42.799>me <00:02:42.939>a <00:02:43.079>lot <00:02:43.219>of <00:02:43.359>discipline.

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<00:02:44.510>lot <00:02:44.514>of <00:02:44.519>discipline.

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<00:02:44.520>lot <00:02:44.695>of <00:02:44.870>discipline. <00:02:45.045>Professionally, <00:02:45.220>I <00:02:45.395>am <00:02:45.570>a <00:02:45.745>data <00:02:45.920>professional

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<00:02:47.030>Professionally, <00:02:47.031>I <00:02:47.033>am <00:02:47.035>a <00:02:47.037>data <00:02:47.039>professional

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<00:02:47.040>Professionally, <00:02:47.167>I <00:02:47.294>am <00:02:47.421>a <00:02:47.549>data <00:02:47.676>professional <00:02:47.803>with <00:02:47.930>over <00:02:48.058>a <00:02:48.185>decade <00:02:48.312>of <00:02:48.440>experience.

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<00:02:49.790>with <00:02:49.791>over <00:02:49.793>a <00:02:49.795>decade <00:02:49.797>of <00:02:49.799>experience.

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<00:02:49.800>with <00:02:49.916>over <00:02:50.033>a <00:02:50.150>decade <00:02:50.266>of <00:02:50.383>experience. <00:02:50.500>Currently, <00:02:50.616>I <00:02:50.733>work <00:02:50.850>as <00:02:50.966>a <00:02:51.083>lead <00:02:51.200>data

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<00:02:51.390>Currently, <00:02:51.391>I <00:02:51.393>work <00:02:51.394>as <00:02:51.396>a <00:02:51.397>lead <00:02:51.399>data

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<00:02:51.400>Currently, <00:02:51.527>I <00:02:51.654>work <00:02:51.781>as <00:02:51.909>a <00:02:52.036>lead <00:02:52.163>data <00:02:52.290>engineer <00:02:52.418>at <00:02:52.545>E.ON <00:02:52.672>Energy <00:02:52.800>Deutschland.

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<00:02:54.150>engineer <00:02:54.152>at <00:02:54.154>E.ON <00:02:54.156>Energy <00:02:54.159>Deutschland.

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<00:02:54.160>engineer <00:02:54.299>at <00:02:54.440>E.ON <00:02:54.579>Energy <00:02:54.720>Deutschland. <00:02:54.859>E.ON <00:02:55.000>Energy <00:02:55.140>Deutschland <00:02:55.280>is <00:02:55.420>one <00:02:55.560>of

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<00:02:55.870>E.ON <00:02:55.871>Energy <00:02:55.873>Deutschland <00:02:55.875>is <00:02:55.877>one <00:02:55.879>of

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<00:02:55.880>E.ON <00:02:56.035>Energy <00:02:56.191>Deutschland <00:02:56.346>is <00:02:56.502>one <00:02:56.657>of <00:02:56.813>Germany's <00:02:56.968>leading <00:02:57.124>energy <00:02:57.280>companies

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<00:02:57.990>Germany's <00:02:57.993>leading <00:02:57.996>energy <00:02:57.999>companies

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<00:02:58.000>Germany's <00:02:58.200>leading <00:02:58.400>energy <00:02:58.600>companies <00:02:58.800>providing <00:02:59.000>electricity, <00:02:59.200>gas, <00:02:59.400>and

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<00:03:01.110>providing <00:03:01.113>electricity, <00:03:01.116>gas, <00:03:01.119>and

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<00:03:01.120>providing <00:03:01.295>electricity, <00:03:01.470>gas, <00:03:01.645>and <00:03:01.820>sustainable <00:03:01.995>energy <00:03:02.170>solutions <00:03:02.345>to <00:03:02.520>millions

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<00:03:03.190>sustainable <00:03:03.192>energy <00:03:03.194>solutions <00:03:03.196>to <00:03:03.198>millions

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<00:03:03.200>sustainable <00:03:03.432>energy <00:03:03.665>solutions <00:03:03.897>to <00:03:04.130>millions <00:03:04.362>of <00:03:04.595>customers.

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<00:03:04.750>of <00:03:04.759>customers.

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<00:03:04.760>of <00:03:04.899>customers. <00:03:05.040>And <00:03:05.179>what <00:03:05.320>I <00:03:05.459>love <00:03:05.600>doing <00:03:05.739>the <00:03:05.880>most <00:03:06.019>is <00:03:06.160>what

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<00:03:07.270>And <00:03:07.271>what <00:03:07.272>I <00:03:07.273>love <00:03:07.274>doing <00:03:07.275>the <00:03:07.276>most <00:03:07.277>is <00:03:07.279>what

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<00:03:07.280>And <00:03:07.373>what <00:03:07.466>I <00:03:07.560>love <00:03:07.653>doing <00:03:07.746>the <00:03:07.840>most <00:03:07.933>is <00:03:08.026>what <00:03:08.120>my <00:03:08.213>topic <00:03:08.306>says, <00:03:08.400>turning <00:03:08.493>messy <00:03:08.586>and <00:03:08.680>complex

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<00:03:10.310>my <00:03:10.311>topic <00:03:10.313>says, <00:03:10.314>turning <00:03:10.316>messy <00:03:10.317>and <00:03:10.319>complex

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<00:03:10.320>my <00:03:10.447>topic <00:03:10.574>says, <00:03:10.701>turning <00:03:10.829>messy <00:03:10.956>and <00:03:11.083>complex <00:03:11.210>data <00:03:11.338>problems <00:03:11.465>into <00:03:11.592>scalable <00:03:11.720>solutions

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<00:03:13.228>data <00:03:13.231>problems <00:03:13.233>into <00:03:13.235>scalable <00:03:13.238>solutions

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<00:03:13.239>data <00:03:13.414>problems <00:03:13.589>into <00:03:13.764>scalable <00:03:13.939>solutions <00:03:14.114>that <00:03:14.289>teams <00:03:14.464>can <00:03:14.639>trust.

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<00:03:16.760>So, <00:03:16.935>my <00:03:17.109>agenda <00:03:17.285>for <00:03:17.459>today <00:03:17.635>is <00:03:17.810>we <00:03:17.984>talk <00:03:18.160>a

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<00:03:19.150>So, <00:03:19.151>my <00:03:19.152>agenda <00:03:19.153>for <00:03:19.154>today <00:03:19.155>is <00:03:19.156>we <00:03:19.157>talk <00:03:19.159>a

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<00:03:19.160>So, <00:03:19.267>my <00:03:19.375>agenda <00:03:19.483>for <00:03:19.590>today <00:03:19.698>is <00:03:19.806>we <00:03:19.913>talk <00:03:20.021>a <00:03:20.129>little <00:03:20.236>bit <00:03:20.344>about <00:03:20.452>the <00:03:20.560>problem.

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<00:03:21.670>little <00:03:21.672>bit <00:03:21.674>about <00:03:21.676>the <00:03:21.679>problem.

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<00:03:21.680>little <00:03:21.796>bit <00:03:21.913>about <00:03:22.030>the <00:03:22.146>problem. <00:03:22.263>And <00:03:22.380>we'll <00:03:22.496>see <00:03:22.613>how <00:03:22.730>it <00:03:22.846>evolved <00:03:22.963>over <00:03:23.080>time.

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<00:03:25.030>And <00:03:25.031>we'll <00:03:25.032>see <00:03:25.033>how <00:03:25.035>it <00:03:25.036>evolved <00:03:25.037>over <00:03:25.039>time.

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<00:03:25.040>And <00:03:25.133>we'll <00:03:25.226>see <00:03:25.320>how <00:03:25.413>it <00:03:25.506>evolved <00:03:25.600>over <00:03:25.693>time. <00:03:25.786>We'll <00:03:25.880>talk <00:03:25.973>a <00:03:26.066>little <00:03:26.160>bit <00:03:26.253>about <00:03:26.346>modern <00:03:26.440>day

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<00:03:27.030>We'll <00:03:27.031>talk <00:03:27.032>a <00:03:27.033>little <00:03:27.035>bit <00:03:27.036>about <00:03:27.037>modern <00:03:27.039>day

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<00:03:27.040>We'll <00:03:27.147>talk <00:03:27.255>a <00:03:27.363>little <00:03:27.470>bit <00:03:27.578>about <00:03:27.686>modern <00:03:27.793>day <00:03:27.901>data <00:03:28.009>architectures <00:03:28.116>and <00:03:28.224>then <00:03:28.332>try <00:03:28.440>to

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<00:03:29.590>data <00:03:29.591>architectures <00:03:29.593>and <00:03:29.595>then <00:03:29.597>try <00:03:29.599>to

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<00:03:29.600>data <00:03:29.716>architectures <00:03:29.833>and <00:03:29.950>then <00:03:30.066>try <00:03:30.183>to <00:03:30.299>brainstorm <00:03:30.416>or <00:03:30.533>talk <00:03:30.650>about <00:03:30.766>how <00:03:30.883>the <00:03:31.000>future

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<00:03:31.910>brainstorm <00:03:31.911>or <00:03:31.913>talk <00:03:31.914>about <00:03:31.916>how <00:03:31.917>the <00:03:31.919>future

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<00:03:31.920>brainstorm <00:03:32.047>or <00:03:32.174>talk <00:03:32.301>about <00:03:32.429>how <00:03:32.556>the <00:03:32.683>future <00:03:32.810>looks <00:03:32.938>like <00:03:33.065>for <00:03:33.192>data <00:03:33.320>engineering.

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<00:03:36.400>Now, <00:03:37.100>the <00:03:37.800>problem.

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<00:03:38.110>Now, <00:03:38.114>the <00:03:38.119>problem.

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<00:03:38.120>Now, <00:03:38.320>the <00:03:38.520>problem. <00:03:38.720>Messy <00:03:38.920>queries <00:03:39.120>and <00:03:39.320>ad-hoc <00:03:39.520>systems.

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<00:03:41.070>Messy <00:03:41.072>queries <00:03:41.074>and <00:03:41.076>ad-hoc <00:03:41.078>systems.

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<00:03:41.079>Messy <00:03:41.187>queries <00:03:41.295>and <00:03:41.403>ad-hoc <00:03:41.510>systems. <00:03:41.618>In <00:03:41.726>the <00:03:41.833>early <00:03:41.941>days, <00:03:42.049>data <00:03:42.156>was <00:03:42.264>managed <00:03:42.372>in <00:03:42.480>a

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<00:03:43.910>In <00:03:43.911>the <00:03:43.912>early <00:03:43.913>days, <00:03:43.914>data <00:03:43.915>was <00:03:43.916>managed <00:03:43.917>in <00:03:43.919>a

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<00:03:43.920>In <00:03:44.020>the <00:03:44.120>early <00:03:44.220>days, <00:03:44.320>data <00:03:44.420>was <00:03:44.520>managed <00:03:44.620>in <00:03:44.720>a <00:03:44.820>very <00:03:44.920>ad-hoc <00:03:45.020>manner. <00:03:45.120>Teams <00:03:45.220>wrote <00:03:45.320>their

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<00:03:46.630>very <00:03:46.631>ad-hoc <00:03:46.633>manner. <00:03:46.635>Teams <00:03:46.637>wrote <00:03:46.638>their

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<00:03:46.640>very <00:03:46.767>ad-hoc <00:03:46.894>manner. <00:03:47.021>Teams <00:03:47.149>wrote <00:03:47.276>their <00:03:47.403>own <00:03:47.530>SQL <00:03:47.658>queries, <00:03:47.785>often <00:03:47.912>with <00:03:48.040>zero

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<00:03:49.710>own <00:03:49.711>SQL <00:03:49.713>queries, <00:03:49.715>often <00:03:49.717>with <00:03:49.719>zero

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<00:03:49.720>own <00:03:49.895>SQL <00:03:50.070>queries, <00:03:50.245>often <00:03:50.420>with <00:03:50.595>zero <00:03:50.770>documentation <00:03:50.945>or <00:03:51.120>standardization.

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<00:03:52.430>documentation <00:03:52.434>or <00:03:52.439>standardization.

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<00:03:52.440>documentation <00:03:52.567>or <00:03:52.694>standardization. <00:03:52.821>And <00:03:52.949>this <00:03:53.076>led <00:03:53.203>to <00:03:53.330>a <00:03:53.458>lot <00:03:53.585>of <00:03:53.712>problems, <00:03:53.840>data

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<00:03:54.950>And <00:03:54.951>this <00:03:54.952>led <00:03:54.953>to <00:03:54.954>a <00:03:54.955>lot <00:03:54.956>of <00:03:54.957>problems, <00:03:54.959>data

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<00:03:54.960>And <00:03:55.076>this <00:03:55.193>led <00:03:55.310>to <00:03:55.426>a <00:03:55.543>lot <00:03:55.660>of <00:03:55.776>problems, <00:03:55.893>data <00:03:56.010>silos, <00:03:56.126>data <00:03:56.243>duplication, <00:03:56.360>and

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<00:03:58.110>silos, <00:03:58.113>data <00:03:58.116>duplication, <00:03:58.119>and

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<00:03:58.120>silos, <00:03:58.275>data <00:03:58.431>duplication, <00:03:58.586>and <00:03:58.742>people <00:03:58.897>lost <00:03:59.053>trust <00:03:59.208>in <00:03:59.364>data, <00:03:59.520>basically.

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<00:04:00.470>people <00:04:00.471>lost <00:04:00.473>trust <00:04:00.475>in <00:04:00.477>data, <00:04:00.478>basically.

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<00:04:00.480>people <00:04:00.579>lost <00:04:00.679>trust <00:04:00.780>in <00:04:00.880>data, <00:04:00.980>basically. <00:04:01.079>You <00:04:01.179>know, <00:04:01.280>there <00:04:01.380>was <00:04:01.480>a <00:04:01.579>lack <00:04:01.679>of <00:04:01.780>trust <00:04:01.880>in

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<00:04:02.110>You <00:04:02.111>know, <00:04:02.112>there <00:04:02.113>was <00:04:02.114>a <00:04:02.115>lack <00:04:02.116>of <00:04:02.117>trust <00:04:02.119>in

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<00:04:02.120>You <00:04:02.255>know, <00:04:02.390>there <00:04:02.525>was <00:04:02.660>a <00:04:02.795>lack <00:04:02.930>of <00:04:03.065>trust <00:04:03.200>in <00:04:03.335>data.

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data.

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<00:04:03.480>data. <00:04:03.635>Now, <00:04:03.791>I <00:04:03.946>also <00:04:04.102>once <00:04:04.257>worked <00:04:04.413>for <00:04:04.568>a <00:04:04.724>team <00:04:04.880>where

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<00:04:05.630>Now, <00:04:05.631>I <00:04:05.632>also <00:04:05.633>once <00:04:05.634>worked <00:04:05.635>for <00:04:05.636>a <00:04:05.637>team <00:04:05.638>where

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<00:04:05.640>Now, <00:04:05.739>I <00:04:05.839>also <00:04:05.940>once <00:04:06.040>worked <00:04:06.140>for <00:04:06.239>a <00:04:06.339>team <00:04:06.440>where <00:04:06.540>the <00:04:06.640>same <00:04:06.739>metric <00:04:06.839>would <00:04:06.940>have <00:04:07.040>three

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<00:04:07.830>the <00:04:07.831>same <00:04:07.833>metric <00:04:07.835>would <00:04:07.837>have <00:04:07.839>three

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<00:04:07.840>the <00:04:07.980>same <00:04:08.120>metric <00:04:08.260>would <00:04:08.400>have <00:04:08.540>three <00:04:08.680>different <00:04:08.820>definitions <00:04:08.960>depending <00:04:09.100>on <00:04:09.240>who

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<00:04:09.830>different <00:04:09.832>definitions <00:04:09.834>depending <00:04:09.836>on <00:04:09.839>who

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<00:04:09.840>different <00:04:10.073>definitions <00:04:10.306>depending <00:04:10.540>on <00:04:10.773>who <00:04:11.006>you <00:04:11.240>asked.

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<00:04:12.710>you <00:04:12.719>asked.

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<00:04:12.720>you <00:04:13.000>asked. <00:04:13.280>This <00:04:13.560>is <00:04:13.840>the <00:04:14.120>reality

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<00:04:17.040>Yeah, <00:04:17.215>this <00:04:17.390>is <00:04:17.565>the <00:04:17.740>reality <00:04:17.915>of <00:04:18.090>a <00:04:18.265>lot <00:04:18.440>of

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<00:04:20.110>Yeah, <00:04:20.111>this <00:04:20.112>is <00:04:20.113>the <00:04:20.114>reality <00:04:20.115>of <00:04:20.116>a <00:04:20.117>lot <00:04:20.119>of

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<00:04:20.120>Yeah, <00:04:20.213>this <00:04:20.306>is <00:04:20.399>the <00:04:20.493>reality <00:04:20.586>of <00:04:20.680>a <00:04:20.773>lot <00:04:20.866>of <00:04:20.959>organizations. <00:04:21.053>This <00:04:21.146>is <00:04:21.240>the <00:04:21.333>reality <00:04:21.426>of <00:04:21.519>a

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<00:04:22.950>organizations. <00:04:22.951>This <00:04:22.953>is <00:04:22.954>the <00:04:22.955>reality <00:04:22.957>of <00:04:22.959>a

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<00:04:22.960>organizations. <00:04:23.060>This <00:04:23.159>is <00:04:23.260>the <00:04:23.359>reality <00:04:23.460>of <00:04:23.560>a <00:04:23.659>lot <00:04:23.760>of <00:04:23.859>uh <00:04:23.960>data <00:04:24.060>journeys. <00:04:24.159>We <00:04:24.260>have <00:04:24.359>Excel

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<00:04:26.350>lot <00:04:26.351>of <00:04:26.352>uh <00:04:26.353>data <00:04:26.355>journeys. <00:04:26.356>We <00:04:26.357>have <00:04:26.359>Excel

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<00:04:26.360>lot <00:04:26.476>of <00:04:26.593>uh <00:04:26.710>data <00:04:26.826>journeys. <00:04:26.943>We <00:04:27.060>have <00:04:27.176>Excel <00:04:27.293>files <00:04:27.410>everywhere. <00:04:27.526>We <00:04:27.643>have <00:04:27.760>copy-pasted

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<00:04:28.750>files <00:04:28.752>everywhere. <00:04:28.754>We <00:04:28.756>have <00:04:28.759>copy-pasted

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<00:04:28.760>files <00:04:28.915>everywhere. <00:04:29.071>We <00:04:29.226>have <00:04:29.382>copy-pasted <00:04:29.537>SQL <00:04:29.693>scripts, <00:04:29.848>business <00:04:30.004>logic <00:04:30.159>duplicated,

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<00:04:31.630>SQL <00:04:31.632>scripts, <00:04:31.634>business <00:04:31.636>logic <00:04:31.639>duplicated,

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<00:04:31.640>SQL <00:04:31.795>scripts, <00:04:31.951>business <00:04:32.106>logic <00:04:32.262>duplicated, <00:04:32.417>no <00:04:32.573>ownership, <00:04:32.728>no <00:04:32.884>documentation, <00:04:33.039>manual

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<00:04:34.550>no <00:04:34.552>ownership, <00:04:34.554>no <00:04:34.556>documentation, <00:04:34.559>manual

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<00:04:34.560>no <00:04:34.687>ownership, <00:04:34.814>no <00:04:34.941>documentation, <00:04:35.069>manual <00:04:35.196>refreshes. <00:04:35.323>There <00:04:35.450>was <00:04:35.578>also <00:04:35.705>a <00:04:35.832>time <00:04:35.960>back

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<00:04:36.430>refreshes. <00:04:36.431>There <00:04:36.433>was <00:04:36.434>also <00:04:36.436>a <00:04:36.437>time <00:04:36.439>back

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<00:04:36.440>refreshes. <00:04:36.547>There <00:04:36.655>was <00:04:36.763>also <00:04:36.870>a <00:04:36.978>time <00:04:37.086>back <00:04:37.193>then <00:04:37.301>when <00:04:37.409>somebody <00:04:37.516>would <00:04:37.624>run <00:04:37.732>an <00:04:37.840>SQL

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<00:04:38.190>then <00:04:38.191>when <00:04:38.193>somebody <00:04:38.194>would <00:04:38.195>run <00:04:38.197>an <00:04:38.199>SQL

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<00:04:38.200>then <00:04:38.307>when <00:04:38.415>somebody <00:04:38.523>would <00:04:38.630>run <00:04:38.738>an <00:04:38.846>SQL <00:04:38.953>query <00:04:39.061>in <00:04:39.169>the <00:04:39.276>evening, <00:04:39.384>go <00:04:39.492>back <00:04:39.599>home

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<00:04:40.350>query <00:04:40.351>in <00:04:40.353>the <00:04:40.354>evening, <00:04:40.356>go <00:04:40.357>back <00:04:40.359>home

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<00:04:40.360>query <00:04:40.446>in <00:04:40.532>the <00:04:40.618>evening, <00:04:40.705>go <00:04:40.791>back <00:04:40.877>home <00:04:40.963>thinking <00:04:41.050>that, <00:04:41.136>you <00:04:41.222>know, <00:04:41.308>it <00:04:41.395>goes

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<00:04:41.510>thinking <00:04:41.511>that, <00:04:41.513>you <00:04:41.515>know, <00:04:41.517>it <00:04:41.519>goes

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<00:04:41.520>thinking <00:04:41.637>that, <00:04:41.755>you <00:04:41.873>know, <00:04:41.991>it <00:04:42.109>goes <00:04:42.227>through, <00:04:42.345>you <00:04:42.463>can <00:04:42.581>copy-paste <00:04:42.698>the

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<00:04:42.830>through, <00:04:42.832>you <00:04:42.834>can <00:04:42.836>copy-paste <00:04:42.839>the

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<00:04:42.840>through, <00:04:42.980>you <00:04:43.120>can <00:04:43.260>copy-paste <00:04:43.400>the <00:04:43.540>copy-paste <00:04:43.680>the <00:04:43.820>output <00:04:43.960>somewhere, <00:04:44.100>and <00:04:44.240>uh

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<00:04:45.270>copy-paste <00:04:45.271>the <00:04:45.273>output <00:04:45.275>somewhere, <00:04:45.277>and <00:04:45.279>uh

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<00:04:45.280>copy-paste <00:04:45.396>the <00:04:45.513>output <00:04:45.630>somewhere, <00:04:45.746>and <00:04:45.863>uh <00:04:45.979>deliver <00:04:46.096>your <00:04:46.213>reports. <00:04:46.330>This <00:04:46.446>was <00:04:46.563>also <00:04:46.679>a

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<00:04:47.430>deliver <00:04:47.431>your <00:04:47.433>reports. <00:04:47.434>This <00:04:47.436>was <00:04:47.437>also <00:04:47.439>a

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<00:04:47.440>deliver <00:04:47.540>your <00:04:47.640>reports. <00:04:47.740>This <00:04:47.840>was <00:04:47.940>also <00:04:48.040>a <00:04:48.140>truth <00:04:48.240>uh <00:04:48.340>in <00:04:48.440>the <00:04:48.540>recent <00:04:48.640>past, <00:04:48.740>let's <00:04:48.840>say.

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<00:04:50.430>truth <00:04:50.431>uh <00:04:50.432>in <00:04:50.433>the <00:04:50.435>recent <00:04:50.436>past, <00:04:50.437>let's <00:04:50.439>say.

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<00:04:50.440>truth <00:04:50.547>uh <00:04:50.655>in <00:04:50.763>the <00:04:50.870>recent <00:04:50.978>past, <00:04:51.086>let's <00:04:51.193>say. <00:04:51.301>Why <00:04:51.409>is <00:04:51.516>the <00:04:51.624>dashboard <00:04:51.732>different <00:04:51.840>now?

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<00:04:52.630>Why <00:04:52.631>is <00:04:52.633>the <00:04:52.635>dashboard <00:04:52.637>different <00:04:52.639>now?

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<00:04:52.640>Why <00:04:52.780>is <00:04:52.919>the <00:04:53.060>dashboard <00:04:53.200>different <00:04:53.340>now? <00:04:53.479>Questions <00:04:53.620>like <00:04:53.760>this <00:04:53.900>worked <00:04:54.039>yesterday

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<00:04:54.510>Questions <00:04:54.512>like <00:04:54.514>this <00:04:54.516>worked <00:04:54.519>yesterday

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<00:04:54.520>Questions <00:04:54.647>like <00:04:54.774>this <00:04:54.901>worked <00:04:55.029>yesterday <00:04:55.156>perfectly <00:04:55.283>fine. <00:04:55.410>Can <00:04:55.538>you <00:04:55.665>please <00:04:55.792>rerun <00:04:55.919>the

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<00:04:56.790>perfectly <00:04:56.791>fine. <00:04:56.793>Can <00:04:56.794>you <00:04:56.796>please <00:04:56.797>rerun <00:04:56.799>the

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<00:04:56.800>perfectly <00:04:56.900>fine. <00:04:57.000>Can <00:04:57.100>you <00:04:57.200>please <00:04:57.300>rerun <00:04:57.400>the <00:04:57.500>query? <00:04:57.600>We <00:04:57.700>have <00:04:57.800>all <00:04:57.900>been <00:04:58.000>there. <00:04:58.100>Now, <00:04:58.200>the

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<00:04:59.710>query? <00:04:59.711>We <00:04:59.712>have <00:04:59.713>all <00:04:59.715>been <00:04:59.716>there. <00:04:59.717>Now, <00:04:59.719>the

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<00:04:59.720>query? <00:04:59.813>We <00:04:59.906>have <00:05:00.000>all <00:05:00.093>been <00:05:00.186>there. <00:05:00.280>Now, <00:05:00.373>the <00:05:00.466>problem <00:05:00.560>is <00:05:00.653>not <00:05:00.746>the <00:05:00.840>mess <00:05:00.933>itself. <00:05:01.026>As <00:05:01.120>I

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<00:05:02.590>problem <00:05:02.591>is <00:05:02.592>not <00:05:02.593>the <00:05:02.595>mess <00:05:02.596>itself. <00:05:02.597>As <00:05:02.599>I

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<00:05:02.600>problem <00:05:02.687>is <00:05:02.775>not <00:05:02.862>the <00:05:02.950>mess <00:05:03.037>itself. <00:05:03.125>As <00:05:03.212>I <00:05:03.300>said, <00:05:03.387>this <00:05:03.475>is <00:05:03.562>the <00:05:03.650>reality <00:05:03.737>for <00:05:03.825>a <00:05:03.912>lot <00:05:04.000>of

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<00:05:04.950>said, <00:05:04.951>this <00:05:04.952>is <00:05:04.953>the <00:05:04.954>reality <00:05:04.955>for <00:05:04.956>a <00:05:04.957>lot <00:05:04.959>of

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<00:05:04.960>said, <00:05:05.060>this <00:05:05.159>is <00:05:05.260>the <00:05:05.359>reality <00:05:05.460>for <00:05:05.560>a <00:05:05.659>lot <00:05:05.760>of <00:05:05.859>organizations <00:05:05.960>even <00:05:06.060>today. <00:05:06.159>The <00:05:06.260>problem <00:05:06.359>is

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<00:05:08.190>organizations <00:05:08.191>even <00:05:08.193>today. <00:05:08.195>The <00:05:08.197>problem <00:05:08.199>is

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<00:05:08.200>organizations <00:05:08.316>even <00:05:08.433>today. <00:05:08.550>The <00:05:08.666>problem <00:05:08.783>is <00:05:08.900>staying <00:05:09.016>in <00:05:09.133>the <00:05:09.250>mess <00:05:09.366>for <00:05:09.483>too <00:05:09.599>long.

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<00:05:13.120>Now <00:05:13.400>came <00:05:13.680>the <00:05:13.960>rise <00:05:14.240>of <00:05:14.520>data-driven

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<00:05:15.270>Now <00:05:15.271>came <00:05:15.273>the <00:05:15.275>rise <00:05:15.277>of <00:05:15.279>data-driven

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<00:05:15.280>Now <00:05:15.419>came <00:05:15.559>the <00:05:15.700>rise <00:05:15.840>of <00:05:15.979>data-driven <00:05:16.119>decision-making <00:05:16.260>era, <00:05:16.400>you <00:05:16.539>know, <00:05:16.679>from

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<00:05:17.070>decision-making <00:05:17.072>era, <00:05:17.074>you <00:05:17.076>know, <00:05:17.079>from

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<00:05:17.080>decision-making <00:05:17.280>era, <00:05:17.479>you <00:05:17.680>know, <00:05:17.880>from <00:05:18.080>gut-driven <00:05:18.280>decision-making <00:05:18.479>to

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<00:05:19.909>gut-driven <00:05:19.913>decision-making <00:05:19.918>to

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<00:05:19.919>gut-driven <00:05:20.198>decision-making <00:05:20.479>to <00:05:20.758>data-driven <00:05:21.039>decision-making. <00:05:21.318>People

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<00:05:21.909>data-driven <00:05:21.913>decision-making. <00:05:21.918>People

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<00:05:21.919>data-driven <00:05:22.094>decision-making. <00:05:22.269>People <00:05:22.443>wanted <00:05:22.619>not <00:05:22.794>just <00:05:22.969>their <00:05:23.144>financial <00:05:23.318>numbers,

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<00:05:24.350>wanted <00:05:24.351>not <00:05:24.353>just <00:05:24.355>their <00:05:24.357>financial <00:05:24.359>numbers,

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<00:05:24.360>wanted <00:05:24.467>not <00:05:24.575>just <00:05:24.683>their <00:05:24.790>financial <00:05:24.898>numbers, <00:05:25.006>but <00:05:25.113>every <00:05:25.221>decision <00:05:25.329>to <00:05:25.436>be <00:05:25.544>made <00:05:25.652>uh <00:05:25.760>with

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<00:05:27.190>but <00:05:27.191>every <00:05:27.192>decision <00:05:27.193>to <00:05:27.195>be <00:05:27.196>made <00:05:27.197>uh <00:05:27.199>with

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<00:05:27.200>but <00:05:27.342>every <00:05:27.485>decision <00:05:27.628>to <00:05:27.771>be <00:05:27.914>made <00:05:28.057>uh <00:05:28.200>with <00:05:28.343>data.

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data.

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<00:05:28.480>data. <00:05:28.680>And <00:05:28.880>as <00:05:29.080>data <00:05:29.280>grew <00:05:29.480>in <00:05:29.680>volume <00:05:29.880>and

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<00:05:30.909>And <00:05:30.910>as <00:05:30.912>data <00:05:30.913>grew <00:05:30.914>in <00:05:30.916>volume <00:05:30.918>and

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<00:05:30.919>And <00:05:31.119>as <00:05:31.318>data <00:05:31.519>grew <00:05:31.719>in <00:05:31.919>volume <00:05:32.119>and <00:05:32.318>complexity,

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complexity,

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<00:05:32.520>complexity, <00:05:32.695>there <00:05:32.870>arose <00:05:33.044>a <00:05:33.219>need <00:05:33.395>for <00:05:33.570>more <00:05:33.745>scalable <00:05:33.919>and

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<00:05:35.270>there <00:05:35.271>arose <00:05:35.272>a <00:05:35.273>need <00:05:35.275>for <00:05:35.276>more <00:05:35.277>scalable <00:05:35.279>and

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<00:05:35.280>there <00:05:35.419>arose <00:05:35.559>a <00:05:35.700>need <00:05:35.840>for <00:05:35.979>more <00:05:36.119>scalable <00:05:36.260>and <00:05:36.400>reliable <00:05:36.539>data <00:05:36.679>systems.

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<00:05:37.350>reliable <00:05:37.354>data <00:05:37.359>systems.

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<00:05:37.360>reliable <00:05:37.515>data <00:05:37.671>systems. <00:05:37.826>I <00:05:37.982>personally <00:05:38.137>believe <00:05:38.293>this <00:05:38.448>also <00:05:38.604>gave <00:05:38.760>rise

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<00:05:40.110>I <00:05:40.111>personally <00:05:40.113>believe <00:05:40.114>this <00:05:40.116>also <00:05:40.117>gave <00:05:40.119>rise

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<00:05:40.120>I <00:05:40.236>personally <00:05:40.353>believe <00:05:40.470>this <00:05:40.586>also <00:05:40.703>gave <00:05:40.820>rise <00:05:40.936>to <00:05:41.053>the <00:05:41.170>field <00:05:41.286>of <00:05:41.403>data <00:05:41.520>engineering.

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<00:05:43.350>to <00:05:43.351>the <00:05:43.353>field <00:05:43.355>of <00:05:43.357>data <00:05:43.359>engineering.

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<00:05:43.360>to <00:05:43.467>the <00:05:43.575>field <00:05:43.683>of <00:05:43.790>data <00:05:43.898>engineering. <00:05:44.006>Now, <00:05:44.113>a <00:05:44.221>lot <00:05:44.329>of <00:05:44.436>people <00:05:44.544>think <00:05:44.652>that <00:05:44.760>data

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<00:05:45.750>Now, <00:05:45.751>a <00:05:45.752>lot <00:05:45.753>of <00:05:45.755>people <00:05:45.756>think <00:05:45.757>that <00:05:45.759>data

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<00:05:45.760>Now, <00:05:45.876>a <00:05:45.993>lot <00:05:46.110>of <00:05:46.226>people <00:05:46.343>think <00:05:46.460>that <00:05:46.576>data <00:05:46.693>engineering <00:05:46.810>is <00:05:46.926>just <00:05:47.043>SQL <00:05:47.159>query

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<00:05:48.150>engineering <00:05:48.152>is <00:05:48.154>just <00:05:48.156>SQL <00:05:48.159>query

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<00:05:48.159>engineering <00:05:48.439>is <00:05:48.719>just <00:05:48.999>SQL <00:05:49.280>query <00:05:49.559>optimization.

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optimization.

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<00:05:49.880>optimization. <00:05:50.080>No, <00:05:50.280>data <00:05:50.480>engineering <00:05:50.680>is <00:05:50.880>not <00:05:51.080>just <00:05:51.280>writing

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<00:05:52.230>No, <00:05:52.231>data <00:05:52.233>engineering <00:05:52.234>is <00:05:52.236>not <00:05:52.237>just <00:05:52.239>writing

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<00:05:52.240>No, <00:05:52.340>data <00:05:52.440>engineering <00:05:52.540>is <00:05:52.640>not <00:05:52.740>just <00:05:52.840>writing <00:05:52.940>SQL. <00:05:53.040>It <00:05:53.140>is <00:05:53.240>making <00:05:53.340>sure <00:05:53.440>of <00:05:53.540>reliable <00:05:53.640>data

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<00:05:56.190>SQL. <00:05:56.191>It <00:05:56.192>is <00:05:56.193>making <00:05:56.195>sure <00:05:56.196>of <00:05:56.197>reliable <00:05:56.199>data

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<00:05:56.200>SQL. <00:05:56.300>It <00:05:56.400>is <00:05:56.500>making <00:05:56.599>sure <00:05:56.700>of <00:05:56.800>reliable <00:05:56.900>data <00:05:57.000>movement. <00:05:57.099>It <00:05:57.200>is <00:05:57.300>making <00:05:57.400>sure <00:05:57.500>that <00:05:57.599>your

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<00:05:58.670>movement. <00:05:58.671>It <00:05:58.673>is <00:05:58.674>making <00:05:58.676>sure <00:05:58.677>that <00:05:58.679>your

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<00:05:58.680>movement. <00:05:58.796>It <00:05:58.913>is <00:05:59.030>making <00:05:59.146>sure <00:05:59.263>that <00:05:59.380>your <00:05:59.496>pipelines <00:05:59.613>work <00:05:59.730>perfectly. <00:05:59.846>It <00:05:59.963>is <00:06:00.080>making

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<00:06:01.270>pipelines <00:06:01.271>work <00:06:01.273>perfectly. <00:06:01.275>It <00:06:01.277>is <00:06:01.279>making

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<00:06:01.280>pipelines <00:06:01.407>work <00:06:01.534>perfectly. <00:06:01.661>It <00:06:01.789>is <00:06:01.916>making <00:06:02.043>sure <00:06:02.170>that <00:06:02.298>your <00:06:02.425>performance <00:06:02.552>is <00:06:02.679>optimized.

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<00:06:04.630>sure <00:06:04.631>that <00:06:04.633>your <00:06:04.635>performance <00:06:04.637>is <00:06:04.639>optimized.

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<00:06:04.640>sure <00:06:04.756>that <00:06:04.873>your <00:06:04.990>performance <00:06:05.106>is <00:06:05.223>optimized. <00:06:05.340>And <00:06:05.456>it <00:06:05.573>is <00:06:05.690>also <00:06:05.806>making <00:06:05.923>sure <00:06:06.039>scalability

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<00:06:07.350>And <00:06:07.351>it <00:06:07.353>is <00:06:07.354>also <00:06:07.356>making <00:06:07.357>sure <00:06:07.359>scalability

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<00:06:07.360>And <00:06:07.476>it <00:06:07.593>is <00:06:07.710>also <00:06:07.826>making <00:06:07.943>sure <00:06:08.060>scalability <00:06:08.176>and <00:06:08.293>automation. <00:06:08.410>It <00:06:08.526>also <00:06:08.643>enables <00:06:08.760>your

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<00:06:10.150>and <00:06:10.151>automation. <00:06:10.153>It <00:06:10.155>also <00:06:10.157>enables <00:06:10.159>your

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<00:06:10.160>and <00:06:10.315>automation. <00:06:10.471>It <00:06:10.626>also <00:06:10.782>enables <00:06:10.937>your <00:06:11.093>business <00:06:11.248>to <00:06:11.404>make <00:06:11.560>data-driven

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<00:06:12.230>business <00:06:12.233>to <00:06:12.236>make <00:06:12.239>data-driven

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<00:06:12.240>business <00:06:12.590>to <00:06:12.940>make <00:06:13.290>data-driven <00:06:13.640>decision-making.

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decision-making.

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<00:06:13.840>decision-making. <00:06:14.073>So, <00:06:14.306>data <00:06:14.539>engineering <00:06:14.773>is <00:06:15.006>not <00:06:15.239>just

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<00:06:16.110>So, <00:06:16.111>data <00:06:16.113>engineering <00:06:16.115>is <00:06:16.117>not <00:06:16.119>just

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<00:06:16.120>So, <00:06:16.275>data <00:06:16.431>engineering <00:06:16.586>is <00:06:16.742>not <00:06:16.897>just <00:06:17.053>optimizing <00:06:17.208>your <00:06:17.364>SQL <00:06:17.520>queries.

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<00:06:18.670>optimizing <00:06:18.673>your <00:06:18.676>SQL <00:06:18.679>queries.

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<00:06:18.680>optimizing <00:06:18.855>your <00:06:19.030>SQL <00:06:19.205>queries. <00:06:19.380>And <00:06:19.555>modern-day <00:06:19.730>tools <00:06:19.905>like <00:06:20.080>Snowflake,

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<00:06:20.870>And <00:06:20.872>modern-day <00:06:20.874>tools <00:06:20.876>like <00:06:20.879>Snowflake,

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<00:06:20.880>And <00:06:21.020>modern-day <00:06:21.159>tools <00:06:21.300>like <00:06:21.440>Snowflake, <00:06:21.580>DBT, <00:06:21.719>and <00:06:21.860>Airflow <00:06:22.000>have <00:06:22.140>revolutionized <00:06:22.280>the

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<00:06:23.990>DBT, <00:06:23.991>and <00:06:23.993>Airflow <00:06:23.995>have <00:06:23.997>revolutionized <00:06:23.999>the

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<00:06:24.000>DBT, <00:06:24.107>and <00:06:24.215>Airflow <00:06:24.323>have <00:06:24.430>revolutionized <00:06:24.538>the <00:06:24.646>way <00:06:24.753>we <00:06:24.861>manage <00:06:24.969>data <00:06:25.076>today. <00:06:25.184>This <00:06:25.292>is <00:06:25.400>also

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<00:06:26.830>way <00:06:26.831>we <00:06:26.832>manage <00:06:26.833>data <00:06:26.835>today. <00:06:26.836>This <00:06:26.837>is <00:06:26.839>also

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<00:06:26.840>way <00:06:26.933>we <00:06:27.026>manage <00:06:27.119>data <00:06:27.213>today. <00:06:27.306>This <00:06:27.400>is <00:06:27.493>also <00:06:27.586>what <00:06:27.679>the <00:06:27.773>tech <00:06:27.866>stack <00:06:27.960>at <00:06:28.053>Eon <00:06:28.146>most <00:06:28.239>of

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<00:06:29.310>what <00:06:29.311>the <00:06:29.312>tech <00:06:29.313>stack <00:06:29.315>at <00:06:29.316>Eon <00:06:29.317>most <00:06:29.319>of

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<00:06:29.320>what <00:06:29.460>the <00:06:29.599>tech <00:06:29.740>stack <00:06:29.880>at <00:06:30.020>Eon <00:06:30.159>most <00:06:30.300>of <00:06:30.440>mostly <00:06:30.580>looks <00:06:30.719>like.

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<00:06:32.560>Now, <00:06:33.026>data <00:06:33.493>architecture <00:06:33.960>transformation

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<00:06:34.670>Now, <00:06:34.673>data <00:06:34.676>architecture <00:06:34.679>transformation

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<00:06:34.680>Now, <00:06:34.902>data <00:06:35.125>architecture <00:06:35.348>transformation <00:06:35.571>journey.

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journey.

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<00:06:35.680>journey. <00:06:35.835>In <00:06:35.991>the <00:06:36.146>last <00:06:36.302>10 <00:06:36.457>to <00:06:36.613>15 <00:06:36.768>years, <00:06:36.924>the <00:06:37.080>data

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<00:06:38.430>In <00:06:38.431>the <00:06:38.432>last <00:06:38.433>10 <00:06:38.434>to <00:06:38.435>15 <00:06:38.436>years, <00:06:38.437>the <00:06:38.439>data

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<00:06:38.440>In <00:06:38.547>the <00:06:38.655>last <00:06:38.763>10 <00:06:38.870>to <00:06:38.978>15 <00:06:39.086>years, <00:06:39.193>the <00:06:39.301>data <00:06:39.409>architecture <00:06:39.516>has <00:06:39.624>undergone <00:06:39.732>a <00:06:39.840>tremendous

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<00:06:41.310>architecture <00:06:41.312>has <00:06:41.314>undergone <00:06:41.316>a <00:06:41.319>tremendous

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<00:06:41.320>architecture <00:06:41.495>has <00:06:41.670>undergone <00:06:41.844>a <00:06:42.020>tremendous <00:06:42.195>transformation. <00:06:42.370>From <00:06:42.545>on-premise <00:06:42.719>data

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<00:06:44.670>transformation. <00:06:44.673>From <00:06:44.676>on-premise <00:06:44.679>data

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<00:06:44.680>transformation. <00:06:44.835>From <00:06:44.991>on-premise <00:06:45.146>data <00:06:45.302>warehouses <00:06:45.457>to <00:06:45.613>data <00:06:45.768>warehouses <00:06:45.924>on <00:06:46.080>cloud

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<00:06:47.710>warehouses <00:06:47.711>to <00:06:47.713>data <00:06:47.715>warehouses <00:06:47.717>on <00:06:47.719>cloud

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<00:06:47.720>warehouses <00:06:47.860>to <00:06:48.000>data <00:06:48.140>warehouses <00:06:48.280>on <00:06:48.420>cloud <00:06:48.560>to <00:06:48.700>modern <00:06:48.840>lakehouse <00:06:48.980>architecture <00:06:49.120>on

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<00:06:50.430>to <00:06:50.432>modern <00:06:50.434>lakehouse <00:06:50.436>architecture <00:06:50.439>on

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<00:06:50.440>to <00:06:50.580>modern <00:06:50.719>lakehouse <00:06:50.860>architecture <00:06:51.000>on <00:06:51.140>cloud <00:06:51.280>and <00:06:51.420>whatnot <00:06:51.560>further <00:06:51.700>to <00:06:51.840>data

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<00:06:52.710>cloud <00:06:52.711>and <00:06:52.713>whatnot <00:06:52.715>further <00:06:52.717>to <00:06:52.719>data

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<00:06:52.720>cloud <00:06:52.847>and <00:06:52.974>whatnot <00:06:53.101>further <00:06:53.229>to <00:06:53.356>data <00:06:53.483>mesh-like <00:06:53.610>architecture. <00:06:53.738>So, <00:06:53.865>this <00:06:53.992>is <00:06:54.120>how

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<00:06:55.430>mesh-like <00:06:55.431>architecture. <00:06:55.433>So, <00:06:55.435>this <00:06:55.437>is <00:06:55.439>how

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<00:06:55.440>mesh-like <00:06:55.540>architecture. <00:06:55.640>So, <00:06:55.740>this <00:06:55.840>is <00:06:55.940>how <00:06:56.040>when <00:06:56.140>I <00:06:56.240>joined <00:06:56.340>Eon, <00:06:56.440>back <00:06:56.540>then <00:06:56.640>we <00:06:56.740>had <00:06:56.840>a

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<00:06:58.030>when <00:06:58.031>I <00:06:58.032>joined <00:06:58.033>Eon, <00:06:58.034>back <00:06:58.035>then <00:06:58.036>we <00:06:58.037>had <00:06:58.039>a

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<00:06:58.040>when <00:06:58.156>I <00:06:58.273>joined <00:06:58.390>Eon, <00:06:58.506>back <00:06:58.623>then <00:06:58.740>we <00:06:58.856>had <00:06:58.973>a <00:06:59.090>traditional <00:06:59.206>Oracle <00:06:59.323>on-premise <00:06:59.440>data

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<00:07:00.990>traditional <00:07:00.993>Oracle <00:07:00.996>on-premise <00:07:00.999>data

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<00:07:01.000>traditional <00:07:01.155>Oracle <00:07:01.311>on-premise <00:07:01.466>data <00:07:01.622>warehouse <00:07:01.777>where <00:07:01.933>data <00:07:02.088>was <00:07:02.244>modeled <00:07:02.400>using

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<00:07:03.590>warehouse <00:07:03.591>where <00:07:03.593>data <00:07:03.595>was <00:07:03.597>modeled <00:07:03.599>using

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<00:07:03.600>warehouse <00:07:03.740>where <00:07:03.880>data <00:07:04.020>was <00:07:04.160>modeled <00:07:04.300>using <00:07:04.440>dimension <00:07:04.580>fact <00:07:04.720>modeling. <00:07:04.860>It <00:07:05.000>worked

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<00:07:06.390>dimension <00:07:06.392>fact <00:07:06.394>modeling. <00:07:06.396>It <00:07:06.399>worked

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<00:07:06.400>dimension <00:07:06.527>fact <00:07:06.654>modeling. <00:07:06.781>It <00:07:06.909>worked <00:07:07.036>perfectly <00:07:07.163>fine <00:07:07.290>for <00:07:07.418>the <00:07:07.545>use <00:07:07.672>case <00:07:07.799>back

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<00:07:08.830>perfectly <00:07:08.831>fine <00:07:08.832>for <00:07:08.834>the <00:07:08.835>use <00:07:08.837>case <00:07:08.839>back

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<00:07:08.840>perfectly <00:07:08.956>fine <00:07:09.073>for <00:07:09.190>the <00:07:09.306>use <00:07:09.423>case <00:07:09.539>back <00:07:09.656>then. <00:07:09.773>It <00:07:09.890>worked <00:07:10.006>as <00:07:10.123>the <00:07:10.239>organization's

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<00:07:11.790>then. <00:07:11.791>It <00:07:11.793>worked <00:07:11.795>as <00:07:11.797>the <00:07:11.799>organization's

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<00:07:11.800>then. <00:07:11.955>It <00:07:12.111>worked <00:07:12.266>as <00:07:12.422>the <00:07:12.577>organization's <00:07:12.733>single <00:07:12.888>point <00:07:13.044>of <00:07:13.200>truth

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<00:07:13.710>single <00:07:13.712>point <00:07:13.716>of <00:07:13.719>truth

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<00:07:13.720>single <00:07:13.885>point <00:07:14.050>of <00:07:14.216>truth <00:07:14.381>and <00:07:14.546>delivered <00:07:14.712>what <00:07:14.877>it <00:07:15.043>promised,

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<00:07:15.190>and <00:07:15.192>delivered <00:07:15.194>what <00:07:15.196>it <00:07:15.199>promised,

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<00:07:15.200>and <00:07:15.400>delivered <00:07:15.599>what <00:07:15.800>it <00:07:16.000>promised, <00:07:16.200>structured <00:07:16.400>reliable <00:07:16.599>reporting.

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<00:07:17.990>structured <00:07:17.994>reliable <00:07:17.999>reporting.

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<00:07:18.000>structured <00:07:18.175>reliable <00:07:18.350>reporting. <00:07:18.525>But <00:07:18.700>as <00:07:18.875>we <00:07:19.050>transitioned <00:07:19.225>into <00:07:19.400>this

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<00:07:20.110>But <00:07:20.111>as <00:07:20.113>we <00:07:20.115>transitioned <00:07:20.117>into <00:07:20.119>this

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<00:07:20.120>But <00:07:20.295>as <00:07:20.470>we <00:07:20.645>transitioned <00:07:20.820>into <00:07:20.995>this <00:07:21.170>data-driven <00:07:21.345>decision-making <00:07:21.520>era,

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<00:07:23.030>data-driven <00:07:23.034>decision-making <00:07:23.039>era,

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<00:07:23.040>data-driven <00:07:23.180>decision-making <00:07:23.320>era, <00:07:23.460>data <00:07:23.600>grew <00:07:23.740>in <00:07:23.880>volume. <00:07:24.020>There <00:07:24.160>were <00:07:24.300>a <00:07:24.440>lot

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<00:07:25.430>data <00:07:25.431>grew <00:07:25.432>in <00:07:25.433>volume. <00:07:25.435>There <00:07:25.436>were <00:07:25.437>a <00:07:25.439>lot

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<00:07:25.440>data <00:07:25.540>grew <00:07:25.640>in <00:07:25.740>volume. <00:07:25.840>There <00:07:25.940>were <00:07:26.040>a <00:07:26.140>lot <00:07:26.240>new <00:07:26.340>reports <00:07:26.440>that <00:07:26.540>were <00:07:26.640>in <00:07:26.740>demand, <00:07:26.840>and

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<00:07:27.510>new <00:07:27.511>reports <00:07:27.513>that <00:07:27.514>were <00:07:27.515>in <00:07:27.517>demand, <00:07:27.519>and

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<00:07:27.520>new <00:07:27.693>reports <00:07:27.867>that <00:07:28.040>were <00:07:28.214>in <00:07:28.387>demand, <00:07:28.561>and <00:07:28.735>this

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this

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<00:07:28.880>this <00:07:29.055>made <00:07:29.230>us <00:07:29.405>the <00:07:29.580>this <00:07:29.755>needed <00:07:29.930>a <00:07:30.105>more <00:07:30.280>scalable

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<00:07:31.909>made <00:07:31.910>us <00:07:31.911>the <00:07:31.912>this <00:07:31.914>needed <00:07:31.915>a <00:07:31.916>more <00:07:31.918>scalable

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<00:07:31.919>made <00:07:32.019>us <00:07:32.119>the <00:07:32.219>this <00:07:32.318>needed <00:07:32.419>a <00:07:32.519>more <00:07:32.619>scalable <00:07:32.719>system, <00:07:32.818>and <00:07:32.919>it <00:07:33.019>was <00:07:33.119>expensive <00:07:33.219>to <00:07:33.318>scale

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<00:07:33.990>system, <00:07:33.991>and <00:07:33.993>it <00:07:33.994>was <00:07:33.996>expensive <00:07:33.997>to <00:07:33.999>scale

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<00:07:34.000>system, <00:07:34.127>and <00:07:34.254>it <00:07:34.381>was <00:07:34.509>expensive <00:07:34.636>to <00:07:34.763>scale <00:07:34.890>your <00:07:35.018>on-premise <00:07:35.145>warehouse. <00:07:35.272>That's <00:07:35.400>when

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<00:07:36.230>your <00:07:36.232>on-premise <00:07:36.234>warehouse. <00:07:36.236>That's <00:07:36.239>when

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<00:07:36.240>your <00:07:36.380>on-premise <00:07:36.520>warehouse. <00:07:36.660>That's <00:07:36.800>when <00:07:36.940>we <00:07:37.080>transitioned <00:07:37.220>into <00:07:37.360>cloud. <00:07:37.500>Snowflake <00:07:37.640>is

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<00:07:39.390>we <00:07:39.391>transitioned <00:07:39.393>into <00:07:39.395>cloud. <00:07:39.397>Snowflake <00:07:39.399>is

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<00:07:39.400>we <00:07:39.516>transitioned <00:07:39.633>into <00:07:39.750>cloud. <00:07:39.866>Snowflake <00:07:39.983>is <00:07:40.099>our <00:07:40.216>chosen <00:07:40.333>cloud <00:07:40.450>data <00:07:40.566>platform, <00:07:40.683>and <00:07:40.799>we

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<00:07:42.870>our <00:07:42.871>chosen <00:07:42.873>cloud <00:07:42.874>data <00:07:42.876>platform, <00:07:42.877>and <00:07:42.879>we

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<00:07:42.880>our <00:07:43.007>chosen <00:07:43.134>cloud <00:07:43.261>data <00:07:43.389>platform, <00:07:43.516>and <00:07:43.643>we <00:07:43.770>also <00:07:43.898>changed <00:07:44.025>the <00:07:44.152>underlying <00:07:44.280>data

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<00:07:45.110>also <00:07:45.112>changed <00:07:45.114>the <00:07:45.116>underlying <00:07:45.119>data

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<00:07:45.120>also <00:07:45.275>changed <00:07:45.431>the <00:07:45.586>underlying <00:07:45.742>data <00:07:45.897>modeling <00:07:46.053>architecture <00:07:46.208>from <00:07:46.364>a <00:07:46.520>dimension

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<00:07:47.630>modeling <00:07:47.632>architecture <00:07:47.634>from <00:07:47.636>a <00:07:47.639>dimension

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<00:07:47.640>modeling <00:07:47.780>architecture <00:07:47.919>from <00:07:48.060>a <00:07:48.200>dimension <00:07:48.340>fact <00:07:48.479>modeling <00:07:48.620>into <00:07:48.760>a <00:07:48.900>more <00:07:49.039>layered

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<00:07:50.390>fact <00:07:50.391>modeling <00:07:50.393>into <00:07:50.395>a <00:07:50.397>more <00:07:50.399>layered

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<00:07:50.400>fact <00:07:50.555>modeling <00:07:50.711>into <00:07:50.866>a <00:07:51.022>more <00:07:51.177>layered <00:07:51.333>architecture <00:07:51.488>with <00:07:51.644>your <00:07:51.799>staging,

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<00:07:52.909>architecture <00:07:52.913>with <00:07:52.916>your <00:07:52.919>staging,

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<00:07:52.920>architecture <00:07:53.120>with <00:07:53.320>your <00:07:53.520>staging, <00:07:53.720>historization <00:07:53.920>layer, <00:07:54.120>your <00:07:54.320>cleansing

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<00:07:55.350>historization <00:07:55.353>layer, <00:07:55.356>your <00:07:55.359>cleansing

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<00:07:55.360>historization <00:07:55.515>layer, <00:07:55.671>your <00:07:55.826>cleansing <00:07:55.982>layer, <00:07:56.137>and <00:07:56.293>then <00:07:56.448>an <00:07:56.604>analytical <00:07:56.760>modeling

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<00:07:57.630>layer, <00:07:57.631>and <00:07:57.633>then <00:07:57.635>an <00:07:57.637>analytical <00:07:57.639>modeling

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<00:07:57.640>layer, <00:07:57.815>and <00:07:57.990>then <00:07:58.164>an <00:07:58.340>analytical <00:07:58.515>modeling <00:07:58.690>layer <00:07:58.865>on <00:07:59.039>top.

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<00:07:59.430>layer <00:07:59.434>on <00:07:59.439>top.

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<00:07:59.440>layer <00:07:59.615>on <00:07:59.790>top. <00:07:59.965>Now, <00:08:00.140>as <00:08:00.315>the <00:08:00.490>business <00:08:00.665>landscape <00:08:00.840>evolved,

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<00:08:02.390>Now, <00:08:02.391>as <00:08:02.393>the <00:08:02.395>business <00:08:02.397>landscape <00:08:02.399>evolved,

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<00:08:02.400>Now, <00:08:02.527>as <00:08:02.654>the <00:08:02.781>business <00:08:02.909>landscape <00:08:03.036>evolved, <00:08:03.163>more <00:08:03.290>and <00:08:03.418>more <00:08:03.545>source <00:08:03.672>systems <00:08:03.799>were

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<00:08:04.190>more <00:08:04.191>and <00:08:04.193>more <00:08:04.195>source <00:08:04.197>systems <00:08:04.199>were

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<00:08:04.200>more <00:08:04.327>and <00:08:04.454>more <00:08:04.581>source <00:08:04.709>systems <00:08:04.836>were <00:08:04.963>onboarded <00:08:05.090>and <00:08:05.218>there <00:08:05.345>were <00:08:05.472>also <00:08:05.599>some

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<00:08:06.310>onboarded <00:08:06.311>and <00:08:06.313>there <00:08:06.315>were <00:08:06.317>also <00:08:06.319>some

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<00:08:06.320>onboarded <00:08:06.460>and <00:08:06.599>there <00:08:06.740>were <00:08:06.880>also <00:08:07.020>some <00:08:07.159>company <00:08:07.300>acquisitions <00:08:07.440>that <00:08:07.580>happened <00:08:07.719>which

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<00:08:08.710>company <00:08:08.712>acquisitions <00:08:08.714>that <00:08:08.716>happened <00:08:08.719>which

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<00:08:08.720>company <00:08:08.875>acquisitions <00:08:09.031>that <00:08:09.186>happened <00:08:09.342>which <00:08:09.497>made <00:08:09.653>the <00:08:09.808>transformations <00:08:09.964>even <00:08:10.120>further

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<00:08:11.310>made <00:08:11.312>the <00:08:11.314>transformations <00:08:11.316>even <00:08:11.319>further

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<00:08:11.320>made <00:08:11.460>the <00:08:11.599>transformations <00:08:11.740>even <00:08:11.880>further <00:08:12.020>complex <00:08:12.159>and <00:08:12.300>integrating <00:08:12.440>every <00:08:12.580>new <00:08:12.719>source

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<00:08:14.150>complex <00:08:14.151>and <00:08:14.153>integrating <00:08:14.155>every <00:08:14.157>new <00:08:14.159>source

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<00:08:14.160>complex <00:08:14.344>and <00:08:14.529>integrating <00:08:14.713>every <00:08:14.898>new <00:08:15.082>source <00:08:15.267>system

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system

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<00:08:15.400>system <00:08:16.099>was <00:08:16.799>getting

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<00:08:17.190>was <00:08:17.199>getting

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<00:08:17.200>was <00:08:17.375>getting <00:08:17.550>involved <00:08:17.724>a <00:08:17.900>tremendous <00:08:18.075>lot <00:08:18.250>of <00:08:18.425>effort, <00:08:18.599>you

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<00:08:18.909>involved <00:08:18.910>a <00:08:18.912>tremendous <00:08:18.913>lot <00:08:18.914>of <00:08:18.916>effort, <00:08:18.918>you

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<00:08:18.919>involved <00:08:19.046>a <00:08:19.173>tremendous <00:08:19.300>lot <00:08:19.428>of <00:08:19.555>effort, <00:08:19.682>you <00:08:19.809>know, <00:08:19.937>tremendous <00:08:20.064>effort. <00:08:20.191>Now, <00:08:20.318>that's

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<00:08:20.990>know, <00:08:20.992>tremendous <00:08:20.994>effort. <00:08:20.996>Now, <00:08:20.999>that's

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<00:08:21.000>know, <00:08:21.140>tremendous <00:08:21.280>effort. <00:08:21.420>Now, <00:08:21.560>that's <00:08:21.700>when <00:08:21.840>we <00:08:21.980>changed <00:08:22.120>our <00:08:22.260>underlying <00:08:22.400>data

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<00:08:23.790>when <00:08:23.791>we <00:08:23.793>changed <00:08:23.795>our <00:08:23.797>underlying <00:08:23.799>data

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<00:08:23.800>when <00:08:23.940>we <00:08:24.080>changed <00:08:24.220>our <00:08:24.360>underlying <00:08:24.500>data <00:08:24.640>modeling <00:08:24.780>strategy <00:08:24.920>from <00:08:25.060>a <00:08:25.200>layering

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<00:08:26.070>modeling <00:08:26.072>strategy <00:08:26.074>from <00:08:26.076>a <00:08:26.079>layering

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<00:08:26.080>modeling <00:08:26.219>strategy <00:08:26.359>from <00:08:26.500>a <00:08:26.640>layering <00:08:26.780>architecture <00:08:26.919>into <00:08:27.060>a <00:08:27.200>data <00:08:27.340>vault <00:08:27.479>modeling

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<00:08:29.510>architecture <00:08:29.511>into <00:08:29.513>a <00:08:29.515>data <00:08:29.517>vault <00:08:29.519>modeling

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<00:08:29.520>architecture <00:08:29.636>into <00:08:29.753>a <00:08:29.870>data <00:08:29.986>vault <00:08:30.103>modeling <00:08:30.219>architecture. <00:08:30.336>So, <00:08:30.453>now <00:08:30.570>we <00:08:30.686>had <00:08:30.803>our <00:08:30.919>stage

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<00:08:32.190>architecture. <00:08:32.191>So, <00:08:32.193>now <00:08:32.194>we <00:08:32.196>had <00:08:32.197>our <00:08:32.199>stage

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<00:08:32.200>architecture. <00:08:32.316>So, <00:08:32.433>now <00:08:32.550>we <00:08:32.666>had <00:08:32.783>our <00:08:32.900>stage <00:08:33.016>layer, <00:08:33.133>our <00:08:33.250>persistent <00:08:33.366>stage <00:08:33.483>layer, <00:08:33.600>our

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<00:08:34.149>layer, <00:08:34.150>our <00:08:34.152>persistent <00:08:34.154>stage <00:08:34.156>layer, <00:08:34.158>our

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<00:08:34.159>layer, <00:08:34.275>our <00:08:34.392>persistent <00:08:34.509>stage <00:08:34.625>layer, <00:08:34.742>our <00:08:34.859>raw <00:08:34.975>data <00:08:35.092>vault, <00:08:35.208>and <00:08:35.325>further <00:08:35.442>a <00:08:35.558>business

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<00:08:36.909>raw <00:08:36.910>data <00:08:36.912>vault, <00:08:36.913>and <00:08:36.914>further <00:08:36.916>a <00:08:36.918>business

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<00:08:36.919>raw <00:08:37.046>data <00:08:37.173>vault, <00:08:37.300>and <00:08:37.428>further <00:08:37.555>a <00:08:37.682>business <00:08:37.809>data <00:08:37.937>vault. <00:08:38.064>Integrating <00:08:38.191>new <00:08:38.318>source

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<00:08:39.390>data <00:08:39.392>vault. <00:08:39.394>Integrating <00:08:39.396>new <00:08:39.399>source

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<00:08:39.400>data <00:08:39.539>vault. <00:08:39.679>Integrating <00:08:39.819>new <00:08:39.959>source <00:08:40.100>systems <00:08:40.240>became <00:08:40.380>much <00:08:40.520>easier <00:08:40.659>with <00:08:40.799>the

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<00:08:41.390>systems <00:08:41.391>became <00:08:41.393>much <00:08:41.395>easier <00:08:41.397>with <00:08:41.399>the

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<00:08:41.400>systems <00:08:41.516>became <00:08:41.633>much <00:08:41.750>easier <00:08:41.866>with <00:08:41.983>the <00:08:42.100>hubs, <00:08:42.216>links, <00:08:42.333>and <00:08:42.449>satellites <00:08:42.566>in <00:08:42.683>place <00:08:42.799>and

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<00:08:44.150>hubs, <00:08:44.151>links, <00:08:44.153>and <00:08:44.154>satellites <00:08:44.155>in <00:08:44.157>place <00:08:44.159>and

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<00:08:44.159>hubs, <00:08:44.287>links, <00:08:44.414>and <00:08:44.541>satellites <00:08:44.669>in <00:08:44.796>place <00:08:44.923>and <00:08:45.050>the <00:08:45.178>business <00:08:45.305>logic <00:08:45.432>across <00:08:45.560>the

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<00:08:46.030>the <00:08:46.032>business <00:08:46.034>logic <00:08:46.036>across <00:08:46.039>the

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<00:08:46.040>the <00:08:46.195>business <00:08:46.351>logic <00:08:46.506>across <00:08:46.662>the <00:08:46.817>organization <00:08:46.973>in <00:08:47.128>spite <00:08:47.284>of <00:08:47.439>acquisitions

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<00:08:49.270>organization <00:08:49.272>in <00:08:49.274>spite <00:08:49.276>of <00:08:49.279>acquisitions

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<00:08:49.280>organization <00:08:49.435>in <00:08:49.591>spite <00:08:49.746>of <00:08:49.902>acquisitions <00:08:50.057>was <00:08:50.213>now <00:08:50.368>centralized <00:08:50.524>and <00:08:50.680>standardized.

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<00:08:52.990>was <00:08:52.992>now <00:08:52.994>centralized <00:08:52.996>and <00:08:52.999>standardized.

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<00:08:53.000>was <00:08:53.127>now <00:08:53.254>centralized <00:08:53.381>and <00:08:53.509>standardized. <00:08:53.636>And <00:08:53.763>data <00:08:53.890>vault <00:08:54.018>basically <00:08:54.145>gave <00:08:54.272>us <00:08:54.400>the

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<00:08:55.670>And <00:08:55.671>data <00:08:55.673>vault <00:08:55.674>basically <00:08:55.675>gave <00:08:55.677>us <00:08:55.679>the

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<00:08:55.680>And <00:08:55.807>data <00:08:55.934>vault <00:08:56.061>basically <00:08:56.189>gave <00:08:56.316>us <00:08:56.443>the <00:08:56.570>capability <00:08:56.698>to, <00:08:56.825>you <00:08:56.952>know, <00:08:57.079>proper

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<00:08:57.910>capability <00:08:57.912>to, <00:08:57.914>you <00:08:57.916>know, <00:08:57.919>proper

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<00:08:57.920>capability <00:08:58.094>to, <00:08:58.270>you <00:08:58.444>know, <00:08:58.620>proper <00:08:58.795>auditability <00:08:58.969>and <00:08:59.145>traceability <00:08:59.319>across

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<00:09:00.110>auditability <00:09:00.113>and <00:09:00.116>traceability <00:09:00.119>across

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<00:09:00.120>auditability <00:09:00.391>and <00:09:00.663>traceability <00:09:00.935>across <00:09:01.207>your <00:09:01.479>systems.

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<00:09:01.630>your <00:09:01.639>systems.

00:09:01.640 --> 00:09:04.990 align:start position:0%
<00:09:01.640>your <00:09:01.814>systems. <00:09:01.990>Now, <00:09:02.165>what <00:09:02.340>happened? <00:09:02.515>This <00:09:02.689>new <00:09:02.865>data <00:09:03.040>vault

00:09:04.990 --> 00:09:05.000 align:start position:0%
<00:09:04.990>Now, <00:09:04.991>what <00:09:04.993>happened? <00:09:04.994>This <00:09:04.996>new <00:09:04.997>data <00:09:04.999>vault

00:09:05.000 --> 00:09:08.710 align:start position:0%
<00:09:05.000>Now, <00:09:05.107>what <00:09:05.215>happened? <00:09:05.323>This <00:09:05.430>new <00:09:05.538>data <00:09:05.646>vault <00:09:05.753>on <00:09:05.861>Snowflake <00:09:05.969>cloud <00:09:06.076>was <00:09:06.184>the <00:09:06.292>new <00:09:06.400>single

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<00:09:08.710>on <00:09:08.711>Snowflake <00:09:08.713>cloud <00:09:08.714>was <00:09:08.716>the <00:09:08.717>new <00:09:08.719>single

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<00:09:08.720>on <00:09:08.847>Snowflake <00:09:08.974>cloud <00:09:09.101>was <00:09:09.229>the <00:09:09.356>new <00:09:09.483>single <00:09:09.610>point <00:09:09.738>of <00:09:09.865>truth <00:09:09.992>for <00:09:10.120>Eon.

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<00:09:12.880>Yeah, <00:09:13.160>that's <00:09:13.439>what <00:09:13.720>the <00:09:14.000>picture <00:09:14.280>diagram

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<00:09:14.670>Yeah, <00:09:14.671>that's <00:09:14.673>what <00:09:14.675>the <00:09:14.677>picture <00:09:14.679>diagram

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<00:09:14.680>Yeah, <00:09:14.868>that's <00:09:15.058>what <00:09:15.247>the <00:09:15.435>picture <00:09:15.625>diagram <00:09:15.814>looks <00:09:16.002>like.

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<00:09:16.150>looks <00:09:16.159>like.

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<00:09:16.160>looks <00:09:16.360>like. <00:09:16.560>Uh, <00:09:16.760>what <00:09:16.959>is <00:09:17.160>the <00:09:17.360>problem <00:09:17.560>now?

00:09:18.750 --> 00:09:18.760 align:start position:0%
<00:09:18.750>Uh, <00:09:18.751>what <00:09:18.753>is <00:09:18.755>the <00:09:18.757>problem <00:09:18.759>now?

00:09:18.760 --> 00:09:21.910 align:start position:0%
<00:09:18.760>Uh, <00:09:18.876>what <00:09:18.993>is <00:09:19.110>the <00:09:19.226>problem <00:09:19.343>now? <00:09:19.460>The <00:09:19.576>problem <00:09:19.693>now <00:09:19.810>became <00:09:19.926>the <00:09:20.043>central <00:09:20.160>data

00:09:21.910 --> 00:09:21.920 align:start position:0%
<00:09:21.910>The <00:09:21.911>problem <00:09:21.913>now <00:09:21.914>became <00:09:21.915>the <00:09:21.917>central <00:09:21.919>data

00:09:21.920 --> 00:09:25.190 align:start position:0%
<00:09:21.920>The <00:09:22.036>problem <00:09:22.153>now <00:09:22.270>became <00:09:22.386>the <00:09:22.503>central <00:09:22.620>data <00:09:22.736>ownership. <00:09:22.853>Now, <00:09:22.969>as <00:09:23.086>more <00:09:23.203>number <00:09:23.319>of

00:09:25.190 --> 00:09:25.200 align:start position:0%
<00:09:25.190>ownership. <00:09:25.191>Now, <00:09:25.193>as <00:09:25.195>more <00:09:25.197>number <00:09:25.199>of

00:09:25.200 --> 00:09:27.310 align:start position:0%
<00:09:25.200>ownership. <00:09:25.327>Now, <00:09:25.454>as <00:09:25.581>more <00:09:25.709>number <00:09:25.836>of <00:09:25.963>business <00:09:26.090>teams <00:09:26.218>uh, <00:09:26.345>increased, <00:09:26.472>you <00:09:26.600>know,

00:09:27.310 --> 00:09:27.320 align:start position:0%
<00:09:27.310>business <00:09:27.311>teams <00:09:27.313>uh, <00:09:27.315>increased, <00:09:27.317>you <00:09:27.319>know,

00:09:27.320 --> 00:09:29.350 align:start position:0%
<00:09:27.320>business <00:09:27.447>teams <00:09:27.574>uh, <00:09:27.701>increased, <00:09:27.829>you <00:09:27.956>know, <00:09:28.083>the <00:09:28.210>domain <00:09:28.338>teams <00:09:28.465>increased, <00:09:28.592>there <00:09:28.720>was

00:09:29.350 --> 00:09:29.360 align:start position:0%
<00:09:29.350>the <00:09:29.351>domain <00:09:29.353>teams <00:09:29.355>increased, <00:09:29.357>there <00:09:29.359>was

00:09:29.360 --> 00:09:32.510 align:start position:0%
<00:09:29.360>the <00:09:29.487>domain <00:09:29.614>teams <00:09:29.741>increased, <00:09:29.869>there <00:09:29.996>was <00:09:30.123>more <00:09:30.250>demand <00:09:30.378>for <00:09:30.505>customized <00:09:30.632>uh, <00:09:30.760>data

00:09:32.510 --> 00:09:32.520 align:start position:0%
<00:09:32.510>more <00:09:32.511>demand <00:09:32.513>for <00:09:32.515>customized <00:09:32.517>uh, <00:09:32.519>data

00:09:32.520 --> 00:09:35.670 align:start position:0%
<00:09:32.520>more <00:09:32.660>demand <00:09:32.800>for <00:09:32.939>customized <00:09:33.079>uh, <00:09:33.220>data <00:09:33.360>models, <00:09:33.500>KPIs, <00:09:33.640>and <00:09:33.780>specific <00:09:33.920>business

00:09:35.670 --> 00:09:35.680 align:start position:0%
<00:09:35.670>models, <00:09:35.672>KPIs, <00:09:35.674>and <00:09:35.676>specific <00:09:35.679>business

00:09:35.680 --> 00:09:37.790 align:start position:0%
<00:09:35.680>models, <00:09:35.854>KPIs, <00:09:36.030>and <00:09:36.204>specific <00:09:36.380>business <00:09:36.555>specific <00:09:36.729>needs, <00:09:36.905>reporting <00:09:37.079>demands

00:09:37.790 --> 00:09:37.800 align:start position:0%
<00:09:37.790>specific <00:09:37.793>needs, <00:09:37.795>reporting <00:09:37.799>demands

00:09:37.800 --> 00:09:40.750 align:start position:0%
<00:09:37.800>specific <00:09:37.955>needs, <00:09:38.111>reporting <00:09:38.266>demands <00:09:38.422>increased. <00:09:38.577>What <00:09:38.733>a <00:09:38.888>central <00:09:39.044>data <00:09:39.199>team

00:09:40.750 --> 00:09:40.760 align:start position:0%
<00:09:40.750>increased. <00:09:40.751>What <00:09:40.753>a <00:09:40.755>central <00:09:40.757>data <00:09:40.759>team

00:09:40.760 --> 00:09:44.630 align:start position:0%
<00:09:40.760>increased. <00:09:40.887>What <00:09:41.014>a <00:09:41.141>central <00:09:41.269>data <00:09:41.396>team <00:09:41.523>meant <00:09:41.650>was <00:09:41.778>every <00:09:41.905>data <00:09:42.032>source <00:09:42.160>integration,

00:09:44.630 --> 00:09:44.640 align:start position:0%
<00:09:44.630>meant <00:09:44.631>was <00:09:44.633>every <00:09:44.635>data <00:09:44.637>source <00:09:44.639>integration,

00:09:44.640 --> 00:09:47.350 align:start position:0%
<00:09:44.640>meant <00:09:44.780>was <00:09:44.920>every <00:09:45.060>data <00:09:45.199>source <00:09:45.340>integration, <00:09:45.480>every <00:09:45.620>data <00:09:45.760>transformation, <00:09:45.900>even <00:09:46.040>the

00:09:47.350 --> 00:09:47.360 align:start position:0%
<00:09:47.350>every <00:09:47.352>data <00:09:47.354>transformation, <00:09:47.356>even <00:09:47.359>the

00:09:47.360 --> 00:09:50.590 align:start position:0%
<00:09:47.360>every <00:09:47.487>data <00:09:47.614>transformation, <00:09:47.741>even <00:09:47.869>the <00:09:47.996>smallest <00:09:48.123>change <00:09:48.250>in <00:09:48.378>business <00:09:48.505>logic <00:09:48.632>had <00:09:48.760>to

00:09:50.590 --> 00:09:50.600 align:start position:0%
<00:09:50.590>smallest <00:09:50.591>change <00:09:50.593>in <00:09:50.594>business <00:09:50.596>logic <00:09:50.597>had <00:09:50.599>to

00:09:50.600 --> 00:09:53.110 align:start position:0%
<00:09:50.600>smallest <00:09:50.727>change <00:09:50.854>in <00:09:50.981>business <00:09:51.109>logic <00:09:51.236>had <00:09:51.363>to <00:09:51.490>go <00:09:51.618>to <00:09:51.745>this <00:09:51.872>central <00:09:52.000>team.

00:09:53.110 --> 00:09:53.120 align:start position:0%
<00:09:53.110>go <00:09:53.112>to <00:09:53.114>this <00:09:53.116>central <00:09:53.119>team.

00:09:53.120 --> 00:09:55.630 align:start position:0%
<00:09:53.120>go <00:09:53.236>to <00:09:53.353>this <00:09:53.470>central <00:09:53.586>team. <00:09:53.703>And <00:09:53.820>the <00:09:53.936>central <00:09:54.053>team <00:09:54.170>never <00:09:54.286>had <00:09:54.403>time. <00:09:54.520>It

00:09:55.630 --> 00:09:55.640 align:start position:0%
<00:09:55.630>And <00:09:55.631>the <00:09:55.632>central <00:09:55.633>team <00:09:55.635>never <00:09:55.636>had <00:09:55.637>time. <00:09:55.639>It

00:09:55.640 --> 00:09:57.950 align:start position:0%
<00:09:55.640>And <00:09:55.733>the <00:09:55.826>central <00:09:55.920>team <00:09:56.013>never <00:09:56.106>had <00:09:56.199>time. <00:09:56.293>It <00:09:56.386>was <00:09:56.480>always <00:09:56.573>the <00:09:56.666>data <00:09:56.760>team <00:09:56.853>that <00:09:56.946>was <00:09:57.040>not

00:09:57.950 --> 00:09:57.960 align:start position:0%
<00:09:57.950>was <00:09:57.951>always <00:09:57.952>the <00:09:57.953>data <00:09:57.955>team <00:09:57.956>that <00:09:57.957>was <00:09:57.959>not

00:09:57.960 --> 00:10:00.670 align:start position:0%
<00:09:57.960>was <00:09:58.087>always <00:09:58.214>the <00:09:58.341>data <00:09:58.469>team <00:09:58.596>that <00:09:58.723>was <00:09:58.850>not <00:09:58.978>delivering, <00:09:59.105>you <00:09:59.232>know? <00:09:59.360>And

00:10:00.670 --> 00:10:00.680 align:start position:0%
<00:10:00.670>delivering, <00:10:00.673>you <00:10:00.675>know? <00:10:00.679>And

00:10:00.680 --> 00:10:03.150 align:start position:0%
<00:10:00.680>delivering, <00:10:00.807>you <00:10:00.934>know? <00:10:01.061>And <00:10:01.189>we <00:10:01.316>had <00:10:01.443>basically <00:10:01.570>grown <00:10:01.698>the <00:10:01.825>team <00:10:01.952>size <00:10:02.079>had

00:10:03.150 --> 00:10:03.160 align:start position:0%
<00:10:03.150>we <00:10:03.151>had <00:10:03.152>basically <00:10:03.153>grown <00:10:03.155>the <00:10:03.156>team <00:10:03.157>size <00:10:03.159>had

00:10:03.160 --> 00:10:04.590 align:start position:0%
<00:10:03.160>we <00:10:03.267>had <00:10:03.374>basically <00:10:03.481>grown <00:10:03.589>the <00:10:03.696>team <00:10:03.803>size <00:10:03.910>had <00:10:04.018>grown. <00:10:04.125>We <00:10:04.232>were <00:10:04.339>five <00:10:04.447>business

00:10:04.590 --> 00:10:04.600 align:start position:0%
<00:10:04.590>grown. <00:10:04.592>We <00:10:04.594>were <00:10:04.596>five <00:10:04.599>business

00:10:04.600 --> 00:10:07.030 align:start position:0%
<00:10:04.600>grown. <00:10:04.755>We <00:10:04.911>were <00:10:05.066>five <00:10:05.222>business <00:10:05.377>intelligence <00:10:05.533>developers <00:10:05.688>to <00:10:05.844>20 <00:10:06.000>data

00:10:07.030 --> 00:10:07.040 align:start position:0%
<00:10:07.030>intelligence <00:10:07.032>developers <00:10:07.034>to <00:10:07.036>20 <00:10:07.039>data

00:10:07.040 --> 00:10:09.470 align:start position:0%
<00:10:07.040>intelligence <00:10:07.167>developers <00:10:07.294>to <00:10:07.421>20 <00:10:07.549>data <00:10:07.676>engineers <00:10:07.803>now, <00:10:07.930>but <00:10:08.058>still, <00:10:08.185>as <00:10:08.312>I <00:10:08.439>said,

00:10:09.470 --> 00:10:09.480 align:start position:0%
<00:10:09.470>engineers <00:10:09.471>now, <00:10:09.473>but <00:10:09.474>still, <00:10:09.476>as <00:10:09.477>I <00:10:09.479>said,

00:10:09.480 --> 00:10:11.110 align:start position:0%
<00:10:09.480>engineers <00:10:09.587>now, <00:10:09.695>but <00:10:09.803>still, <00:10:09.910>as <00:10:10.018>I <00:10:10.126>said, <00:10:10.233>there <00:10:10.341>was <00:10:10.449>no <00:10:10.556>time. <00:10:10.664>We <00:10:10.772>were <00:10:10.880>not

00:10:11.110 --> 00:10:11.120 align:start position:0%
<00:10:11.110>there <00:10:11.111>was <00:10:11.113>no <00:10:11.114>time. <00:10:11.116>We <00:10:11.117>were <00:10:11.119>not

00:10:11.120 --> 00:10:13.750 align:start position:0%
<00:10:11.120>there <00:10:11.236>was <00:10:11.353>no <00:10:11.470>time. <00:10:11.586>We <00:10:11.703>were <00:10:11.820>not <00:10:11.936>delivering. <00:10:12.053>It <00:10:12.170>slowed <00:10:12.286>down <00:10:12.403>innovation <00:10:12.520>to

00:10:13.750 --> 00:10:13.760 align:start position:0%
<00:10:13.750>delivering. <00:10:13.751>It <00:10:13.753>slowed <00:10:13.755>down <00:10:13.757>innovation <00:10:13.759>to

00:10:13.760 --> 00:10:16.790 align:start position:0%
<00:10:13.760>delivering. <00:10:13.887>It <00:10:14.014>slowed <00:10:14.141>down <00:10:14.269>innovation <00:10:14.396>to <00:10:14.523>a <00:10:14.650>large <00:10:14.778>extent <00:10:14.905>in <00:10:15.032>our <00:10:15.160>team.

00:10:16.790 --> 00:10:16.800 align:start position:0%
<00:10:16.790>a <00:10:16.791>large <00:10:16.793>extent <00:10:16.795>in <00:10:16.797>our <00:10:16.799>team.

00:10:16.800 --> 00:10:19.350 align:start position:0%
<00:10:16.800>a <00:10:16.916>large <00:10:17.033>extent <00:10:17.150>in <00:10:17.266>our <00:10:17.383>team. <00:10:17.500>And <00:10:17.616>what <00:10:17.733>we <00:10:17.849>learned <00:10:17.966>basically <00:10:18.083>was <00:10:18.199>single

00:10:19.350 --> 00:10:19.360 align:start position:0%
<00:10:19.350>And <00:10:19.351>what <00:10:19.353>we <00:10:19.354>learned <00:10:19.356>basically <00:10:19.357>was <00:10:19.359>single

00:10:19.360 --> 00:10:22.510 align:start position:0%
<00:10:19.360>And <00:10:19.467>what <00:10:19.575>we <00:10:19.683>learned <00:10:19.790>basically <00:10:19.898>was <00:10:20.006>single <00:10:20.113>point <00:10:20.221>of <00:10:20.329>truth <00:10:20.436>also <00:10:20.544>means <00:10:20.652>single <00:10:20.760>point

00:10:22.510 --> 00:10:22.520 align:start position:0%
<00:10:22.510>point <00:10:22.511>of <00:10:22.513>truth <00:10:22.514>also <00:10:22.516>means <00:10:22.517>single <00:10:22.519>point

00:10:22.520 --> 00:10:24.190 align:start position:0%
<00:10:22.520>point <00:10:22.694>of <00:10:22.870>truth <00:10:23.045>also <00:10:23.220>means <00:10:23.395>single <00:10:23.569>point <00:10:23.745>of <00:10:23.920>failure.

00:10:24.190 --> 00:10:24.200 align:start position:0%
<00:10:24.190>of <00:10:24.199>failure.

00:10:24.200 --> 00:10:26.030 align:start position:0%
<00:10:24.200>of <00:10:24.375>failure. <00:10:24.550>So, <00:10:24.725>you <00:10:24.900>remember <00:10:25.075>we <00:10:25.250>were <00:10:25.425>heading <00:10:25.600>into

00:10:26.030 --> 00:10:26.040 align:start position:0%
<00:10:26.030>So, <00:10:26.031>you <00:10:26.033>remember <00:10:26.034>we <00:10:26.036>were <00:10:26.037>heading <00:10:26.039>into

00:10:26.040 --> 00:10:28.150 align:start position:0%
<00:10:26.040>So, <00:10:26.180>you <00:10:26.319>remember <00:10:26.459>we <00:10:26.599>were <00:10:26.740>heading <00:10:26.880>into <00:10:27.020>this <00:10:27.160>direction <00:10:27.300>of <00:10:27.439>data-driven

00:10:28.150 --> 00:10:28.160 align:start position:0%
<00:10:28.150>this <00:10:28.153>direction <00:10:28.156>of <00:10:28.159>data-driven

00:10:28.160 --> 00:10:30.790 align:start position:0%
<00:10:28.160>this <00:10:28.360>direction <00:10:28.560>of <00:10:28.760>data-driven <00:10:28.959>decision-making. <00:10:29.160>Now, <00:10:29.360>instead <00:10:29.560>of

00:10:30.790 --> 00:10:30.800 align:start position:0%
<00:10:30.790>decision-making. <00:10:30.793>Now, <00:10:30.795>instead <00:10:30.799>of

00:10:30.800 --> 00:10:32.310 align:start position:0%
<00:10:30.800>decision-making. <00:10:31.071>Now, <00:10:31.343>instead <00:10:31.615>of <00:10:31.887>accelerating <00:10:32.159>data-driven

00:10:32.310 --> 00:10:32.320 align:start position:0%
<00:10:32.310>accelerating <00:10:32.319>data-driven

00:10:32.320 --> 00:10:33.990 align:start position:0%
<00:10:32.320>accelerating <00:10:32.600>data-driven <00:10:32.880>decision-making, <00:10:33.160>what <00:10:33.440>had <00:10:33.720>we

00:10:33.990 --> 00:10:34.000 align:start position:0%
<00:10:33.990>decision-making, <00:10:33.993>what <00:10:33.996>had <00:10:33.999>we

00:10:34.000 --> 00:10:37.510 align:start position:0%
<00:10:34.000>decision-making, <00:10:34.233>what <00:10:34.466>had <00:10:34.700>we <00:10:34.933>accelerated? <00:10:35.166>Employee <00:10:35.400>frustration.

00:10:37.510 --> 00:10:37.520 align:start position:0%
<00:10:37.510>accelerated? <00:10:37.514>Employee <00:10:37.519>frustration.

00:10:37.520 --> 00:10:39.190 align:start position:0%
<00:10:37.520>accelerated? <00:10:37.694>Employee <00:10:37.870>frustration. <00:10:38.045>People <00:10:38.220>were <00:10:38.395>frustrated <00:10:38.569>with <00:10:38.745>the <00:10:38.920>data

00:10:39.190 --> 00:10:39.200 align:start position:0%
<00:10:39.190>People <00:10:39.191>were <00:10:39.193>frustrated <00:10:39.195>with <00:10:39.197>the <00:10:39.199>data

00:10:39.200 --> 00:10:41.590 align:start position:0%
<00:10:39.200>People <00:10:39.327>were <00:10:39.454>frustrated <00:10:39.581>with <00:10:39.709>the <00:10:39.836>data <00:10:39.963>team <00:10:40.090>because <00:10:40.218>we <00:10:40.345>were <00:10:40.472>not <00:10:40.600>delivering.

00:10:41.590 --> 00:10:41.600 align:start position:0%
<00:10:41.590>team <00:10:41.591>because <00:10:41.593>we <00:10:41.595>were <00:10:41.597>not <00:10:41.599>delivering.

00:10:41.600 --> 00:10:44.110 align:start position:0%
<00:10:41.600>team <00:10:41.716>because <00:10:41.833>we <00:10:41.950>were <00:10:42.066>not <00:10:42.183>delivering. <00:10:42.300>What <00:10:42.416>else <00:10:42.533>had <00:10:42.650>we <00:10:42.766>accelerated? <00:10:42.883>Time <00:10:43.000>to

00:10:44.110 --> 00:10:44.120 align:start position:0%
<00:10:44.110>What <00:10:44.111>else <00:10:44.113>had <00:10:44.114>we <00:10:44.116>accelerated? <00:10:44.117>Time <00:10:44.119>to

00:10:44.120 --> 00:10:47.310 align:start position:0%
<00:10:44.120>What <00:10:44.227>else <00:10:44.335>had <00:10:44.443>we <00:10:44.550>accelerated? <00:10:44.658>Time <00:10:44.766>to <00:10:44.873>market. <00:10:44.981>We <00:10:45.089>were <00:10:45.196>the <00:10:45.304>slowest <00:10:45.412>team <00:10:45.520>because

00:10:47.310 --> 00:10:47.320 align:start position:0%
<00:10:47.310>market. <00:10:47.311>We <00:10:47.313>were <00:10:47.314>the <00:10:47.316>slowest <00:10:47.317>team <00:10:47.319>because

00:10:47.320 --> 00:10:50.110 align:start position:0%
<00:10:47.320>market. <00:10:47.427>We <00:10:47.535>were <00:10:47.643>the <00:10:47.750>slowest <00:10:47.858>team <00:10:47.966>because <00:10:48.073>every <00:10:48.181>smallest <00:10:48.289>change <00:10:48.396>has <00:10:48.504>to <00:10:48.612>come <00:10:48.720>into

00:10:50.110 --> 00:10:50.120 align:start position:0%
<00:10:50.110>every <00:10:50.111>smallest <00:10:50.113>change <00:10:50.114>has <00:10:50.116>to <00:10:50.117>come <00:10:50.119>into

00:10:50.120 --> 00:10:51.670 align:start position:0%
<00:10:50.120>every <00:10:50.227>smallest <00:10:50.334>change <00:10:50.441>has <00:10:50.549>to <00:10:50.656>come <00:10:50.763>into <00:10:50.871>the <00:10:50.978>Jira <00:10:51.085>that <00:10:51.193>has <00:10:51.300>to <00:10:51.407>go <00:10:51.515>to

00:10:51.670 --> 00:10:51.680 align:start position:0%
<00:10:51.670>the <00:10:51.671>Jira <00:10:51.673>that <00:10:51.674>has <00:10:51.675>to <00:10:51.677>go <00:10:51.679>to

00:10:51.680 --> 00:10:53.390 align:start position:0%
<00:10:51.680>the <00:10:51.807>Jira <00:10:51.934>that <00:10:52.061>has <00:10:52.189>to <00:10:52.316>go <00:10:52.443>to <00:10:52.570>prioritization, <00:10:52.698>and <00:10:52.825>you <00:10:52.952>were <00:10:53.079>never

00:10:53.390 --> 00:10:53.400 align:start position:0%
<00:10:53.390>prioritization, <00:10:53.392>and <00:10:53.394>you <00:10:53.396>were <00:10:53.399>never

00:10:53.400 --> 00:10:54.990 align:start position:0%
<00:10:53.400>prioritization, <00:10:53.633>and <00:10:53.866>you <00:10:54.100>were <00:10:54.333>never <00:10:54.566>delivering, <00:10:54.800>basically.

00:10:54.990 --> 00:10:55.000 align:start position:0%
<00:10:54.990>delivering, <00:10:54.999>basically.

00:10:55.000 --> 00:10:57.230 align:start position:0%
<00:10:55.000>delivering, <00:10:55.200>basically. <00:10:55.400>The <00:10:55.600>organization <00:10:55.800>was <00:10:56.000>also <00:10:56.200>now <00:10:56.400>less

00:10:57.230 --> 00:10:57.240 align:start position:0%
<00:10:57.230>The <00:10:57.231>organization <00:10:57.233>was <00:10:57.235>also <00:10:57.237>now <00:10:57.239>less

00:10:57.240 --> 00:10:58.670 align:start position:0%
<00:10:57.240>The <00:10:57.454>organization <00:10:57.669>was <00:10:57.883>also <00:10:58.098>now <00:10:58.312>less <00:10:58.526>agile.

00:10:58.670 --> 00:10:58.680 align:start position:0%
agile.

00:10:58.680 --> 00:11:01.190 align:start position:0%
<00:10:58.680>agile. <00:10:58.854>So, <00:10:59.030>when <00:10:59.204>data <00:10:59.380>is <00:10:59.555>owned <00:10:59.729>or <00:10:59.905>controlled <00:11:00.079>by

00:11:01.190 --> 00:11:01.200 align:start position:0%
<00:11:01.190>So, <00:11:01.191>when <00:11:01.192>data <00:11:01.193>is <00:11:01.195>owned <00:11:01.196>or <00:11:01.197>controlled <00:11:01.199>by

00:11:01.200 --> 00:11:04.550 align:start position:0%
<00:11:01.200>So, <00:11:01.316>when <00:11:01.433>data <00:11:01.550>is <00:11:01.666>owned <00:11:01.783>or <00:11:01.900>controlled <00:11:02.016>by <00:11:02.133>a <00:11:02.250>single <00:11:02.366>team, <00:11:02.483>the <00:11:02.600>organization

00:11:04.550 --> 00:11:04.560 align:start position:0%
<00:11:04.550>a <00:11:04.552>single <00:11:04.554>team, <00:11:04.556>the <00:11:04.559>organization

00:11:04.560 --> 00:11:07.950 align:start position:0%
<00:11:04.560>a <00:11:04.699>single <00:11:04.839>team, <00:11:04.979>the <00:11:05.119>organization <00:11:05.260>it <00:11:05.400>becomes <00:11:05.540>slower, <00:11:05.680>riskier, <00:11:05.819>and <00:11:05.959>less

00:11:07.950 --> 00:11:07.960 align:start position:0%
<00:11:07.950>it <00:11:07.951>becomes <00:11:07.953>slower, <00:11:07.955>riskier, <00:11:07.957>and <00:11:07.959>less

00:11:07.960 --> 00:11:09.350 align:start position:0%
<00:11:07.960>it <00:11:08.168>becomes <00:11:08.377>slower, <00:11:08.585>riskier, <00:11:08.794>and <00:11:09.002>less <00:11:09.211>innovative.

00:11:09.350 --> 00:11:09.360 align:start position:0%
innovative.

00:11:09.360 --> 00:11:11.590 align:start position:0%
<00:11:09.360>innovative. <00:11:09.560>Now, <00:11:09.760>this <00:11:09.960>highlighted <00:11:10.160>the <00:11:10.360>need <00:11:10.560>for <00:11:10.760>a

00:11:11.590 --> 00:11:11.600 align:start position:0%
<00:11:11.590>Now, <00:11:11.591>this <00:11:11.593>highlighted <00:11:11.594>the <00:11:11.596>need <00:11:11.597>for <00:11:11.599>a

00:11:11.600 --> 00:11:16.710 align:start position:0%
<00:11:11.600>Now, <00:11:11.740>this <00:11:11.880>highlighted <00:11:12.020>the <00:11:12.160>need <00:11:12.300>for <00:11:12.440>a <00:11:12.580>more <00:11:12.720>decentralized <00:11:12.860>data <00:11:13.000>architecture.

00:11:16.710 --> 00:11:16.720 align:start position:0%
<00:11:16.710>more <00:11:16.713>decentralized <00:11:16.716>data <00:11:16.719>architecture.

00:11:16.720 --> 00:11:19.070 align:start position:0%
<00:11:16.720>more <00:11:16.875>decentralized <00:11:17.031>data <00:11:17.186>architecture. <00:11:17.342>Now, <00:11:17.497>what <00:11:17.653>do <00:11:17.808>modern <00:11:17.964>architectures <00:11:18.120>look

00:11:19.070 --> 00:11:19.080 align:start position:0%
<00:11:19.070>Now, <00:11:19.071>what <00:11:19.073>do <00:11:19.075>modern <00:11:19.077>architectures <00:11:19.079>look

00:11:19.080 --> 00:11:21.110 align:start position:0%
<00:11:19.080>Now, <00:11:19.255>what <00:11:19.430>do <00:11:19.605>modern <00:11:19.780>architectures <00:11:19.955>look <00:11:20.130>like? <00:11:20.305>Data <00:11:20.480>mesh.

00:11:21.110 --> 00:11:21.120 align:start position:0%
<00:11:21.110>like? <00:11:21.114>Data <00:11:21.119>mesh.

00:11:21.120 --> 00:11:24.150 align:start position:0%
<00:11:21.120>like? <00:11:21.320>Data <00:11:21.520>mesh. <00:11:21.720>A <00:11:21.920>data <00:11:22.120>mesh <00:11:22.320>architecture <00:11:22.520>basically

00:11:24.150 --> 00:11:24.160 align:start position:0%
<00:11:24.150>A <00:11:24.152>data <00:11:24.154>mesh <00:11:24.156>architecture <00:11:24.159>basically

00:11:24.160 --> 00:11:27.150 align:start position:0%
<00:11:24.160>A <00:11:24.315>data <00:11:24.471>mesh <00:11:24.626>architecture <00:11:24.782>basically <00:11:24.937>decentralizes <00:11:25.093>the <00:11:25.248>ownership <00:11:25.404>of <00:11:25.560>data

00:11:27.150 --> 00:11:27.160 align:start position:0%
<00:11:27.150>decentralizes <00:11:27.152>the <00:11:27.154>ownership <00:11:27.156>of <00:11:27.159>data

00:11:27.160 --> 00:11:29.190 align:start position:0%
<00:11:27.160>decentralizes <00:11:27.334>the <00:11:27.510>ownership <00:11:27.685>of <00:11:27.860>data <00:11:28.035>within <00:11:28.209>the <00:11:28.385>domain <00:11:28.560>teams,

00:11:29.190 --> 00:11:29.200 align:start position:0%
<00:11:29.190>within <00:11:29.193>the <00:11:29.196>domain <00:11:29.199>teams,

00:11:29.200 --> 00:11:32.990 align:start position:0%
<00:11:29.200>within <00:11:29.355>the <00:11:29.511>domain <00:11:29.666>teams, <00:11:29.822>but <00:11:29.977>with <00:11:30.133>federated <00:11:30.288>governance <00:11:30.444>and <00:11:30.600>also

00:11:32.990 --> 00:11:33.000 align:start position:0%
<00:11:32.990>but <00:11:32.991>with <00:11:32.993>federated <00:11:32.995>governance <00:11:32.997>and <00:11:32.999>also

00:11:33.000 --> 00:11:35.790 align:start position:0%
<00:11:33.000>but <00:11:33.155>with <00:11:33.311>federated <00:11:33.466>governance <00:11:33.622>and <00:11:33.777>also <00:11:33.933>decentralized <00:11:34.088>data <00:11:34.244>products <00:11:34.400>basically.

00:11:35.790 --> 00:11:35.800 align:start position:0%
<00:11:35.790>decentralized <00:11:35.793>data <00:11:35.795>products <00:11:35.799>basically.

00:11:35.800 --> 00:11:38.790 align:start position:0%
<00:11:35.800>decentralized <00:11:35.955>data <00:11:36.111>products <00:11:36.266>basically. <00:11:36.422>A <00:11:36.577>data <00:11:36.733>mesh <00:11:36.888>highly <00:11:37.044>contrasts <00:11:37.199>with

00:11:38.790 --> 00:11:38.800 align:start position:0%
<00:11:38.790>A <00:11:38.791>data <00:11:38.793>mesh <00:11:38.795>highly <00:11:38.797>contrasts <00:11:38.799>with

00:11:38.800 --> 00:11:40.350 align:start position:0%
<00:11:38.800>A <00:11:38.954>data <00:11:39.110>mesh <00:11:39.265>highly <00:11:39.420>contrasts <00:11:39.575>with <00:11:39.730>traditional <00:11:39.885>data <00:11:40.040>architectures, <00:11:40.195>you

00:11:40.350 --> 00:11:40.360 align:start position:0%
<00:11:40.350>traditional <00:11:40.353>data <00:11:40.356>architectures, <00:11:40.359>you

00:11:40.360 --> 00:11:41.710 align:start position:0%
<00:11:40.360>traditional <00:11:40.511>data <00:11:40.663>architectures, <00:11:40.815>you <00:11:40.967>know, <00:11:41.119>because <00:11:41.271>it <00:11:41.423>is <00:11:41.575>highly

00:11:41.710 --> 00:11:41.720 align:start position:0%
<00:11:41.710>know, <00:11:41.712>because <00:11:41.714>it <00:11:41.716>is <00:11:41.719>highly

00:11:41.720 --> 00:11:44.710 align:start position:0%
<00:11:41.720>know, <00:11:41.875>because <00:11:42.031>it <00:11:42.186>is <00:11:42.342>highly <00:11:42.497>decentralized. <00:11:42.653>And <00:11:42.808>high <00:11:42.964>decent <00:11:43.120>full

00:11:44.710 --> 00:11:44.720 align:start position:0%
<00:11:44.710>decentralized. <00:11:44.712>And <00:11:44.714>high <00:11:44.716>decent <00:11:44.719>full

00:11:44.720 --> 00:11:46.510 align:start position:0%
<00:11:44.720>decentralized. <00:11:44.875>And <00:11:45.031>high <00:11:45.186>decent <00:11:45.342>full <00:11:45.497>decentralization, <00:11:45.653>let's <00:11:45.808>say, <00:11:45.964>comes <00:11:46.120>with

00:11:46.510 --> 00:11:46.520 align:start position:0%
<00:11:46.510>decentralization, <00:11:46.512>let's <00:11:46.514>say, <00:11:46.516>comes <00:11:46.519>with

00:11:46.520 --> 00:11:49.070 align:start position:0%
<00:11:46.520>decentralization, <00:11:46.636>let's <00:11:46.753>say, <00:11:46.870>comes <00:11:46.986>with <00:11:47.103>a <00:11:47.220>lot <00:11:47.336>of <00:11:47.453>complexities <00:11:47.569>on <00:11:47.686>its <00:11:47.803>own. <00:11:47.920>So,

00:11:49.070 --> 00:11:49.080 align:start position:0%
<00:11:49.070>a <00:11:49.071>lot <00:11:49.072>of <00:11:49.073>complexities <00:11:49.075>on <00:11:49.076>its <00:11:49.077>own. <00:11:49.079>So,

00:11:49.080 --> 00:11:51.070 align:start position:0%
<00:11:49.080>a <00:11:49.167>lot <00:11:49.255>of <00:11:49.342>complexities <00:11:49.430>on <00:11:49.517>its <00:11:49.605>own. <00:11:49.692>So, <00:11:49.780>you <00:11:49.867>can <00:11:49.955>think <00:11:50.042>of <00:11:50.130>it <00:11:50.217>like <00:11:50.305>a <00:11:50.392>full <00:11:50.480>mesh

00:11:51.070 --> 00:11:51.080 align:start position:0%
<00:11:51.070>you <00:11:51.071>can <00:11:51.072>think <00:11:51.073>of <00:11:51.074>it <00:11:51.075>like <00:11:51.076>a <00:11:51.077>full <00:11:51.079>mesh

00:11:51.080 --> 00:11:53.910 align:start position:0%
<00:11:51.080>you <00:11:51.180>can <00:11:51.280>think <00:11:51.380>of <00:11:51.480>it <00:11:51.580>like <00:11:51.680>a <00:11:51.780>full <00:11:51.880>mesh <00:11:51.980>federation <00:11:52.080>where <00:11:52.180>every <00:11:52.280>domain <00:11:52.380>team <00:11:52.480>is

00:11:53.910 --> 00:11:53.920 align:start position:0%
<00:11:53.910>federation <00:11:53.911>where <00:11:53.913>every <00:11:53.915>domain <00:11:53.917>team <00:11:53.919>is

00:11:53.920 --> 00:11:55.870 align:start position:0%
<00:11:53.920>federation <00:11:54.075>where <00:11:54.231>every <00:11:54.386>domain <00:11:54.542>team <00:11:54.697>is <00:11:54.853>basically <00:11:55.008>responsible <00:11:55.164>for <00:11:55.319>its

00:11:55.870 --> 00:11:55.880 align:start position:0%
<00:11:55.870>basically <00:11:55.873>responsible <00:11:55.876>for <00:11:55.879>its

00:11:55.880 --> 00:11:58.030 align:start position:0%
<00:11:55.880>basically <00:11:56.020>responsible <00:11:56.160>for <00:11:56.300>its <00:11:56.439>connections <00:11:56.580>to <00:11:56.720>the <00:11:56.860>other <00:11:57.000>teams. <00:11:57.140>You <00:11:57.280>can

00:11:58.030 --> 00:11:58.040 align:start position:0%
<00:11:58.030>connections <00:11:58.031>to <00:11:58.033>the <00:11:58.034>other <00:11:58.036>teams. <00:11:58.037>You <00:11:58.039>can

00:11:58.040 --> 00:12:00.870 align:start position:0%
<00:11:58.040>connections <00:11:58.147>to <00:11:58.255>the <00:11:58.363>other <00:11:58.470>teams. <00:11:58.578>You <00:11:58.686>can <00:11:58.793>also <00:11:58.901>think <00:11:59.009>of <00:11:59.116>a <00:11:59.224>hybrid <00:11:59.332>mesh <00:11:59.439>federation

00:12:00.870 --> 00:12:00.880 align:start position:0%
<00:12:00.870>also <00:12:00.871>think <00:12:00.873>of <00:12:00.874>a <00:12:00.876>hybrid <00:12:00.877>mesh <00:12:00.879>federation

00:12:00.880 --> 00:12:02.870 align:start position:0%
<00:12:00.880>also <00:12:00.987>think <00:12:01.095>of <00:12:01.203>a <00:12:01.310>hybrid <00:12:01.418>mesh <00:12:01.526>federation <00:12:01.633>where <00:12:01.741>you <00:12:01.849>have, <00:12:01.956>let's <00:12:02.064>say, <00:12:02.172>mature <00:12:02.280>teams,

00:12:02.870 --> 00:12:02.880 align:start position:0%
<00:12:02.870>where <00:12:02.871>you <00:12:02.873>have, <00:12:02.874>let's <00:12:02.876>say, <00:12:02.877>mature <00:12:02.879>teams,

00:12:02.880 --> 00:12:05.910 align:start position:0%
<00:12:02.880>where <00:12:02.987>you <00:12:03.095>have, <00:12:03.203>let's <00:12:03.310>say, <00:12:03.418>mature <00:12:03.526>teams, <00:12:03.633>analytics <00:12:03.741>and <00:12:03.849>all <00:12:03.956>which <00:12:04.064>can <00:12:04.172>handle <00:12:04.280>this.

00:12:05.910 --> 00:12:05.920 align:start position:0%
<00:12:05.910>analytics <00:12:05.911>and <00:12:05.913>all <00:12:05.914>which <00:12:05.915>can <00:12:05.917>handle <00:12:05.919>this.

00:12:05.920 --> 00:12:07.310 align:start position:0%
<00:12:05.920>analytics <00:12:06.024>and <00:12:06.128>all <00:12:06.232>which <00:12:06.337>can <00:12:06.441>handle <00:12:06.545>this. <00:12:06.649>And <00:12:06.753>then <00:12:06.858>they <00:12:06.962>take <00:12:07.066>the <00:12:07.170>ownership

00:12:07.310 --> 00:12:07.320 align:start position:0%
<00:12:07.310>And <00:12:07.311>then <00:12:07.313>they <00:12:07.315>take <00:12:07.317>the <00:12:07.319>ownership

00:12:07.320 --> 00:12:09.270 align:start position:0%
<00:12:07.320>And <00:12:07.447>then <00:12:07.574>they <00:12:07.701>take <00:12:07.829>the <00:12:07.956>ownership <00:12:08.083>themselves, <00:12:08.210>but <00:12:08.338>some <00:12:08.465>other <00:12:08.592>teams <00:12:08.720>which

00:12:09.270 --> 00:12:09.280 align:start position:0%
<00:12:09.270>themselves, <00:12:09.271>but <00:12:09.273>some <00:12:09.275>other <00:12:09.277>teams <00:12:09.279>which

00:12:09.280 --> 00:12:11.230 align:start position:0%
<00:12:09.280>themselves, <00:12:09.420>but <00:12:09.560>some <00:12:09.699>other <00:12:09.839>teams <00:12:09.980>which <00:12:10.120>are <00:12:10.260>not <00:12:10.400>so <00:12:10.540>mature <00:12:10.680>will

00:12:11.230 --> 00:12:11.240 align:start position:0%
<00:12:11.230>are <00:12:11.232>not <00:12:11.234>so <00:12:11.236>mature <00:12:11.239>will

00:12:11.240 --> 00:12:13.830 align:start position:0%
<00:12:11.240>are <00:12:11.367>not <00:12:11.494>so <00:12:11.621>mature <00:12:11.749>will <00:12:11.876>use <00:12:12.003>the <00:12:12.130>central <00:12:12.258>logical <00:12:12.385>entity. <00:12:12.512>It <00:12:12.640>can

00:12:13.830 --> 00:12:13.840 align:start position:0%
<00:12:13.830>use <00:12:13.831>the <00:12:13.833>central <00:12:13.834>logical <00:12:13.836>entity. <00:12:13.837>It <00:12:13.839>can

00:12:13.840 --> 00:12:15.830 align:start position:0%
<00:12:13.840>use <00:12:13.956>the <00:12:14.073>central <00:12:14.190>logical <00:12:14.306>entity. <00:12:14.423>It <00:12:14.540>can <00:12:14.656>also <00:12:14.773>be <00:12:14.890>a <00:12:15.006>completely <00:12:15.123>governed <00:12:15.240>mesh

00:12:15.830 --> 00:12:15.840 align:start position:0%
<00:12:15.830>also <00:12:15.831>be <00:12:15.833>a <00:12:15.835>completely <00:12:15.837>governed <00:12:15.839>mesh

00:12:15.840 --> 00:12:18.670 align:start position:0%
<00:12:15.840>also <00:12:15.967>be <00:12:16.094>a <00:12:16.221>completely <00:12:16.349>governed <00:12:16.476>mesh <00:12:16.603>federation <00:12:16.730>where <00:12:16.858>every <00:12:16.985>domain <00:12:17.112>team <00:12:17.240>uses

00:12:18.670 --> 00:12:18.680 align:start position:0%
<00:12:18.670>federation <00:12:18.671>where <00:12:18.673>every <00:12:18.675>domain <00:12:18.677>team <00:12:18.679>uses

00:12:18.680 --> 00:12:20.910 align:start position:0%
<00:12:18.680>federation <00:12:18.807>where <00:12:18.934>every <00:12:19.061>domain <00:12:19.189>team <00:12:19.316>uses <00:12:19.443>from <00:12:19.570>the <00:12:19.698>central <00:12:19.825>logical <00:12:19.952>entity, <00:12:20.079>let's

00:12:20.910 --> 00:12:20.920 align:start position:0%
<00:12:20.910>from <00:12:20.911>the <00:12:20.913>central <00:12:20.915>logical <00:12:20.917>entity, <00:12:20.919>let's

00:12:20.920 --> 00:12:21.670 align:start position:0%
<00:12:20.920>from <00:12:21.032>the <00:12:21.145>central <00:12:21.257>logical <00:12:21.370>entity, <00:12:21.482>let's <00:12:21.594>say.

00:12:21.670 --> 00:12:21.680 align:start position:0%
say.

00:12:21.680 --> 00:12:24.270 align:start position:0%
<00:12:21.680>say. <00:12:21.854>So, <00:12:22.030>at <00:12:22.204>Eon, <00:12:22.380>we <00:12:22.555>started <00:12:22.729>with <00:12:22.905>a <00:12:23.079>governed

00:12:24.270 --> 00:12:24.280 align:start position:0%
<00:12:24.270>So, <00:12:24.271>at <00:12:24.272>Eon, <00:12:24.273>we <00:12:24.275>started <00:12:24.276>with <00:12:24.277>a <00:12:24.279>governed

00:12:24.280 --> 00:12:27.030 align:start position:0%
<00:12:24.280>So, <00:12:24.380>at <00:12:24.480>Eon, <00:12:24.579>we <00:12:24.680>started <00:12:24.780>with <00:12:24.880>a <00:12:24.980>governed <00:12:25.079>mesh <00:12:25.180>federation, <00:12:25.280>but <00:12:25.380>now <00:12:25.480>it <00:12:25.579>looks <00:12:25.680>more

00:12:27.030 --> 00:12:27.040 align:start position:0%
<00:12:27.030>mesh <00:12:27.031>federation, <00:12:27.033>but <00:12:27.034>now <00:12:27.036>it <00:12:27.037>looks <00:12:27.039>more

00:12:27.040 --> 00:12:32.990 align:start position:0%
<00:12:27.040>mesh <00:12:27.156>federation, <00:12:27.273>but <00:12:27.390>now <00:12:27.506>it <00:12:27.623>looks <00:12:27.740>more <00:12:27.856>like <00:12:27.973>a <00:12:28.089>hybrid <00:12:28.206>mesh <00:12:28.323>federation <00:12:28.439>currently.

00:12:33.000 --> 00:12:34.430 align:start position:0%
<00:12:33.000>Now, <00:12:33.214>what <00:12:33.429>are <00:12:33.643>the <00:12:33.858>core <00:12:34.072>principles <00:12:34.286>of

00:12:34.430 --> 00:12:34.440 align:start position:0%
<00:12:34.430>Now, <00:12:34.431>what <00:12:34.433>are <00:12:34.434>the <00:12:34.436>core <00:12:34.437>principles <00:12:34.439>of

00:12:34.440 --> 00:12:37.070 align:start position:0%
<00:12:34.440>Now, <00:12:34.567>what <00:12:34.694>are <00:12:34.821>the <00:12:34.949>core <00:12:35.076>principles <00:12:35.203>of <00:12:35.330>data <00:12:35.458>mesh? <00:12:35.585>Decentralized <00:12:35.712>data <00:12:35.840>ownership.

00:12:37.070 --> 00:12:37.080 align:start position:0%
<00:12:37.070>data <00:12:37.072>mesh? <00:12:37.074>Decentralized <00:12:37.076>data <00:12:37.079>ownership.

00:12:37.080 --> 00:12:39.390 align:start position:0%
<00:12:37.080>data <00:12:37.187>mesh? <00:12:37.295>Decentralized <00:12:37.403>data <00:12:37.510>ownership. <00:12:37.618>So, <00:12:37.726>as <00:12:37.833>we <00:12:37.941>said, <00:12:38.049>there <00:12:38.156>is <00:12:38.264>no <00:12:38.372>central <00:12:38.480>team

00:12:39.390 --> 00:12:39.400 align:start position:0%
<00:12:39.390>So, <00:12:39.391>as <00:12:39.392>we <00:12:39.393>said, <00:12:39.394>there <00:12:39.395>is <00:12:39.396>no <00:12:39.397>central <00:12:39.399>team

00:12:39.400 --> 00:12:41.950 align:start position:0%
<00:12:39.400>So, <00:12:39.500>as <00:12:39.600>we <00:12:39.699>said, <00:12:39.800>there <00:12:39.900>is <00:12:40.000>no <00:12:40.100>central <00:12:40.199>team <00:12:40.300>anymore. <00:12:40.400>It <00:12:40.500>is <00:12:40.600>decentralized <00:12:40.699>and <00:12:40.800>every

00:12:41.950 --> 00:12:41.960 align:start position:0%
<00:12:41.950>anymore. <00:12:41.951>It <00:12:41.953>is <00:12:41.955>decentralized <00:12:41.957>and <00:12:41.959>every

00:12:41.960 --> 00:12:43.870 align:start position:0%
<00:12:41.960>anymore. <00:12:42.076>It <00:12:42.193>is <00:12:42.310>decentralized <00:12:42.426>and <00:12:42.543>every <00:12:42.660>domain <00:12:42.776>team <00:12:42.893>is <00:12:43.010>responsible <00:12:43.126>for <00:12:43.243>what <00:12:43.360>they

00:12:43.870 --> 00:12:43.880 align:start position:0%
<00:12:43.870>domain <00:12:43.871>team <00:12:43.873>is <00:12:43.874>responsible <00:12:43.876>for <00:12:43.877>what <00:12:43.879>they

00:12:43.880 --> 00:12:45.510 align:start position:0%
<00:12:43.880>domain <00:12:43.987>team <00:12:44.095>is <00:12:44.203>responsible <00:12:44.310>for <00:12:44.418>what <00:12:44.526>they <00:12:44.633>build <00:12:44.741>and <00:12:44.849>what <00:12:44.956>they <00:12:45.064>produce <00:12:45.172>and <00:12:45.280>what

00:12:45.510 --> 00:12:45.520 align:start position:0%
<00:12:45.510>build <00:12:45.511>and <00:12:45.513>what <00:12:45.514>they <00:12:45.516>produce <00:12:45.517>and <00:12:45.519>what

00:12:45.520 --> 00:12:46.670 align:start position:0%
<00:12:45.520>build <00:12:45.649>and <00:12:45.778>what <00:12:45.908>they <00:12:46.037>produce <00:12:46.166>and <00:12:46.296>what <00:12:46.425>they <00:12:46.555>share.

00:12:46.670 --> 00:12:46.680 align:start position:0%
<00:12:46.670>they <00:12:46.679>share.

00:12:46.680 --> 00:12:49.590 align:start position:0%
<00:12:46.680>they <00:12:46.854>share. <00:12:47.030>Cross-domain <00:12:47.204>data <00:12:47.380>sharing. <00:12:47.555>If <00:12:47.729>there <00:12:47.905>is <00:12:48.079>a

00:12:49.590 --> 00:12:49.600 align:start position:0%
<00:12:49.590>Cross-domain <00:12:49.591>data <00:12:49.593>sharing. <00:12:49.594>If <00:12:49.596>there <00:12:49.597>is <00:12:49.599>a

00:12:49.600 --> 00:12:52.110 align:start position:0%
<00:12:49.600>Cross-domain <00:12:49.707>data <00:12:49.815>sharing. <00:12:49.923>If <00:12:50.030>there <00:12:50.138>is <00:12:50.246>a <00:12:50.353>trustworthy <00:12:50.461>data <00:12:50.569>product, <00:12:50.676>if <00:12:50.784>it <00:12:50.892>has <00:12:51.000>a

00:12:52.110 --> 00:12:52.120 align:start position:0%
<00:12:52.110>trustworthy <00:12:52.111>data <00:12:52.113>product, <00:12:52.114>if <00:12:52.116>it <00:12:52.117>has <00:12:52.119>a

00:12:52.120 --> 00:12:55.150 align:start position:0%
<00:12:52.120>trustworthy <00:12:52.236>data <00:12:52.353>product, <00:12:52.470>if <00:12:52.586>it <00:12:52.703>has <00:12:52.820>a <00:12:52.936>high <00:12:53.053>level <00:12:53.170>of <00:12:53.286>maturity, <00:12:53.403>other <00:12:53.520>domains

00:12:55.150 --> 00:12:55.160 align:start position:0%
<00:12:55.150>high <00:12:55.151>level <00:12:55.153>of <00:12:55.155>maturity, <00:12:55.157>other <00:12:55.159>domains

00:12:55.160 --> 00:12:58.350 align:start position:0%
<00:12:55.160>high <00:12:55.267>level <00:12:55.375>of <00:12:55.483>maturity, <00:12:55.590>other <00:12:55.698>domains <00:12:55.806>are <00:12:55.913>welcome <00:12:56.021>to <00:12:56.129>use <00:12:56.236>this <00:12:56.344>and <00:12:56.452>share <00:12:56.560>this

00:12:58.350 --> 00:12:58.360 align:start position:0%
<00:12:58.350>are <00:12:58.351>welcome <00:12:58.352>to <00:12:58.353>use <00:12:58.355>this <00:12:58.356>and <00:12:58.357>share <00:12:58.359>this

00:12:58.360 --> 00:12:59.670 align:start position:0%
<00:12:58.360>are <00:12:58.491>welcome <00:12:58.622>to <00:12:58.753>use <00:12:58.884>this <00:12:59.015>and <00:12:59.146>share <00:12:59.276>this <00:12:59.408>with <00:12:59.539>themselves.

00:12:59.670 --> 00:12:59.680 align:start position:0%
<00:12:59.670>with <00:12:59.679>themselves.

00:12:59.680 --> 00:13:02.470 align:start position:0%
<00:12:59.680>with <00:12:59.913>themselves. <00:13:00.146>Federated <00:13:00.380>data <00:13:00.613>governance. <00:13:00.846>Now, <00:13:01.079>although

00:13:02.470 --> 00:13:02.480 align:start position:0%
<00:13:02.470>Federated <00:13:02.472>data <00:13:02.474>governance. <00:13:02.476>Now, <00:13:02.479>although

00:13:02.480 --> 00:13:04.470 align:start position:0%
<00:13:02.480>Federated <00:13:02.635>data <00:13:02.791>governance. <00:13:02.946>Now, <00:13:03.102>although <00:13:03.257>everything <00:13:03.413>is <00:13:03.568>decentralized <00:13:03.724>and <00:13:03.880>we

00:13:04.470 --> 00:13:04.480 align:start position:0%
<00:13:04.470>everything <00:13:04.472>is <00:13:04.474>decentralized <00:13:04.476>and <00:13:04.479>we

00:13:04.480 --> 00:13:07.670 align:start position:0%
<00:13:04.480>everything <00:13:04.620>is <00:13:04.760>decentralized <00:13:04.900>and <00:13:05.040>we <00:13:05.180>promote <00:13:05.320>this <00:13:05.460>domain <00:13:05.600>autonomy, <00:13:05.740>there <00:13:05.880>are

00:13:07.670 --> 00:13:07.680 align:start position:0%
<00:13:07.670>promote <00:13:07.671>this <00:13:07.673>domain <00:13:07.675>autonomy, <00:13:07.677>there <00:13:07.679>are

00:13:07.680 --> 00:13:10.030 align:start position:0%
<00:13:07.680>promote <00:13:07.819>this <00:13:07.959>domain <00:13:08.099>autonomy, <00:13:08.239>there <00:13:08.380>are <00:13:08.520>certain <00:13:08.660>set <00:13:08.800>of <00:13:08.939>rules, <00:13:09.079>governance

00:13:10.030 --> 00:13:10.040 align:start position:0%
<00:13:10.030>certain <00:13:10.032>set <00:13:10.034>of <00:13:10.036>rules, <00:13:10.039>governance

00:13:10.040 --> 00:13:12.670 align:start position:0%
<00:13:10.040>certain <00:13:10.214>set <00:13:10.390>of <00:13:10.564>rules, <00:13:10.740>governance <00:13:10.915>principles, <00:13:11.089>and <00:13:11.265>architectural <00:13:11.439>guidelines

00:13:12.670 --> 00:13:12.680 align:start position:0%
<00:13:12.670>principles, <00:13:12.673>and <00:13:12.675>architectural <00:13:12.679>guidelines

00:13:12.680 --> 00:13:14.990 align:start position:0%
<00:13:12.680>principles, <00:13:12.913>and <00:13:13.146>architectural <00:13:13.380>guidelines <00:13:13.613>that <00:13:13.846>everybody <00:13:14.079>follows.

00:13:14.990 --> 00:13:15.000 align:start position:0%
<00:13:14.990>that <00:13:14.994>everybody <00:13:14.999>follows.

00:13:15.000 --> 00:13:17.870 align:start position:0%
<00:13:15.000>that <00:13:15.200>everybody <00:13:15.400>follows. <00:13:15.600>Also, <00:13:15.800>self-service <00:13:16.000>and <00:13:16.200>data <00:13:16.400>management.

00:13:17.870 --> 00:13:17.880 align:start position:0%
<00:13:17.870>Also, <00:13:17.872>self-service <00:13:17.874>and <00:13:17.876>data <00:13:17.879>management.

00:13:17.880 --> 00:13:19.950 align:start position:0%
<00:13:17.880>Also, <00:13:18.007>self-service <00:13:18.134>and <00:13:18.261>data <00:13:18.389>management. <00:13:18.516>Self-service <00:13:18.643>BI <00:13:18.770>is <00:13:18.898>also <00:13:19.025>a <00:13:19.152>concept, <00:13:19.280>I

00:13:19.950 --> 00:13:19.960 align:start position:0%
<00:13:19.950>Self-service <00:13:19.951>BI <00:13:19.953>is <00:13:19.954>also <00:13:19.956>a <00:13:19.957>concept, <00:13:19.959>I

00:13:19.960 --> 00:13:22.670 align:start position:0%
<00:13:19.960>Self-service <00:13:20.076>BI <00:13:20.193>is <00:13:20.310>also <00:13:20.426>a <00:13:20.543>concept, <00:13:20.660>I <00:13:20.776>think, <00:13:20.893>everywhere. <00:13:21.010>This <00:13:21.126>means <00:13:21.243>we <00:13:21.360>enable

00:13:22.670 --> 00:13:22.680 align:start position:0%
<00:13:22.670>think, <00:13:22.671>everywhere. <00:13:22.673>This <00:13:22.675>means <00:13:22.677>we <00:13:22.679>enable

00:13:22.680 --> 00:13:25.310 align:start position:0%
<00:13:22.680>think, <00:13:22.819>everywhere. <00:13:22.959>This <00:13:23.099>means <00:13:23.239>we <00:13:23.380>enable <00:13:23.520>business <00:13:23.660>users <00:13:23.800>to <00:13:23.939>make <00:13:24.079>data-driven

00:13:25.310 --> 00:13:25.320 align:start position:0%
<00:13:25.310>business <00:13:25.312>users <00:13:25.314>to <00:13:25.316>make <00:13:25.319>data-driven

00:13:25.320 --> 00:13:26.910 align:start position:0%
<00:13:25.320>business <00:13:25.600>users <00:13:25.880>to <00:13:26.160>make <00:13:26.440>data-driven <00:13:26.720>decision-making.

00:13:26.910 --> 00:13:26.920 align:start position:0%
decision-making.

00:13:26.920 --> 00:13:28.670 align:start position:0%
<00:13:26.920>decision-making. <00:13:27.075>Now, <00:13:27.231>what <00:13:27.386>we <00:13:27.542>were <00:13:27.697>trying <00:13:27.853>to <00:13:28.008>do <00:13:28.164>is <00:13:28.319>not

00:13:28.670 --> 00:13:28.680 align:start position:0%
<00:13:28.670>Now, <00:13:28.671>what <00:13:28.672>we <00:13:28.673>were <00:13:28.674>trying <00:13:28.675>to <00:13:28.676>do <00:13:28.677>is <00:13:28.679>not

00:13:28.680 --> 00:13:32.350 align:start position:0%
<00:13:28.680>Now, <00:13:28.780>what <00:13:28.880>we <00:13:28.979>were <00:13:29.079>trying <00:13:29.180>to <00:13:29.280>do <00:13:29.380>is <00:13:29.479>not <00:13:29.579>just <00:13:29.680>enable <00:13:29.780>them, <00:13:29.880>rather <00:13:29.979>empower <00:13:30.079>them.

00:13:32.350 --> 00:13:32.360 align:start position:0%
<00:13:32.350>just <00:13:32.351>enable <00:13:32.353>them, <00:13:32.355>rather <00:13:32.357>empower <00:13:32.359>them.

00:13:32.360 --> 00:13:34.910 align:start position:0%
<00:13:32.360>just <00:13:32.476>enable <00:13:32.593>them, <00:13:32.710>rather <00:13:32.826>empower <00:13:32.943>them. <00:13:33.060>So, <00:13:33.176>empower <00:13:33.293>them <00:13:33.410>to <00:13:33.526>use <00:13:33.643>this <00:13:33.760>central

00:13:34.910 --> 00:13:34.920 align:start position:0%
<00:13:34.910>So, <00:13:34.911>empower <00:13:34.913>them <00:13:34.914>to <00:13:34.915>use <00:13:34.917>this <00:13:34.919>central

00:13:34.920 --> 00:13:37.350 align:start position:0%
<00:13:34.920>So, <00:13:35.036>empower <00:13:35.153>them <00:13:35.270>to <00:13:35.386>use <00:13:35.503>this <00:13:35.620>central <00:13:35.736>logical <00:13:35.853>entity, <00:13:35.969>let's <00:13:36.086>say, <00:13:36.203>create <00:13:36.319>their

00:13:37.350 --> 00:13:37.360 align:start position:0%
<00:13:37.350>logical <00:13:37.351>entity, <00:13:37.353>let's <00:13:37.355>say, <00:13:37.357>create <00:13:37.359>their

00:13:37.360 --> 00:13:39.670 align:start position:0%
<00:13:37.360>logical <00:13:37.476>entity, <00:13:37.593>let's <00:13:37.710>say, <00:13:37.826>create <00:13:37.943>their <00:13:38.060>own <00:13:38.176>data <00:13:38.293>products, <00:13:38.410>and <00:13:38.526>share <00:13:38.643>with <00:13:38.760>other

00:13:39.670 --> 00:13:39.680 align:start position:0%
<00:13:39.670>own <00:13:39.671>data <00:13:39.673>products, <00:13:39.674>and <00:13:39.675>share <00:13:39.677>with <00:13:39.679>other

00:13:39.680 --> 00:13:42.630 align:start position:0%
<00:13:39.680>own <00:13:39.880>data <00:13:40.079>products, <00:13:40.280>and <00:13:40.479>share <00:13:40.680>with <00:13:40.880>other <00:13:41.079>domains.

00:13:42.640 --> 00:13:44.470 align:start position:0%
<00:13:42.640>Now, <00:13:42.873>what <00:13:43.106>we <00:13:43.340>were <00:13:43.573>trying <00:13:43.806>This <00:13:44.040>slide

00:13:44.470 --> 00:13:44.480 align:start position:0%
<00:13:44.470>Now, <00:13:44.471>what <00:13:44.473>we <00:13:44.474>were <00:13:44.476>trying <00:13:44.477>This <00:13:44.479>slide

00:13:44.480 --> 00:13:47.470 align:start position:0%
<00:13:44.480>Now, <00:13:44.620>what <00:13:44.760>we <00:13:44.900>were <00:13:45.040>trying <00:13:45.180>This <00:13:45.320>slide <00:13:45.460>basically <00:13:45.600>represents <00:13:45.740>the <00:13:45.880>centralized

00:13:47.470 --> 00:13:47.480 align:start position:0%
<00:13:47.470>basically <00:13:47.473>represents <00:13:47.476>the <00:13:47.479>centralized

00:13:47.480 --> 00:13:50.310 align:start position:0%
<00:13:47.480>basically <00:13:47.620>represents <00:13:47.760>the <00:13:47.900>centralized <00:13:48.040>data <00:13:48.180>vault <00:13:48.320>architecture <00:13:48.460>at <00:13:48.600>Eon <00:13:48.740>to <00:13:48.880>a

00:13:50.310 --> 00:13:50.320 align:start position:0%
<00:13:50.310>data <00:13:50.311>vault <00:13:50.313>architecture <00:13:50.314>at <00:13:50.316>Eon <00:13:50.317>to <00:13:50.319>a

00:13:50.320 --> 00:13:52.830 align:start position:0%
<00:13:50.320>data <00:13:50.475>vault <00:13:50.631>architecture <00:13:50.786>at <00:13:50.942>Eon <00:13:51.097>to <00:13:51.253>a <00:13:51.408>decentralized <00:13:51.564>data <00:13:51.720>mesh-like

00:13:52.830 --> 00:13:52.840 align:start position:0%
<00:13:52.830>decentralized <00:13:52.834>data <00:13:52.839>mesh-like

00:13:52.840 --> 00:13:54.150 align:start position:0%
<00:13:52.840>decentralized <00:13:53.233>data <00:13:53.626>mesh-like <00:13:54.019>architecture.

00:13:54.150 --> 00:13:54.160 align:start position:0%
architecture.

00:13:54.160 --> 00:13:56.630 align:start position:0%
<00:13:54.160>architecture. <00:13:54.360>Now, <00:13:54.560>the <00:13:54.760>central <00:13:54.959>team <00:13:55.160>is <00:13:55.360>no <00:13:55.560>more

00:13:56.630 --> 00:13:56.640 align:start position:0%
<00:13:56.630>Now, <00:13:56.631>the <00:13:56.633>central <00:13:56.634>team <00:13:56.636>is <00:13:56.637>no <00:13:56.639>more

00:13:56.640 --> 00:13:58.350 align:start position:0%
<00:13:56.640>Now, <00:13:56.780>the <00:13:56.920>central <00:13:57.060>team <00:13:57.199>is <00:13:57.340>no <00:13:57.480>more <00:13:57.620>responsible <00:13:57.760>for <00:13:57.900>every <00:13:58.040>business

00:13:58.350 --> 00:13:58.360 align:start position:0%
<00:13:58.350>responsible <00:13:58.353>for <00:13:58.356>every <00:13:58.359>business

00:13:58.360 --> 00:14:00.950 align:start position:0%
<00:13:58.360>responsible <00:13:58.535>for <00:13:58.710>every <00:13:58.885>business <00:13:59.060>transformation <00:13:59.235>and <00:13:59.410>every <00:13:59.585>business <00:13:59.760>logic

00:14:00.950 --> 00:14:00.960 align:start position:0%
<00:14:00.950>transformation <00:14:00.952>and <00:14:00.954>every <00:14:00.956>business <00:14:00.959>logic

00:14:00.960 --> 00:14:03.790 align:start position:0%
<00:14:00.960>transformation <00:14:01.100>and <00:14:01.240>every <00:14:01.380>business <00:14:01.520>logic <00:14:01.660>change <00:14:01.800>that <00:14:01.940>happens. <00:14:02.080>Instead, <00:14:02.220>the <00:14:02.360>domain

00:14:03.790 --> 00:14:03.800 align:start position:0%
<00:14:03.790>change <00:14:03.791>that <00:14:03.793>happens. <00:14:03.795>Instead, <00:14:03.797>the <00:14:03.799>domain

00:14:03.800 --> 00:14:06.310 align:start position:0%
<00:14:03.800>change <00:14:03.916>that <00:14:04.033>happens. <00:14:04.150>Instead, <00:14:04.266>the <00:14:04.383>domain <00:14:04.500>team <00:14:04.616>is <00:14:04.733>itself <00:14:04.849>responsible. <00:14:04.966>And <00:14:05.083>they <00:14:05.199>are

00:14:06.310 --> 00:14:06.320 align:start position:0%
<00:14:06.310>team <00:14:06.311>is <00:14:06.313>itself <00:14:06.314>responsible. <00:14:06.316>And <00:14:06.317>they <00:14:06.319>are

00:14:06.320 --> 00:14:08.190 align:start position:0%
<00:14:06.320>team <00:14:06.436>is <00:14:06.553>itself <00:14:06.670>responsible. <00:14:06.786>And <00:14:06.903>they <00:14:07.020>are <00:14:07.136>also <00:14:07.253>the <00:14:07.370>best <00:14:07.486>people <00:14:07.603>because <00:14:07.720>they

00:14:08.190 --> 00:14:08.200 align:start position:0%
<00:14:08.190>also <00:14:08.191>the <00:14:08.193>best <00:14:08.195>people <00:14:08.197>because <00:14:08.199>they

00:14:08.200 --> 00:14:10.270 align:start position:0%
<00:14:08.200>also <00:14:08.355>the <00:14:08.511>best <00:14:08.666>people <00:14:08.822>because <00:14:08.977>they <00:14:09.133>understand <00:14:09.288>the <00:14:09.444>business <00:14:09.600>definition

00:14:10.270 --> 00:14:10.280 align:start position:0%
<00:14:10.270>understand <00:14:10.273>the <00:14:10.276>business <00:14:10.279>definition

00:14:10.280 --> 00:14:12.550 align:start position:0%
<00:14:10.280>understand <00:14:10.435>the <00:14:10.591>business <00:14:10.746>definition <00:14:10.902>better <00:14:11.057>than <00:14:11.213>the <00:14:11.368>central <00:14:11.524>data <00:14:11.680>team.

00:14:12.550 --> 00:14:12.560 align:start position:0%
<00:14:12.550>better <00:14:12.551>than <00:14:12.553>the <00:14:12.555>central <00:14:12.557>data <00:14:12.559>team.

00:14:12.560 --> 00:14:15.070 align:start position:0%
<00:14:12.560>better <00:14:12.667>than <00:14:12.775>the <00:14:12.883>central <00:14:12.990>data <00:14:13.098>team. <00:14:13.206>Now, <00:14:13.313>what <00:14:13.421>does <00:14:13.529>the <00:14:13.636>central <00:14:13.744>data <00:14:13.852>team <00:14:13.959>do?

00:14:15.070 --> 00:14:15.080 align:start position:0%
<00:14:15.070>Now, <00:14:15.071>what <00:14:15.072>does <00:14:15.073>the <00:14:15.075>central <00:14:15.076>data <00:14:15.077>team <00:14:15.079>do?

00:14:15.080 --> 00:14:18.110 align:start position:0%
<00:14:15.080>Now, <00:14:15.173>what <00:14:15.266>does <00:14:15.360>the <00:14:15.453>central <00:14:15.546>data <00:14:15.640>team <00:14:15.733>do? <00:14:15.826>In <00:14:15.920>this <00:14:16.013>case, <00:14:16.106>the <00:14:16.200>role <00:14:16.293>of <00:14:16.386>central <00:14:16.480>data

00:14:18.110 --> 00:14:18.120 align:start position:0%
<00:14:18.110>In <00:14:18.111>this <00:14:18.112>case, <00:14:18.113>the <00:14:18.115>role <00:14:18.116>of <00:14:18.117>central <00:14:18.119>data

00:14:18.120 --> 00:14:21.070 align:start position:0%
<00:14:18.120>In <00:14:18.213>this <00:14:18.306>case, <00:14:18.400>the <00:14:18.493>role <00:14:18.586>of <00:14:18.680>central <00:14:18.773>data <00:14:18.866>team <00:14:18.960>also <00:14:19.053>changed <00:14:19.146>a <00:14:19.240>lot. <00:14:19.333>Now, <00:14:19.426>they <00:14:19.520>were

00:14:21.070 --> 00:14:21.080 align:start position:0%
<00:14:21.070>team <00:14:21.071>also <00:14:21.072>changed <00:14:21.073>a <00:14:21.075>lot. <00:14:21.076>Now, <00:14:21.077>they <00:14:21.079>were

00:14:21.080 --> 00:14:23.350 align:start position:0%
<00:14:21.080>team <00:14:21.220>also <00:14:21.360>changed <00:14:21.500>a <00:14:21.640>lot. <00:14:21.780>Now, <00:14:21.920>they <00:14:22.060>were <00:14:22.200>not <00:14:22.340>doing <00:14:22.480>transformations.

00:14:23.350 --> 00:14:23.360 align:start position:0%
<00:14:23.350>not <00:14:23.354>doing <00:14:23.359>transformations.

00:14:23.360 --> 00:14:25.550 align:start position:0%
<00:14:23.360>not <00:14:23.515>doing <00:14:23.671>transformations. <00:14:23.826>And <00:14:23.982>instead <00:14:24.137>of <00:14:24.293>taking <00:14:24.448>the <00:14:24.604>being <00:14:24.760>the

00:14:25.550 --> 00:14:25.560 align:start position:0%
<00:14:25.550>And <00:14:25.551>instead <00:14:25.553>of <00:14:25.554>taking <00:14:25.555>the <00:14:25.557>being <00:14:25.559>the

00:14:25.560 --> 00:14:27.550 align:start position:0%
<00:14:25.560>And <00:14:25.676>instead <00:14:25.793>of <00:14:25.910>taking <00:14:26.026>the <00:14:26.143>being <00:14:26.260>the <00:14:26.376>bottleneck, <00:14:26.493>you <00:14:26.609>know, <00:14:26.726>instead <00:14:26.843>of <00:14:26.959>this

00:14:27.550 --> 00:14:27.560 align:start position:0%
<00:14:27.550>bottleneck, <00:14:27.551>you <00:14:27.553>know, <00:14:27.555>instead <00:14:27.557>of <00:14:27.559>this

00:14:27.560 --> 00:14:29.870 align:start position:0%
<00:14:27.560>bottleneck, <00:14:27.699>you <00:14:27.839>know, <00:14:27.979>instead <00:14:28.119>of <00:14:28.260>this <00:14:28.400>tightly <00:14:28.540>coupled <00:14:28.680>architecture, <00:14:28.819>since <00:14:28.959>we

00:14:29.870 --> 00:14:29.880 align:start position:0%
<00:14:29.870>tightly <00:14:29.872>coupled <00:14:29.874>architecture, <00:14:29.876>since <00:14:29.879>we

00:14:29.880 --> 00:14:32.470 align:start position:0%
<00:14:29.880>tightly <00:14:30.035>coupled <00:14:30.191>architecture, <00:14:30.346>since <00:14:30.502>we <00:14:30.657>have <00:14:30.813>a <00:14:30.968>decentralized <00:14:31.124>architecture, <00:14:31.280>the

00:14:32.470 --> 00:14:32.480 align:start position:0%
<00:14:32.470>have <00:14:32.472>a <00:14:32.474>decentralized <00:14:32.476>architecture, <00:14:32.479>the

00:14:32.480 --> 00:14:35.390 align:start position:0%
<00:14:32.480>have <00:14:32.620>a <00:14:32.760>decentralized <00:14:32.900>architecture, <00:14:33.040>the <00:14:33.180>central <00:14:33.320>team <00:14:33.460>was <00:14:33.600>now <00:14:33.740>responsible <00:14:33.880>to

00:14:35.390 --> 00:14:35.400 align:start position:0%
<00:14:35.390>central <00:14:35.391>team <00:14:35.393>was <00:14:35.395>now <00:14:35.397>responsible <00:14:35.399>to

00:14:35.400 --> 00:14:38.110 align:start position:0%
<00:14:35.400>central <00:14:35.527>team <00:14:35.654>was <00:14:35.781>now <00:14:35.909>responsible <00:14:36.036>to <00:14:36.163>provide <00:14:36.290>the <00:14:36.418>platform, <00:14:36.545>to <00:14:36.672>provide <00:14:36.800>the

00:14:38.110 --> 00:14:38.120 align:start position:0%
<00:14:38.110>provide <00:14:38.111>the <00:14:38.113>platform, <00:14:38.115>to <00:14:38.117>provide <00:14:38.119>the

00:14:38.120 --> 00:14:39.910 align:start position:0%
<00:14:38.120>provide <00:14:38.260>the <00:14:38.400>platform, <00:14:38.540>to <00:14:38.680>provide <00:14:38.820>the <00:14:38.960>tools, <00:14:39.100>and <00:14:39.240>to <00:14:39.380>provide <00:14:39.520>the

00:14:39.910 --> 00:14:39.920 align:start position:0%
<00:14:39.910>tools, <00:14:39.912>and <00:14:39.914>to <00:14:39.916>provide <00:14:39.919>the

00:14:39.920 --> 00:14:43.630 align:start position:0%
<00:14:39.920>tools, <00:14:40.060>and <00:14:40.199>to <00:14:40.339>provide <00:14:40.479>the <00:14:40.620>infrastructure, <00:14:40.760>and <00:14:40.900>a <00:14:41.040>centralized <00:14:41.180>set <00:14:41.319>of

00:14:43.630 --> 00:14:43.640 align:start position:0%
<00:14:43.630>infrastructure, <00:14:43.631>and <00:14:43.633>a <00:14:43.635>centralized <00:14:43.637>set <00:14:43.639>of

00:14:43.640 --> 00:14:45.670 align:start position:0%
<00:14:43.640>infrastructure, <00:14:43.795>and <00:14:43.951>a <00:14:44.106>centralized <00:14:44.262>set <00:14:44.417>of <00:14:44.573>guidelines, <00:14:44.728>governance <00:14:44.884>guidelines, <00:14:45.040>and

00:14:45.670 --> 00:14:45.680 align:start position:0%
<00:14:45.670>guidelines, <00:14:45.673>governance <00:14:45.675>guidelines, <00:14:45.679>and

00:14:45.680 --> 00:14:48.470 align:start position:0%
<00:14:45.680>guidelines, <00:14:45.854>governance <00:14:46.030>guidelines, <00:14:46.204>and <00:14:46.380>architectural <00:14:46.555>principles <00:14:46.729>that <00:14:46.905>each <00:14:47.079>of

00:14:48.470 --> 00:14:48.480 align:start position:0%
<00:14:48.470>architectural <00:14:48.472>principles <00:14:48.474>that <00:14:48.476>each <00:14:48.479>of

00:14:48.480 --> 00:14:51.390 align:start position:0%
<00:14:48.480>architectural <00:14:48.607>principles <00:14:48.734>that <00:14:48.861>each <00:14:48.989>of <00:14:49.116>these <00:14:49.243>domain <00:14:49.370>teams <00:14:49.498>could <00:14:49.625>use <00:14:49.752>and <00:14:49.880>create

00:14:51.390 --> 00:14:51.400 align:start position:0%
<00:14:51.390>these <00:14:51.391>domain <00:14:51.393>teams <00:14:51.394>could <00:14:51.396>use <00:14:51.397>and <00:14:51.399>create

00:14:51.400 --> 00:14:55.270 align:start position:0%
<00:14:51.400>these <00:14:51.516>domain <00:14:51.633>teams <00:14:51.750>could <00:14:51.866>use <00:14:51.983>and <00:14:52.100>create <00:14:52.216>and <00:14:52.333>manage <00:14:52.449>their <00:14:52.566>own <00:14:52.683>data <00:14:52.800>products.

00:14:55.270 --> 00:14:55.280 align:start position:0%
<00:14:55.270>and <00:14:55.271>manage <00:14:55.273>their <00:14:55.275>own <00:14:55.277>data <00:14:55.279>products.

00:14:55.280 --> 00:14:58.230 align:start position:0%
<00:14:55.280>and <00:14:55.387>manage <00:14:55.495>their <00:14:55.603>own <00:14:55.710>data <00:14:55.818>products. <00:14:55.926>At <00:14:56.033>this <00:14:56.141>point <00:14:56.249>at <00:14:56.356>Eon, <00:14:56.464>we <00:14:56.572>also <00:14:56.680>have

00:14:58.230 --> 00:14:58.240 align:start position:0%
<00:14:58.230>At <00:14:58.231>this <00:14:58.232>point <00:14:58.233>at <00:14:58.235>Eon, <00:14:58.236>we <00:14:58.237>also <00:14:58.239>have

00:14:58.240 --> 00:15:00.950 align:start position:0%
<00:14:58.240>At <00:14:58.347>this <00:14:58.455>point <00:14:58.563>at <00:14:58.670>Eon, <00:14:58.778>we <00:14:58.886>also <00:14:58.993>have <00:14:59.101>something <00:14:59.209>called <00:14:59.316>an <00:14:59.424>open <00:14:59.532>data <00:14:59.640>platform.

00:15:00.950 --> 00:15:00.960 align:start position:0%
<00:15:00.950>something <00:15:00.951>called <00:15:00.953>an <00:15:00.955>open <00:15:00.957>data <00:15:00.959>platform.

00:15:00.960 --> 00:15:03.590 align:start position:0%
<00:15:00.960>something <00:15:01.076>called <00:15:01.193>an <00:15:01.310>open <00:15:01.426>data <00:15:01.543>platform. <00:15:01.660>What <00:15:01.776>the <00:15:01.893>central <00:15:02.010>team <00:15:02.126>provides. <00:15:02.243>So, <00:15:02.360>you

00:15:03.590 --> 00:15:03.600 align:start position:0%
<00:15:03.590>What <00:15:03.591>the <00:15:03.593>central <00:15:03.594>team <00:15:03.596>provides. <00:15:03.597>So, <00:15:03.599>you

00:15:03.600 --> 00:15:06.310 align:start position:0%
<00:15:03.600>What <00:15:03.707>the <00:15:03.815>central <00:15:03.923>team <00:15:04.030>provides. <00:15:04.138>So, <00:15:04.246>you <00:15:04.353>get <00:15:04.461>a <00:15:04.569>Azure <00:15:04.676>Git <00:15:04.784>repository, <00:15:04.892>let's <00:15:05.000>say

00:15:06.310 --> 00:15:06.320 align:start position:0%
<00:15:06.310>get <00:15:06.311>a <00:15:06.313>Azure <00:15:06.314>Git <00:15:06.316>repository, <00:15:06.317>let's <00:15:06.319>say

00:15:06.320 --> 00:15:08.510 align:start position:0%
<00:15:06.320>get <00:15:06.427>a <00:15:06.535>Azure <00:15:06.643>Git <00:15:06.750>repository, <00:15:06.858>let's <00:15:06.966>say <00:15:07.073>your <00:15:07.181>project. <00:15:07.289>You <00:15:07.396>get <00:15:07.504>an <00:15:07.612>instance <00:15:07.720>of

00:15:08.510 --> 00:15:08.520 align:start position:0%
<00:15:08.510>your <00:15:08.511>project. <00:15:08.513>You <00:15:08.514>get <00:15:08.516>an <00:15:08.517>instance <00:15:08.519>of

00:15:08.520 --> 00:15:11.390 align:start position:0%
<00:15:08.520>your <00:15:08.636>project. <00:15:08.753>You <00:15:08.870>get <00:15:08.986>an <00:15:09.103>instance <00:15:09.220>of <00:15:09.336>Snowflake. <00:15:09.453>You <00:15:09.569>get <00:15:09.686>DBT, <00:15:09.803>a <00:15:09.920>managed

00:15:11.390 --> 00:15:11.400 align:start position:0%
<00:15:11.390>Snowflake. <00:15:11.391>You <00:15:11.393>get <00:15:11.395>DBT, <00:15:11.397>a <00:15:11.399>managed

00:15:11.400 --> 00:15:14.230 align:start position:0%
<00:15:11.400>Snowflake. <00:15:11.507>You <00:15:11.615>get <00:15:11.723>DBT, <00:15:11.830>a <00:15:11.938>managed <00:15:12.046>instance <00:15:12.153>of <00:15:12.261>DBT <00:15:12.369>that <00:15:12.476>is <00:15:12.584>our <00:15:12.692>chosen <00:15:12.800>tool

00:15:14.230 --> 00:15:14.240 align:start position:0%
<00:15:14.230>instance <00:15:14.231>of <00:15:14.232>DBT <00:15:14.233>that <00:15:14.235>is <00:15:14.236>our <00:15:14.237>chosen <00:15:14.239>tool

00:15:14.240 --> 00:15:16.350 align:start position:0%
<00:15:14.240>instance <00:15:14.356>of <00:15:14.473>DBT <00:15:14.590>that <00:15:14.706>is <00:15:14.823>our <00:15:14.940>chosen <00:15:15.056>tool <00:15:15.173>for <00:15:15.290>transformations. <00:15:15.406>You <00:15:15.523>also <00:15:15.640>get

00:15:16.350 --> 00:15:16.360 align:start position:0%
<00:15:16.350>for <00:15:16.352>transformations. <00:15:16.354>You <00:15:16.356>also <00:15:16.359>get

00:15:16.360 --> 00:15:18.430 align:start position:0%
<00:15:16.360>for <00:15:16.500>transformations. <00:15:16.640>You <00:15:16.780>also <00:15:16.920>get <00:15:17.060>Airflow <00:15:17.200>for <00:15:17.340>your <00:15:17.480>batch <00:15:17.620>monitoring <00:15:17.760>and

00:15:18.430 --> 00:15:18.440 align:start position:0%
<00:15:18.430>Airflow <00:15:18.431>for <00:15:18.433>your <00:15:18.435>batch <00:15:18.437>monitoring <00:15:18.439>and

00:15:18.440 --> 00:15:20.829 align:start position:0%
<00:15:18.440>Airflow <00:15:18.556>for <00:15:18.673>your <00:15:18.790>batch <00:15:18.906>monitoring <00:15:19.023>and <00:15:19.140>processing. <00:15:19.256>So, <00:15:19.373>this <00:15:19.490>is <00:15:19.606>what <00:15:19.723>the <00:15:19.840>open

00:15:20.829 --> 00:15:20.839 align:start position:0%
<00:15:20.829>processing. <00:15:20.830>So, <00:15:20.832>this <00:15:20.833>is <00:15:20.834>what <00:15:20.836>the <00:15:20.838>open

00:15:20.839 --> 00:15:23.270 align:start position:0%
<00:15:20.839>processing. <00:15:20.946>So, <00:15:21.054>this <00:15:21.162>is <00:15:21.269>what <00:15:21.377>the <00:15:21.485>open <00:15:21.592>data <00:15:21.700>platform <00:15:21.808>at <00:15:21.915>E.ON <00:15:22.023>looks <00:15:22.131>like. <00:15:22.238>We

00:15:23.270 --> 00:15:23.280 align:start position:0%
<00:15:23.270>data <00:15:23.271>platform <00:15:23.273>at <00:15:23.274>E.ON <00:15:23.276>looks <00:15:23.277>like. <00:15:23.279>We

00:15:23.280 --> 00:15:26.150 align:start position:0%
<00:15:23.280>data <00:15:23.396>platform <00:15:23.513>at <00:15:23.630>E.ON <00:15:23.746>looks <00:15:23.863>like. <00:15:23.980>We <00:15:24.096>also <00:15:24.213>integrated <00:15:24.329>Atlan <00:15:24.446>into <00:15:24.563>our <00:15:24.680>system

00:15:26.150 --> 00:15:26.160 align:start position:0%
<00:15:26.150>also <00:15:26.151>integrated <00:15:26.153>Atlan <00:15:26.155>into <00:15:26.157>our <00:15:26.159>system

00:15:26.160 --> 00:15:29.830 align:start position:0%
<00:15:26.160>also <00:15:26.287>integrated <00:15:26.414>Atlan <00:15:26.541>into <00:15:26.669>our <00:15:26.796>system <00:15:26.923>where <00:15:27.050>every <00:15:27.178>data <00:15:27.305>product <00:15:27.432>was <00:15:27.560>cataloged,

00:15:29.830 --> 00:15:29.840 align:start position:0%
<00:15:29.830>where <00:15:29.831>every <00:15:29.833>data <00:15:29.835>product <00:15:29.837>was <00:15:29.839>cataloged,

00:15:29.840 --> 00:15:32.870 align:start position:0%
<00:15:29.840>where <00:15:29.980>every <00:15:30.120>data <00:15:30.260>product <00:15:30.400>was <00:15:30.540>cataloged, <00:15:30.680>documented, <00:15:30.820>and <00:15:30.960>made <00:15:31.100>searchable, <00:15:31.240>and

00:15:32.870 --> 00:15:32.880 align:start position:0%
<00:15:32.870>documented, <00:15:32.872>and <00:15:32.874>made <00:15:32.876>searchable, <00:15:32.879>and

00:15:32.880 --> 00:15:35.030 align:start position:0%
<00:15:32.880>documented, <00:15:33.035>and <00:15:33.191>made <00:15:33.346>searchable, <00:15:33.502>and <00:15:33.657>thereby <00:15:33.813>creating <00:15:33.968>an <00:15:34.124>internal <00:15:34.280>data

00:15:35.030 --> 00:15:35.040 align:start position:0%
<00:15:35.030>thereby <00:15:35.032>creating <00:15:35.034>an <00:15:35.036>internal <00:15:35.039>data

00:15:35.040 --> 00:15:38.030 align:start position:0%
<00:15:35.040>thereby <00:15:35.180>creating <00:15:35.319>an <00:15:35.459>internal <00:15:35.599>data <00:15:35.740>marketplace <00:15:35.880>within <00:15:36.020>E.ON. <00:15:36.160>So, <00:15:36.300>if <00:15:36.439>there

00:15:38.030 --> 00:15:38.040 align:start position:0%
<00:15:38.030>marketplace <00:15:38.031>within <00:15:38.033>E.ON. <00:15:38.035>So, <00:15:38.037>if <00:15:38.039>there

00:15:38.040 --> 00:15:40.190 align:start position:0%
<00:15:38.040>marketplace <00:15:38.156>within <00:15:38.273>E.ON. <00:15:38.390>So, <00:15:38.506>if <00:15:38.623>there <00:15:38.740>are, <00:15:38.856>like <00:15:38.973>I <00:15:39.089>said, <00:15:39.206>trustworthy, <00:15:39.323>there's <00:15:39.439>a

00:15:40.190 --> 00:15:40.200 align:start position:0%
<00:15:40.190>are, <00:15:40.191>like <00:15:40.193>I <00:15:40.194>said, <00:15:40.196>trustworthy, <00:15:40.197>there's <00:15:40.199>a

00:15:40.200 --> 00:15:42.310 align:start position:0%
<00:15:40.200>are, <00:15:40.316>like <00:15:40.433>I <00:15:40.550>said, <00:15:40.666>trustworthy, <00:15:40.783>there's <00:15:40.900>a <00:15:41.016>level <00:15:41.133>of <00:15:41.250>maturity <00:15:41.366>that <00:15:41.483>every <00:15:41.600>data

00:15:42.310 --> 00:15:42.320 align:start position:0%
<00:15:42.310>level <00:15:42.311>of <00:15:42.313>maturity <00:15:42.315>that <00:15:42.317>every <00:15:42.319>data

00:15:42.320 --> 00:15:44.350 align:start position:0%
<00:15:42.320>level <00:15:42.427>of <00:15:42.535>maturity <00:15:42.643>that <00:15:42.750>every <00:15:42.858>data <00:15:42.966>product <00:15:43.073>gets, <00:15:43.181>and <00:15:43.289>if <00:15:43.396>there <00:15:43.504>is <00:15:43.612>a <00:15:43.720>high

00:15:44.350 --> 00:15:44.360 align:start position:0%
<00:15:44.350>product <00:15:44.351>gets, <00:15:44.352>and <00:15:44.353>if <00:15:44.355>there <00:15:44.356>is <00:15:44.357>a <00:15:44.359>high

00:15:44.360 --> 00:15:47.070 align:start position:0%
<00:15:44.360>product <00:15:44.453>gets, <00:15:44.546>and <00:15:44.640>if <00:15:44.733>there <00:15:44.826>is <00:15:44.920>a <00:15:45.013>high <00:15:45.106>score <00:15:45.200>of <00:15:45.293>maturity, <00:15:45.386>this <00:15:45.480>can <00:15:45.573>be <00:15:45.666>used <00:15:45.760>by

00:15:47.070 --> 00:15:47.080 align:start position:0%
<00:15:47.070>score <00:15:47.071>of <00:15:47.072>maturity, <00:15:47.073>this <00:15:47.075>can <00:15:47.076>be <00:15:47.077>used <00:15:47.079>by

00:15:47.080 --> 00:15:49.750 align:start position:0%
<00:15:47.080>score <00:15:47.173>of <00:15:47.266>maturity, <00:15:47.360>this <00:15:47.453>can <00:15:47.546>be <00:15:47.640>used <00:15:47.733>by <00:15:47.826>other <00:15:47.920>domains, <00:15:48.013>and <00:15:48.106>you <00:15:48.200>do <00:15:48.293>not <00:15:48.386>have <00:15:48.480>to

00:15:49.750 --> 00:15:49.760 align:start position:0%
<00:15:49.750>other <00:15:49.751>domains, <00:15:49.752>and <00:15:49.753>you <00:15:49.755>do <00:15:49.756>not <00:15:49.757>have <00:15:49.759>to

00:15:49.760 --> 00:15:51.550 align:start position:0%
<00:15:49.760>other <00:15:49.887>domains, <00:15:50.014>and <00:15:50.141>you <00:15:50.269>do <00:15:50.396>not <00:15:50.523>have <00:15:50.650>to <00:15:50.778>reinvent <00:15:50.905>the <00:15:51.032>wheel, <00:15:51.160>basically.

00:15:51.550 --> 00:15:51.560 align:start position:0%
<00:15:51.550>reinvent <00:15:51.553>the <00:15:51.555>wheel, <00:15:51.559>basically.

00:15:51.560 --> 00:15:54.670 align:start position:0%
<00:15:51.560>reinvent <00:15:51.734>the <00:15:51.910>wheel, <00:15:52.084>basically. <00:15:52.260>Available, <00:15:52.435>use, <00:15:52.609>and <00:15:52.785>go <00:15:52.959>forward.

00:15:54.670 --> 00:15:54.680 align:start position:0%
<00:15:54.670>Available, <00:15:54.672>use, <00:15:54.674>and <00:15:54.676>go <00:15:54.679>forward.

00:15:54.680 --> 00:15:58.030 align:start position:0%
<00:15:54.680>Available, <00:15:54.959>use, <00:15:55.239>and <00:15:55.520>go <00:15:55.800>forward. <00:15:56.079>So,

00:15:58.040 --> 00:15:59.670 align:start position:0%
<00:15:58.040>now <00:15:58.319>I'll <00:15:58.599>talk <00:15:58.880>about <00:15:59.160>a <00:15:59.439>real-world

00:15:59.670 --> 00:15:59.680 align:start position:0%
<00:15:59.670>now <00:15:59.671>I'll <00:15:59.673>talk <00:15:59.675>about <00:15:59.677>a <00:15:59.679>real-world

00:15:59.680 --> 00:16:01.270 align:start position:0%
<00:15:59.680>now <00:15:59.796>I'll <00:15:59.913>talk <00:16:00.030>about <00:16:00.146>a <00:16:00.263>real-world <00:16:00.380>example. <00:16:00.496>So, <00:16:00.613>we <00:16:00.729>had <00:16:00.846>something <00:16:00.963>called <00:16:01.079>a

00:16:01.270 --> 00:16:01.280 align:start position:0%
<00:16:01.270>example. <00:16:01.271>So, <00:16:01.273>we <00:16:01.274>had <00:16:01.276>something <00:16:01.277>called <00:16:01.279>a

00:16:01.280 --> 00:16:03.270 align:start position:0%
<00:16:01.280>example. <00:16:01.387>So, <00:16:01.495>we <00:16:01.603>had <00:16:01.710>something <00:16:01.818>called <00:16:01.926>a <00:16:02.033>top <00:16:02.141>customer <00:16:02.249>program. <00:16:02.356>You <00:16:02.464>know, <00:16:02.572>what <00:16:02.680>was

00:16:03.270 --> 00:16:03.280 align:start position:0%
<00:16:03.270>top <00:16:03.271>customer <00:16:03.273>program. <00:16:03.274>You <00:16:03.276>know, <00:16:03.277>what <00:16:03.279>was

00:16:03.280 --> 00:16:05.670 align:start position:0%
<00:16:03.280>top <00:16:03.396>customer <00:16:03.513>program. <00:16:03.630>You <00:16:03.746>know, <00:16:03.863>what <00:16:03.980>was <00:16:04.096>the <00:16:04.213>business <00:16:04.329>goal? <00:16:04.446>Identify <00:16:04.563>and <00:16:04.680>manage

00:16:05.670 --> 00:16:05.680 align:start position:0%
<00:16:05.670>the <00:16:05.671>business <00:16:05.673>goal? <00:16:05.675>Identify <00:16:05.677>and <00:16:05.679>manage

00:16:05.680 --> 00:16:07.630 align:start position:0%
<00:16:05.680>the <00:16:05.835>business <00:16:05.991>goal? <00:16:06.146>Identify <00:16:06.302>and <00:16:06.457>manage <00:16:06.613>strategic <00:16:06.768>high-value <00:16:06.924>customers. <00:16:07.079>Sounds

00:16:07.630 --> 00:16:07.640 align:start position:0%
<00:16:07.630>strategic <00:16:07.633>high-value <00:16:07.636>customers. <00:16:07.639>Sounds

00:16:07.640 --> 00:16:09.230 align:start position:0%
<00:16:07.640>strategic <00:16:07.795>high-value <00:16:07.951>customers. <00:16:08.106>Sounds <00:16:08.262>simple, <00:16:08.417>right? <00:16:08.573>You <00:16:08.728>have <00:16:08.884>some <00:16:09.040>database,

00:16:09.230 --> 00:16:09.240 align:start position:0%
<00:16:09.230>simple, <00:16:09.231>right? <00:16:09.233>You <00:16:09.235>have <00:16:09.237>some <00:16:09.239>database,

00:16:09.240 --> 00:16:11.110 align:start position:0%
<00:16:09.240>simple, <00:16:09.367>right? <00:16:09.494>You <00:16:09.621>have <00:16:09.749>some <00:16:09.876>database, <00:16:10.003>select <00:16:10.130>star <00:16:10.258>from <00:16:10.385>customer <00:16:10.512>where <00:16:10.640>blah

00:16:11.110 --> 00:16:11.120 align:start position:0%
<00:16:11.110>select <00:16:11.111>star <00:16:11.113>from <00:16:11.115>customer <00:16:11.117>where <00:16:11.119>blah

00:16:11.120 --> 00:16:13.670 align:start position:0%
<00:16:11.120>select <00:16:11.220>star <00:16:11.320>from <00:16:11.420>customer <00:16:11.520>where <00:16:11.620>blah <00:16:11.720>blah <00:16:11.820>blah, <00:16:11.920>and <00:16:12.020>it <00:16:12.120>works. <00:16:12.220>But, <00:16:12.320>no, <00:16:12.420>it <00:16:12.520>was

00:16:13.670 --> 00:16:13.680 align:start position:0%
<00:16:13.670>blah <00:16:13.671>blah, <00:16:13.672>and <00:16:13.673>it <00:16:13.674>works. <00:16:13.675>But, <00:16:13.676>no, <00:16:13.677>it <00:16:13.679>was

00:16:13.680 --> 00:16:15.150 align:start position:0%
<00:16:13.680>blah <00:16:13.800>blah, <00:16:13.920>and <00:16:14.040>it <00:16:14.161>works. <00:16:14.281>But, <00:16:14.401>no, <00:16:14.521>it <00:16:14.642>was <00:16:14.762>not <00:16:14.882>that <00:16:15.002>simple.

00:16:15.150 --> 00:16:15.160 align:start position:0%
<00:16:15.150>not <00:16:15.154>that <00:16:15.159>simple.

00:16:15.160 --> 00:16:17.350 align:start position:0%
<00:16:15.160>not <00:16:15.334>that <00:16:15.510>simple. <00:16:15.685>We <00:16:15.860>had <00:16:16.035>multiple <00:16:16.209>data <00:16:16.385>sources. <00:16:16.560>So,

00:16:17.350 --> 00:16:17.360 align:start position:0%
<00:16:17.350>We <00:16:17.351>had <00:16:17.353>multiple <00:16:17.355>data <00:16:17.357>sources. <00:16:17.359>So,

00:16:17.360 --> 00:16:19.590 align:start position:0%
<00:16:17.360>We <00:16:17.500>had <00:16:17.640>multiple <00:16:17.780>data <00:16:17.920>sources. <00:16:18.060>So, <00:16:18.200>consumption <00:16:18.340>data, <00:16:18.480>contract <00:16:18.620>data, <00:16:18.760>pricing

00:16:19.590 --> 00:16:19.600 align:start position:0%
<00:16:19.590>consumption <00:16:19.592>data, <00:16:19.594>contract <00:16:19.596>data, <00:16:19.599>pricing

00:16:19.600 --> 00:16:21.750 align:start position:0%
<00:16:19.600>consumption <00:16:19.833>data, <00:16:20.066>contract <00:16:20.300>data, <00:16:20.533>pricing <00:16:20.766>systems, <00:16:21.000>market

00:16:21.750 --> 00:16:21.760 align:start position:0%
<00:16:21.750>systems, <00:16:21.759>market

00:16:21.760 --> 00:16:23.910 align:start position:0%
<00:16:21.760>systems, <00:16:21.960>market <00:16:22.160>indicators, <00:16:22.360>etc. <00:16:22.560>etc. <00:16:22.760>And <00:16:22.960>I <00:16:23.160>said,

00:16:23.910 --> 00:16:23.920 align:start position:0%
<00:16:23.910>indicators, <00:16:23.911>etc. <00:16:23.913>etc. <00:16:23.915>And <00:16:23.917>I <00:16:23.919>said,

00:16:23.920 --> 00:16:25.590 align:start position:0%
<00:16:23.920>indicators, <00:16:24.075>etc. <00:16:24.231>etc. <00:16:24.386>And <00:16:24.542>I <00:16:24.697>said, <00:16:24.853>several <00:16:25.008>company <00:16:25.164>acquisitions <00:16:25.319>means

00:16:25.590 --> 00:16:25.600 align:start position:0%
<00:16:25.590>several <00:16:25.593>company <00:16:25.596>acquisitions <00:16:25.599>means

00:16:25.600 --> 00:16:27.950 align:start position:0%
<00:16:25.600>several <00:16:25.800>company <00:16:26.000>acquisitions <00:16:26.200>means <00:16:26.400>several <00:16:26.600>different <00:16:26.800>definitions <00:16:27.000>and

00:16:27.950 --> 00:16:27.960 align:start position:0%
<00:16:27.950>several <00:16:27.953>different <00:16:27.956>definitions <00:16:27.959>and

00:16:27.960 --> 00:16:29.470 align:start position:0%
<00:16:27.960>several <00:16:28.111>different <00:16:28.262>definitions <00:16:28.413>and <00:16:28.564>several <00:16:28.715>different <00:16:28.866>rule <00:16:29.017>sets, <00:16:29.168>let's <00:16:29.319>say,

00:16:29.470 --> 00:16:29.480 align:start position:0%
<00:16:29.470>several <00:16:29.471>different <00:16:29.473>rule <00:16:29.475>sets, <00:16:29.477>let's <00:16:29.479>say,

00:16:29.480 --> 00:16:30.750 align:start position:0%
<00:16:29.480>several <00:16:29.607>different <00:16:29.734>rule <00:16:29.861>sets, <00:16:29.988>let's <00:16:30.115>say, <00:16:30.242>for <00:16:30.369>all <00:16:30.496>of <00:16:30.623>these.

00:16:30.750 --> 00:16:30.760 align:start position:0%
<00:16:30.750>for <00:16:30.753>all <00:16:30.756>of <00:16:30.759>these.

00:16:30.760 --> 00:16:32.950 align:start position:0%
<00:16:30.760>for <00:16:30.900>all <00:16:31.040>of <00:16:31.180>these. <00:16:31.319>What <00:16:31.460>was <00:16:31.600>our <00:16:31.740>key <00:16:31.880>challenge? <00:16:32.020>First <00:16:32.160>key

00:16:32.950 --> 00:16:32.960 align:start position:0%
<00:16:32.950>What <00:16:32.951>was <00:16:32.953>our <00:16:32.954>key <00:16:32.956>challenge? <00:16:32.957>First <00:16:32.959>key

00:16:32.960 --> 00:16:35.510 align:start position:0%
<00:16:32.960>What <00:16:33.100>was <00:16:33.240>our <00:16:33.380>key <00:16:33.520>challenge? <00:16:33.660>First <00:16:33.800>key <00:16:33.940>challenge <00:16:34.080>was <00:16:34.220>different <00:16:34.360>definitions.

00:16:35.510 --> 00:16:35.520 align:start position:0%
<00:16:35.510>challenge <00:16:35.513>was <00:16:35.516>different <00:16:35.519>definitions.

00:16:35.520 --> 00:16:37.390 align:start position:0%
<00:16:35.520>challenge <00:16:35.694>was <00:16:35.870>different <00:16:36.045>definitions. <00:16:36.220>Every <00:16:36.395>team <00:16:36.569>understood <00:16:36.745>it <00:16:36.920>differently,

00:16:37.390 --> 00:16:37.400 align:start position:0%
<00:16:37.390>Every <00:16:37.392>team <00:16:37.394>understood <00:16:37.396>it <00:16:37.399>differently,

00:16:37.400 --> 00:16:39.350 align:start position:0%
<00:16:37.400>Every <00:16:37.540>team <00:16:37.680>understood <00:16:37.819>it <00:16:37.959>differently, <00:16:38.100>every <00:16:38.240>team <00:16:38.380>wanted <00:16:38.520>it <00:16:38.660>differently. <00:16:38.800>For

00:16:39.350 --> 00:16:39.360 align:start position:0%
<00:16:39.350>every <00:16:39.351>team <00:16:39.353>wanted <00:16:39.355>it <00:16:39.357>differently. <00:16:39.359>For

00:16:39.360 --> 00:16:41.270 align:start position:0%
<00:16:39.360>every <00:16:39.476>team <00:16:39.593>wanted <00:16:39.710>it <00:16:39.826>differently. <00:16:39.943>For <00:16:40.060>the <00:16:40.176>campaign <00:16:40.293>people, <00:16:40.410>it <00:16:40.526>was <00:16:40.643>important <00:16:40.760>to

00:16:41.270 --> 00:16:41.280 align:start position:0%
<00:16:41.270>the <00:16:41.271>campaign <00:16:41.273>people, <00:16:41.274>it <00:16:41.276>was <00:16:41.277>important <00:16:41.279>to

00:16:41.280 --> 00:16:43.550 align:start position:0%
<00:16:41.280>the <00:16:41.387>campaign <00:16:41.495>people, <00:16:41.603>it <00:16:41.710>was <00:16:41.818>important <00:16:41.926>to <00:16:42.033>have <00:16:42.141>certain <00:16:42.249>amount <00:16:42.356>of <00:16:42.464>top <00:16:42.572>customers <00:16:42.680>so

00:16:43.550 --> 00:16:43.560 align:start position:0%
<00:16:43.550>have <00:16:43.551>certain <00:16:43.553>amount <00:16:43.554>of <00:16:43.555>top <00:16:43.557>customers <00:16:43.559>so

00:16:43.560 --> 00:16:45.670 align:start position:0%
<00:16:43.560>have <00:16:43.660>certain <00:16:43.760>amount <00:16:43.859>of <00:16:43.959>top <00:16:44.060>customers <00:16:44.160>so <00:16:44.260>that <00:16:44.359>they <00:16:44.459>can <00:16:44.560>send <00:16:44.660>their <00:16:44.760>campaigns <00:16:44.859>to <00:16:44.959>a

00:16:45.670 --> 00:16:45.680 align:start position:0%
<00:16:45.670>that <00:16:45.671>they <00:16:45.672>can <00:16:45.673>send <00:16:45.675>their <00:16:45.676>campaigns <00:16:45.677>to <00:16:45.679>a

00:16:45.680 --> 00:16:47.950 align:start position:0%
<00:16:45.680>that <00:16:45.773>they <00:16:45.866>can <00:16:45.959>send <00:16:46.053>their <00:16:46.146>campaigns <00:16:46.239>to <00:16:46.333>a <00:16:46.426>lot <00:16:46.520>of <00:16:46.613>people. <00:16:46.706>For <00:16:46.800>the <00:16:46.893>pricing <00:16:46.986>team, <00:16:47.079>it

00:16:47.950 --> 00:16:47.960 align:start position:0%
<00:16:47.950>lot <00:16:47.951>of <00:16:47.952>people. <00:16:47.953>For <00:16:47.955>the <00:16:47.956>pricing <00:16:47.957>team, <00:16:47.959>it

00:16:47.960 --> 00:16:49.990 align:start position:0%
<00:16:47.960>lot <00:16:48.060>of <00:16:48.160>people. <00:16:48.260>For <00:16:48.360>the <00:16:48.460>pricing <00:16:48.560>team, <00:16:48.660>it <00:16:48.760>was <00:16:48.860>important <00:16:48.960>to <00:16:49.060>have <00:16:49.160>certain <00:16:49.260>buckets <00:16:49.360>so

00:16:49.990 --> 00:16:50.000 align:start position:0%
<00:16:49.990>was <00:16:49.991>important <00:16:49.993>to <00:16:49.994>have <00:16:49.996>certain <00:16:49.997>buckets <00:16:49.999>so

00:16:50.000 --> 00:16:51.510 align:start position:0%
<00:16:50.000>was <00:16:50.113>important <00:16:50.226>to <00:16:50.339>have <00:16:50.453>certain <00:16:50.566>buckets <00:16:50.679>so <00:16:50.792>that <00:16:50.906>they <00:16:51.019>can <00:16:51.132>accordingly <00:16:51.245>plan <00:16:51.359>their

00:16:51.510 --> 00:16:51.520 align:start position:0%
<00:16:51.510>that <00:16:51.511>they <00:16:51.513>can <00:16:51.515>accordingly <00:16:51.517>plan <00:16:51.519>their

00:16:51.520 --> 00:16:54.310 align:start position:0%
<00:16:51.520>that <00:16:51.647>they <00:16:51.774>can <00:16:51.901>accordingly <00:16:52.029>plan <00:16:52.156>their <00:16:52.283>bonuses, <00:16:52.410>etc. <00:16:52.538>etc. <00:16:52.665>So, <00:16:52.792>the <00:16:52.920>biggest

00:16:54.310 --> 00:16:54.320 align:start position:0%
<00:16:54.310>bonuses, <00:16:54.311>etc. <00:16:54.313>etc. <00:16:54.315>So, <00:16:54.317>the <00:16:54.319>biggest

00:16:54.320 --> 00:16:56.630 align:start position:0%
<00:16:54.320>bonuses, <00:16:54.475>etc. <00:16:54.631>etc. <00:16:54.786>So, <00:16:54.942>the <00:16:55.097>biggest <00:16:55.253>challenge <00:16:55.408>was <00:16:55.564>this <00:16:55.720>definition.

00:16:56.630 --> 00:16:56.640 align:start position:0%
<00:16:56.630>challenge <00:16:56.633>was <00:16:56.636>this <00:16:56.639>definition.

00:16:56.640 --> 00:16:58.390 align:start position:0%
<00:16:56.640>challenge <00:16:56.795>was <00:16:56.951>this <00:16:57.106>definition. <00:16:57.262>There <00:16:57.417>were <00:16:57.573>some <00:16:57.728>missing <00:16:57.884>historical <00:16:58.040>data

00:16:58.390 --> 00:16:58.400 align:start position:0%
<00:16:58.390>There <00:16:58.391>were <00:16:58.393>some <00:16:58.395>missing <00:16:58.397>historical <00:16:58.399>data

00:16:58.400 --> 00:17:00.310 align:start position:0%
<00:16:58.400>There <00:16:58.527>were <00:16:58.654>some <00:16:58.781>missing <00:16:58.909>historical <00:16:59.036>data <00:16:59.163>gaps <00:16:59.290>in <00:16:59.418>the <00:16:59.545>system. <00:16:59.672>There <00:16:59.800>were

00:17:00.310 --> 00:17:00.320 align:start position:0%
<00:17:00.310>gaps <00:17:00.311>in <00:17:00.313>the <00:17:00.315>system. <00:17:00.317>There <00:17:00.319>were

00:17:00.320 --> 00:17:02.590 align:start position:0%
<00:17:00.320>gaps <00:17:00.475>in <00:17:00.631>the <00:17:00.786>system. <00:17:00.942>There <00:17:01.097>were <00:17:01.253>inconsistent <00:17:01.408>customer <00:17:01.564>IDs, <00:17:01.720>manual

00:17:02.590 --> 00:17:02.600 align:start position:0%
<00:17:02.590>inconsistent <00:17:02.593>customer <00:17:02.596>IDs, <00:17:02.599>manual

00:17:02.600 --> 00:17:04.870 align:start position:0%
<00:17:02.600>inconsistent <00:17:02.775>customer <00:17:02.950>IDs, <00:17:03.125>manual <00:17:03.300>calculations, <00:17:03.475>and <00:17:03.650>of <00:17:03.825>course, <00:17:04.000>performance

00:17:04.870 --> 00:17:04.880 align:start position:0%
<00:17:04.869>calculations, <00:17:04.872>and <00:17:04.874>of <00:17:04.876>course, <00:17:04.879>performance

00:17:04.880 --> 00:17:06.390 align:start position:0%
<00:17:04.880>calculations, <00:17:05.151>and <00:17:05.423>of <00:17:05.695>course, <00:17:05.967>performance <00:17:06.239>issues.

00:17:06.390 --> 00:17:06.400 align:start position:0%
issues.

00:17:06.400 --> 00:17:09.790 align:start position:0%
<00:17:06.400>issues. <00:17:06.575>It <00:17:06.750>started <00:17:06.925>with <00:17:07.100>an <00:17:07.275>SQL <00:17:07.450>query. <00:17:07.625>There <00:17:07.800>was

00:17:09.790 --> 00:17:09.800 align:start position:0%
<00:17:09.790>It <00:17:09.791>started <00:17:09.792>with <00:17:09.793>an <00:17:09.795>SQL <00:17:09.796>query. <00:17:09.797>There <00:17:09.799>was

00:17:09.800 --> 00:17:12.550 align:start position:0%
<00:17:09.800>It <00:17:09.887>started <00:17:09.974>with <00:17:10.062>an <00:17:10.149>SQL <00:17:10.237>query. <00:17:10.325>There <00:17:10.412>was <00:17:10.500>a <00:17:10.587>flag <00:17:10.675>in <00:17:10.762>one <00:17:10.849>of <00:17:10.937>the <00:17:11.024>tables <00:17:11.112>that <00:17:11.200>was

00:17:12.550 --> 00:17:12.560 align:start position:0%
<00:17:12.550>a <00:17:12.551>flag <00:17:12.552>in <00:17:12.553>one <00:17:12.554>of <00:17:12.555>the <00:17:12.556>tables <00:17:12.557>that <00:17:12.559>was

00:17:12.560 --> 00:17:16.230 align:start position:0%
<00:17:12.560>a <00:17:12.647>flag <00:17:12.734>in <00:17:12.822>one <00:17:12.909>of <00:17:12.997>the <00:17:13.085>tables <00:17:13.172>that <00:17:13.260>was <00:17:13.347>called <00:17:13.435>the <00:17:13.522>top <00:17:13.609>customer <00:17:13.697>flag. <00:17:13.784>Y <00:17:13.872>and <00:17:13.960>no,

00:17:16.230 --> 00:17:16.240 align:start position:0%
<00:17:16.230>called <00:17:16.231>the <00:17:16.232>top <00:17:16.233>customer <00:17:16.235>flag. <00:17:16.236>Y <00:17:16.237>and <00:17:16.239>no,

00:17:16.240 --> 00:17:18.110 align:start position:0%
<00:17:16.240>called <00:17:16.347>the <00:17:16.455>top <00:17:16.563>customer <00:17:16.670>flag. <00:17:16.778>Y <00:17:16.886>and <00:17:16.993>no, <00:17:17.101>that <00:17:17.209>was <00:17:17.316>our <00:17:17.424>top <00:17:17.532>customer <00:17:17.640>program,

00:17:18.110 --> 00:17:18.120 align:start position:0%
<00:17:18.109>that <00:17:18.111>was <00:17:18.113>our <00:17:18.115>top <00:17:18.117>customer <00:17:18.118>program,

00:17:18.120 --> 00:17:20.990 align:start position:0%
<00:17:18.119>that <00:17:18.319>was <00:17:18.520>our <00:17:18.719>top <00:17:18.919>customer <00:17:19.119>program, <00:17:19.319>basically. <00:17:19.520>And

00:17:20.990 --> 00:17:21.000 align:start position:0%
<00:17:20.990>basically. <00:17:20.999>And

00:17:21.000 --> 00:17:23.270 align:start position:0%
<00:17:21.000>basically. <00:17:21.155>And <00:17:21.311>uh <00:17:21.466>hardcoded <00:17:21.622>logic, <00:17:21.777>so <00:17:21.933>like <00:17:22.088>I <00:17:22.244>said, <00:17:22.400>you

00:17:23.270 --> 00:17:23.280 align:start position:0%
<00:17:23.270>uh <00:17:23.271>hardcoded <00:17:23.272>logic, <00:17:23.273>so <00:17:23.275>like <00:17:23.276>I <00:17:23.277>said, <00:17:23.279>you

00:17:23.280 --> 00:17:25.110 align:start position:0%
<00:17:23.280>uh <00:17:23.379>hardcoded <00:17:23.480>logic, <00:17:23.579>so <00:17:23.680>like <00:17:23.780>I <00:17:23.879>said, <00:17:23.980>you <00:17:24.079>export <00:17:24.180>this <00:17:24.280>into <00:17:24.379>an <00:17:24.480>Excel <00:17:24.579>sheet <00:17:24.680>and

00:17:25.110 --> 00:17:25.120 align:start position:0%
<00:17:25.109>export <00:17:25.111>this <00:17:25.112>into <00:17:25.114>an <00:17:25.116>Excel <00:17:25.117>sheet <00:17:25.118>and

00:17:25.120 --> 00:17:26.949 align:start position:0%
<00:17:25.119>export <00:17:25.227>this <00:17:25.335>into <00:17:25.443>an <00:17:25.550>Excel <00:17:25.658>sheet <00:17:25.766>and <00:17:25.873>campaign <00:17:25.981>team <00:17:26.089>uses <00:17:26.196>it <00:17:26.304>its <00:17:26.412>own <00:17:26.520>way,

00:17:26.949 --> 00:17:26.959 align:start position:0%
<00:17:26.949>campaign <00:17:26.950>team <00:17:26.952>uses <00:17:26.953>it <00:17:26.955>its <00:17:26.956>own <00:17:26.958>way,

00:17:26.959 --> 00:17:29.430 align:start position:0%
<00:17:26.959>campaign <00:17:27.059>team <00:17:27.159>uses <00:17:27.259>it <00:17:27.359>its <00:17:27.459>own <00:17:27.559>way, <00:17:27.659>somebody <00:17:27.759>else <00:17:27.859>uses <00:17:27.959>its <00:17:28.059>own <00:17:28.159>way, <00:17:28.259>and <00:17:28.359>what

00:17:29.430 --> 00:17:29.440 align:start position:0%
<00:17:29.430>somebody <00:17:29.431>else <00:17:29.432>uses <00:17:29.433>its <00:17:29.435>own <00:17:29.436>way, <00:17:29.437>and <00:17:29.439>what

00:17:29.440 --> 00:17:30.990 align:start position:0%
<00:17:29.440>somebody <00:17:29.539>else <00:17:29.639>uses <00:17:29.738>its <00:17:29.838>own <00:17:29.938>way, <00:17:30.037>and <00:17:30.137>what <00:17:30.237>not. <00:17:30.336>There's <00:17:30.436>no <00:17:30.536>version <00:17:30.635>control. <00:17:30.735>When <00:17:30.835>a

00:17:30.990 --> 00:17:31.000 align:start position:0%
<00:17:30.990>not. <00:17:30.991>There's <00:17:30.993>no <00:17:30.994>version <00:17:30.996>control. <00:17:30.997>When <00:17:30.999>a

00:17:31.000 --> 00:17:32.790 align:start position:0%
<00:17:31.000>not. <00:17:31.127>There's <00:17:31.254>no <00:17:31.381>version <00:17:31.509>control. <00:17:31.636>When <00:17:31.763>a <00:17:31.890>person <00:17:32.018>leaves <00:17:32.145>the <00:17:32.272>organization, <00:17:32.400>nobody

00:17:32.790 --> 00:17:32.800 align:start position:0%
<00:17:32.790>person <00:17:32.792>leaves <00:17:32.794>the <00:17:32.796>organization, <00:17:32.799>nobody

00:17:32.800 --> 00:17:35.270 align:start position:0%
<00:17:32.800>person <00:17:32.916>leaves <00:17:33.033>the <00:17:33.149>organization, <00:17:33.266>nobody <00:17:33.383>knows <00:17:33.500>what <00:17:33.616>it's <00:17:33.733>what <00:17:33.850>is <00:17:33.966>going <00:17:34.083>on. <00:17:34.200>And

00:17:35.270 --> 00:17:35.280 align:start position:0%
<00:17:35.270>knows <00:17:35.271>what <00:17:35.272>it's <00:17:35.273>what <00:17:35.275>is <00:17:35.276>going <00:17:35.277>on. <00:17:35.279>And

00:17:35.280 --> 00:17:37.470 align:start position:0%
<00:17:35.280>knows <00:17:35.367>what <00:17:35.455>it's <00:17:35.542>what <00:17:35.629>is <00:17:35.717>going <00:17:35.805>on. <00:17:35.892>And <00:17:35.980>there <00:17:36.067>was <00:17:36.155>no <00:17:36.242>trust <00:17:36.330>in <00:17:36.417>the <00:17:36.504>end, <00:17:36.592>you <00:17:36.680>know,

00:17:37.470 --> 00:17:37.480 align:start position:0%
<00:17:37.470>there <00:17:37.471>was <00:17:37.472>no <00:17:37.473>trust <00:17:37.474>in <00:17:37.475>the <00:17:37.476>end, <00:17:37.477>you <00:17:37.479>know,

00:17:37.480 --> 00:17:39.390 align:start position:0%
<00:17:37.480>there <00:17:37.580>was <00:17:37.680>no <00:17:37.780>trust <00:17:37.880>in <00:17:37.980>the <00:17:38.080>end, <00:17:38.180>you <00:17:38.280>know, <00:17:38.380>what <00:17:38.480>this <00:17:38.580>report <00:17:38.680>was <00:17:38.780>generating. <00:17:38.880>People

00:17:39.390 --> 00:17:39.400 align:start position:0%
<00:17:39.390>what <00:17:39.391>this <00:17:39.393>report <00:17:39.395>was <00:17:39.397>generating. <00:17:39.399>People

00:17:39.400 --> 00:17:42.430 align:start position:0%
<00:17:39.400>what <00:17:39.540>this <00:17:39.680>report <00:17:39.820>was <00:17:39.960>generating. <00:17:40.100>People <00:17:40.240>had <00:17:40.380>lost <00:17:40.520>trust <00:17:40.660>in <00:17:40.800>it.

00:17:42.430 --> 00:17:42.440 align:start position:0%
<00:17:42.430>had <00:17:42.432>lost <00:17:42.434>trust <00:17:42.436>in <00:17:42.439>it.

00:17:42.440 --> 00:17:44.470 align:start position:0%
<00:17:42.440>had <00:17:42.547>lost <00:17:42.655>trust <00:17:42.763>in <00:17:42.870>it. <00:17:42.978>What <00:17:43.086>did <00:17:43.193>we <00:17:43.301>do? <00:17:43.409>Well, <00:17:43.516>as <00:17:43.624>I <00:17:43.732>as <00:17:43.840>I

00:17:44.470 --> 00:17:44.480 align:start position:0%
<00:17:44.470>What <00:17:44.471>did <00:17:44.472>we <00:17:44.473>do? <00:17:44.474>Well, <00:17:44.475>as <00:17:44.476>I <00:17:44.477>as <00:17:44.479>I

00:17:44.480 --> 00:17:46.270 align:start position:0%
<00:17:44.480>What <00:17:44.580>did <00:17:44.680>we <00:17:44.780>do? <00:17:44.880>Well, <00:17:44.980>as <00:17:45.080>I <00:17:45.180>as <00:17:45.280>I <00:17:45.380>mentioned <00:17:45.480>earlier, <00:17:45.580>we <00:17:45.680>broke <00:17:45.780>the <00:17:45.880>logic

00:17:46.270 --> 00:17:46.280 align:start position:0%
<00:17:46.270>mentioned <00:17:46.271>earlier, <00:17:46.273>we <00:17:46.275>broke <00:17:46.277>the <00:17:46.279>logic

00:17:46.280 --> 00:17:48.350 align:start position:0%
<00:17:46.280>mentioned <00:17:46.420>earlier, <00:17:46.560>we <00:17:46.700>broke <00:17:46.840>the <00:17:46.980>logic <00:17:47.120>into <00:17:47.260>different <00:17:47.399>layers. <00:17:47.540>We <00:17:47.680>created

00:17:48.350 --> 00:17:48.360 align:start position:0%
<00:17:48.350>into <00:17:48.352>different <00:17:48.354>layers. <00:17:48.356>We <00:17:48.359>created

00:17:48.360 --> 00:17:51.150 align:start position:0%
<00:17:48.360>into <00:17:48.534>different <00:17:48.709>layers. <00:17:48.885>We <00:17:49.060>created <00:17:49.235>reusable <00:17:49.409>transformations. <00:17:49.584>We <00:17:49.760>documented

00:17:51.150 --> 00:17:51.160 align:start position:0%
<00:17:51.150>reusable <00:17:51.153>transformations. <00:17:51.156>We <00:17:51.159>documented

00:17:51.160 --> 00:17:53.390 align:start position:0%
<00:17:51.160>reusable <00:17:51.287>transformations. <00:17:51.414>We <00:17:51.541>documented <00:17:51.669>the <00:17:51.796>definition <00:17:51.923>and <00:17:52.050>wrote <00:17:52.178>it <00:17:52.305>down <00:17:52.432>so <00:17:52.560>that

00:17:53.390 --> 00:17:53.400 align:start position:0%
<00:17:53.390>the <00:17:53.391>definition <00:17:53.392>and <00:17:53.393>wrote <00:17:53.395>it <00:17:53.396>down <00:17:53.397>so <00:17:53.399>that

00:17:53.400 --> 00:17:56.710 align:start position:0%
<00:17:53.400>the <00:17:53.507>definition <00:17:53.615>and <00:17:53.723>wrote <00:17:53.830>it <00:17:53.938>down <00:17:54.046>so <00:17:54.153>that <00:17:54.261>it <00:17:54.369>was <00:17:54.476>used <00:17:54.584>consistently <00:17:54.692>and <00:17:54.800>interpreted

00:17:56.710 --> 00:17:56.720 align:start position:0%
<00:17:56.710>it <00:17:56.711>was <00:17:56.713>used <00:17:56.715>consistently <00:17:56.717>and <00:17:56.719>interpreted

00:17:56.720 --> 00:17:58.150 align:start position:0%
<00:17:56.720>it <00:17:56.863>was <00:17:57.006>used <00:17:57.149>consistently <00:17:57.292>and <00:17:57.435>interpreted <00:17:57.578>the <00:17:57.721>similarly <00:17:57.864>throughout <00:17:58.007>the

00:17:58.150 --> 00:17:58.160 align:start position:0%
<00:17:58.150>the <00:17:58.153>similarly <00:17:58.156>throughout <00:17:58.159>the

00:17:58.160 --> 00:18:00.390 align:start position:0%
<00:17:58.160>the <00:17:58.360>similarly <00:17:58.560>throughout <00:17:58.760>the <00:17:58.960>organization. <00:17:59.160>We <00:17:59.360>built <00:17:59.560>automated

00:18:00.390 --> 00:18:00.400 align:start position:0%
<00:18:00.390>organization. <00:18:00.393>We <00:18:00.396>built <00:18:00.399>automated

00:18:00.400 --> 00:18:02.390 align:start position:0%
<00:18:00.400>organization. <00:18:00.575>We <00:18:00.750>built <00:18:00.925>automated <00:18:01.100>pipelines. <00:18:01.275>We <00:18:01.450>centralized <00:18:01.625>all <00:18:01.800>the

00:18:02.390 --> 00:18:02.400 align:start position:0%
<00:18:02.390>pipelines. <00:18:02.392>We <00:18:02.394>centralized <00:18:02.396>all <00:18:02.399>the

00:18:02.400 --> 00:18:04.990 align:start position:0%
<00:18:02.400>pipelines. <00:18:02.540>We <00:18:02.680>centralized <00:18:02.820>all <00:18:02.960>the <00:18:03.100>calculations, <00:18:03.240>and <00:18:03.380>there <00:18:03.520>were <00:18:03.660>no <00:18:03.800>manual

00:18:04.990 --> 00:18:05.000 align:start position:0%
<00:18:04.990>calculations, <00:18:04.991>and <00:18:04.993>there <00:18:04.995>were <00:18:04.997>no <00:18:04.999>manual

00:18:05.000 --> 00:18:07.550 align:start position:0%
<00:18:05.000>calculations, <00:18:05.116>and <00:18:05.233>there <00:18:05.350>were <00:18:05.466>no <00:18:05.583>manual <00:18:05.700>interventions <00:18:05.816>anymore. <00:18:05.933>On <00:18:06.050>top <00:18:06.166>of <00:18:06.283>it, <00:18:06.400>we

00:18:07.550 --> 00:18:07.560 align:start position:0%
<00:18:07.550>interventions <00:18:07.551>anymore. <00:18:07.553>On <00:18:07.554>top <00:18:07.556>of <00:18:07.557>it, <00:18:07.559>we

00:18:07.560 --> 00:18:09.750 align:start position:0%
<00:18:07.560>interventions <00:18:07.676>anymore. <00:18:07.793>On <00:18:07.909>top <00:18:08.026>of <00:18:08.143>it, <00:18:08.260>we <00:18:08.376>also <00:18:08.493>added <00:18:08.610>monitoring. <00:18:08.726>So, <00:18:08.843>if <00:18:08.960>something

00:18:09.750 --> 00:18:09.760 align:start position:0%
<00:18:09.750>also <00:18:09.751>added <00:18:09.753>monitoring. <00:18:09.755>So, <00:18:09.757>if <00:18:09.759>something

00:18:09.760 --> 00:18:12.590 align:start position:0%
<00:18:09.760>also <00:18:09.887>added <00:18:10.014>monitoring. <00:18:10.141>So, <00:18:10.269>if <00:18:10.396>something <00:18:10.523>went <00:18:10.650>wrong, <00:18:10.778>you <00:18:10.905>could <00:18:11.032>proactively <00:18:11.160>see

00:18:12.590 --> 00:18:12.600 align:start position:0%
<00:18:12.590>went <00:18:12.591>wrong, <00:18:12.593>you <00:18:12.595>could <00:18:12.597>proactively <00:18:12.599>see

00:18:12.600 --> 00:18:14.950 align:start position:0%
<00:18:12.600>went <00:18:12.707>wrong, <00:18:12.815>you <00:18:12.923>could <00:18:13.030>proactively <00:18:13.138>see <00:18:13.246>that <00:18:13.353>and <00:18:13.461>fix <00:18:13.569>that <00:18:13.676>instead <00:18:13.784>of <00:18:13.892>waiting <00:18:14.000>for

00:18:14.950 --> 00:18:14.960 align:start position:0%
<00:18:14.950>that <00:18:14.951>and <00:18:14.952>fix <00:18:14.953>that <00:18:14.955>instead <00:18:14.956>of <00:18:14.957>waiting <00:18:14.959>for

00:18:14.960 --> 00:18:17.310 align:start position:0%
<00:18:14.960>that <00:18:15.067>and <00:18:15.175>fix <00:18:15.283>that <00:18:15.390>instead <00:18:15.498>of <00:18:15.606>waiting <00:18:15.713>for <00:18:15.821>somebody <00:18:15.929>to <00:18:16.036>create <00:18:16.144>a <00:18:16.252>bug <00:18:16.360>ticket.

00:18:17.310 --> 00:18:17.320 align:start position:0%
<00:18:17.310>somebody <00:18:17.311>to <00:18:17.313>create <00:18:17.315>a <00:18:17.317>bug <00:18:17.319>ticket.

00:18:17.320 --> 00:18:19.830 align:start position:0%
<00:18:17.320>somebody <00:18:17.447>to <00:18:17.574>create <00:18:17.701>a <00:18:17.829>bug <00:18:17.956>ticket. <00:18:18.083>So, <00:18:18.210>from <00:18:18.338>query-based <00:18:18.465>reporting <00:18:18.592>into <00:18:18.720>a

00:18:19.830 --> 00:18:19.840 align:start position:0%
<00:18:19.830>So, <00:18:19.831>from <00:18:19.833>query-based <00:18:19.835>reporting <00:18:19.837>into <00:18:19.839>a

00:18:19.840 --> 00:18:22.190 align:start position:0%
<00:18:19.840>So, <00:18:19.967>from <00:18:20.094>query-based <00:18:20.221>reporting <00:18:20.349>into <00:18:20.476>a <00:18:20.603>simple, <00:18:20.730>scalable <00:18:20.858>data <00:18:20.985>product <00:18:21.112>that <00:18:21.240>was

00:18:22.190 --> 00:18:22.200 align:start position:0%
<00:18:22.190>simple, <00:18:22.191>scalable <00:18:22.193>data <00:18:22.195>product <00:18:22.197>that <00:18:22.199>was

00:18:22.200 --> 00:18:26.430 align:start position:0%
<00:18:22.200>simple, <00:18:22.355>scalable <00:18:22.511>data <00:18:22.666>product <00:18:22.822>that <00:18:22.977>was <00:18:23.133>now <00:18:23.288>available <00:18:23.444>and <00:18:23.600>reusable.

00:18:26.430 --> 00:18:26.440 align:start position:0%
<00:18:26.430>now <00:18:26.433>available <00:18:26.436>and <00:18:26.439>reusable.

00:18:26.440 --> 00:18:28.390 align:start position:0%
<00:18:26.440>now <00:18:26.580>available <00:18:26.720>and <00:18:26.860>reusable. <00:18:27.000>Now, <00:18:27.140>what <00:18:27.280>is <00:18:27.420>the <00:18:27.560>importance <00:18:27.700>of <00:18:27.840>data

00:18:28.390 --> 00:18:28.400 align:start position:0%
<00:18:28.390>Now, <00:18:28.391>what <00:18:28.393>is <00:18:28.394>the <00:18:28.396>importance <00:18:28.397>of <00:18:28.399>data

00:18:28.400 --> 00:18:30.990 align:start position:0%
<00:18:28.400>Now, <00:18:28.500>what <00:18:28.600>is <00:18:28.700>the <00:18:28.800>importance <00:18:28.900>of <00:18:29.000>data <00:18:29.100>engineering? <00:18:29.200>I <00:18:29.300>think <00:18:29.400>by <00:18:29.500>now <00:18:29.600>we <00:18:29.700>know <00:18:29.800>that

00:18:30.990 --> 00:18:31.000 align:start position:0%
<00:18:30.990>engineering? <00:18:30.991>I <00:18:30.992>think <00:18:30.993>by <00:18:30.995>now <00:18:30.996>we <00:18:30.997>know <00:18:30.999>that

00:18:31.000 --> 00:18:33.910 align:start position:0%
<00:18:31.000>engineering? <00:18:31.127>I <00:18:31.254>think <00:18:31.381>by <00:18:31.509>now <00:18:31.636>we <00:18:31.763>know <00:18:31.890>that <00:18:32.018>data <00:18:32.145>engineering <00:18:32.272>is <00:18:32.400>important.

00:18:33.910 --> 00:18:33.920 align:start position:0%
<00:18:33.910>data <00:18:33.913>engineering <00:18:33.916>is <00:18:33.919>important.

00:18:33.920 --> 00:18:35.990 align:start position:0%
<00:18:33.920>data <00:18:34.075>engineering <00:18:34.231>is <00:18:34.386>important. <00:18:34.542>Certain <00:18:34.697>topics <00:18:34.853>at <00:18:35.008>certain <00:18:35.164>pointers <00:18:35.320>that

00:18:35.990 --> 00:18:36.000 align:start position:0%
<00:18:35.990>Certain <00:18:35.991>topics <00:18:35.993>at <00:18:35.995>certain <00:18:35.997>pointers <00:18:35.999>that

00:18:36.000 --> 00:18:38.070 align:start position:0%
<00:18:36.000>Certain <00:18:36.116>topics <00:18:36.233>at <00:18:36.350>certain <00:18:36.466>pointers <00:18:36.583>that <00:18:36.700>I <00:18:36.816>brought <00:18:36.933>with <00:18:37.050>me. <00:18:37.166>Data <00:18:37.283>modeling. <00:18:37.400>Now,

00:18:38.070 --> 00:18:38.080 align:start position:0%
<00:18:38.070>I <00:18:38.071>brought <00:18:38.072>with <00:18:38.074>me. <00:18:38.076>Data <00:18:38.077>modeling. <00:18:38.079>Now,

00:18:38.080 --> 00:18:40.830 align:start position:0%
<00:18:38.080>I <00:18:38.196>brought <00:18:38.313>with <00:18:38.429>me. <00:18:38.546>Data <00:18:38.663>modeling. <00:18:38.780>Now, <00:18:38.896>data <00:18:39.013>modeling <00:18:39.129>is <00:18:39.246>what <00:18:39.363>you <00:18:39.480>do

00:18:40.830 --> 00:18:40.840 align:start position:0%
<00:18:40.830>data <00:18:40.831>modeling <00:18:40.833>is <00:18:40.835>what <00:18:40.837>you <00:18:40.839>do

00:18:40.840 --> 00:18:42.710 align:start position:0%
<00:18:40.840>data <00:18:40.939>modeling <00:18:41.040>is <00:18:41.139>what <00:18:41.240>you <00:18:41.340>do <00:18:41.439>um <00:18:41.540>when <00:18:41.639>you <00:18:41.740>take <00:18:41.840>your <00:18:41.939>raw <00:18:42.040>data <00:18:42.139>from <00:18:42.240>a

00:18:42.710 --> 00:18:42.720 align:start position:0%
<00:18:42.710>um <00:18:42.711>when <00:18:42.712>you <00:18:42.713>take <00:18:42.714>your <00:18:42.715>raw <00:18:42.716>data <00:18:42.717>from <00:18:42.719>a

00:18:42.720 --> 00:18:45.390 align:start position:0%
<00:18:42.720>um <00:18:42.813>when <00:18:42.906>you <00:18:43.000>take <00:18:43.093>your <00:18:43.186>raw <00:18:43.280>data <00:18:43.373>from <00:18:43.466>a <00:18:43.560>source <00:18:43.653>system <00:18:43.746>and <00:18:43.840>build <00:18:43.933>a <00:18:44.026>scale <00:18:44.120>build

00:18:45.390 --> 00:18:45.400 align:start position:0%
<00:18:45.390>source <00:18:45.391>system <00:18:45.393>and <00:18:45.394>build <00:18:45.396>a <00:18:45.397>scale <00:18:45.399>build

00:18:45.400 --> 00:18:46.910 align:start position:0%
<00:18:45.400>source <00:18:45.523>system <00:18:45.647>and <00:18:45.770>build <00:18:45.894>a <00:18:46.017>scale <00:18:46.141>build <00:18:46.264>the <00:18:46.388>scalable <00:18:46.511>product, <00:18:46.635>let's <00:18:46.759>say.

00:18:46.910 --> 00:18:46.920 align:start position:0%
<00:18:46.910>the <00:18:46.912>scalable <00:18:46.914>product, <00:18:46.916>let's <00:18:46.919>say.

00:18:46.920 --> 00:18:48.430 align:start position:0%
<00:18:46.920>the <00:18:47.055>scalable <00:18:47.191>product, <00:18:47.327>let's <00:18:47.463>say. <00:18:47.599>Everything <00:18:47.735>that <00:18:47.871>happens <00:18:48.007>in <00:18:48.143>between, <00:18:48.279>you

00:18:48.430 --> 00:18:48.440 align:start position:0%
<00:18:48.430>Everything <00:18:48.431>that <00:18:48.433>happens <00:18:48.435>in <00:18:48.437>between, <00:18:48.439>you

00:18:48.440 --> 00:18:51.030 align:start position:0%
<00:18:48.440>Everything <00:18:48.580>that <00:18:48.720>happens <00:18:48.860>in <00:18:49.000>between, <00:18:49.140>you <00:18:49.280>know, <00:18:49.420>common <00:18:49.560>modeling <00:18:49.700>concepts <00:18:49.840>like

00:18:51.030 --> 00:18:51.040 align:start position:0%
<00:18:51.030>know, <00:18:51.032>common <00:18:51.034>modeling <00:18:51.036>concepts <00:18:51.039>like

00:18:51.040 --> 00:18:53.270 align:start position:0%
<00:18:51.040>know, <00:18:51.180>common <00:18:51.320>modeling <00:18:51.460>concepts <00:18:51.600>like <00:18:51.740>dimension <00:18:51.879>fact <00:18:52.020>modeling <00:18:52.159>or <00:18:52.300>data <00:18:52.440>vault

00:18:53.270 --> 00:18:53.280 align:start position:0%
<00:18:53.270>dimension <00:18:53.271>fact <00:18:53.273>modeling <00:18:53.275>or <00:18:53.277>data <00:18:53.279>vault

00:18:53.280 --> 00:18:56.030 align:start position:0%
<00:18:53.280>dimension <00:18:53.420>fact <00:18:53.560>modeling <00:18:53.700>or <00:18:53.840>data <00:18:53.980>vault <00:18:54.120>modeling <00:18:54.260>or <00:18:54.399>your <00:18:54.540>SCD2 <00:18:54.680>historization,

00:18:56.030 --> 00:18:56.040 align:start position:0%
<00:18:56.030>modeling <00:18:56.032>or <00:18:56.034>your <00:18:56.036>SCD2 <00:18:56.039>historization,

00:18:56.040 --> 00:18:59.590 align:start position:0%
<00:18:56.040>modeling <00:18:56.180>or <00:18:56.320>your <00:18:56.460>SCD2 <00:18:56.600>historization, <00:18:56.740>let's <00:18:56.879>say. <00:18:57.020>All <00:18:57.159>these <00:18:57.300>concepts <00:18:57.440>inter-

00:18:59.590 --> 00:18:59.600 align:start position:0%
<00:18:59.590>let's <00:18:59.591>say. <00:18:59.593>All <00:18:59.595>these <00:18:59.597>concepts <00:18:59.599>inter-

00:18:59.600 --> 00:19:02.110 align:start position:0%
<00:18:59.600>let's <00:18:59.740>say. <00:18:59.879>All <00:19:00.020>these <00:19:00.159>concepts <00:19:00.300>inter- <00:19:00.439>understand <00:19:00.580>the <00:19:00.719>concept, <00:19:00.860>understand <00:19:01.000>your

00:19:02.110 --> 00:19:02.120 align:start position:0%
<00:19:02.110>understand <00:19:02.112>the <00:19:02.114>concept, <00:19:02.116>understand <00:19:02.119>your

00:19:02.120 --> 00:19:04.510 align:start position:0%
<00:19:02.120>understand <00:19:02.260>the <00:19:02.399>concept, <00:19:02.540>understand <00:19:02.679>your <00:19:02.820>data, <00:19:02.959>and <00:19:03.100>then <00:19:03.239>accordingly <00:19:03.379>model <00:19:03.520>your

00:19:04.510 --> 00:19:04.520 align:start position:0%
<00:19:04.510>data, <00:19:04.511>and <00:19:04.513>then <00:19:04.515>accordingly <00:19:04.517>model <00:19:04.519>your

00:19:04.520 --> 00:19:06.230 align:start position:0%
<00:19:04.520>data, <00:19:04.753>and <00:19:04.986>then <00:19:05.220>accordingly <00:19:05.453>model <00:19:05.686>your <00:19:05.920>data.

00:19:06.230 --> 00:19:06.240 align:start position:0%
data.

00:19:06.240 --> 00:19:08.270 align:start position:0%
<00:19:06.240>data. <00:19:06.590>Pipelines <00:19:06.940>and <00:19:07.290>orchestration. <00:19:07.640>So,

00:19:08.270 --> 00:19:08.280 align:start position:0%
<00:19:08.270>Pipelines <00:19:08.273>and <00:19:08.276>orchestration. <00:19:08.279>So,

00:19:08.280 --> 00:19:10.190 align:start position:0%
<00:19:08.280>Pipelines <00:19:08.480>and <00:19:08.680>orchestration. <00:19:08.879>So, <00:19:09.080>pipelines <00:19:09.280>and <00:19:09.480>orchestration <00:19:09.680>uh

00:19:10.190 --> 00:19:10.200 align:start position:0%
<00:19:10.190>pipelines <00:19:10.193>and <00:19:10.196>orchestration <00:19:10.199>uh

00:19:10.200 --> 00:19:12.190 align:start position:0%
<00:19:10.200>pipelines <00:19:10.375>and <00:19:10.550>orchestration <00:19:10.725>uh <00:19:10.900>automation <00:19:11.075>changes <00:19:11.250>everything. <00:19:11.425>You <00:19:11.600>do

00:19:12.190 --> 00:19:12.200 align:start position:0%
<00:19:12.190>automation <00:19:12.192>changes <00:19:12.194>everything. <00:19:12.196>You <00:19:12.199>do

00:19:12.200 --> 00:19:14.830 align:start position:0%
<00:19:12.200>automation <00:19:12.316>changes <00:19:12.433>everything. <00:19:12.550>You <00:19:12.666>do <00:19:12.783>not <00:19:12.900>want <00:19:13.016>to <00:19:13.133>sit <00:19:13.250>and <00:19:13.366>manually <00:19:13.483>run <00:19:13.600>your

00:19:14.830 --> 00:19:14.840 align:start position:0%
<00:19:14.830>not <00:19:14.831>want <00:19:14.832>to <00:19:14.833>sit <00:19:14.835>and <00:19:14.836>manually <00:19:14.837>run <00:19:14.839>your

00:19:14.840 --> 00:19:17.350 align:start position:0%
<00:19:14.840>not <00:19:14.967>want <00:19:15.094>to <00:19:15.221>sit <00:19:15.349>and <00:19:15.476>manually <00:19:15.603>run <00:19:15.730>your <00:19:15.858>pipelines. <00:19:15.985>Integrate <00:19:16.112>failure <00:19:16.240>checks,

00:19:17.350 --> 00:19:17.360 align:start position:0%
<00:19:17.350>pipelines. <00:19:17.352>Integrate <00:19:17.356>failure <00:19:17.359>checks,

00:19:17.360 --> 00:19:19.470 align:start position:0%
<00:19:17.360>pipelines. <00:19:17.515>Integrate <00:19:17.671>failure <00:19:17.826>checks, <00:19:17.982>freshness <00:19:18.137>checks <00:19:18.293>of <00:19:18.448>data, <00:19:18.604>you <00:19:18.760>know,

00:19:19.470 --> 00:19:19.480 align:start position:0%
<00:19:19.470>freshness <00:19:19.471>checks <00:19:19.473>of <00:19:19.475>data, <00:19:19.477>you <00:19:19.479>know,

00:19:19.480 --> 00:19:21.310 align:start position:0%
<00:19:19.480>freshness <00:19:19.635>checks <00:19:19.791>of <00:19:19.946>data, <00:19:20.102>you <00:19:20.257>know, <00:19:20.413>trigger <00:19:20.568>something <00:19:20.724>when <00:19:20.880>something

00:19:21.310 --> 00:19:21.320 align:start position:0%
<00:19:21.310>trigger <00:19:21.312>something <00:19:21.316>when <00:19:21.319>something

00:19:21.320 --> 00:19:25.790 align:start position:0%
<00:19:21.320>trigger <00:19:21.495>something <00:19:21.669>when <00:19:21.845>something <00:19:22.020>happens. <00:19:22.195>And <00:19:22.370>failure <00:19:22.544>management, <00:19:22.720>revo-

00:19:25.790 --> 00:19:25.800 align:start position:0%
<00:19:25.790>happens. <00:19:25.792>And <00:19:25.794>failure <00:19:25.796>management, <00:19:25.799>revo-

00:19:25.800 --> 00:19:28.030 align:start position:0%
<00:19:25.800>happens. <00:19:25.955>And <00:19:26.111>failure <00:19:26.266>management, <00:19:26.422>revo- <00:19:26.577>revoke <00:19:26.733>something <00:19:26.888>when <00:19:27.044>something <00:19:27.200>fails.

00:19:28.030 --> 00:19:28.040 align:start position:0%
<00:19:28.030>revoke <00:19:28.032>something <00:19:28.034>when <00:19:28.036>something <00:19:28.039>fails.

00:19:28.040 --> 00:19:30.790 align:start position:0%
<00:19:28.040>revoke <00:19:28.180>something <00:19:28.320>when <00:19:28.460>something <00:19:28.600>fails. <00:19:28.740>All <00:19:28.879>these <00:19:29.020>things <00:19:29.159>with <00:19:29.300>your <00:19:29.440>automation.

00:19:30.790 --> 00:19:30.800 align:start position:0%
<00:19:30.790>All <00:19:30.791>these <00:19:30.793>things <00:19:30.795>with <00:19:30.797>your <00:19:30.799>automation.

00:19:30.800 --> 00:19:32.990 align:start position:0%
<00:19:30.800>All <00:19:30.955>these <00:19:31.111>things <00:19:31.266>with <00:19:31.422>your <00:19:31.577>automation. <00:19:31.733>Performance <00:19:31.888>optimizations. <00:19:32.044>They <00:19:32.200>say

00:19:32.990 --> 00:19:33.000 align:start position:0%
<00:19:32.990>Performance <00:19:32.993>optimizations. <00:19:32.996>They <00:19:32.999>say

00:19:33.000 --> 00:19:36.030 align:start position:0%
<00:19:33.000>Performance <00:19:33.116>optimizations. <00:19:33.233>They <00:19:33.350>say <00:19:33.466>queries <00:19:33.583>that <00:19:33.700>work <00:19:33.816>at <00:19:33.933>1 <00:19:34.050>GB <00:19:34.166>fail <00:19:34.283>at <00:19:34.400>10.

00:19:36.030 --> 00:19:36.040 align:start position:0%
<00:19:36.030>queries <00:19:36.031>that <00:19:36.032>work <00:19:36.033>at <00:19:36.034>1 <00:19:36.035>GB <00:19:36.036>fail <00:19:36.037>at <00:19:36.039>10.

00:19:36.040 --> 00:19:38.710 align:start position:0%
<00:19:36.040>queries <00:19:36.127>that <00:19:36.215>work <00:19:36.302>at <00:19:36.389>1 <00:19:36.477>GB <00:19:36.565>fail <00:19:36.652>at <00:19:36.740>10. <00:19:36.827>So, <00:19:36.915>yeah, <00:19:37.002>it <00:19:37.090>was <00:19:37.177>always <00:19:37.264>expected <00:19:37.352>of <00:19:37.440>data

00:19:38.710 --> 00:19:38.720 align:start position:0%
<00:19:38.710>So, <00:19:38.711>yeah, <00:19:38.712>it <00:19:38.713>was <00:19:38.715>always <00:19:38.716>expected <00:19:38.717>of <00:19:38.719>data

00:19:38.720 --> 00:19:41.270 align:start position:0%
<00:19:38.720>So, <00:19:38.827>yeah, <00:19:38.935>it <00:19:39.043>was <00:19:39.150>always <00:19:39.258>expected <00:19:39.366>of <00:19:39.473>data <00:19:39.581>engineers <00:19:39.689>to <00:19:39.796>optimize <00:19:39.904>the <00:19:40.012>SQL <00:19:40.120>queries,

00:19:41.270 --> 00:19:41.280 align:start position:0%
<00:19:41.270>engineers <00:19:41.271>to <00:19:41.273>optimize <00:19:41.275>the <00:19:41.277>SQL <00:19:41.279>queries,

00:19:41.280 --> 00:19:43.150 align:start position:0%
<00:19:41.280>engineers <00:19:41.420>to <00:19:41.560>optimize <00:19:41.700>the <00:19:41.840>SQL <00:19:41.980>queries, <00:19:42.120>understand <00:19:42.260>your <00:19:42.399>engine, <00:19:42.540>and <00:19:42.680>use

00:19:43.150 --> 00:19:43.160 align:start position:0%
<00:19:43.150>understand <00:19:43.152>your <00:19:43.154>engine, <00:19:43.156>and <00:19:43.159>use

00:19:43.160 --> 00:19:45.630 align:start position:0%
<00:19:43.160>understand <00:19:43.315>your <00:19:43.471>engine, <00:19:43.626>and <00:19:43.782>use <00:19:43.937>techniques <00:19:44.093>to <00:19:44.248>optimize <00:19:44.404>your <00:19:44.560>queries.

00:19:45.630 --> 00:19:45.640 align:start position:0%
<00:19:45.630>techniques <00:19:45.632>to <00:19:45.634>optimize <00:19:45.636>your <00:19:45.639>queries.

00:19:45.640 --> 00:19:47.630 align:start position:0%
<00:19:45.640>techniques <00:19:45.767>to <00:19:45.894>optimize <00:19:46.021>your <00:19:46.149>queries. <00:19:46.276>Build <00:19:46.403>the <00:19:46.530>first <00:19:46.658>join <00:19:46.785>later. <00:19:46.912>One <00:19:47.040>One

00:19:47.630 --> 00:19:47.640 align:start position:0%
<00:19:47.630>Build <00:19:47.631>the <00:19:47.633>first <00:19:47.634>join <00:19:47.636>later. <00:19:47.637>One <00:19:47.639>One

00:19:47.640 --> 00:19:50.430 align:start position:0%
<00:19:47.640>Build <00:19:47.756>the <00:19:47.873>first <00:19:47.990>join <00:19:48.106>later. <00:19:48.223>One <00:19:48.340>One <00:19:48.456>common <00:19:48.573>thing <00:19:48.690>that <00:19:48.806>I <00:19:48.923>keep <00:19:49.040>telling.

00:19:50.430 --> 00:19:50.440 align:start position:0%
<00:19:50.430>common <00:19:50.431>thing <00:19:50.433>that <00:19:50.435>I <00:19:50.437>keep <00:19:50.439>telling.

00:19:50.440 --> 00:19:52.590 align:start position:0%
<00:19:50.440>common <00:19:50.580>thing <00:19:50.720>that <00:19:50.860>I <00:19:51.000>keep <00:19:51.140>telling. <00:19:51.280>Version <00:19:51.420>control. <00:19:51.560>Treat <00:19:51.700>data <00:19:51.840>like

00:19:52.590 --> 00:19:52.600 align:start position:0%
<00:19:52.590>Version <00:19:52.592>control. <00:19:52.594>Treat <00:19:52.596>data <00:19:52.599>like

00:19:52.600 --> 00:19:56.750 align:start position:0%
<00:19:52.600>Version <00:19:52.740>control. <00:19:52.879>Treat <00:19:53.020>data <00:19:53.159>like <00:19:53.300>software. <00:19:53.439>Use <00:19:53.580>Git. <00:19:53.719>Use <00:19:53.860>tagged <00:19:54.000>releases.

00:19:56.750 --> 00:19:56.760 align:start position:0%
<00:19:56.750>software. <00:19:56.751>Use <00:19:56.753>Git. <00:19:56.755>Use <00:19:56.757>tagged <00:19:56.759>releases.

00:19:56.760 --> 00:19:58.590 align:start position:0%
<00:19:56.760>software. <00:19:56.887>Use <00:19:57.014>Git. <00:19:57.141>Use <00:19:57.269>tagged <00:19:57.396>releases. <00:19:57.523>If <00:19:57.650>something <00:19:57.778>is <00:19:57.905>wrong <00:19:58.032>in <00:19:58.160>production,

00:19:58.590 --> 00:19:58.600 align:start position:0%
<00:19:58.590>If <00:19:58.591>something <00:19:58.593>is <00:19:58.595>wrong <00:19:58.597>in <00:19:58.599>production,

00:19:58.600 --> 00:20:01.070 align:start position:0%
<00:19:58.600>If <00:19:58.707>something <00:19:58.815>is <00:19:58.923>wrong <00:19:59.030>in <00:19:59.138>production, <00:19:59.246>don't <00:19:59.353>just <00:19:59.461>go <00:19:59.569>and <00:19:59.676>fix <00:19:59.784>it. <00:19:59.892>Use <00:20:00.000>tagged

00:20:01.070 --> 00:20:01.080 align:start position:0%
<00:20:01.070>don't <00:20:01.071>just <00:20:01.072>go <00:20:01.073>and <00:20:01.075>fix <00:20:01.076>it. <00:20:01.077>Use <00:20:01.079>tagged

00:20:01.080 --> 00:20:03.230 align:start position:0%
<00:20:01.080>don't <00:20:01.187>just <00:20:01.295>go <00:20:01.403>and <00:20:01.510>fix <00:20:01.618>it. <00:20:01.726>Use <00:20:01.833>tagged <00:20:01.941>releases <00:20:02.049>so <00:20:02.156>that <00:20:02.264>people <00:20:02.372>can <00:20:02.480>understand

00:20:03.230 --> 00:20:03.240 align:start position:0%
<00:20:03.230>releases <00:20:03.231>so <00:20:03.233>that <00:20:03.235>people <00:20:03.237>can <00:20:03.239>understand

00:20:03.240 --> 00:20:05.630 align:start position:0%
<00:20:03.240>releases <00:20:03.340>so <00:20:03.440>that <00:20:03.540>people <00:20:03.640>can <00:20:03.740>understand <00:20:03.840>what <00:20:03.940>was <00:20:04.040>wrong <00:20:04.140>and <00:20:04.240>how <00:20:04.340>was <00:20:04.440>it <00:20:04.540>fixed. <00:20:04.640>Use

00:20:05.630 --> 00:20:05.640 align:start position:0%
<00:20:05.630>what <00:20:05.631>was <00:20:05.632>wrong <00:20:05.633>and <00:20:05.634>how <00:20:05.635>was <00:20:05.636>it <00:20:05.637>fixed. <00:20:05.639>Use

00:20:05.640 --> 00:20:07.830 align:start position:0%
<00:20:05.640>what <00:20:05.740>was <00:20:05.840>wrong <00:20:05.940>and <00:20:06.040>how <00:20:06.140>was <00:20:06.240>it <00:20:06.340>fixed. <00:20:06.440>Use <00:20:06.540>pull <00:20:06.640>request. <00:20:06.740>Create <00:20:06.840>a <00:20:06.940>proper <00:20:07.040>branching

00:20:07.830 --> 00:20:07.840 align:start position:0%
<00:20:07.830>pull <00:20:07.831>request. <00:20:07.833>Create <00:20:07.835>a <00:20:07.837>proper <00:20:07.839>branching

00:20:07.840 --> 00:20:09.310 align:start position:0%
<00:20:07.840>pull <00:20:08.060>request. <00:20:08.281>Create <00:20:08.501>a <00:20:08.722>proper <00:20:08.942>branching <00:20:09.163>strategy.

00:20:09.310 --> 00:20:09.320 align:start position:0%
strategy.

00:20:09.320 --> 00:20:11.190 align:start position:0%
<00:20:09.320>strategy. <00:20:09.553>Code <00:20:09.786>formatting <00:20:10.020>and <00:20:10.253>standards. <00:20:10.486>It's <00:20:10.720>a

00:20:11.190 --> 00:20:11.200 align:start position:0%
<00:20:11.190>Code <00:20:11.191>formatting <00:20:11.193>and <00:20:11.195>standards. <00:20:11.197>It's <00:20:11.199>a

00:20:11.200 --> 00:20:13.590 align:start position:0%
<00:20:11.200>Code <00:20:11.316>formatting <00:20:11.433>and <00:20:11.550>standards. <00:20:11.666>It's <00:20:11.783>a <00:20:11.900>very <00:20:12.016>small <00:20:12.133>discipline, <00:20:12.250>but <00:20:12.366>really <00:20:12.483>has <00:20:12.600>a

00:20:13.590 --> 00:20:13.600 align:start position:0%
<00:20:13.590>very <00:20:13.591>small <00:20:13.592>discipline, <00:20:13.594>but <00:20:13.596>really <00:20:13.597>has <00:20:13.599>a

00:20:13.600 --> 00:20:17.350 align:start position:0%
<00:20:13.600>very <00:20:13.716>small <00:20:13.833>discipline, <00:20:13.949>but <00:20:14.066>really <00:20:14.183>has <00:20:14.300>a <00:20:14.416>high <00:20:14.533>impact. <00:20:14.649>A <00:20:14.766>huge <00:20:14.883>impact. <00:20:15.000>Every

00:20:17.350 --> 00:20:17.360 align:start position:0%
<00:20:17.350>high <00:20:17.351>impact. <00:20:17.353>A <00:20:17.355>huge <00:20:17.357>impact. <00:20:17.359>Every

00:20:17.360 --> 00:20:20.950 align:start position:0%
<00:20:17.360>high <00:20:17.467>impact. <00:20:17.575>A <00:20:17.683>huge <00:20:17.790>impact. <00:20:17.898>Every <00:20:18.006>developer <00:20:18.113>has <00:20:18.221>his <00:20:18.329>or <00:20:18.436>her <00:20:18.544>own <00:20:18.652>way <00:20:18.760>of

00:20:20.950 --> 00:20:20.960 align:start position:0%
<00:20:20.950>developer <00:20:20.951>has <00:20:20.952>his <00:20:20.953>or <00:20:20.955>her <00:20:20.956>own <00:20:20.957>way <00:20:20.959>of

00:20:20.960 --> 00:20:23.150 align:start position:0%
<00:20:20.960>developer <00:20:21.060>has <00:20:21.160>his <00:20:21.260>or <00:20:21.360>her <00:20:21.460>own <00:20:21.560>way <00:20:21.660>of <00:20:21.760>formatting <00:20:21.860>code, <00:20:21.960>you <00:20:22.060>know? <00:20:22.160>But <00:20:22.260>as <00:20:22.360>an

00:20:23.150 --> 00:20:23.160 align:start position:0%
<00:20:23.150>formatting <00:20:23.151>code, <00:20:23.153>you <00:20:23.154>know? <00:20:23.156>But <00:20:23.157>as <00:20:23.159>an

00:20:23.160 --> 00:20:25.750 align:start position:0%
<00:20:23.160>formatting <00:20:23.276>code, <00:20:23.393>you <00:20:23.510>know? <00:20:23.626>But <00:20:23.743>as <00:20:23.860>an <00:20:23.976>organization, <00:20:24.093>come <00:20:24.210>up <00:20:24.326>with <00:20:24.443>a <00:20:24.560>standard

00:20:25.750 --> 00:20:25.760 align:start position:0%
<00:20:25.750>organization, <00:20:25.751>come <00:20:25.753>up <00:20:25.755>with <00:20:25.757>a <00:20:25.759>standard

00:20:25.760 --> 00:20:28.390 align:start position:0%
<00:20:25.760>organization, <00:20:25.876>come <00:20:25.993>up <00:20:26.110>with <00:20:26.226>a <00:20:26.343>standard <00:20:26.460>set <00:20:26.576>of <00:20:26.693>guidelines <00:20:26.810>that <00:20:26.926>you <00:20:27.043>want <00:20:27.160>your

00:20:28.390 --> 00:20:28.400 align:start position:0%
<00:20:28.390>set <00:20:28.391>of <00:20:28.393>guidelines <00:20:28.394>that <00:20:28.396>you <00:20:28.397>want <00:20:28.399>your

00:20:28.400 --> 00:20:31.630 align:start position:0%
<00:20:28.400>set <00:20:28.493>of <00:20:28.586>guidelines <00:20:28.680>that <00:20:28.773>you <00:20:28.866>want <00:20:28.960>your <00:20:29.053>code <00:20:29.146>to <00:20:29.240>look <00:20:29.333>like. <00:20:29.426>We <00:20:29.520>have <00:20:29.613>SQL <00:20:29.706>fluff <00:20:29.800>as

00:20:31.630 --> 00:20:31.640 align:start position:0%
<00:20:31.630>code <00:20:31.631>to <00:20:31.632>look <00:20:31.633>like. <00:20:31.634>We <00:20:31.635>have <00:20:31.636>SQL <00:20:31.637>fluff <00:20:31.639>as

00:20:31.640 --> 00:20:34.270 align:start position:0%
<00:20:31.640>code <00:20:31.740>to <00:20:31.840>look <00:20:31.940>like. <00:20:32.040>We <00:20:32.140>have <00:20:32.240>SQL <00:20:32.340>fluff <00:20:32.440>as <00:20:32.540>our <00:20:32.640>linter <00:20:32.740>implemented <00:20:32.840>in <00:20:32.940>our <00:20:33.040>pipelines

00:20:34.270 --> 00:20:34.280 align:start position:0%
<00:20:34.270>our <00:20:34.271>linter <00:20:34.273>implemented <00:20:34.275>in <00:20:34.277>our <00:20:34.279>pipelines

00:20:34.280 --> 00:20:36.470 align:start position:0%
<00:20:34.280>our <00:20:34.387>linter <00:20:34.495>implemented <00:20:34.603>in <00:20:34.710>our <00:20:34.818>pipelines <00:20:34.926>so <00:20:35.033>that <00:20:35.141>all <00:20:35.249>the <00:20:35.356>code <00:20:35.464>in <00:20:35.572>the <00:20:35.680>repository

00:20:36.470 --> 00:20:36.480 align:start position:0%
<00:20:36.470>so <00:20:36.471>that <00:20:36.472>all <00:20:36.473>the <00:20:36.475>code <00:20:36.476>in <00:20:36.477>the <00:20:36.479>repository

00:20:36.480 --> 00:20:39.270 align:start position:0%
<00:20:36.480>so <00:20:36.573>that <00:20:36.666>all <00:20:36.760>the <00:20:36.853>code <00:20:36.946>in <00:20:37.040>the <00:20:37.133>repository <00:20:37.226>is <00:20:37.320>formatted <00:20:37.413>in <00:20:37.506>a <00:20:37.600>certain <00:20:37.693>way <00:20:37.786>before <00:20:37.880>it

00:20:39.270 --> 00:20:39.280 align:start position:0%
<00:20:39.270>is <00:20:39.271>formatted <00:20:39.272>in <00:20:39.273>a <00:20:39.275>certain <00:20:39.276>way <00:20:39.277>before <00:20:39.279>it

00:20:39.280 --> 00:20:41.670 align:start position:0%
<00:20:39.280>is <00:20:39.407>formatted <00:20:39.534>in <00:20:39.661>a <00:20:39.789>certain <00:20:39.916>way <00:20:40.043>before <00:20:40.170>it <00:20:40.298>gets <00:20:40.425>pushed <00:20:40.552>into <00:20:40.680>production.

00:20:41.670 --> 00:20:41.680 align:start position:0%
<00:20:41.670>gets <00:20:41.673>pushed <00:20:41.676>into <00:20:41.679>production.

00:20:41.680 --> 00:20:43.670 align:start position:0%
<00:20:41.680>gets <00:20:41.820>pushed <00:20:41.960>into <00:20:42.100>production. <00:20:42.240>Documentation. <00:20:42.380>I <00:20:42.520>don't <00:20:42.660>think <00:20:42.800>we <00:20:42.940>need <00:20:43.080>to

00:20:43.670 --> 00:20:43.680 align:start position:0%
<00:20:43.670>Documentation. <00:20:43.671>I <00:20:43.673>don't <00:20:43.674>think <00:20:43.676>we <00:20:43.677>need <00:20:43.679>to

00:20:43.680 --> 00:20:45.750 align:start position:0%
<00:20:43.680>Documentation. <00:20:43.796>I <00:20:43.913>don't <00:20:44.030>think <00:20:44.146>we <00:20:44.263>need <00:20:44.380>to <00:20:44.496>talk. <00:20:44.613>It's <00:20:44.730>things <00:20:44.846>are <00:20:44.963>never <00:20:45.080>documented.

00:20:45.750 --> 00:20:45.760 align:start position:0%
<00:20:45.750>talk. <00:20:45.751>It's <00:20:45.753>things <00:20:45.755>are <00:20:45.757>never <00:20:45.759>documented.

00:20:45.760 --> 00:20:48.270 align:start position:0%
<00:20:45.760>talk. <00:20:45.887>It's <00:20:46.014>things <00:20:46.141>are <00:20:46.269>never <00:20:46.396>documented. <00:20:46.523>That <00:20:46.650>always <00:20:46.778>has <00:20:46.905>the <00:20:47.032>least <00:20:47.160>priority.

00:20:48.270 --> 00:20:48.280 align:start position:0%
<00:20:48.270>That <00:20:48.271>always <00:20:48.273>has <00:20:48.275>the <00:20:48.277>least <00:20:48.279>priority.

00:20:48.280 --> 00:20:51.350 align:start position:0%
<00:20:48.280>That <00:20:48.420>always <00:20:48.560>has <00:20:48.700>the <00:20:48.840>least <00:20:48.980>priority. <00:20:49.120>Governance <00:20:49.260>and <00:20:49.399>ownership. <00:20:49.540>Data <00:20:49.680>without

00:20:51.350 --> 00:20:51.360 align:start position:0%
<00:20:51.350>Governance <00:20:51.352>and <00:20:51.354>ownership. <00:20:51.356>Data <00:20:51.359>without

00:20:51.360 --> 00:20:54.150 align:start position:0%
<00:20:51.360>Governance <00:20:51.500>and <00:20:51.639>ownership. <00:20:51.780>Data <00:20:51.919>without <00:20:52.060>ownership <00:20:52.199>becomes <00:20:52.340>chaos. <00:20:52.479>And <00:20:52.620>that's <00:20:52.760>also

00:20:54.150 --> 00:20:54.160 align:start position:0%
<00:20:54.150>ownership <00:20:54.151>becomes <00:20:54.153>chaos. <00:20:54.155>And <00:20:54.157>that's <00:20:54.159>also

00:20:54.160 --> 00:20:56.230 align:start position:0%
<00:20:54.160>ownership <00:20:54.267>becomes <00:20:54.375>chaos. <00:20:54.483>And <00:20:54.590>that's <00:20:54.698>also <00:20:54.806>one <00:20:54.913>thing <00:20:55.021>I <00:20:55.129>really <00:20:55.236>like <00:20:55.344>about <00:20:55.452>this <00:20:55.560>whole

00:20:56.230 --> 00:20:56.240 align:start position:0%
<00:20:56.230>one <00:20:56.231>thing <00:20:56.232>I <00:20:56.233>really <00:20:56.235>like <00:20:56.236>about <00:20:56.237>this <00:20:56.239>whole

00:20:56.240 --> 00:20:59.870 align:start position:0%
<00:20:56.240>one <00:20:56.340>thing <00:20:56.440>I <00:20:56.540>really <00:20:56.640>like <00:20:56.740>about <00:20:56.840>this <00:20:56.940>whole <00:20:57.040>data <00:20:57.140>mesh. <00:20:57.240>The <00:20:57.340>ownership <00:20:57.440>lies <00:20:57.540>within <00:20:57.640>the

00:20:59.870 --> 00:20:59.880 align:start position:0%
<00:20:59.870>data <00:20:59.871>mesh. <00:20:59.873>The <00:20:59.874>ownership <00:20:59.876>lies <00:20:59.877>within <00:20:59.879>the

00:20:59.880 --> 00:21:02.270 align:start position:0%
<00:20:59.880>data <00:21:00.007>mesh. <00:21:00.134>The <00:21:00.261>ownership <00:21:00.389>lies <00:21:00.516>within <00:21:00.643>the <00:21:00.770>domain <00:21:00.898>and <00:21:01.025>not <00:21:01.152>within <00:21:01.280>the

00:21:02.270 --> 00:21:02.280 align:start position:0%
<00:21:02.270>domain <00:21:02.272>and <00:21:02.274>not <00:21:02.276>within <00:21:02.279>the

00:21:02.280 --> 00:21:04.430 align:start position:0%
<00:21:02.280>domain <00:21:02.480>and <00:21:02.680>not <00:21:02.879>within <00:21:03.080>the <00:21:03.280>data <00:21:03.480>team, <00:21:03.680>basically.

00:21:04.430 --> 00:21:04.440 align:start position:0%
<00:21:04.430>data <00:21:04.434>team, <00:21:04.439>basically.

00:21:04.440 --> 00:21:06.790 align:start position:0%
<00:21:04.440>data <00:21:04.720>team, <00:21:05.000>basically. <00:21:05.280>Monitoring <00:21:05.560>and <00:21:05.840>observability.

00:21:06.790 --> 00:21:06.800 align:start position:0%
<00:21:06.790>Monitoring <00:21:06.794>and <00:21:06.799>observability.

00:21:06.800 --> 00:21:08.830 align:start position:0%
<00:21:06.800>Monitoring <00:21:06.955>and <00:21:07.111>observability. <00:21:07.266>You <00:21:07.422>can't <00:21:07.577>fix <00:21:07.733>anything <00:21:07.888>that <00:21:08.044>you <00:21:08.200>can't

00:21:08.830 --> 00:21:08.840 align:start position:0%
<00:21:08.830>You <00:21:08.831>can't <00:21:08.832>fix <00:21:08.834>anything <00:21:08.836>that <00:21:08.837>you <00:21:08.839>can't

00:21:08.840 --> 00:21:09.750 align:start position:0%
<00:21:08.840>You <00:21:08.956>can't <00:21:09.073>fix <00:21:09.191>anything <00:21:09.308>that <00:21:09.425>you <00:21:09.542>can't <00:21:09.659>see.

00:21:09.750 --> 00:21:09.760 align:start position:0%
see.

00:21:09.760 --> 00:21:11.630 align:start position:0%
<00:21:09.760>see. <00:21:10.040>And <00:21:10.320>what <00:21:10.600>monitoring <00:21:10.879>and <00:21:11.160>observability

00:21:11.630 --> 00:21:11.640 align:start position:0%
<00:21:11.630>And <00:21:11.632>what <00:21:11.634>monitoring <00:21:11.636>and <00:21:11.639>observability

00:21:11.640 --> 00:21:14.510 align:start position:0%
<00:21:11.640>And <00:21:11.756>what <00:21:11.873>monitoring <00:21:11.990>and <00:21:12.106>observability <00:21:12.223>basically <00:21:12.340>does <00:21:12.456>is <00:21:12.573>it <00:21:12.690>makes <00:21:12.806>you <00:21:12.923>into <00:21:13.040>a

00:21:14.510 --> 00:21:14.520 align:start position:0%
<00:21:14.510>basically <00:21:14.511>does <00:21:14.512>is <00:21:14.513>it <00:21:14.515>makes <00:21:14.516>you <00:21:14.517>into <00:21:14.519>a

00:21:14.520 --> 00:21:17.430 align:start position:0%
<00:21:14.520>basically <00:21:14.620>does <00:21:14.720>is <00:21:14.820>it <00:21:14.920>makes <00:21:15.020>you <00:21:15.120>into <00:21:15.220>a <00:21:15.320>proactive <00:21:15.420>team <00:21:15.520>and <00:21:15.620>not <00:21:15.720>a <00:21:15.820>reactive <00:21:15.920>team,

00:21:17.430 --> 00:21:17.440 align:start position:0%
<00:21:17.430>proactive <00:21:17.431>team <00:21:17.433>and <00:21:17.434>not <00:21:17.436>a <00:21:17.437>reactive <00:21:17.439>team,

00:21:17.440 --> 00:21:19.350 align:start position:0%
<00:21:17.440>proactive <00:21:17.540>team <00:21:17.640>and <00:21:17.740>not <00:21:17.840>a <00:21:17.940>reactive <00:21:18.040>team, <00:21:18.140>right? <00:21:18.240>You <00:21:18.340>don't <00:21:18.440>wait <00:21:18.540>until <00:21:18.640>a <00:21:18.740>bug <00:21:18.840>ticket

00:21:19.350 --> 00:21:19.360 align:start position:0%
<00:21:19.350>right? <00:21:19.351>You <00:21:19.352>don't <00:21:19.353>wait <00:21:19.355>until <00:21:19.356>a <00:21:19.357>bug <00:21:19.359>ticket

00:21:19.360 --> 00:21:23.470 align:start position:0%
<00:21:19.360>right? <00:21:19.476>You <00:21:19.593>don't <00:21:19.709>wait <00:21:19.826>until <00:21:19.943>a <00:21:20.060>bug <00:21:20.176>ticket <00:21:20.293>is <00:21:20.409>created <00:21:20.526>to <00:21:20.643>fix <00:21:20.760>something.

00:21:23.480 --> 00:21:25.710 align:start position:0%
<00:21:23.480>Common <00:21:23.760>mistakes <00:21:24.040>and <00:21:24.320>lessons <00:21:24.600>learned <00:21:24.880>from

00:21:25.710 --> 00:21:25.720 align:start position:0%
<00:21:25.710>Common <00:21:25.711>mistakes <00:21:25.713>and <00:21:25.715>lessons <00:21:25.717>learned <00:21:25.719>from

00:21:25.720 --> 00:21:27.830 align:start position:0%
<00:21:25.720>Common <00:21:25.920>mistakes <00:21:26.120>and <00:21:26.320>lessons <00:21:26.520>learned <00:21:26.720>from <00:21:26.920>data <00:21:27.120>engineering.

00:21:27.830 --> 00:21:27.840 align:start position:0%
<00:21:27.830>data <00:21:27.839>engineering.

00:21:27.840 --> 00:21:30.150 align:start position:0%
<00:21:27.840>data <00:21:28.014>engineering. <00:21:28.189>One <00:21:28.365>of <00:21:28.540>the <00:21:28.715>biggest <00:21:28.889>mistakes <00:21:29.064>is <00:21:29.240>over

00:21:30.150 --> 00:21:30.160 align:start position:0%
<00:21:30.150>One <00:21:30.151>of <00:21:30.153>the <00:21:30.154>biggest <00:21:30.156>mistakes <00:21:30.157>is <00:21:30.159>over

00:21:30.160 --> 00:21:32.310 align:start position:0%
<00:21:30.160>One <00:21:30.276>of <00:21:30.393>the <00:21:30.510>biggest <00:21:30.626>mistakes <00:21:30.743>is <00:21:30.860>over <00:21:30.976>engineering, <00:21:31.093>you <00:21:31.210>know, <00:21:31.326>trying <00:21:31.443>to <00:21:31.560>build

00:21:32.310 --> 00:21:32.320 align:start position:0%
<00:21:32.310>engineering, <00:21:32.311>you <00:21:32.313>know, <00:21:32.315>trying <00:21:32.317>to <00:21:32.319>build

00:21:32.320 --> 00:21:35.390 align:start position:0%
<00:21:32.320>engineering, <00:21:32.460>you <00:21:32.600>know, <00:21:32.740>trying <00:21:32.879>to <00:21:33.020>build <00:21:33.159>highly <00:21:33.300>complex <00:21:33.439>and <00:21:33.580>future-ready <00:21:33.720>AI-ready

00:21:35.390 --> 00:21:35.400 align:start position:0%
<00:21:35.390>highly <00:21:35.392>complex <00:21:35.394>and <00:21:35.396>future-ready <00:21:35.399>AI-ready

00:21:35.400 --> 00:21:37.990 align:start position:0%
<00:21:35.400>highly <00:21:35.527>complex <00:21:35.654>and <00:21:35.781>future-ready <00:21:35.909>AI-ready <00:21:36.036>systems, <00:21:36.163>let's <00:21:36.290>say, <00:21:36.418>before <00:21:36.545>even <00:21:36.672>there <00:21:36.800>is

00:21:37.990 --> 00:21:38.000 align:start position:0%
<00:21:37.990>systems, <00:21:37.991>let's <00:21:37.993>say, <00:21:37.994>before <00:21:37.996>even <00:21:37.997>there <00:21:37.999>is

00:21:38.000 --> 00:21:40.950 align:start position:0%
<00:21:38.000>systems, <00:21:38.116>let's <00:21:38.233>say, <00:21:38.350>before <00:21:38.466>even <00:21:38.583>there <00:21:38.700>is <00:21:38.816>a <00:21:38.933>need <00:21:39.050>to <00:21:39.166>do <00:21:39.283>it. <00:21:39.400>Sometimes

00:21:40.950 --> 00:21:40.960 align:start position:0%
<00:21:40.950>a <00:21:40.951>need <00:21:40.953>to <00:21:40.955>do <00:21:40.957>it. <00:21:40.959>Sometimes

00:21:40.960 --> 00:21:44.550 align:start position:0%
<00:21:40.960>a <00:21:41.087>need <00:21:41.214>to <00:21:41.341>do <00:21:41.469>it. <00:21:41.596>Sometimes <00:21:41.723>very <00:21:41.850>simple <00:21:41.978>and <00:21:42.105>more <00:21:42.232>iterative <00:21:42.360>solutions

00:21:44.550 --> 00:21:44.560 align:start position:0%
<00:21:44.550>very <00:21:44.551>simple <00:21:44.553>and <00:21:44.555>more <00:21:44.557>iterative <00:21:44.559>solutions

00:21:44.560 --> 00:21:47.190 align:start position:0%
<00:21:44.560>very <00:21:44.676>simple <00:21:44.793>and <00:21:44.909>more <00:21:45.026>iterative <00:21:45.143>solutions <00:21:45.260>could <00:21:45.376>solve <00:21:45.493>a <00:21:45.610>problem <00:21:45.726>faster, <00:21:45.843>and <00:21:45.960>it

00:21:47.190 --> 00:21:47.200 align:start position:0%
<00:21:47.190>could <00:21:47.191>solve <00:21:47.193>a <00:21:47.194>problem <00:21:47.196>faster, <00:21:47.197>and <00:21:47.199>it

00:21:47.200 --> 00:21:49.470 align:start position:0%
<00:21:47.200>could <00:21:47.340>solve <00:21:47.480>a <00:21:47.620>problem <00:21:47.760>faster, <00:21:47.900>and <00:21:48.040>it <00:21:48.180>would <00:21:48.320>also <00:21:48.460>give <00:21:48.600>you

00:21:49.470 --> 00:21:49.480 align:start position:0%
<00:21:49.470>would <00:21:49.473>also <00:21:49.476>give <00:21:49.479>you

00:21:49.480 --> 00:21:52.030 align:start position:0%
<00:21:49.480>would <00:21:49.607>also <00:21:49.734>give <00:21:49.861>you <00:21:49.989>a <00:21:50.116>way <00:21:50.243>to <00:21:50.370>improve <00:21:50.498>it, <00:21:50.625>scale <00:21:50.752>it <00:21:50.880>further

00:21:52.030 --> 00:21:52.040 align:start position:0%
<00:21:52.030>a <00:21:52.031>way <00:21:52.032>to <00:21:52.033>improve <00:21:52.035>it, <00:21:52.036>scale <00:21:52.037>it <00:21:52.039>further

00:21:52.040 --> 00:21:54.830 align:start position:0%
<00:21:52.040>a <00:21:52.156>way <00:21:52.273>to <00:21:52.389>improve <00:21:52.506>it, <00:21:52.623>scale <00:21:52.740>it <00:21:52.856>further <00:21:52.973>with <00:21:53.090>your <00:21:53.206>demands, <00:21:53.323>basically. <00:21:53.440>Another

00:21:54.830 --> 00:21:54.840 align:start position:0%
<00:21:54.830>with <00:21:54.832>your <00:21:54.834>demands, <00:21:54.836>basically. <00:21:54.839>Another

00:21:54.840 --> 00:21:57.510 align:start position:0%
<00:21:54.840>with <00:21:54.995>your <00:21:55.151>demands, <00:21:55.306>basically. <00:21:55.462>Another <00:21:55.617>common <00:21:55.773>issue <00:21:55.928>is <00:21:56.084>ignoring <00:21:56.240>documentation.

00:21:57.510 --> 00:21:57.520 align:start position:0%
<00:21:57.510>common <00:21:57.512>issue <00:21:57.514>is <00:21:57.516>ignoring <00:21:57.519>documentation.

00:21:57.520 --> 00:22:00.230 align:start position:0%
<00:21:57.520>common <00:21:57.660>issue <00:21:57.800>is <00:21:57.940>ignoring <00:21:58.080>documentation. <00:21:58.220>Now, <00:21:58.360>as <00:21:58.500>our <00:21:58.639>systems <00:21:58.780>grow, <00:21:58.920>undocumented

00:22:00.230 --> 00:22:00.240 align:start position:0%
<00:22:00.230>Now, <00:22:00.231>as <00:22:00.233>our <00:22:00.235>systems <00:22:00.237>grow, <00:22:00.239>undocumented

00:22:00.240 --> 00:22:02.710 align:start position:0%
<00:22:00.240>Now, <00:22:00.415>as <00:22:00.590>our <00:22:00.765>systems <00:22:00.940>grow, <00:22:01.115>undocumented <00:22:01.290>pipelines, <00:22:01.465>undocumented <00:22:01.640>transformations,

00:22:02.710 --> 00:22:02.720 align:start position:0%
<00:22:02.710>pipelines, <00:22:02.714>undocumented <00:22:02.719>transformations,

00:22:02.720 --> 00:22:04.990 align:start position:0%
<00:22:02.720>pipelines, <00:22:02.895>undocumented <00:22:03.070>transformations, <00:22:03.245>undocumented <00:22:03.420>data <00:22:03.595>products <00:22:03.770>is <00:22:03.945>equal <00:22:04.120>to

00:22:04.990 --> 00:22:05.000 align:start position:0%
<00:22:04.990>undocumented <00:22:04.991>data <00:22:04.993>products <00:22:04.995>is <00:22:04.997>equal <00:22:04.999>to

00:22:05.000 --> 00:22:06.750 align:start position:0%
<00:22:05.000>undocumented <00:22:05.200>data <00:22:05.400>products <00:22:05.600>is <00:22:05.800>equal <00:22:06.000>to <00:22:06.200>documented <00:22:06.400>chaos.

00:22:06.750 --> 00:22:06.760 align:start position:0%
<00:22:06.750>documented <00:22:06.759>chaos.

00:22:06.760 --> 00:22:09.070 align:start position:0%
<00:22:06.760>documented <00:22:06.915>chaos. <00:22:07.071>So, <00:22:07.226>it <00:22:07.382>is <00:22:07.537>not <00:22:07.693>usable. <00:22:07.848>It <00:22:08.004>only <00:22:08.160>just

00:22:09.070 --> 00:22:09.080 align:start position:0%
<00:22:09.070>So, <00:22:09.071>it <00:22:09.072>is <00:22:09.073>not <00:22:09.075>usable. <00:22:09.076>It <00:22:09.077>only <00:22:09.079>just

00:22:09.080 --> 00:22:11.870 align:start position:0%
<00:22:09.080>So, <00:22:09.187>it <00:22:09.295>is <00:22:09.403>not <00:22:09.510>usable. <00:22:09.618>It <00:22:09.726>only <00:22:09.833>just <00:22:09.941>creates <00:22:10.049>more <00:22:10.156>chaos. <00:22:10.264>Give <00:22:10.372>importance <00:22:10.480>to

00:22:11.870 --> 00:22:11.880 align:start position:0%
<00:22:11.870>creates <00:22:11.871>more <00:22:11.873>chaos. <00:22:11.875>Give <00:22:11.877>importance <00:22:11.879>to

00:22:11.880 --> 00:22:13.750 align:start position:0%
<00:22:11.880>creates <00:22:12.113>more <00:22:12.346>chaos. <00:22:12.580>Give <00:22:12.813>importance <00:22:13.046>to <00:22:13.280>documentation.

00:22:13.750 --> 00:22:13.760 align:start position:0%
documentation.

00:22:13.760 --> 00:22:16.470 align:start position:0%
<00:22:13.760>documentation. <00:22:14.110>Building <00:22:14.460>without <00:22:14.810>stakeholder <00:22:15.160>alignment.

00:22:16.470 --> 00:22:16.480 align:start position:0%
<00:22:16.470>Building <00:22:16.473>without <00:22:16.476>stakeholder <00:22:16.479>alignment.

00:22:16.480 --> 00:22:18.550 align:start position:0%
<00:22:16.480>Building <00:22:16.620>without <00:22:16.760>stakeholder <00:22:16.900>alignment. <00:22:17.040>Sometimes, <00:22:17.180>you <00:22:17.320>know, <00:22:17.460>we <00:22:17.600>are <00:22:17.740>so <00:22:17.880>involved

00:22:18.550 --> 00:22:18.560 align:start position:0%
<00:22:18.550>Sometimes, <00:22:18.551>you <00:22:18.553>know, <00:22:18.554>we <00:22:18.556>are <00:22:18.557>so <00:22:18.559>involved

00:22:18.560 --> 00:22:21.350 align:start position:0%
<00:22:18.560>Sometimes, <00:22:18.700>you <00:22:18.840>know, <00:22:18.980>we <00:22:19.120>are <00:22:19.260>so <00:22:19.399>involved <00:22:19.540>into <00:22:19.679>automation, <00:22:19.820>innovation, <00:22:19.960>and

00:22:21.350 --> 00:22:21.360 align:start position:0%
<00:22:21.350>into <00:22:21.352>automation, <00:22:21.356>innovation, <00:22:21.359>and

00:22:21.360 --> 00:22:23.870 align:start position:0%
<00:22:21.360>into <00:22:21.534>automation, <00:22:21.709>innovation, <00:22:21.885>and <00:22:22.060>creating <00:22:22.235>like <00:22:22.409>future-ready <00:22:22.584>systems, <00:22:22.760>we

00:22:23.870 --> 00:22:23.880 align:start position:0%
<00:22:23.870>creating <00:22:23.872>like <00:22:23.874>future-ready <00:22:23.876>systems, <00:22:23.879>we

00:22:23.880 --> 00:22:25.470 align:start position:0%
<00:22:23.880>creating <00:22:24.020>like <00:22:24.160>future-ready <00:22:24.300>systems, <00:22:24.440>we <00:22:24.580>are <00:22:24.720>not <00:22:24.860>even <00:22:25.000>aligned <00:22:25.140>with <00:22:25.280>the

00:22:25.470 --> 00:22:25.480 align:start position:0%
<00:22:25.470>are <00:22:25.471>not <00:22:25.473>even <00:22:25.475>aligned <00:22:25.477>with <00:22:25.479>the

00:22:25.480 --> 00:22:27.870 align:start position:0%
<00:22:25.480>are <00:22:25.607>not <00:22:25.734>even <00:22:25.861>aligned <00:22:25.989>with <00:22:26.116>the <00:22:26.243>stakeholder <00:22:26.370>needs. <00:22:26.498>If <00:22:26.625>what <00:22:26.752>you <00:22:26.880>are

00:22:27.870 --> 00:22:27.880 align:start position:0%
<00:22:27.870>stakeholder <00:22:27.871>needs. <00:22:27.873>If <00:22:27.875>what <00:22:27.877>you <00:22:27.879>are

00:22:27.880 --> 00:22:30.430 align:start position:0%
<00:22:27.880>stakeholder <00:22:28.007>needs. <00:22:28.134>If <00:22:28.261>what <00:22:28.389>you <00:22:28.516>are <00:22:28.643>building <00:22:28.770>is <00:22:28.898>not <00:22:29.025>delivering <00:22:29.152>any <00:22:29.280>business

00:22:30.430 --> 00:22:30.440 align:start position:0%
<00:22:30.430>building <00:22:30.431>is <00:22:30.433>not <00:22:30.435>delivering <00:22:30.437>any <00:22:30.439>business

00:22:30.440 --> 00:22:34.190 align:start position:0%
<00:22:30.440>building <00:22:30.547>is <00:22:30.655>not <00:22:30.763>delivering <00:22:30.870>any <00:22:30.978>business <00:22:31.086>value, <00:22:31.193>it <00:22:31.301>does <00:22:31.409>not <00:22:31.516>count. <00:22:31.624>So, <00:22:31.732>make <00:22:31.840>sure

00:22:34.190 --> 00:22:34.200 align:start position:0%
<00:22:34.190>value, <00:22:34.191>it <00:22:34.192>does <00:22:34.193>not <00:22:34.195>count. <00:22:34.196>So, <00:22:34.197>make <00:22:34.199>sure

00:22:34.200 --> 00:22:35.950 align:start position:0%
<00:22:34.200>value, <00:22:34.316>it <00:22:34.433>does <00:22:34.550>not <00:22:34.666>count. <00:22:34.783>So, <00:22:34.900>make <00:22:35.016>sure <00:22:35.133>that <00:22:35.250>there <00:22:35.366>is <00:22:35.483>timely <00:22:35.600>stakeholder

00:22:35.950 --> 00:22:35.960 align:start position:0%
<00:22:35.950>that <00:22:35.952>there <00:22:35.954>is <00:22:35.956>timely <00:22:35.959>stakeholder

00:22:35.960 --> 00:22:38.230 align:start position:0%
<00:22:35.960>that <00:22:36.100>there <00:22:36.240>is <00:22:36.380>timely <00:22:36.520>stakeholder <00:22:36.660>alignment <00:22:36.800>before <00:22:36.940>you <00:22:37.080>start <00:22:37.220>building <00:22:37.360>your

00:22:38.230 --> 00:22:38.240 align:start position:0%
<00:22:38.230>alignment <00:22:38.231>before <00:22:38.233>you <00:22:38.235>start <00:22:38.237>building <00:22:38.239>your

00:22:38.240 --> 00:22:39.590 align:start position:0%
<00:22:38.240>alignment <00:22:38.442>before <00:22:38.645>you <00:22:38.847>start <00:22:39.050>building <00:22:39.252>your <00:22:39.455>pipelines.

00:22:39.590 --> 00:22:39.600 align:start position:0%
pipelines.

00:22:39.600 --> 00:22:42.270 align:start position:0%
<00:22:39.600>pipelines. <00:22:39.949>Finally, <00:22:40.300>maintenance. <00:22:40.649>Maintenance <00:22:41.000>is

00:22:42.270 --> 00:22:42.280 align:start position:0%
<00:22:42.270>Finally, <00:22:42.273>maintenance. <00:22:42.276>Maintenance <00:22:42.279>is

00:22:42.280 --> 00:22:44.590 align:start position:0%
<00:22:42.280>Finally, <00:22:42.480>maintenance. <00:22:42.680>Maintenance <00:22:42.879>is <00:22:43.080>often <00:22:43.280>underestimated. <00:22:43.480>Building <00:22:43.680>a

00:22:44.590 --> 00:22:44.600 align:start position:0%
<00:22:44.590>often <00:22:44.592>underestimated. <00:22:44.596>Building <00:22:44.599>a

00:22:44.600 --> 00:22:47.630 align:start position:0%
<00:22:44.600>often <00:22:44.727>underestimated. <00:22:44.854>Building <00:22:44.981>a <00:22:45.109>pipeline <00:22:45.236>is <00:22:45.363>only <00:22:45.490>one <00:22:45.618>part <00:22:45.745>of <00:22:45.872>the <00:22:46.000>story.

00:22:47.630 --> 00:22:47.640 align:start position:0%
<00:22:47.630>pipeline <00:22:47.631>is <00:22:47.632>only <00:22:47.633>one <00:22:47.635>part <00:22:47.636>of <00:22:47.637>the <00:22:47.639>story.

00:22:47.640 --> 00:22:50.510 align:start position:0%
<00:22:47.640>pipeline <00:22:47.756>is <00:22:47.873>only <00:22:47.990>one <00:22:48.106>part <00:22:48.223>of <00:22:48.340>the <00:22:48.456>story. <00:22:48.573>It <00:22:48.690>needs <00:22:48.806>maintenance, <00:22:48.923>it <00:22:49.040>needs

00:22:50.510 --> 00:22:50.520 align:start position:0%
<00:22:50.510>It <00:22:50.512>needs <00:22:50.514>maintenance, <00:22:50.516>it <00:22:50.519>needs

00:22:50.520 --> 00:22:53.070 align:start position:0%
<00:22:50.520>It <00:22:50.647>needs <00:22:50.774>maintenance, <00:22:50.901>it <00:22:51.029>needs <00:22:51.156>to <00:22:51.283>scale <00:22:51.410>with <00:22:51.538>time, <00:22:51.665>it <00:22:51.792>needs <00:22:51.920>changes

00:22:53.070 --> 00:22:53.080 align:start position:0%
<00:22:53.070>to <00:22:53.071>scale <00:22:53.072>with <00:22:53.074>time, <00:22:53.076>it <00:22:53.077>needs <00:22:53.079>changes

00:22:53.080 --> 00:22:57.230 align:start position:0%
<00:22:53.080>to <00:22:53.220>scale <00:22:53.360>with <00:22:53.500>time, <00:22:53.639>it <00:22:53.780>needs <00:22:53.919>changes <00:22:54.060>with <00:22:54.199>evolving <00:22:54.340>source <00:22:54.480>systems.

00:22:57.240 --> 00:22:59.790 align:start position:0%
<00:22:57.240>What <00:22:57.440>does <00:22:57.640>the <00:22:57.840>future <00:22:58.040>look <00:22:58.240>like? <00:22:58.440>Now, <00:22:58.640>we

00:22:59.790 --> 00:22:59.800 align:start position:0%
<00:22:59.790>What <00:22:59.791>does <00:22:59.792>the <00:22:59.793>future <00:22:59.795>look <00:22:59.796>like? <00:22:59.797>Now, <00:22:59.799>we

00:22:59.800 --> 00:23:01.510 align:start position:0%
<00:22:59.800>What <00:22:59.907>does <00:23:00.015>the <00:23:00.123>future <00:23:00.230>look <00:23:00.338>like? <00:23:00.446>Now, <00:23:00.553>we <00:23:00.661>are <00:23:00.769>talking <00:23:00.876>about <00:23:00.984>data <00:23:01.092>mesh, <00:23:01.200>there's

00:23:01.510 --> 00:23:01.520 align:start position:0%
<00:23:01.510>are <00:23:01.511>talking <00:23:01.513>about <00:23:01.515>data <00:23:01.517>mesh, <00:23:01.519>there's

00:23:01.520 --> 00:23:03.630 align:start position:0%
<00:23:01.520>are <00:23:01.647>talking <00:23:01.774>about <00:23:01.901>data <00:23:02.029>mesh, <00:23:02.156>there's <00:23:02.283>already <00:23:02.410>something <00:23:02.538>called <00:23:02.665>AI <00:23:02.792>mesh <00:23:02.920>out

00:23:03.630 --> 00:23:03.640 align:start position:0%
<00:23:03.630>already <00:23:03.631>something <00:23:03.633>called <00:23:03.635>AI <00:23:03.637>mesh <00:23:03.639>out

00:23:03.640 --> 00:23:06.070 align:start position:0%
<00:23:03.640>already <00:23:03.756>something <00:23:03.873>called <00:23:03.990>AI <00:23:04.106>mesh <00:23:04.223>out <00:23:04.340>there, <00:23:04.456>you <00:23:04.573>know. <00:23:04.690>Once <00:23:04.806>there <00:23:04.923>are <00:23:05.040>trusted

00:23:06.070 --> 00:23:06.080 align:start position:0%
<00:23:06.070>there, <00:23:06.071>you <00:23:06.072>know. <00:23:06.074>Once <00:23:06.076>there <00:23:06.077>are <00:23:06.079>trusted

00:23:06.080 --> 00:23:08.310 align:start position:0%
<00:23:06.080>there, <00:23:06.196>you <00:23:06.313>know. <00:23:06.429>Once <00:23:06.546>there <00:23:06.663>are <00:23:06.780>trusted <00:23:06.896>data <00:23:07.013>products <00:23:07.129>available, <00:23:07.246>there <00:23:07.363>is <00:23:07.480>a

00:23:08.310 --> 00:23:08.320 align:start position:0%
<00:23:08.310>data <00:23:08.311>products <00:23:08.313>available, <00:23:08.315>there <00:23:08.317>is <00:23:08.319>a

00:23:08.320 --> 00:23:10.510 align:start position:0%
<00:23:08.320>data <00:23:08.460>products <00:23:08.600>available, <00:23:08.740>there <00:23:08.879>is <00:23:09.020>a <00:23:09.159>human <00:23:09.300>intervention <00:23:09.439>to <00:23:09.580>understand <00:23:09.720>these

00:23:10.510 --> 00:23:10.520 align:start position:0%
<00:23:10.510>human <00:23:10.512>intervention <00:23:10.514>to <00:23:10.516>understand <00:23:10.519>these

00:23:10.520 --> 00:23:12.830 align:start position:0%
<00:23:10.520>human <00:23:10.660>intervention <00:23:10.800>to <00:23:10.940>understand <00:23:11.080>these <00:23:11.220>trusted <00:23:11.360>data <00:23:11.500>products, <00:23:11.639>and <00:23:11.780>this <00:23:11.920>human

00:23:12.830 --> 00:23:12.840 align:start position:0%
<00:23:12.830>trusted <00:23:12.831>data <00:23:12.833>products, <00:23:12.835>and <00:23:12.837>this <00:23:12.839>human

00:23:12.840 --> 00:23:15.550 align:start position:0%
<00:23:12.840>trusted <00:23:12.967>data <00:23:13.094>products, <00:23:13.221>and <00:23:13.349>this <00:23:13.476>human <00:23:13.603>intervention <00:23:13.730>can <00:23:13.858>be <00:23:13.985>replaced <00:23:14.112>with <00:23:14.240>AI.

00:23:15.550 --> 00:23:15.560 align:start position:0%
<00:23:15.550>intervention <00:23:15.551>can <00:23:15.553>be <00:23:15.555>replaced <00:23:15.557>with <00:23:15.559>AI.

00:23:15.560 --> 00:23:17.470 align:start position:0%
<00:23:15.560>intervention <00:23:15.676>can <00:23:15.793>be <00:23:15.909>replaced <00:23:16.026>with <00:23:16.143>AI. <00:23:16.260>So, <00:23:16.376>people <00:23:16.493>are <00:23:16.610>already <00:23:16.726>talking <00:23:16.843>about <00:23:16.960>AI

00:23:17.470 --> 00:23:17.480 align:start position:0%
<00:23:17.470>So, <00:23:17.471>people <00:23:17.473>are <00:23:17.474>already <00:23:17.476>talking <00:23:17.477>about <00:23:17.479>AI

00:23:17.480 --> 00:23:19.350 align:start position:0%
<00:23:17.480>So, <00:23:17.635>people <00:23:17.791>are <00:23:17.946>already <00:23:18.102>talking <00:23:18.257>about <00:23:18.413>AI <00:23:18.568>mesh <00:23:18.724>out <00:23:18.880>there.

00:23:19.350 --> 00:23:19.360 align:start position:0%
<00:23:19.350>mesh <00:23:19.354>out <00:23:19.359>there.

00:23:19.360 --> 00:23:21.070 align:start position:0%
<00:23:19.360>mesh <00:23:19.826>out <00:23:20.293>there. <00:23:20.760>Uh

00:23:21.070 --> 00:23:21.080 align:start position:0%
Uh

00:23:21.080 --> 00:23:23.350 align:start position:0%
<00:23:21.080>Uh <00:23:21.313>What <00:23:21.546>else? <00:23:21.780>Metadata <00:23:22.013>driven <00:23:22.246>platform. <00:23:22.480>So,

00:23:23.350 --> 00:23:23.360 align:start position:0%
<00:23:23.350>What <00:23:23.351>else? <00:23:23.353>Metadata <00:23:23.355>driven <00:23:23.357>platform. <00:23:23.359>So,

00:23:23.360 --> 00:23:25.670 align:start position:0%
<00:23:23.360>What <00:23:23.476>else? <00:23:23.593>Metadata <00:23:23.709>driven <00:23:23.826>platform. <00:23:23.943>So, <00:23:24.060>a <00:23:24.176>lot <00:23:24.293>of <00:23:24.409>our <00:23:24.526>pipelines, <00:23:24.643>everything <00:23:24.760>we

00:23:25.670 --> 00:23:25.680 align:start position:0%
<00:23:25.670>a <00:23:25.671>lot <00:23:25.673>of <00:23:25.674>our <00:23:25.676>pipelines, <00:23:25.677>everything <00:23:25.679>we

00:23:25.680 --> 00:23:28.030 align:start position:0%
<00:23:25.680>a <00:23:25.780>lot <00:23:25.880>of <00:23:25.980>our <00:23:26.080>pipelines, <00:23:26.180>everything <00:23:26.280>we <00:23:26.380>write, <00:23:26.480>you <00:23:26.580>know, <00:23:26.680>it <00:23:26.780>comes <00:23:26.880>from <00:23:26.980>us. <00:23:27.080>All

00:23:28.030 --> 00:23:28.040 align:start position:0%
<00:23:28.030>write, <00:23:28.031>you <00:23:28.032>know, <00:23:28.033>it <00:23:28.035>comes <00:23:28.036>from <00:23:28.037>us. <00:23:28.039>All

00:23:28.040 --> 00:23:29.910 align:start position:0%
<00:23:28.040>write, <00:23:28.139>you <00:23:28.240>know, <00:23:28.340>it <00:23:28.440>comes <00:23:28.540>from <00:23:28.639>us. <00:23:28.740>All <00:23:28.840>of <00:23:28.940>this <00:23:29.040>can <00:23:29.139>also <00:23:29.240>be <00:23:29.340>automated <00:23:29.440>with

00:23:29.910 --> 00:23:29.920 align:start position:0%
<00:23:29.910>of <00:23:29.911>this <00:23:29.913>can <00:23:29.914>also <00:23:29.916>be <00:23:29.917>automated <00:23:29.919>with

00:23:29.920 --> 00:23:32.990 align:start position:0%
<00:23:29.920>of <00:23:30.047>this <00:23:30.174>can <00:23:30.301>also <00:23:30.429>be <00:23:30.556>automated <00:23:30.683>with <00:23:30.810>metadata <00:23:30.938>information <00:23:31.065>that <00:23:31.192>is <00:23:31.320>available.

00:23:32.990 --> 00:23:33.000 align:start position:0%
<00:23:32.990>metadata <00:23:32.992>information <00:23:32.994>that <00:23:32.996>is <00:23:32.999>available.

00:23:33.000 --> 00:23:34.630 align:start position:0%
<00:23:33.000>metadata <00:23:33.200>information <00:23:33.400>that <00:23:33.600>is <00:23:33.800>available. <00:23:34.000>Call <00:23:34.200>to <00:23:34.400>action.

00:23:34.630 --> 00:23:34.640 align:start position:0%
<00:23:34.630>Call <00:23:34.634>to <00:23:34.639>action.

00:23:34.640 --> 00:23:37.630 align:start position:0%
<00:23:34.640>Call <00:23:34.795>to <00:23:34.951>action. <00:23:35.106>AI <00:23:35.262>changes <00:23:35.417>the <00:23:35.573>tooling. <00:23:35.728>It <00:23:35.884>does <00:23:36.040>not

00:23:37.630 --> 00:23:37.640 align:start position:0%
<00:23:37.630>AI <00:23:37.631>changes <00:23:37.633>the <00:23:37.634>tooling. <00:23:37.636>It <00:23:37.637>does <00:23:37.639>not

00:23:37.640 --> 00:23:39.590 align:start position:0%
<00:23:37.640>AI <00:23:37.767>changes <00:23:37.894>the <00:23:38.021>tooling. <00:23:38.149>It <00:23:38.276>does <00:23:38.403>not <00:23:38.530>change <00:23:38.658>the <00:23:38.785>need <00:23:38.912>for <00:23:39.040>engineering

00:23:39.590 --> 00:23:39.600 align:start position:0%
<00:23:39.590>change <00:23:39.592>the <00:23:39.594>need <00:23:39.596>for <00:23:39.599>engineering

00:23:39.600 --> 00:23:42.270 align:start position:0%
<00:23:39.600>change <00:23:39.833>the <00:23:40.066>need <00:23:40.300>for <00:23:40.533>engineering <00:23:40.766>discipline. <00:23:41.000>Period.

00:23:42.270 --> 00:23:42.280 align:start position:0%
<00:23:42.270>discipline. <00:23:42.279>Period.

00:23:42.280 --> 00:23:45.910 align:start position:0%
<00:23:42.280>discipline. <00:23:42.420>Period. <00:23:42.560>Data <00:23:42.700>engineer <00:23:42.840>So, <00:23:42.980>I <00:23:43.120>I <00:23:43.260>I <00:23:43.399>I <00:23:43.540>keep <00:23:43.680>telling,

00:23:45.910 --> 00:23:45.920 align:start position:0%
<00:23:45.910>Data <00:23:45.911>engineer <00:23:45.912>So, <00:23:45.913>I <00:23:45.914>I <00:23:45.915>I <00:23:45.916>I <00:23:45.917>keep <00:23:45.919>telling,

00:23:45.920 --> 00:23:48.310 align:start position:0%
<00:23:45.920>Data <00:23:46.013>engineer <00:23:46.106>So, <00:23:46.200>I <00:23:46.293>I <00:23:46.386>I <00:23:46.480>I <00:23:46.573>keep <00:23:46.666>telling, <00:23:46.760>you <00:23:46.853>know, <00:23:46.946>invest <00:23:47.040>in <00:23:47.133>data <00:23:47.226>engineering <00:23:47.320>if

00:23:48.310 --> 00:23:48.320 align:start position:0%
<00:23:48.310>you <00:23:48.311>know, <00:23:48.312>invest <00:23:48.314>in <00:23:48.316>data <00:23:48.317>engineering <00:23:48.319>if

00:23:48.320 --> 00:23:50.630 align:start position:0%
<00:23:48.320>you <00:23:48.419>know, <00:23:48.520>invest <00:23:48.620>in <00:23:48.720>data <00:23:48.820>engineering <00:23:48.919>if <00:23:49.020>you <00:23:49.120>want <00:23:49.220>to <00:23:49.320>unlock <00:23:49.419>the <00:23:49.520>potential <00:23:49.620>of <00:23:49.720>AI.

00:23:50.630 --> 00:23:50.640 align:start position:0%
<00:23:50.630>you <00:23:50.631>want <00:23:50.632>to <00:23:50.633>unlock <00:23:50.635>the <00:23:50.636>potential <00:23:50.637>of <00:23:50.639>AI.

00:23:50.640 --> 00:23:52.550 align:start position:0%
<00:23:50.640>you <00:23:50.733>want <00:23:50.826>to <00:23:50.920>unlock <00:23:51.013>the <00:23:51.106>potential <00:23:51.200>of <00:23:51.293>AI. <00:23:51.386>Before <00:23:51.480>being <00:23:51.573>AI <00:23:51.666>ready, <00:23:51.760>we <00:23:51.853>need <00:23:51.946>to <00:23:52.040>be

00:23:52.550 --> 00:23:52.560 align:start position:0%
<00:23:52.550>Before <00:23:52.551>being <00:23:52.552>AI <00:23:52.553>ready, <00:23:52.555>we <00:23:52.556>need <00:23:52.557>to <00:23:52.559>be

00:23:52.560 --> 00:23:55.390 align:start position:0%
<00:23:52.560>Before <00:23:52.667>being <00:23:52.775>AI <00:23:52.883>ready, <00:23:52.990>we <00:23:53.098>need <00:23:53.206>to <00:23:53.313>be <00:23:53.421>data <00:23:53.529>ready <00:23:53.636>before <00:23:53.744>generating <00:23:53.852>AI <00:23:53.960>uh

00:23:55.390 --> 00:23:55.400 align:start position:0%
<00:23:55.390>data <00:23:55.391>ready <00:23:55.393>before <00:23:55.395>generating <00:23:55.397>AI <00:23:55.399>uh

00:23:55.400 --> 00:23:58.470 align:start position:0%
<00:23:55.400>data <00:23:55.633>ready <00:23:55.866>before <00:23:56.100>generating <00:23:56.333>AI <00:23:56.566>uh <00:23:56.800>value.

00:23:58.480 --> 00:24:00.070 align:start position:0%
<00:23:58.480>So, <00:23:58.680>what <00:23:58.880>are <00:23:59.080>some <00:23:59.280>of <00:23:59.480>the <00:23:59.680>key <00:23:59.880>take

00:24:00.070 --> 00:24:00.080 align:start position:0%
<00:24:00.070>So, <00:24:00.071>what <00:24:00.072>are <00:24:00.073>some <00:24:00.075>of <00:24:00.076>the <00:24:00.077>key <00:24:00.079>take

00:24:00.080 --> 00:24:02.510 align:start position:0%
<00:24:00.080>So, <00:24:00.173>what <00:24:00.266>are <00:24:00.360>some <00:24:00.453>of <00:24:00.546>the <00:24:00.639>key <00:24:00.733>take <00:24:00.826>takeaways <00:24:00.919>that <00:24:01.013>I <00:24:01.106>would <00:24:01.199>like <00:24:01.293>you <00:24:01.386>all <00:24:01.480>to

00:24:02.510 --> 00:24:02.520 align:start position:0%
<00:24:02.510>takeaways <00:24:02.511>that <00:24:02.512>I <00:24:02.513>would <00:24:02.515>like <00:24:02.516>you <00:24:02.517>all <00:24:02.519>to

00:24:02.520 --> 00:24:05.070 align:start position:0%
<00:24:02.520>takeaways <00:24:02.620>that <00:24:02.720>I <00:24:02.820>would <00:24:02.920>like <00:24:03.020>you <00:24:03.120>all <00:24:03.220>to <00:24:03.320>take <00:24:03.420>back <00:24:03.520>with <00:24:03.620>you. <00:24:03.720>Data <00:24:03.820>engineering <00:24:03.920>is

00:24:05.070 --> 00:24:05.080 align:start position:0%
<00:24:05.070>take <00:24:05.071>back <00:24:05.072>with <00:24:05.074>you. <00:24:05.076>Data <00:24:05.077>engineering <00:24:05.079>is

00:24:05.080 --> 00:24:07.710 align:start position:0%
<00:24:05.080>take <00:24:05.187>back <00:24:05.295>with <00:24:05.403>you. <00:24:05.510>Data <00:24:05.618>engineering <00:24:05.726>is <00:24:05.833>not <00:24:05.941>just <00:24:06.049>SQL. <00:24:06.156>Data <00:24:06.264>engineering <00:24:06.372>is <00:24:06.480>not

00:24:07.710 --> 00:24:07.720 align:start position:0%
<00:24:07.710>not <00:24:07.711>just <00:24:07.713>SQL. <00:24:07.714>Data <00:24:07.716>engineering <00:24:07.717>is <00:24:07.719>not

00:24:07.720 --> 00:24:10.230 align:start position:0%
<00:24:07.720>not <00:24:07.836>just <00:24:07.953>SQL. <00:24:08.070>Data <00:24:08.186>engineering <00:24:08.303>is <00:24:08.420>not <00:24:08.536>just <00:24:08.653>pipelines. <00:24:08.770>Data <00:24:08.886>engineering <00:24:09.003>is <00:24:09.120>not

00:24:10.230 --> 00:24:10.240 align:start position:0%
<00:24:10.230>just <00:24:10.231>pipelines. <00:24:10.233>Data <00:24:10.235>engineering <00:24:10.237>is <00:24:10.239>not

00:24:10.240 --> 00:24:12.790 align:start position:0%
<00:24:10.240>just <00:24:10.380>pipelines. <00:24:10.520>Data <00:24:10.660>engineering <00:24:10.800>is <00:24:10.940>not <00:24:11.080>just <00:24:11.220>dashboards. <00:24:11.360>It <00:24:11.500>is <00:24:11.640>system

00:24:12.790 --> 00:24:12.800 align:start position:0%
<00:24:12.790>just <00:24:12.792>dashboards. <00:24:12.794>It <00:24:12.796>is <00:24:12.799>system

00:24:12.800 --> 00:24:15.390 align:start position:0%
<00:24:12.800>just <00:24:12.955>dashboards. <00:24:13.111>It <00:24:13.266>is <00:24:13.422>system <00:24:13.577>engineering <00:24:13.733>of <00:24:13.888>data. <00:24:14.044>It's <00:24:14.200>reliability

00:24:15.390 --> 00:24:15.400 align:start position:0%
<00:24:15.390>engineering <00:24:15.392>of <00:24:15.394>data. <00:24:15.396>It's <00:24:15.399>reliability

00:24:15.400 --> 00:24:18.190 align:start position:0%
<00:24:15.400>engineering <00:24:15.575>of <00:24:15.750>data. <00:24:15.925>It's <00:24:16.100>reliability <00:24:16.275>engineering. <00:24:16.450>It's <00:24:16.625>business <00:24:16.800>empowerment,

00:24:18.190 --> 00:24:18.200 align:start position:0%
<00:24:18.190>engineering. <00:24:18.193>It's <00:24:18.196>business <00:24:18.199>empowerment,

00:24:18.200 --> 00:24:20.910 align:start position:0%
<00:24:18.200>engineering. <00:24:18.375>It's <00:24:18.550>business <00:24:18.725>empowerment, <00:24:18.900>scalability, <00:24:19.075>and <00:24:19.250>finally, <00:24:19.425>it's <00:24:19.600>trust

00:24:20.910 --> 00:24:20.920 align:start position:0%
<00:24:20.910>scalability, <00:24:20.912>and <00:24:20.914>finally, <00:24:20.916>it's <00:24:20.919>trust

00:24:20.920 --> 00:24:22.750 align:start position:0%
<00:24:20.920>scalability, <00:24:21.153>and <00:24:21.386>finally, <00:24:21.620>it's <00:24:21.853>trust <00:24:22.086>building. <00:24:22.320>It's

00:24:22.750 --> 00:24:22.760 align:start position:0%
<00:24:22.750>building. <00:24:22.759>It's

00:24:22.760 --> 00:24:24.910 align:start position:0%
<00:24:22.760>building. <00:24:22.960>It's <00:24:23.160>It <00:24:23.360>builds <00:24:23.560>tremendous <00:24:23.760>amount <00:24:23.960>of <00:24:24.160>trust,

00:24:24.910 --> 00:24:24.920 align:start position:0%
<00:24:24.910>It <00:24:24.911>builds <00:24:24.913>tremendous <00:24:24.915>amount <00:24:24.917>of <00:24:24.919>trust,

00:24:24.920 --> 00:24:27.990 align:start position:0%
<00:24:24.920>It <00:24:25.027>builds <00:24:25.135>tremendous <00:24:25.243>amount <00:24:25.350>of <00:24:25.458>trust, <00:24:25.566>and <00:24:25.673>to <00:24:25.781>lose <00:24:25.889>trust <00:24:25.996>is <00:24:26.104>very <00:24:26.212>easy. <00:24:26.320>Building

00:24:27.990 --> 00:24:28.000 align:start position:0%
<00:24:27.990>and <00:24:27.991>to <00:24:27.992>lose <00:24:27.993>trust <00:24:27.995>is <00:24:27.996>very <00:24:27.997>easy. <00:24:27.999>Building

00:24:28.000 --> 00:24:30.230 align:start position:0%
<00:24:28.000>and <00:24:28.093>to <00:24:28.186>lose <00:24:28.280>trust <00:24:28.373>is <00:24:28.466>very <00:24:28.560>easy. <00:24:28.653>Building <00:24:28.746>the <00:24:28.840>trust <00:24:28.933>in <00:24:29.026>your <00:24:29.120>data <00:24:29.213>is <00:24:29.306>the <00:24:29.400>difficult

00:24:30.230 --> 00:24:30.240 align:start position:0%
<00:24:30.230>the <00:24:30.231>trust <00:24:30.232>in <00:24:30.233>your <00:24:30.235>data <00:24:30.236>is <00:24:30.237>the <00:24:30.239>difficult

00:24:30.240 --> 00:24:31.910 align:start position:0%
<00:24:30.240>the <00:24:30.347>trust <00:24:30.455>in <00:24:30.563>your <00:24:30.670>data <00:24:30.778>is <00:24:30.886>the <00:24:30.993>difficult <00:24:31.101>part <00:24:31.209>that <00:24:31.316>we <00:24:31.424>face <00:24:31.532>today <00:24:31.640>within

00:24:31.910 --> 00:24:31.920 align:start position:0%
<00:24:31.910>part <00:24:31.911>that <00:24:31.913>we <00:24:31.915>face <00:24:31.917>today <00:24:31.919>within

00:24:31.920 --> 00:24:34.190 align:start position:0%
<00:24:31.920>part <00:24:32.153>that <00:24:32.386>we <00:24:32.620>face <00:24:32.853>today <00:24:33.086>within <00:24:33.320>organizations.

00:24:34.190 --> 00:24:34.200 align:start position:0%
organizations.

00:24:34.200 --> 00:24:37.510 align:start position:0%
<00:24:34.200>organizations. <00:24:34.400>Thank <00:24:34.600>you <00:24:34.800>all <00:24:35.000>for <00:24:35.200>your <00:24:35.400>time, <00:24:35.600>and

00:24:37.510 --> 00:24:37.520 align:start position:0%
<00:24:37.510>Thank <00:24:37.511>you <00:24:37.513>all <00:24:37.514>for <00:24:37.516>your <00:24:37.517>time, <00:24:37.519>and

00:24:37.520 --> 00:24:39.390 align:start position:0%
<00:24:37.520>Thank <00:24:37.627>you <00:24:37.735>all <00:24:37.843>for <00:24:37.950>your <00:24:38.058>time, <00:24:38.166>and <00:24:38.273>looking <00:24:38.381>forward <00:24:38.489>to <00:24:38.596>some <00:24:38.704>questions <00:24:38.812>if <00:24:38.920>you

00:24:39.390 --> 00:24:39.400 align:start position:0%
<00:24:39.390>looking <00:24:39.391>forward <00:24:39.393>to <00:24:39.394>some <00:24:39.396>questions <00:24:39.397>if <00:24:39.399>you

00:24:39.400 --> 00:24:40.306 align:start position:0%
<00:24:39.400>looking <00:24:39.516>forward <00:24:39.632>to <00:24:39.749>some <00:24:39.865>questions <00:24:39.982>if <00:24:40.098>you <00:24:40.215>have.

00:24:40.306 --> 00:24:40.316 align:start position:0%
have.

00:24:40.316 --> 00:24:47.830 align:start position:0%
<00:24:40.316>have. <00:24:41.016>&gt;&gt; <00:24:41.716>[applause]

00:24:47.840 --> 00:24:48.510 align:start position:0%
<00:24:47.840>&gt;&gt; <00:24:48.443>Uh

00:24:48.510 --> 00:24:48.520 align:start position:0%
<00:24:48.510>&gt;&gt; <00:24:48.519>Uh

00:24:48.520 --> 00:24:49.950 align:start position:0%
<00:24:48.520>&gt;&gt; <00:24:48.680>Uh <00:24:48.841>thank <00:24:49.002>you <00:24:49.163>so <00:24:49.324>much, <00:24:49.485>Sandhya, <00:24:49.646>for <00:24:49.807>this

00:24:49.950 --> 00:24:49.960 align:start position:0%
<00:24:49.950>thank <00:24:49.951>you <00:24:49.953>so <00:24:49.954>much, <00:24:49.956>Sandhya, <00:24:49.957>for <00:24:49.959>this

00:24:49.960 --> 00:24:52.030 align:start position:0%
<00:24:49.960>thank <00:24:50.135>you <00:24:50.310>so <00:24:50.485>much, <00:24:50.660>Sandhya, <00:24:50.835>for <00:24:51.010>this <00:24:51.185>awesome <00:24:51.360>session.

00:24:52.030 --> 00:24:52.040 align:start position:0%
<00:24:52.030>awesome <00:24:52.039>session.

00:24:52.040 --> 00:24:52.630 align:start position:0%
<00:24:52.040>awesome <00:24:52.305>session. <00:24:52.571>Uh

00:24:52.630 --> 00:24:52.640 align:start position:0%
Uh

00:24:52.640 --> 00:24:55.430 align:start position:0%
<00:24:52.640>Uh <00:24:52.920>we <00:24:53.200>have <00:24:53.480>one <00:24:53.760>question <00:24:54.040>from

00:24:55.430 --> 00:24:55.440 align:start position:0%
<00:24:55.430>we <00:24:55.432>have <00:24:55.434>one <00:24:55.436>question <00:24:55.439>from

00:24:55.440 --> 00:24:56.950 align:start position:0%
<00:24:55.440>we <00:24:55.666>have <00:24:55.893>one <00:24:56.119>question <00:24:56.346>from <00:24:56.572>Blasius <00:24:56.799>uh

00:24:56.950 --> 00:24:56.960 align:start position:0%
<00:24:56.950>Blasius <00:24:56.959>uh

00:24:56.960 --> 00:24:59.590 align:start position:0%
<00:24:56.960>Blasius <00:24:57.160>uh <00:24:57.360>Tylove. <00:24:57.560>Sorry <00:24:57.760>my <00:24:57.960>for <00:24:58.160>my <00:24:58.360>pronunciation

00:24:59.590 --> 00:24:59.600 align:start position:0%
<00:24:59.590>Tylove. <00:24:59.591>Sorry <00:24:59.593>my <00:24:59.595>for <00:24:59.597>my <00:24:59.599>pronunciation

00:24:59.600 --> 00:25:00.910 align:start position:0%
<00:24:59.600>Tylove. <00:24:59.796>Sorry <00:24:59.993>my <00:25:00.189>for <00:25:00.386>my <00:25:00.582>pronunciation <00:25:00.779>mistake.

00:25:00.910 --> 00:25:00.920 align:start position:0%
mistake.

00:25:00.920 --> 00:25:03.190 align:start position:0%
<00:25:00.920>mistake. <00:25:01.153>How <00:25:01.386>did <00:25:01.620>you <00:25:01.853>approach <00:25:02.086>transferring <00:25:02.320>data

00:25:03.190 --> 00:25:03.200 align:start position:0%
<00:25:03.190>How <00:25:03.191>did <00:25:03.193>you <00:25:03.195>approach <00:25:03.197>transferring <00:25:03.199>data

00:25:03.200 --> 00:25:06.150 align:start position:0%
<00:25:03.200>How <00:25:03.327>did <00:25:03.454>you <00:25:03.581>approach <00:25:03.709>transferring <00:25:03.836>data <00:25:03.963>ownership <00:25:04.090>to <00:25:04.218>domain <00:25:04.345>teams <00:25:04.472>and <00:25:04.600>building

00:25:06.150 --> 00:25:06.160 align:start position:0%
<00:25:06.150>ownership <00:25:06.151>to <00:25:06.153>domain <00:25:06.155>teams <00:25:06.157>and <00:25:06.159>building

00:25:06.160 --> 00:25:08.470 align:start position:0%
<00:25:06.160>ownership <00:25:06.267>to <00:25:06.375>domain <00:25:06.483>teams <00:25:06.590>and <00:25:06.698>building <00:25:06.806>the <00:25:06.913>skills <00:25:07.021>they <00:25:07.129>needed <00:25:07.236>to <00:25:07.344>take <00:25:07.452>on <00:25:07.560>that

00:25:08.470 --> 00:25:08.480 align:start position:0%
<00:25:08.470>the <00:25:08.471>skills <00:25:08.472>they <00:25:08.473>needed <00:25:08.475>to <00:25:08.476>take <00:25:08.477>on <00:25:08.479>that

00:25:08.480 --> 00:25:10.550 align:start position:0%
<00:25:08.480>the <00:25:08.635>skills <00:25:08.791>they <00:25:08.946>needed <00:25:09.102>to <00:25:09.257>take <00:25:09.413>on <00:25:09.568>that <00:25:09.724>responsibility <00:25:09.880>successfully?

00:25:10.550 --> 00:25:10.560 align:start position:0%
<00:25:10.550>responsibility <00:25:10.559>successfully?

00:25:10.560 --> 00:25:13.470 align:start position:0%
<00:25:10.560>responsibility <00:25:10.687>successfully? <00:25:10.814>&gt;&gt; <00:25:10.941>Yeah. <00:25:11.069>So, <00:25:11.196>like <00:25:11.323>I <00:25:11.450>said, <00:25:11.578>this <00:25:11.705>is <00:25:11.832>a <00:25:11.960>very

00:25:13.470 --> 00:25:13.480 align:start position:0%
<00:25:13.470>&gt;&gt; <00:25:13.471>Yeah. <00:25:13.472>So, <00:25:13.473>like <00:25:13.474>I <00:25:13.475>said, <00:25:13.476>this <00:25:13.477>is <00:25:13.478>a <00:25:13.479>very

00:25:13.480 --> 00:25:16.030 align:start position:0%
<00:25:13.480>&gt;&gt; <00:25:13.573>Yeah. <00:25:13.666>So, <00:25:13.760>like <00:25:13.853>I <00:25:13.946>said, <00:25:14.040>this <00:25:14.133>is <00:25:14.226>a <00:25:14.320>very <00:25:14.413>difficult <00:25:14.506>part <00:25:14.600>when <00:25:14.693>transitioning <00:25:14.786>from <00:25:14.880>a

00:25:16.030 --> 00:25:16.040 align:start position:0%
<00:25:16.030>difficult <00:25:16.031>part <00:25:16.033>when <00:25:16.035>transitioning <00:25:16.037>from <00:25:16.039>a

00:25:16.040 --> 00:25:18.830 align:start position:0%
<00:25:16.040>difficult <00:25:16.167>part <00:25:16.294>when <00:25:16.421>transitioning <00:25:16.549>from <00:25:16.676>a <00:25:16.803>centralized <00:25:16.930>to <00:25:17.058>a <00:25:17.185>decentralized <00:25:17.312>team. <00:25:17.440>So,

00:25:18.830 --> 00:25:18.840 align:start position:0%
<00:25:18.830>centralized <00:25:18.831>to <00:25:18.833>a <00:25:18.835>decentralized <00:25:18.837>team. <00:25:18.839>So,

00:25:18.840 --> 00:25:20.390 align:start position:0%
<00:25:18.840>centralized <00:25:18.956>to <00:25:19.072>a <00:25:19.188>decentralized <00:25:19.305>team. <00:25:19.421>So, <00:25:19.537>if <00:25:19.653>you <00:25:19.770>remember, <00:25:19.886>I <00:25:20.002>talked <00:25:20.118>about <00:25:20.235>an

00:25:20.390 --> 00:25:20.400 align:start position:0%
<00:25:20.390>if <00:25:20.391>you <00:25:20.393>remember, <00:25:20.394>I <00:25:20.396>talked <00:25:20.397>about <00:25:20.399>an

00:25:20.400 --> 00:25:22.830 align:start position:0%
<00:25:20.400>if <00:25:20.507>you <00:25:20.615>remember, <00:25:20.723>I <00:25:20.830>talked <00:25:20.938>about <00:25:21.046>an <00:25:21.153>analytical <00:25:21.261>modeling <00:25:21.369>layer <00:25:21.476>that <00:25:21.584>we <00:25:21.692>had <00:25:21.800>on

00:25:22.830 --> 00:25:22.840 align:start position:0%
<00:25:22.830>analytical <00:25:22.831>modeling <00:25:22.832>layer <00:25:22.834>that <00:25:22.836>we <00:25:22.837>had <00:25:22.839>on

00:25:22.840 --> 00:25:25.750 align:start position:0%
<00:25:22.840>analytical <00:25:22.933>modeling <00:25:23.026>layer <00:25:23.120>that <00:25:23.213>we <00:25:23.306>had <00:25:23.399>on <00:25:23.493>top <00:25:23.586>of <00:25:23.679>our <00:25:23.773>data <00:25:23.866>data <00:25:23.959>vault. <00:25:24.053>And <00:25:24.146>that <00:25:24.240>is

00:25:25.750 --> 00:25:25.760 align:start position:0%
<00:25:25.750>top <00:25:25.751>of <00:25:25.752>our <00:25:25.753>data <00:25:25.754>data <00:25:25.755>vault. <00:25:25.756>And <00:25:25.757>that <00:25:25.759>is

00:25:25.760 --> 00:25:27.510 align:start position:0%
<00:25:25.760>top <00:25:25.853>of <00:25:25.946>our <00:25:26.040>data <00:25:26.133>data <00:25:26.226>vault. <00:25:26.320>And <00:25:26.413>that <00:25:26.506>is <00:25:26.600>the <00:25:26.693>struggle <00:25:26.786>that <00:25:26.879>we <00:25:26.973>are <00:25:27.066>also <00:25:27.160>currently

00:25:27.510 --> 00:25:27.520 align:start position:0%
<00:25:27.510>the <00:25:27.511>struggle <00:25:27.513>that <00:25:27.514>we <00:25:27.516>are <00:25:27.517>also <00:25:27.519>currently

00:25:27.520 --> 00:25:29.910 align:start position:0%
<00:25:27.520>the <00:25:27.627>struggle <00:25:27.735>that <00:25:27.843>we <00:25:27.950>are <00:25:28.058>also <00:25:28.166>currently <00:25:28.273>facing <00:25:28.381>because <00:25:28.489>we <00:25:28.596>said <00:25:28.704>we <00:25:28.812>will <00:25:28.920>not

00:25:29.910 --> 00:25:29.920 align:start position:0%
<00:25:29.910>facing <00:25:29.911>because <00:25:29.913>we <00:25:29.914>said <00:25:29.916>we <00:25:29.917>will <00:25:29.919>not

00:25:29.920 --> 00:25:32.190 align:start position:0%
<00:25:29.920>facing <00:25:30.047>because <00:25:30.174>we <00:25:30.301>said <00:25:30.429>we <00:25:30.556>will <00:25:30.683>not <00:25:30.810>update <00:25:30.938>this <00:25:31.065>analytical <00:25:31.192>modeling <00:25:31.320>layer

00:25:32.190 --> 00:25:32.200 align:start position:0%
<00:25:32.190>update <00:25:32.192>this <00:25:32.194>analytical <00:25:32.196>modeling <00:25:32.199>layer

00:25:32.200 --> 00:25:34.630 align:start position:0%
<00:25:32.200>update <00:25:32.340>this <00:25:32.480>analytical <00:25:32.620>modeling <00:25:32.760>layer <00:25:32.900>anymore. <00:25:33.040>The <00:25:33.180>ownership <00:25:33.320>does <00:25:33.460>not <00:25:33.600>rely

00:25:34.630 --> 00:25:34.640 align:start position:0%
<00:25:34.630>anymore. <00:25:34.631>The <00:25:34.633>ownership <00:25:34.635>does <00:25:34.637>not <00:25:34.639>rely

00:25:34.640 --> 00:25:36.510 align:start position:0%
<00:25:34.640>anymore. <00:25:34.756>The <00:25:34.873>ownership <00:25:34.990>does <00:25:35.106>not <00:25:35.223>rely <00:25:35.340>with <00:25:35.456>us <00:25:35.573>anymore. <00:25:35.690>There <00:25:35.806>is <00:25:35.923>a <00:25:36.040>data

00:25:36.510 --> 00:25:36.520 align:start position:0%
<00:25:36.510>with <00:25:36.511>us <00:25:36.513>anymore. <00:25:36.514>There <00:25:36.516>is <00:25:36.517>a <00:25:36.519>data

00:25:36.520 --> 00:25:39.030 align:start position:0%
<00:25:36.520>with <00:25:36.627>us <00:25:36.735>anymore. <00:25:36.843>There <00:25:36.950>is <00:25:37.058>a <00:25:37.166>data <00:25:37.273>governance <00:25:37.381>team <00:25:37.489>at <00:25:37.596>Aon <00:25:37.704>who <00:25:37.812>is <00:25:37.920>very

00:25:39.030 --> 00:25:39.040 align:start position:0%
<00:25:39.030>governance <00:25:39.031>team <00:25:39.033>at <00:25:39.034>Aon <00:25:39.036>who <00:25:39.037>is <00:25:39.039>very

00:25:39.040 --> 00:25:41.270 align:start position:0%
<00:25:39.040>governance <00:25:39.147>team <00:25:39.255>at <00:25:39.363>Aon <00:25:39.470>who <00:25:39.578>is <00:25:39.686>very <00:25:39.793>strongly <00:25:39.901>involved <00:25:40.009>in <00:25:40.116>talking <00:25:40.224>to <00:25:40.332>all <00:25:40.440>the

00:25:41.270 --> 00:25:41.280 align:start position:0%
<00:25:41.270>strongly <00:25:41.271>involved <00:25:41.273>in <00:25:41.274>talking <00:25:41.276>to <00:25:41.277>all <00:25:41.279>the

00:25:41.280 --> 00:25:43.510 align:start position:0%
<00:25:41.280>strongly <00:25:41.407>involved <00:25:41.534>in <00:25:41.661>talking <00:25:41.789>to <00:25:41.916>all <00:25:42.043>the <00:25:42.170>domains <00:25:42.298>teams <00:25:42.425>to <00:25:42.552>establish <00:25:42.680>domain

00:25:43.510 --> 00:25:43.520 align:start position:0%
<00:25:43.510>domains <00:25:43.512>teams <00:25:43.514>to <00:25:43.516>establish <00:25:43.519>domain

00:25:43.520 --> 00:25:46.150 align:start position:0%
<00:25:43.520>domains <00:25:43.660>teams <00:25:43.800>to <00:25:43.940>establish <00:25:44.080>domain <00:25:44.220>ownership. <00:25:44.360>We <00:25:44.500>also <00:25:44.639>track <00:25:44.780>because <00:25:44.920>some

00:25:46.150 --> 00:25:46.160 align:start position:0%
<00:25:46.150>ownership. <00:25:46.151>We <00:25:46.153>also <00:25:46.155>track <00:25:46.157>because <00:25:46.159>some

00:25:46.160 --> 00:25:47.750 align:start position:0%
<00:25:46.160>ownership. <00:25:46.287>We <00:25:46.414>also <00:25:46.541>track <00:25:46.669>because <00:25:46.796>some <00:25:46.923>things <00:25:47.050>are <00:25:47.178>already <00:25:47.305>built, <00:25:47.432>some <00:25:47.560>logic

00:25:47.750 --> 00:25:47.760 align:start position:0%
<00:25:47.750>things <00:25:47.751>are <00:25:47.753>already <00:25:47.755>built, <00:25:47.757>some <00:25:47.759>logic

00:25:47.760 --> 00:25:50.190 align:start position:0%
<00:25:47.760>things <00:25:47.876>are <00:25:47.993>already <00:25:48.110>built, <00:25:48.226>some <00:25:48.343>logic <00:25:48.460>already <00:25:48.576>exists, <00:25:48.693>but <00:25:48.810>is <00:25:48.926>never <00:25:49.043>used. <00:25:49.160>So,

00:25:50.190 --> 00:25:50.200 align:start position:0%
<00:25:50.190>already <00:25:50.191>exists, <00:25:50.193>but <00:25:50.194>is <00:25:50.196>never <00:25:50.197>used. <00:25:50.199>So,

00:25:50.200 --> 00:25:52.270 align:start position:0%
<00:25:50.200>already <00:25:50.293>exists, <00:25:50.386>but <00:25:50.480>is <00:25:50.573>never <00:25:50.666>used. <00:25:50.760>So, <00:25:50.853>we <00:25:50.946>keep <00:25:51.040>a <00:25:51.133>track <00:25:51.226>on <00:25:51.320>how <00:25:51.413>many <00:25:51.506>queries <00:25:51.600>were

00:25:52.270 --> 00:25:52.280 align:start position:0%
<00:25:52.270>we <00:25:52.271>keep <00:25:52.272>a <00:25:52.273>track <00:25:52.274>on <00:25:52.275>how <00:25:52.276>many <00:25:52.277>queries <00:25:52.279>were

00:25:52.280 --> 00:25:54.310 align:start position:0%
<00:25:52.280>we <00:25:52.379>keep <00:25:52.480>a <00:25:52.580>track <00:25:52.680>on <00:25:52.780>how <00:25:52.879>many <00:25:52.980>queries <00:25:53.080>were <00:25:53.180>executed <00:25:53.280>on <00:25:53.379>this <00:25:53.480>particular <00:25:53.580>table <00:25:53.680>and

00:25:54.310 --> 00:25:54.320 align:start position:0%
<00:25:54.310>executed <00:25:54.311>on <00:25:54.313>this <00:25:54.315>particular <00:25:54.317>table <00:25:54.319>and

00:25:54.320 --> 00:25:56.350 align:start position:0%
<00:25:54.320>executed <00:25:54.436>on <00:25:54.553>this <00:25:54.669>particular <00:25:54.786>table <00:25:54.903>and <00:25:55.020>then <00:25:55.136>try <00:25:55.253>to <00:25:55.370>contact <00:25:55.486>the <00:25:55.603>people <00:25:55.720>and

00:25:56.350 --> 00:25:56.360 align:start position:0%
<00:25:56.350>then <00:25:56.351>try <00:25:56.352>to <00:25:56.354>contact <00:25:56.356>the <00:25:56.357>people <00:25:56.359>and

00:25:56.360 --> 00:25:58.830 align:start position:0%
<00:25:56.360>then <00:25:56.467>try <00:25:56.575>to <00:25:56.683>contact <00:25:56.790>the <00:25:56.898>people <00:25:57.006>and <00:25:57.113>establish <00:25:57.221>ownership <00:25:57.329>and <00:25:57.436>then <00:25:57.544>flag <00:25:57.652>it <00:25:57.760>in

00:25:58.830 --> 00:25:58.840 align:start position:0%
<00:25:58.830>establish <00:25:58.831>ownership <00:25:58.832>and <00:25:58.834>then <00:25:58.836>flag <00:25:58.837>it <00:25:58.839>in

00:25:58.840 --> 00:26:01.590 align:start position:0%
<00:25:58.840>establish <00:25:58.947>ownership <00:25:59.055>and <00:25:59.163>then <00:25:59.270>flag <00:25:59.378>it <00:25:59.486>in <00:25:59.593>Atlan, <00:25:59.701>basically. <00:25:59.809>Yes, <00:25:59.916>but <00:26:00.024>a <00:26:00.132>very <00:26:00.240>good

00:26:01.590 --> 00:26:01.600 align:start position:0%
<00:26:01.590>Atlan, <00:26:01.591>basically. <00:26:01.592>Yes, <00:26:01.594>but <00:26:01.596>a <00:26:01.597>very <00:26:01.599>good

00:26:01.600 --> 00:26:03.350 align:start position:0%
<00:26:01.600>Atlan, <00:26:01.716>basically. <00:26:01.833>Yes, <00:26:01.949>but <00:26:02.066>a <00:26:02.183>very <00:26:02.300>good <00:26:02.416>question <00:26:02.533>because <00:26:02.649>that <00:26:02.766>is <00:26:02.883>the <00:26:03.000>most

00:26:03.350 --> 00:26:03.360 align:start position:0%
<00:26:03.350>question <00:26:03.351>because <00:26:03.353>that <00:26:03.355>is <00:26:03.357>the <00:26:03.359>most

00:26:03.360 --> 00:26:04.870 align:start position:0%
<00:26:03.360>question <00:26:03.554>because <00:26:03.748>that <00:26:03.942>is <00:26:04.136>the <00:26:04.330>most <00:26:04.524>difficult <00:26:04.718>part

00:26:04.870 --> 00:26:04.880 align:start position:0%
<00:26:04.870>difficult <00:26:04.879>part

00:26:04.880 --> 00:26:07.950 align:start position:0%
<00:26:04.880>difficult <00:26:05.080>part <00:26:05.280>in <00:26:05.480>trying <00:26:05.680>to <00:26:05.880>establish <00:26:06.080>this <00:26:06.280>ownership.

00:26:07.950 --> 00:26:07.960 align:start position:0%
<00:26:07.950>in <00:26:07.951>trying <00:26:07.953>to <00:26:07.955>establish <00:26:07.957>this <00:26:07.959>ownership.

00:26:07.960 --> 00:26:08.990 align:start position:0%
<00:26:07.960>in <00:26:08.092>trying <00:26:08.224>to <00:26:08.357>establish <00:26:08.489>this <00:26:08.622>ownership. <00:26:08.754>&gt;&gt; <00:26:08.887>Okay.

00:26:08.990 --> 00:26:09.000 align:start position:0%
<00:26:08.990>&gt;&gt; <00:26:08.999>Okay.

00:26:09.000 --> 00:26:10.110 align:start position:0%
<00:26:09.000>&gt;&gt; <00:26:09.333>Okay. <00:26:09.666>Thank <00:26:09.998>you.

00:26:10.110 --> 00:26:10.120 align:start position:0%
<00:26:10.110>Thank <00:26:10.119>you.

00:26:10.120 --> 00:26:11.910 align:start position:0%
<00:26:10.120>Thank <00:26:10.275>you. <00:26:10.431>I <00:26:10.586>think <00:26:10.742>I <00:26:10.897>have <00:26:11.053>one <00:26:11.208>question <00:26:11.364>from <00:26:11.520>my

00:26:11.910 --> 00:26:11.920 align:start position:0%
<00:26:11.910>I <00:26:11.911>think <00:26:11.912>I <00:26:11.913>have <00:26:11.915>one <00:26:11.916>question <00:26:11.917>from <00:26:11.919>my

00:26:11.920 --> 00:26:13.310 align:start position:0%
<00:26:11.920>I <00:26:12.076>think <00:26:12.232>I <00:26:12.389>have <00:26:12.545>one <00:26:12.701>question <00:26:12.858>from <00:26:13.014>my <00:26:13.171>side.

00:26:13.310 --> 00:26:13.320 align:start position:0%
side.

00:26:13.320 --> 00:26:14.150 align:start position:0%
<00:26:13.320>side. <00:26:14.067>Um

00:26:14.150 --> 00:26:14.160 align:start position:0%
Um

00:26:14.160 --> 00:26:16.470 align:start position:0%
<00:26:14.160>Um <00:26:14.393>usually <00:26:14.626>when <00:26:14.860>you <00:26:15.093>think <00:26:15.326>about <00:26:15.560>analytics,

00:26:16.470 --> 00:26:16.480 align:start position:0%
<00:26:16.470>usually <00:26:16.471>when <00:26:16.473>you <00:26:16.475>think <00:26:16.477>about <00:26:16.479>analytics,

00:26:16.480 --> 00:26:18.670 align:start position:0%
<00:26:16.480>usually <00:26:16.680>when <00:26:16.880>you <00:26:17.080>think <00:26:17.280>about <00:26:17.480>analytics, <00:26:17.680>data <00:26:17.880>engineering,

00:26:18.670 --> 00:26:18.680 align:start position:0%
<00:26:18.670>data <00:26:18.679>engineering,

00:26:18.680 --> 00:26:21.230 align:start position:0%
<00:26:18.680>data <00:26:18.960>engineering, <00:26:19.240>from <00:26:19.520>your <00:26:19.800>experience <00:26:20.080>perspective,

00:26:21.230 --> 00:26:21.240 align:start position:0%
<00:26:21.230>from <00:26:21.233>your <00:26:21.236>experience <00:26:21.239>perspective,

00:26:21.240 --> 00:26:24.150 align:start position:0%
<00:26:21.240>from <00:26:21.380>your <00:26:21.520>experience <00:26:21.660>perspective, <00:26:21.800>where <00:26:21.940>do <00:26:22.080>you <00:26:22.220>think <00:26:22.360>the <00:26:22.500>interaction <00:26:22.640>and

00:26:24.150 --> 00:26:24.160 align:start position:0%
<00:26:24.150>where <00:26:24.151>do <00:26:24.153>you <00:26:24.154>think <00:26:24.156>the <00:26:24.157>interaction <00:26:24.159>and

00:26:24.160 --> 00:26:27.230 align:start position:0%
<00:26:24.160>where <00:26:24.276>do <00:26:24.393>you <00:26:24.510>think <00:26:24.626>the <00:26:24.743>interaction <00:26:24.860>and <00:26:24.976>collaboration <00:26:25.093>with <00:26:25.210>the <00:26:25.326>business <00:26:25.443>in <00:26:25.560>terms

00:26:27.230 --> 00:26:27.240 align:start position:0%
<00:26:27.230>collaboration <00:26:27.231>with <00:26:27.233>the <00:26:27.235>business <00:26:27.237>in <00:26:27.239>terms

00:26:27.240 --> 00:26:29.590 align:start position:0%
<00:26:27.240>collaboration <00:26:27.356>with <00:26:27.473>the <00:26:27.590>business <00:26:27.706>in <00:26:27.823>terms <00:26:27.940>of <00:26:28.056>defining <00:26:28.173>some <00:26:28.290>of <00:26:28.406>these <00:26:28.523>domains <00:26:28.640>and

00:26:29.590 --> 00:26:29.600 align:start position:0%
<00:26:29.590>of <00:26:29.591>defining <00:26:29.592>some <00:26:29.594>of <00:26:29.596>these <00:26:29.597>domains <00:26:29.599>and

00:26:29.600 --> 00:26:32.870 align:start position:0%
<00:26:29.600>of <00:26:29.755>defining <00:26:29.911>some <00:26:30.066>of <00:26:30.222>these <00:26:30.377>domains <00:26:30.533>and <00:26:30.688>data <00:26:30.844>practices <00:26:31.000>happen?

00:26:32.870 --> 00:26:32.880 align:start position:0%
<00:26:32.870>data <00:26:32.874>practices <00:26:32.879>happen?

00:26:32.880 --> 00:26:34.870 align:start position:0%
<00:26:32.880>data <00:26:33.035>practices <00:26:33.191>happen? <00:26:33.346>&gt;&gt; <00:26:33.502>Where <00:26:33.657>does <00:26:33.813>the <00:26:33.968>collaboration <00:26:34.124>happen? <00:26:34.280>I

00:26:34.870 --> 00:26:34.880 align:start position:0%
<00:26:34.870>&gt;&gt; <00:26:34.871>Where <00:26:34.873>does <00:26:34.874>the <00:26:34.876>collaboration <00:26:34.877>happen? <00:26:34.879>I

00:26:34.880 --> 00:26:36.750 align:start position:0%
<00:26:34.880>&gt;&gt; <00:26:34.996>Where <00:26:35.113>does <00:26:35.230>the <00:26:35.346>collaboration <00:26:35.463>happen? <00:26:35.580>I <00:26:35.696>think <00:26:35.813>it <00:26:35.930>should <00:26:36.046>happen <00:26:36.163>from <00:26:36.280>the

00:26:36.750 --> 00:26:36.760 align:start position:0%
<00:26:36.750>think <00:26:36.751>it <00:26:36.753>should <00:26:36.755>happen <00:26:36.757>from <00:26:36.759>the

00:26:36.760 --> 00:26:39.310 align:start position:0%
<00:26:36.760>think <00:26:36.876>it <00:26:36.993>should <00:26:37.110>happen <00:26:37.226>from <00:26:37.343>the <00:26:37.460>beginning. <00:26:37.576>So, <00:26:37.693>if <00:26:37.810>there <00:26:37.926>is <00:26:38.043>a <00:26:38.160>question,

00:26:39.310 --> 00:26:39.320 align:start position:0%
<00:26:39.310>beginning. <00:26:39.311>So, <00:26:39.312>if <00:26:39.314>there <00:26:39.316>is <00:26:39.317>a <00:26:39.319>question,

00:26:39.320 --> 00:26:41.470 align:start position:0%
<00:26:39.320>beginning. <00:26:39.436>So, <00:26:39.553>if <00:26:39.669>there <00:26:39.786>is <00:26:39.903>a <00:26:40.020>question, <00:26:40.136>if <00:26:40.253>there <00:26:40.370>is <00:26:40.486>a <00:26:40.603>business <00:26:40.720>transformation

00:26:41.470 --> 00:26:41.480 align:start position:0%
<00:26:41.470>if <00:26:41.471>there <00:26:41.473>is <00:26:41.475>a <00:26:41.477>business <00:26:41.479>transformation

00:26:41.480 --> 00:26:44.190 align:start position:0%
<00:26:41.480>if <00:26:41.596>there <00:26:41.713>is <00:26:41.830>a <00:26:41.946>business <00:26:42.063>transformation <00:26:42.180>requested, <00:26:42.296>then <00:26:42.413>it <00:26:42.530>is <00:26:42.646>from <00:26:42.763>from <00:26:42.880>the

00:26:44.190 --> 00:26:44.200 align:start position:0%
<00:26:44.190>requested, <00:26:44.191>then <00:26:44.193>it <00:26:44.194>is <00:26:44.196>from <00:26:44.197>from <00:26:44.199>the

00:26:44.200 --> 00:26:46.110 align:start position:0%
<00:26:44.200>requested, <00:26:44.307>then <00:26:44.415>it <00:26:44.523>is <00:26:44.630>from <00:26:44.738>from <00:26:44.846>the <00:26:44.953>beginning <00:26:45.061>to <00:26:45.169>the <00:26:45.276>end. <00:26:45.384>And <00:26:45.492>that's <00:26:45.600>also

00:26:46.110 --> 00:26:46.120 align:start position:0%
<00:26:46.110>beginning <00:26:46.111>to <00:26:46.112>the <00:26:46.114>end. <00:26:46.116>And <00:26:46.117>that's <00:26:46.119>also

00:26:46.120 --> 00:26:47.750 align:start position:0%
<00:26:46.120>beginning <00:26:46.236>to <00:26:46.353>the <00:26:46.469>end. <00:26:46.586>And <00:26:46.703>that's <00:26:46.820>also <00:26:46.936>something <00:26:47.053>that <00:26:47.169>this <00:26:47.286>whole <00:26:47.403>data <00:26:47.520>mesh

00:26:47.750 --> 00:26:47.760 align:start position:0%
<00:26:47.750>something <00:26:47.751>that <00:26:47.753>this <00:26:47.755>whole <00:26:47.757>data <00:26:47.759>mesh

00:26:47.760 --> 00:26:50.630 align:start position:0%
<00:26:47.760>something <00:26:47.887>that <00:26:48.014>this <00:26:48.141>whole <00:26:48.269>data <00:26:48.396>mesh <00:26:48.523>architecture <00:26:48.650>provides <00:26:48.778>you. <00:26:48.905>So, <00:26:49.032>at <00:26:49.160>Aon,

00:26:50.630 --> 00:26:50.640 align:start position:0%
<00:26:50.630>architecture <00:26:50.631>provides <00:26:50.633>you. <00:26:50.635>So, <00:26:50.637>at <00:26:50.639>Aon,

00:26:50.640 --> 00:26:52.950 align:start position:0%
<00:26:50.640>architecture <00:26:50.756>provides <00:26:50.873>you. <00:26:50.990>So, <00:26:51.106>at <00:26:51.223>Aon, <00:26:51.340>we <00:26:51.456>were <00:26:51.573>a <00:26:51.690>central <00:26:51.806>data <00:26:51.923>engineering <00:26:52.040>team,

00:26:52.950 --> 00:26:52.960 align:start position:0%
<00:26:52.950>we <00:26:52.951>were <00:26:52.953>a <00:26:52.954>central <00:26:52.956>data <00:26:52.957>engineering <00:26:52.959>team,

00:26:52.960 --> 00:26:55.870 align:start position:0%
<00:26:52.960>we <00:26:53.067>were <00:26:53.175>a <00:26:53.283>central <00:26:53.390>data <00:26:53.498>engineering <00:26:53.606>team, <00:26:53.713>a <00:26:53.821>couple <00:26:53.929>of <00:26:54.036>data <00:26:54.144>engineers, <00:26:54.252>but <00:26:54.360>now

00:26:55.870 --> 00:26:55.880 align:start position:0%
<00:26:55.870>a <00:26:55.871>couple <00:26:55.873>of <00:26:55.874>data <00:26:55.876>engineers, <00:26:55.877>but <00:26:55.879>now

00:26:55.880 --> 00:26:58.790 align:start position:0%
<00:26:55.880>a <00:26:55.987>couple <00:26:56.095>of <00:26:56.203>data <00:26:56.310>engineers, <00:26:56.418>but <00:26:56.526>now <00:26:56.633>there <00:26:56.741>is <00:26:56.849>a <00:26:56.956>central <00:26:57.064>data <00:26:57.172>platform <00:26:57.280>team,

00:26:58.790 --> 00:26:58.800 align:start position:0%
<00:26:58.790>there <00:26:58.791>is <00:26:58.793>a <00:26:58.794>central <00:26:58.796>data <00:26:58.797>platform <00:26:58.799>team,

00:26:58.800 --> 00:27:00.590 align:start position:0%
<00:26:58.800>there <00:26:58.916>is <00:26:59.033>a <00:26:59.149>central <00:26:59.266>data <00:26:59.383>platform <00:26:59.500>team, <00:26:59.616>and <00:26:59.733>all <00:26:59.850>the <00:26:59.966>data <00:27:00.083>engineers <00:27:00.200>are

00:27:00.590 --> 00:27:00.600 align:start position:0%
<00:27:00.590>and <00:27:00.591>all <00:27:00.593>the <00:27:00.595>data <00:27:00.597>engineers <00:27:00.599>are

00:27:00.600 --> 00:27:03.150 align:start position:0%
<00:27:00.600>and <00:27:00.727>all <00:27:00.854>the <00:27:00.981>data <00:27:01.109>engineers <00:27:01.236>are <00:27:01.363>distributed <00:27:01.490>into <00:27:01.618>domains. <00:27:01.745>So, <00:27:01.872>like <00:27:02.000>I

00:27:03.150 --> 00:27:03.160 align:start position:0%
<00:27:03.150>distributed <00:27:03.151>into <00:27:03.153>domains. <00:27:03.155>So, <00:27:03.157>like <00:27:03.159>I

00:27:03.160 --> 00:27:05.630 align:start position:0%
<00:27:03.160>distributed <00:27:03.276>into <00:27:03.393>domains. <00:27:03.510>So, <00:27:03.626>like <00:27:03.743>I <00:27:03.860>said, <00:27:03.976>in <00:27:04.093>this <00:27:04.210>governed <00:27:04.326>or <00:27:04.443>the <00:27:04.560>hybrid

00:27:05.630 --> 00:27:05.640 align:start position:0%
<00:27:05.630>said, <00:27:05.631>in <00:27:05.633>this <00:27:05.634>governed <00:27:05.636>or <00:27:05.637>the <00:27:05.639>hybrid

00:27:05.640 --> 00:27:07.550 align:start position:0%
<00:27:05.640>said, <00:27:05.767>in <00:27:05.894>this <00:27:06.021>governed <00:27:06.149>or <00:27:06.276>the <00:27:06.403>hybrid <00:27:06.530>mesh <00:27:06.658>architecture, <00:27:06.785>there <00:27:06.912>are <00:27:07.040>certain

00:27:07.550 --> 00:27:07.560 align:start position:0%
<00:27:07.550>mesh <00:27:07.552>architecture, <00:27:07.554>there <00:27:07.556>are <00:27:07.559>certain

00:27:07.560 --> 00:27:09.950 align:start position:0%
<00:27:07.560>mesh <00:27:07.676>architecture, <00:27:07.793>there <00:27:07.909>are <00:27:08.026>certain <00:27:08.143>domains <00:27:08.260>who <00:27:08.376>can <00:27:08.493>who <00:27:08.610>are <00:27:08.726>very <00:27:08.843>capable <00:27:08.960>of

00:27:09.950 --> 00:27:09.960 align:start position:0%
<00:27:09.950>domains <00:27:09.951>who <00:27:09.952>can <00:27:09.953>who <00:27:09.955>are <00:27:09.956>very <00:27:09.957>capable <00:27:09.959>of

00:27:09.960 --> 00:27:11.750 align:start position:0%
<00:27:09.960>domains <00:27:10.060>who <00:27:10.160>can <00:27:10.260>who <00:27:10.360>are <00:27:10.460>very <00:27:10.560>capable <00:27:10.660>of <00:27:10.760>doing <00:27:10.860>their <00:27:10.960>own <00:27:11.060>thing. <00:27:11.160>They <00:27:11.260>don't <00:27:11.360>need

00:27:11.750 --> 00:27:11.760 align:start position:0%
<00:27:11.750>doing <00:27:11.751>their <00:27:11.753>own <00:27:11.754>thing. <00:27:11.756>They <00:27:11.757>don't <00:27:11.759>need

00:27:11.760 --> 00:27:13.830 align:start position:0%
<00:27:11.760>doing <00:27:11.867>their <00:27:11.975>own <00:27:12.083>thing. <00:27:12.190>They <00:27:12.298>don't <00:27:12.406>need <00:27:12.513>the <00:27:12.621>support, <00:27:12.729>so <00:27:12.836>they <00:27:12.944>don't <00:27:13.052>need <00:27:13.160>data

00:27:13.830 --> 00:27:13.840 align:start position:0%
<00:27:13.830>the <00:27:13.831>support, <00:27:13.832>so <00:27:13.834>they <00:27:13.836>don't <00:27:13.837>need <00:27:13.839>data

00:27:13.840 --> 00:27:15.430 align:start position:0%
<00:27:13.840>the <00:27:13.956>support, <00:27:14.073>so <00:27:14.189>they <00:27:14.306>don't <00:27:14.423>need <00:27:14.540>data <00:27:14.656>engineers, <00:27:14.773>let's <00:27:14.889>say, <00:27:15.006>because <00:27:15.123>they <00:27:15.240>have

00:27:15.430 --> 00:27:15.440 align:start position:0%
<00:27:15.430>engineers, <00:27:15.431>let's <00:27:15.433>say, <00:27:15.435>because <00:27:15.437>they <00:27:15.439>have

00:27:15.440 --> 00:27:16.870 align:start position:0%
<00:27:15.440>engineers, <00:27:15.557>let's <00:27:15.674>say, <00:27:15.791>because <00:27:15.908>they <00:27:16.025>have <00:27:16.142>their <00:27:16.259>own. <00:27:16.376>But, <00:27:16.493>there <00:27:16.610>are <00:27:16.726>certain

00:27:16.870 --> 00:27:16.880 align:start position:0%
<00:27:16.870>their <00:27:16.871>own. <00:27:16.873>But, <00:27:16.875>there <00:27:16.877>are <00:27:16.879>certain

00:27:16.880 --> 00:27:18.550 align:start position:0%
<00:27:16.880>their <00:27:17.007>own. <00:27:17.134>But, <00:27:17.261>there <00:27:17.389>are <00:27:17.516>certain <00:27:17.643>domains <00:27:17.770>which <00:27:17.898>are <00:27:18.025>still <00:27:18.152>learning <00:27:18.280>and

00:27:18.550 --> 00:27:18.560 align:start position:0%
<00:27:18.550>domains <00:27:18.551>which <00:27:18.553>are <00:27:18.555>still <00:27:18.557>learning <00:27:18.559>and

00:27:18.560 --> 00:27:21.350 align:start position:0%
<00:27:18.560>domains <00:27:18.687>which <00:27:18.814>are <00:27:18.941>still <00:27:19.069>learning <00:27:19.196>and <00:27:19.323>evolving, <00:27:19.450>and <00:27:19.578>that <00:27:19.705>is <00:27:19.832>our <00:27:19.960>responsibility

00:27:21.350 --> 00:27:21.360 align:start position:0%
<00:27:21.350>evolving, <00:27:21.351>and <00:27:21.353>that <00:27:21.355>is <00:27:21.357>our <00:27:21.359>responsibility

00:27:21.360 --> 00:27:23.430 align:start position:0%
<00:27:21.360>evolving, <00:27:21.476>and <00:27:21.593>that <00:27:21.709>is <00:27:21.826>our <00:27:21.943>responsibility <00:27:22.060>to <00:27:22.176>onboard <00:27:22.293>them <00:27:22.409>into <00:27:22.526>this <00:27:22.643>open <00:27:22.760>data

00:27:23.430 --> 00:27:23.440 align:start position:0%
<00:27:23.430>to <00:27:23.431>onboard <00:27:23.433>them <00:27:23.434>into <00:27:23.436>this <00:27:23.437>open <00:27:23.439>data

00:27:23.440 --> 00:27:25.750 align:start position:0%
<00:27:23.440>to <00:27:23.547>onboard <00:27:23.655>them <00:27:23.763>into <00:27:23.870>this <00:27:23.978>open <00:27:24.086>data <00:27:24.193>platform, <00:27:24.301>show <00:27:24.409>them <00:27:24.516>how <00:27:24.624>things <00:27:24.732>can <00:27:24.840>be

00:27:25.750 --> 00:27:25.760 align:start position:0%
<00:27:25.750>platform, <00:27:25.751>show <00:27:25.753>them <00:27:25.754>how <00:27:25.756>things <00:27:25.757>can <00:27:25.759>be

00:27:25.760 --> 00:27:27.470 align:start position:0%
<00:27:25.760>platform, <00:27:25.935>show <00:27:26.110>them <00:27:26.285>how <00:27:26.460>things <00:27:26.635>can <00:27:26.810>be <00:27:26.985>automated, <00:27:27.160>and

00:27:27.470 --> 00:27:27.480 align:start position:0%
<00:27:27.470>automated, <00:27:27.479>and

00:27:27.480 --> 00:27:29.550 align:start position:0%
<00:27:27.480>automated, <00:27:27.635>and <00:27:27.791>uh <00:27:27.946>be <00:27:28.102>a <00:27:28.257>part <00:27:28.413>of <00:27:28.568>this <00:27:28.724>domain <00:27:28.880>team,

00:27:29.550 --> 00:27:29.560 align:start position:0%
<00:27:29.550>uh <00:27:29.551>be <00:27:29.552>a <00:27:29.553>part <00:27:29.555>of <00:27:29.556>this <00:27:29.557>domain <00:27:29.559>team,

00:27:29.560 --> 00:27:31.790 align:start position:0%
<00:27:29.560>uh <00:27:29.667>be <00:27:29.775>a <00:27:29.883>part <00:27:29.990>of <00:27:30.098>this <00:27:30.206>domain <00:27:30.313>team, <00:27:30.421>basically. <00:27:30.529>So, <00:27:30.636>that <00:27:30.744>is <00:27:30.852>the <00:27:30.960>collaboration

00:27:31.790 --> 00:27:31.800 align:start position:0%
<00:27:31.790>basically. <00:27:31.791>So, <00:27:31.793>that <00:27:31.795>is <00:27:31.797>the <00:27:31.799>collaboration

00:27:31.800 --> 00:27:34.150 align:start position:0%
<00:27:31.800>basically. <00:27:31.927>So, <00:27:32.054>that <00:27:32.181>is <00:27:32.309>the <00:27:32.436>collaboration <00:27:32.563>between <00:27:32.690>technical <00:27:32.818>data <00:27:32.945>engineers <00:27:33.072>and <00:27:33.200>the

00:27:34.150 --> 00:27:34.160 align:start position:0%
<00:27:34.150>between <00:27:34.151>technical <00:27:34.153>data <00:27:34.155>engineers <00:27:34.157>and <00:27:34.159>the

00:27:34.160 --> 00:27:36.390 align:start position:0%
<00:27:34.160>between <00:27:34.276>technical <00:27:34.393>data <00:27:34.510>engineers <00:27:34.626>and <00:27:34.743>the <00:27:34.860>domain <00:27:34.976>team. <00:27:35.093>So, <00:27:35.210>everything <00:27:35.326>works <00:27:35.443>now <00:27:35.560>in

00:27:36.390 --> 00:27:36.400 align:start position:0%
<00:27:36.390>domain <00:27:36.391>team. <00:27:36.393>So, <00:27:36.394>everything <00:27:36.396>works <00:27:36.397>now <00:27:36.399>in

00:27:36.400 --> 00:27:38.070 align:start position:0%
<00:27:36.400>domain <00:27:36.507>team. <00:27:36.615>So, <00:27:36.723>everything <00:27:36.830>works <00:27:36.938>now <00:27:37.046>in <00:27:37.153>an <00:27:37.261>open <00:27:37.369>data <00:27:37.476>platform, <00:27:37.584>not <00:27:37.692>in <00:27:37.800>the

00:27:38.070 --> 00:27:38.080 align:start position:0%
<00:27:38.070>an <00:27:38.071>open <00:27:38.072>data <00:27:38.074>platform, <00:27:38.076>not <00:27:38.077>in <00:27:38.079>the

00:27:38.080 --> 00:27:40.070 align:start position:0%
<00:27:38.080>an <00:27:38.220>open <00:27:38.360>data <00:27:38.500>platform, <00:27:38.639>not <00:27:38.780>in <00:27:38.919>the <00:27:39.060>central <00:27:39.199>data <00:27:39.340>platform <00:27:39.480>anymore.

00:27:40.070 --> 00:27:40.080 align:start position:0%
<00:27:40.070>central <00:27:40.072>data <00:27:40.076>platform <00:27:40.079>anymore.

00:27:40.080 --> 00:27:41.950 align:start position:0%
<00:27:40.080>central <00:27:40.280>data <00:27:40.480>platform <00:27:40.679>anymore. <00:27:40.879>&gt;&gt; <00:27:41.080>Honestly, <00:27:41.280>thank <00:27:41.480>you.

00:27:41.950 --> 00:27:41.960 align:start position:0%
<00:27:41.950>&gt;&gt; <00:27:41.953>Honestly, <00:27:41.956>thank <00:27:41.959>you.

00:27:41.960 --> 00:27:45.190 align:start position:0%
<00:27:41.960>&gt;&gt; <00:27:42.115>Honestly, <00:27:42.271>thank <00:27:42.426>you. <00:27:42.582>Uh <00:27:42.737>maybe <00:27:42.893>just <00:27:43.048>one <00:27:43.204>more <00:27:43.360>question.

00:27:45.190 --> 00:27:45.200 align:start position:0%
<00:27:45.190>Uh <00:27:45.191>maybe <00:27:45.193>just <00:27:45.195>one <00:27:45.197>more <00:27:45.199>question.

00:27:45.200 --> 00:27:47.190 align:start position:0%
<00:27:45.200>Uh <00:27:45.307>maybe <00:27:45.415>just <00:27:45.523>one <00:27:45.630>more <00:27:45.738>question. <00:27:45.846>When <00:27:45.953>you <00:27:46.061>see <00:27:46.169>some <00:27:46.276>of <00:27:46.384>the <00:27:46.492>toolings <00:27:46.600>which

00:27:47.190 --> 00:27:47.200 align:start position:0%
<00:27:47.190>When <00:27:47.191>you <00:27:47.192>see <00:27:47.193>some <00:27:47.195>of <00:27:47.196>the <00:27:47.197>toolings <00:27:47.199>which

00:27:47.200 --> 00:27:49.070 align:start position:0%
<00:27:47.200>When <00:27:47.340>you <00:27:47.480>see <00:27:47.620>some <00:27:47.760>of <00:27:47.900>the <00:27:48.040>toolings <00:27:48.180>which <00:27:48.320>you <00:27:48.460>have <00:27:48.600>used,

00:27:49.070 --> 00:27:49.080 align:start position:0%
<00:27:49.070>you <00:27:49.074>have <00:27:49.079>used,

00:27:49.080 --> 00:27:51.110 align:start position:0%
<00:27:49.080>you <00:27:49.207>have <00:27:49.334>used, <00:27:49.461>what <00:27:49.589>do <00:27:49.716>you <00:27:49.843>think, <00:27:49.970>you <00:27:50.098>know, <00:27:50.225>in <00:27:50.352>terms <00:27:50.480>of

00:27:51.110 --> 00:27:51.120 align:start position:0%
<00:27:51.110>what <00:27:51.111>do <00:27:51.112>you <00:27:51.113>think, <00:27:51.114>you <00:27:51.115>know, <00:27:51.116>in <00:27:51.117>terms <00:27:51.119>of

00:27:51.120 --> 00:27:53.150 align:start position:0%
<00:27:51.120>what <00:27:51.213>do <00:27:51.306>you <00:27:51.399>think, <00:27:51.493>you <00:27:51.586>know, <00:27:51.679>in <00:27:51.773>terms <00:27:51.866>of <00:27:51.959>the <00:27:52.053>future, <00:27:52.146>how <00:27:52.239>the, <00:27:52.333>you <00:27:52.426>know, <00:27:52.520>it

00:27:53.150 --> 00:27:53.160 align:start position:0%
<00:27:53.150>the <00:27:53.151>future, <00:27:53.153>how <00:27:53.154>the, <00:27:53.156>you <00:27:53.157>know, <00:27:53.159>it

00:27:53.160 --> 00:27:54.910 align:start position:0%
<00:27:53.160>the <00:27:53.276>future, <00:27:53.393>how <00:27:53.510>the, <00:27:53.626>you <00:27:53.743>know, <00:27:53.860>it <00:27:53.976>affects <00:27:54.093>your <00:27:54.210>decisioning <00:27:54.326>in <00:27:54.443>terms <00:27:54.560>of

00:27:54.910 --> 00:27:54.920 align:start position:0%
<00:27:54.910>affects <00:27:54.911>your <00:27:54.913>decisioning <00:27:54.915>in <00:27:54.917>terms <00:27:54.919>of

00:27:54.920 --> 00:27:55.830 align:start position:0%
<00:27:54.920>affects <00:27:55.056>your <00:27:55.193>decisioning <00:27:55.329>in <00:27:55.466>terms <00:27:55.602>of <00:27:55.739>what

00:27:55.830 --> 00:27:55.840 align:start position:0%
what

00:27:55.840 --> 00:27:56.390 align:start position:0%
<00:27:55.840>what <00:27:56.335>uh

00:27:56.390 --> 00:27:56.400 align:start position:0%
uh

00:27:56.400 --> 00:27:57.950 align:start position:0%
<00:27:56.400>uh <00:27:56.632>data <00:27:56.865>engineering <00:27:57.097>tools <00:27:57.330>which <00:27:57.562>you <00:27:57.795>are

00:27:57.950 --> 00:27:57.960 align:start position:0%
<00:27:57.950>data <00:27:57.951>engineering <00:27:57.953>tools <00:27:57.955>which <00:27:57.957>you <00:27:57.959>are

00:27:57.960 --> 00:27:59.310 align:start position:0%
<00:27:57.960>data <00:27:58.111>engineering <00:27:58.263>tools <00:27:58.415>which <00:27:58.567>you <00:27:58.719>are <00:27:58.871>going <00:27:59.023>to <00:27:59.175>use,

00:27:59.310 --> 00:27:59.320 align:start position:0%
<00:27:59.310>going <00:27:59.314>to <00:27:59.319>use,

00:27:59.320 --> 00:28:01.070 align:start position:0%
<00:27:59.320>going <00:27:59.460>to <00:27:59.600>use, <00:27:59.740>uh <00:27:59.879>in <00:28:00.020>terms <00:28:00.159>of <00:28:00.300>how <00:28:00.439>the <00:28:00.580>landscape <00:28:00.720>is

00:28:01.070 --> 00:28:01.080 align:start position:0%
<00:28:01.070>uh <00:28:01.071>in <00:28:01.072>terms <00:28:01.073>of <00:28:01.075>how <00:28:01.076>the <00:28:01.077>landscape <00:28:01.079>is

00:28:01.080 --> 00:28:02.310 align:start position:0%
<00:28:01.080>uh <00:28:01.218>in <00:28:01.356>terms <00:28:01.495>of <00:28:01.633>how <00:28:01.771>the <00:28:01.910>landscape <00:28:02.048>is <00:28:02.187>evolving?

00:28:02.310 --> 00:28:02.320 align:start position:0%
evolving?

00:28:02.320 --> 00:28:04.990 align:start position:0%
<00:28:02.320>evolving? <00:28:02.460>&gt;&gt; <00:28:02.600>In <00:28:02.740>terms <00:28:02.879>of <00:28:03.020>how <00:28:03.159>the <00:28:03.300>tools, <00:28:03.439>no? <00:28:03.580>So, <00:28:03.720>yeah,

00:28:04.990 --> 00:28:05.000 align:start position:0%
<00:28:04.990>&gt;&gt; <00:28:04.991>In <00:28:04.992>terms <00:28:04.993>of <00:28:04.994>how <00:28:04.995>the <00:28:04.996>tools, <00:28:04.997>no? <00:28:04.998>So, <00:28:04.999>yeah,

00:28:05.000 --> 00:28:07.030 align:start position:0%
<00:28:05.000>&gt;&gt; <00:28:05.087>In <00:28:05.175>terms <00:28:05.262>of <00:28:05.350>how <00:28:05.437>the <00:28:05.525>tools, <00:28:05.612>no? <00:28:05.700>So, <00:28:05.787>yeah, <00:28:05.875>earlier <00:28:05.962>we <00:28:06.050>wrote <00:28:06.137>SQL <00:28:06.225>queries, <00:28:06.312>we <00:28:06.400>don't

00:28:07.030 --> 00:28:07.040 align:start position:0%
<00:28:07.030>earlier <00:28:07.031>we <00:28:07.033>wrote <00:28:07.034>SQL <00:28:07.036>queries, <00:28:07.037>we <00:28:07.039>don't

00:28:07.040 --> 00:28:08.310 align:start position:0%
<00:28:07.040>earlier <00:28:07.167>we <00:28:07.293>wrote <00:28:07.421>SQL <00:28:07.548>queries, <00:28:07.675>we <00:28:07.802>don't <00:28:07.928>do <00:28:08.056>it <00:28:08.183>anymore.

00:28:08.310 --> 00:28:08.320 align:start position:0%
<00:28:08.310>do <00:28:08.314>it <00:28:08.319>anymore.

00:28:08.320 --> 00:28:08.830 align:start position:0%
<00:28:08.320>do <00:28:08.434>it <00:28:08.549>anymore. <00:28:08.664>&gt;&gt; <00:28:08.779>Okay.

00:28:08.830 --> 00:28:08.840 align:start position:0%
<00:28:08.830>&gt;&gt; <00:28:08.839>Okay.

00:28:08.840 --> 00:28:10.190 align:start position:0%
<00:28:08.840>&gt;&gt; <00:28:08.991>Okay. <00:28:09.143>&gt;&gt; <00:28:09.295>We <00:28:09.447>created, <00:28:09.599>let's <00:28:09.751>say, <00:28:09.903>there <00:28:10.055>were

00:28:10.190 --> 00:28:10.200 align:start position:0%
<00:28:10.190>&gt;&gt; <00:28:10.191>We <00:28:10.193>created, <00:28:10.194>let's <00:28:10.196>say, <00:28:10.197>there <00:28:10.199>were

00:28:10.200 --> 00:28:12.230 align:start position:0%
<00:28:10.200>&gt;&gt; <00:28:10.327>We <00:28:10.454>created, <00:28:10.581>let's <00:28:10.709>say, <00:28:10.836>there <00:28:10.963>were <00:28:11.090>scripts <00:28:11.218>like <00:28:11.345>create <00:28:11.472>table, <00:28:11.600>create

00:28:12.230 --> 00:28:12.240 align:start position:0%
<00:28:12.230>scripts <00:28:12.232>like <00:28:12.234>create <00:28:12.236>table, <00:28:12.239>create

00:28:12.240 --> 00:28:14.270 align:start position:0%
<00:28:12.240>scripts <00:28:12.367>like <00:28:12.494>create <00:28:12.621>table, <00:28:12.749>create <00:28:12.876>constraint. <00:28:13.003>You <00:28:13.130>don't <00:28:13.258>do <00:28:13.385>it <00:28:13.512>anymore. <00:28:13.640>We

00:28:14.270 --> 00:28:14.280 align:start position:0%
<00:28:14.270>constraint. <00:28:14.271>You <00:28:14.273>don't <00:28:14.274>do <00:28:14.276>it <00:28:14.277>anymore. <00:28:14.279>We

00:28:14.280 --> 00:28:17.390 align:start position:0%
<00:28:14.280>constraint. <00:28:14.379>You <00:28:14.480>don't <00:28:14.580>do <00:28:14.680>it <00:28:14.780>anymore. <00:28:14.879>We <00:28:14.980>have <00:28:15.080>DBT <00:28:15.180>models <00:28:15.280>uh <00:28:15.379>where <00:28:15.480>we <00:28:15.580>define <00:28:15.680>uh

00:28:17.390 --> 00:28:17.400 align:start position:0%
<00:28:17.390>have <00:28:17.391>DBT <00:28:17.392>models <00:28:17.393>uh <00:28:17.395>where <00:28:17.396>we <00:28:17.397>define <00:28:17.399>uh

00:28:17.400 --> 00:28:18.590 align:start position:0%
<00:28:17.400>have <00:28:17.489>DBT <00:28:17.578>models <00:28:17.667>uh <00:28:17.757>where <00:28:17.846>we <00:28:17.935>define <00:28:18.024>uh <00:28:18.114>the <00:28:18.203>business <00:28:18.292>logic, <00:28:18.381>let's <00:28:18.471>say,

00:28:18.590 --> 00:28:18.600 align:start position:0%
<00:28:18.590>the <00:28:18.592>business <00:28:18.594>logic, <00:28:18.596>let's <00:28:18.599>say,

00:28:18.600 --> 00:28:21.190 align:start position:0%
<00:28:18.600>the <00:28:18.716>business <00:28:18.833>logic, <00:28:18.949>let's <00:28:19.066>say, <00:28:19.183>everything <00:28:19.300>is <00:28:19.416>a <00:28:19.533>DBT <00:28:19.649>model. <00:28:19.766>We <00:28:19.883>have <00:28:20.000>tests

00:28:21.190 --> 00:28:21.200 align:start position:0%
<00:28:21.190>everything <00:28:21.191>is <00:28:21.192>a <00:28:21.193>DBT <00:28:21.195>model. <00:28:21.196>We <00:28:21.197>have <00:28:21.199>tests

00:28:21.200 --> 00:28:23.750 align:start position:0%
<00:28:21.200>everything <00:28:21.316>is <00:28:21.433>a <00:28:21.550>DBT <00:28:21.666>model. <00:28:21.783>We <00:28:21.900>have <00:28:22.016>tests <00:28:22.133>implemented <00:28:22.250>inside <00:28:22.366>uh <00:28:22.483>our <00:28:22.600>DBT

00:28:23.750 --> 00:28:23.760 align:start position:0%
<00:28:23.750>implemented <00:28:23.752>inside <00:28:23.754>uh <00:28:23.756>our <00:28:23.759>DBT

00:28:23.760 --> 00:28:25.470 align:start position:0%
<00:28:23.760>implemented <00:28:23.993>inside <00:28:24.226>uh <00:28:24.460>our <00:28:24.693>DBT <00:28:24.926>transformation. <00:28:25.160>So,

00:28:25.470 --> 00:28:25.480 align:start position:0%
<00:28:25.470>transformation. <00:28:25.479>So,

00:28:25.480 --> 00:28:28.070 align:start position:0%
<00:28:25.480>transformation. <00:28:25.655>So, <00:28:25.830>the <00:28:26.005>tooling <00:28:26.180>is <00:28:26.355>changing, <00:28:26.530>and <00:28:26.705>I <00:28:26.880>think

00:28:28.070 --> 00:28:28.080 align:start position:0%
<00:28:28.070>the <00:28:28.071>tooling <00:28:28.072>is <00:28:28.074>changing, <00:28:28.076>and <00:28:28.077>I <00:28:28.079>think

00:28:28.080 --> 00:28:29.790 align:start position:0%
<00:28:28.080>the <00:28:28.187>tooling <00:28:28.295>is <00:28:28.403>changing, <00:28:28.510>and <00:28:28.618>I <00:28:28.726>think <00:28:28.833>Snowflake <00:28:28.941>was <00:28:29.049>a <00:28:29.156>very <00:28:29.264>good <00:28:29.372>decision <00:28:29.480>for

00:28:29.790 --> 00:28:29.800 align:start position:0%
<00:28:29.790>Snowflake <00:28:29.791>was <00:28:29.793>a <00:28:29.794>very <00:28:29.796>good <00:28:29.797>decision <00:28:29.799>for

00:28:29.800 --> 00:28:32.310 align:start position:0%
<00:28:29.800>Snowflake <00:28:29.899>was <00:28:30.000>a <00:28:30.100>very <00:28:30.200>good <00:28:30.300>decision <00:28:30.399>for <00:28:30.500>Eon. <00:28:30.600>Like <00:28:30.700>I <00:28:30.800>said, <00:28:30.899>back <00:28:31.000>then, <00:28:31.100>when <00:28:31.200>we

00:28:32.310 --> 00:28:32.320 align:start position:0%
<00:28:32.310>Eon. <00:28:32.311>Like <00:28:32.312>I <00:28:32.313>said, <00:28:32.315>back <00:28:32.316>then, <00:28:32.317>when <00:28:32.319>we

00:28:32.320 --> 00:28:35.750 align:start position:0%
<00:28:32.320>Eon. <00:28:32.427>Like <00:28:32.535>I <00:28:32.643>said, <00:28:32.750>back <00:28:32.858>then, <00:28:32.966>when <00:28:33.073>we <00:28:33.181>transitioned <00:28:33.289>into <00:28:33.396>Snowflake, <00:28:33.504>we <00:28:33.612>were <00:28:33.720>not

00:28:35.750 --> 00:28:35.760 align:start position:0%
<00:28:35.750>transitioned <00:28:35.751>into <00:28:35.753>Snowflake, <00:28:35.755>we <00:28:35.757>were <00:28:35.759>not

00:28:35.760 --> 00:28:38.030 align:start position:0%
<00:28:35.760>transitioned <00:28:35.853>into <00:28:35.946>Snowflake, <00:28:36.040>we <00:28:36.133>were <00:28:36.226>not <00:28:36.320>uh <00:28:36.413>handling <00:28:36.506>a <00:28:36.600>lot <00:28:36.693>of <00:28:36.786>data. <00:28:36.879>It <00:28:36.973>was <00:28:37.066>not <00:28:37.160>so

00:28:38.030 --> 00:28:38.040 align:start position:0%
<00:28:38.030>uh <00:28:38.031>handling <00:28:38.032>a <00:28:38.033>lot <00:28:38.033>of <00:28:38.034>data. <00:28:38.036>It <00:28:38.037>was <00:28:38.038>not <00:28:38.039>so

00:28:38.040 --> 00:28:41.390 align:start position:0%
<00:28:38.040>uh <00:28:38.122>handling <00:28:38.204>a <00:28:38.287>lot <00:28:38.369>of <00:28:38.451>data. <00:28:38.534>It <00:28:38.616>was <00:28:38.698>not <00:28:38.781>so <00:28:38.863>much, <00:28:38.945>but <00:28:39.028>it <00:28:39.110>gave <00:28:39.192>us <00:28:39.275>the <00:28:39.357>possibility <00:28:39.440>to

00:28:41.390 --> 00:28:41.400 align:start position:0%
<00:28:41.390>much, <00:28:41.391>but <00:28:41.392>it <00:28:41.393>gave <00:28:41.395>us <00:28:41.396>the <00:28:41.397>possibility <00:28:41.399>to

00:28:41.400 --> 00:28:43.590 align:start position:0%
<00:28:41.400>much, <00:28:41.500>but <00:28:41.600>it <00:28:41.700>gave <00:28:41.800>us <00:28:41.900>the <00:28:42.000>possibility <00:28:42.100>to <00:28:42.200>grow, <00:28:42.300>keep <00:28:42.400>growing, <00:28:42.500>you <00:28:42.600>know, <00:28:42.700>even <00:28:42.800>when

00:28:43.590 --> 00:28:43.600 align:start position:0%
<00:28:43.590>grow, <00:28:43.591>keep <00:28:43.592>growing, <00:28:43.594>you <00:28:43.596>know, <00:28:43.597>even <00:28:43.599>when

00:28:43.600 --> 00:28:46.350 align:start position:0%
<00:28:43.600>grow, <00:28:43.716>keep <00:28:43.833>growing, <00:28:43.949>you <00:28:44.066>know, <00:28:44.183>even <00:28:44.300>when <00:28:44.416>the <00:28:44.533>amount <00:28:44.649>of <00:28:44.766>data <00:28:44.883>increased. <00:28:45.000>Snowflake,

00:28:46.350 --> 00:28:46.360 align:start position:0%
<00:28:46.350>the <00:28:46.351>amount <00:28:46.353>of <00:28:46.355>data <00:28:46.357>increased. <00:28:46.359>Snowflake,

00:28:46.360 --> 00:28:48.550 align:start position:0%
<00:28:46.360>the <00:28:46.476>amount <00:28:46.593>of <00:28:46.709>data <00:28:46.826>increased. <00:28:46.943>Snowflake, <00:28:47.060>till <00:28:47.176>today, <00:28:47.293>we <00:28:47.409>are <00:28:47.526>using <00:28:47.643>the <00:28:47.760>Snowflake

00:28:48.550 --> 00:28:48.560 align:start position:0%
<00:28:48.550>till <00:28:48.551>today, <00:28:48.553>we <00:28:48.554>are <00:28:48.556>using <00:28:48.557>the <00:28:48.559>Snowflake

00:28:48.560 --> 00:28:50.110 align:start position:0%
<00:28:48.560>till <00:28:48.667>today, <00:28:48.774>we <00:28:48.881>are <00:28:48.989>using <00:28:49.096>the <00:28:49.203>Snowflake <00:28:49.311>cloud <00:28:49.418>data <00:28:49.525>platform <00:28:49.633>and <00:28:49.740>we <00:28:49.847>did <00:28:49.955>the

00:28:50.110 --> 00:28:50.120 align:start position:0%
<00:28:50.110>cloud <00:28:50.111>data <00:28:50.112>platform <00:28:50.114>and <00:28:50.116>we <00:28:50.117>did <00:28:50.119>the

00:28:50.120 --> 00:28:51.950 align:start position:0%
<00:28:50.120>cloud <00:28:50.294>data <00:28:50.469>platform <00:28:50.645>and <00:28:50.820>we <00:28:50.995>did <00:28:51.169>the <00:28:51.344>migration <00:28:51.520>like

00:28:51.950 --> 00:28:51.960 align:start position:0%
<00:28:51.950>migration <00:28:51.959>like

00:28:51.960 --> 00:28:54.230 align:start position:0%
<00:28:51.960>migration <00:28:52.115>like <00:28:52.271>8 <00:28:52.426>years <00:28:52.582>back <00:28:52.737>if <00:28:52.893>I <00:28:53.048>remember <00:28:53.204>it <00:28:53.360>correctly.

00:28:54.230 --> 00:28:54.240 align:start position:0%
<00:28:54.230>8 <00:28:54.231>years <00:28:54.232>back <00:28:54.233>if <00:28:54.235>I <00:28:54.236>remember <00:28:54.237>it <00:28:54.239>correctly.

00:28:54.240 --> 00:28:57.270 align:start position:0%
<00:28:54.240>8 <00:28:54.347>years <00:28:54.455>back <00:28:54.563>if <00:28:54.670>I <00:28:54.778>remember <00:28:54.886>it <00:28:54.993>correctly. <00:28:55.101>So, <00:28:55.209>such <00:28:55.316>decision <00:28:55.424>make, <00:28:55.532>you <00:28:55.640>know,

00:28:57.270 --> 00:28:57.280 align:start position:0%
<00:28:57.270>So, <00:28:57.271>such <00:28:57.273>decision <00:28:57.275>make, <00:28:57.277>you <00:28:57.279>know,

00:28:57.280 --> 00:29:00.430 align:start position:0%
<00:28:57.280>So, <00:28:57.407>such <00:28:57.534>decision <00:28:57.661>make, <00:28:57.789>you <00:28:57.916>know, <00:28:58.043>informed <00:28:58.170>decisions <00:28:58.298>that <00:28:58.425>can <00:28:58.552>that <00:28:58.680>can

00:29:00.430 --> 00:29:00.440 align:start position:0%
<00:29:00.430>informed <00:29:00.431>decisions <00:29:00.433>that <00:29:00.435>can <00:29:00.437>that <00:29:00.439>can

00:29:00.440 --> 00:29:03.150 align:start position:0%
<00:29:00.440>informed <00:29:00.547>decisions <00:29:00.655>that <00:29:00.763>can <00:29:00.870>that <00:29:00.978>can <00:29:01.086>stay <00:29:01.193>and <00:29:01.301>for <00:29:01.409>with <00:29:01.516>you <00:29:01.624>for <00:29:01.732>longer. <00:29:01.840>So,

00:29:03.150 --> 00:29:03.160 align:start position:0%
<00:29:03.150>stay <00:29:03.151>and <00:29:03.152>for <00:29:03.153>with <00:29:03.155>you <00:29:03.156>for <00:29:03.157>longer. <00:29:03.159>So,

00:29:03.160 --> 00:29:05.830 align:start position:0%
<00:29:03.160>stay <00:29:03.253>and <00:29:03.346>for <00:29:03.440>with <00:29:03.533>you <00:29:03.626>for <00:29:03.720>longer. <00:29:03.813>So, <00:29:03.906>DBT <00:29:04.000>we <00:29:04.093>use <00:29:04.186>DBT <00:29:04.280>core. <00:29:04.373>It's <00:29:04.466>an <00:29:04.560>open

00:29:05.830 --> 00:29:05.840 align:start position:0%
<00:29:05.830>DBT <00:29:05.831>we <00:29:05.832>use <00:29:05.833>DBT <00:29:05.835>core. <00:29:05.836>It's <00:29:05.837>an <00:29:05.839>open

00:29:05.840 --> 00:29:08.230 align:start position:0%
<00:29:05.840>DBT <00:29:05.939>we <00:29:06.040>use <00:29:06.139>DBT <00:29:06.240>core. <00:29:06.340>It's <00:29:06.439>an <00:29:06.540>open <00:29:06.639>source. <00:29:06.740>DBT <00:29:06.840>cloud <00:29:06.939>exists, <00:29:07.040>but <00:29:07.139>since <00:29:07.240>we

00:29:08.230 --> 00:29:08.240 align:start position:0%
<00:29:08.230>source. <00:29:08.231>DBT <00:29:08.233>cloud <00:29:08.234>exists, <00:29:08.236>but <00:29:08.237>since <00:29:08.239>we

00:29:08.240 --> 00:29:09.950 align:start position:0%
<00:29:08.240>source. <00:29:08.347>DBT <00:29:08.455>cloud <00:29:08.563>exists, <00:29:08.670>but <00:29:08.778>since <00:29:08.886>we <00:29:08.993>have <00:29:09.101>our <00:29:09.209>own <00:29:09.316>platform <00:29:09.424>and <00:29:09.532>we <00:29:09.640>want

00:29:09.950 --> 00:29:09.960 align:start position:0%
<00:29:09.950>have <00:29:09.951>our <00:29:09.953>own <00:29:09.954>platform <00:29:09.956>and <00:29:09.957>we <00:29:09.959>want

00:29:09.960 --> 00:29:11.950 align:start position:0%
<00:29:09.960>have <00:29:10.067>our <00:29:10.175>own <00:29:10.283>platform <00:29:10.390>and <00:29:10.498>we <00:29:10.606>want <00:29:10.713>complete <00:29:10.821>control <00:29:10.929>of <00:29:11.036>all <00:29:11.144>the <00:29:11.252>things <00:29:11.360>that

00:29:11.950 --> 00:29:11.960 align:start position:0%
<00:29:11.950>complete <00:29:11.951>control <00:29:11.953>of <00:29:11.954>all <00:29:11.956>the <00:29:11.957>things <00:29:11.959>that

00:29:11.960 --> 00:29:13.790 align:start position:0%
<00:29:11.960>complete <00:29:12.076>control <00:29:12.193>of <00:29:12.310>all <00:29:12.426>the <00:29:12.543>things <00:29:12.660>that <00:29:12.776>are <00:29:12.893>happening <00:29:13.010>here. <00:29:13.126>It's <00:29:13.243>It's <00:29:13.360>an

00:29:13.790 --> 00:29:13.800 align:start position:0%
<00:29:13.790>are <00:29:13.791>happening <00:29:13.793>here. <00:29:13.795>It's <00:29:13.797>It's <00:29:13.799>an

00:29:13.800 --> 00:29:15.950 align:start position:0%
<00:29:13.800>are <00:29:13.940>happening <00:29:14.080>here. <00:29:14.220>It's <00:29:14.360>It's <00:29:14.500>an <00:29:14.639>organization <00:29:14.780>decision <00:29:14.919>to <00:29:15.060>continue <00:29:15.200>ahead

00:29:15.950 --> 00:29:15.960 align:start position:0%
<00:29:15.950>organization <00:29:15.952>decision <00:29:15.954>to <00:29:15.956>continue <00:29:15.959>ahead

00:29:15.960 --> 00:29:17.510 align:start position:0%
<00:29:15.960>organization <00:29:16.159>decision <00:29:16.358>to <00:29:16.557>continue <00:29:16.757>ahead <00:29:16.956>with <00:29:17.155>DBT <00:29:17.355>core.

00:29:17.510 --> 00:29:17.520 align:start position:0%
<00:29:17.510>with <00:29:17.514>DBT <00:29:17.519>core.

00:29:17.520 --> 00:29:20.070 align:start position:0%
<00:29:17.520>with <00:29:17.675>DBT <00:29:17.831>core. <00:29:17.986>Sometimes <00:29:18.142>there <00:29:18.297>is <00:29:18.453>a <00:29:18.608>delay <00:29:18.764>before <00:29:18.920>you

00:29:20.070 --> 00:29:20.080 align:start position:0%
<00:29:20.070>Sometimes <00:29:20.071>there <00:29:20.072>is <00:29:20.074>a <00:29:20.076>delay <00:29:20.077>before <00:29:20.079>you

00:29:20.080 --> 00:29:22.310 align:start position:0%
<00:29:20.080>Sometimes <00:29:20.179>there <00:29:20.280>is <00:29:20.379>a <00:29:20.480>delay <00:29:20.580>before <00:29:20.679>you <00:29:20.780>get <00:29:20.879>all <00:29:20.980>the <00:29:21.080>new <00:29:21.179>and <00:29:21.280>fancy <00:29:21.379>things. <00:29:21.480>They

00:29:22.310 --> 00:29:22.320 align:start position:0%
<00:29:22.310>get <00:29:22.311>all <00:29:22.312>the <00:29:22.313>new <00:29:22.315>and <00:29:22.316>fancy <00:29:22.317>things. <00:29:22.319>They

00:29:22.320 --> 00:29:23.430 align:start position:0%
<00:29:22.320>get <00:29:22.444>all <00:29:22.569>the <00:29:22.694>new <00:29:22.819>and <00:29:22.944>fancy <00:29:23.069>things. <00:29:23.194>They <00:29:23.319>come

00:29:23.430 --> 00:29:23.440 align:start position:0%
come

00:29:23.440 --> 00:29:26.750 align:start position:0%
<00:29:23.440>come <00:29:23.615>into <00:29:23.790>DBT <00:29:23.965>core <00:29:24.140>later, <00:29:24.315>but <00:29:24.490>that's <00:29:24.665>okay. <00:29:24.840>We

00:29:26.750 --> 00:29:26.760 align:start position:0%
<00:29:26.750>into <00:29:26.751>DBT <00:29:26.752>core <00:29:26.753>later, <00:29:26.755>but <00:29:26.756>that's <00:29:26.757>okay. <00:29:26.759>We

00:29:26.760 --> 00:29:28.670 align:start position:0%
<00:29:26.760>into <00:29:26.867>DBT <00:29:26.975>core <00:29:27.083>later, <00:29:27.190>but <00:29:27.298>that's <00:29:27.406>okay. <00:29:27.513>We <00:29:27.621>live <00:29:27.729>with <00:29:27.836>that <00:29:27.944>delay, <00:29:28.052>let's <00:29:28.160>say.

00:29:28.670 --> 00:29:28.680 align:start position:0%
<00:29:28.670>live <00:29:28.671>with <00:29:28.673>that <00:29:28.675>delay, <00:29:28.677>let's <00:29:28.679>say.

00:29:28.680 --> 00:29:30.230 align:start position:0%
<00:29:28.680>live <00:29:28.854>with <00:29:29.028>that <00:29:29.203>delay, <00:29:29.377>let's <00:29:29.551>say. <00:29:29.726>&gt;&gt; <00:29:29.900>Okay, <00:29:30.075>perfect.

00:29:30.230 --> 00:29:30.240 align:start position:0%
<00:29:30.230>&gt;&gt; <00:29:30.234>Okay, <00:29:30.239>perfect.

00:29:30.240 --> 00:29:32.950 align:start position:0%
<00:29:30.240>&gt;&gt; <00:29:30.380>Okay, <00:29:30.520>perfect. <00:29:30.660>Uh <00:29:30.800>we <00:29:30.940>have <00:29:31.080>two <00:29:31.220>more <00:29:31.360>minutes <00:29:31.500>left <00:29:31.640>if

00:29:32.950 --> 00:29:32.960 align:start position:0%
<00:29:32.950>Uh <00:29:32.951>we <00:29:32.952>have <00:29:32.953>two <00:29:32.955>more <00:29:32.956>minutes <00:29:32.957>left <00:29:32.959>if

00:29:32.960 --> 00:29:35.830 align:start position:0%
<00:29:32.960>Uh <00:29:33.076>we <00:29:33.193>have <00:29:33.310>two <00:29:33.426>more <00:29:33.543>minutes <00:29:33.660>left <00:29:33.776>if <00:29:33.893>anyone <00:29:34.010>has <00:29:34.126>any <00:29:34.243>other <00:29:34.360>questions.

00:29:35.830 --> 00:29:35.840 align:start position:0%
<00:29:35.830>anyone <00:29:35.832>has <00:29:35.834>any <00:29:35.836>other <00:29:35.839>questions.

00:29:35.840 --> 00:29:36.830 align:start position:0%
<00:29:35.840>anyone <00:29:36.018>has <00:29:36.196>any <00:29:36.374>other <00:29:36.552>questions. <00:29:36.731>Uh

00:29:36.830 --> 00:29:36.840 align:start position:0%
Uh

00:29:36.840 --> 00:29:40.350 align:start position:0%
<00:29:36.840>Uh <00:29:37.014>if <00:29:37.189>not, <00:29:37.365>uh <00:29:37.540>I'll <00:29:37.715>put <00:29:37.889>one <00:29:38.064>more <00:29:38.240>question

00:29:40.350 --> 00:29:40.360 align:start position:0%
<00:29:40.350>if <00:29:40.351>not, <00:29:40.352>uh <00:29:40.353>I'll <00:29:40.355>put <00:29:40.356>one <00:29:40.357>more <00:29:40.359>question

00:29:40.360 --> 00:29:41.950 align:start position:0%
<00:29:40.360>if <00:29:40.500>not, <00:29:40.639>uh <00:29:40.780>I'll <00:29:40.919>put <00:29:41.060>one <00:29:41.199>more <00:29:41.340>question <00:29:41.479>from <00:29:41.620>my <00:29:41.760>side.

00:29:41.950 --> 00:29:41.960 align:start position:0%
<00:29:41.950>from <00:29:41.954>my <00:29:41.959>side.

00:29:41.960 --> 00:29:44.670 align:start position:0%
<00:29:41.960>from <00:29:42.100>my <00:29:42.240>side. <00:29:42.380>So, <00:29:42.520>what <00:29:42.660>would <00:29:42.800>be <00:29:42.940>your <00:29:43.080>advice, <00:29:43.220>uh <00:29:43.360>you

00:29:44.670 --> 00:29:44.680 align:start position:0%
<00:29:44.670>So, <00:29:44.671>what <00:29:44.672>would <00:29:44.673>be <00:29:44.675>your <00:29:44.676>advice, <00:29:44.677>uh <00:29:44.679>you

00:29:44.680 --> 00:29:47.030 align:start position:0%
<00:29:44.680>So, <00:29:44.820>what <00:29:44.960>would <00:29:45.100>be <00:29:45.240>your <00:29:45.380>advice, <00:29:45.520>uh <00:29:45.660>you <00:29:45.800>know, <00:29:45.940>from <00:29:46.080>a

00:29:47.030 --> 00:29:47.040 align:start position:0%
<00:29:47.030>know, <00:29:47.034>from <00:29:47.039>a

00:29:47.040 --> 00:29:49.190 align:start position:0%
<00:29:47.040>know, <00:29:47.273>from <00:29:47.506>a <00:29:47.740>professional <00:29:47.973>in <00:29:48.206>this <00:29:48.440>field?

00:29:49.190 --> 00:29:49.200 align:start position:0%
<00:29:49.190>professional <00:29:49.193>in <00:29:49.196>this <00:29:49.199>field?

00:29:49.200 --> 00:29:51.430 align:start position:0%
<00:29:49.200>professional <00:29:49.327>in <00:29:49.454>this <00:29:49.581>field? <00:29:49.709>Uh <00:29:49.836>you <00:29:49.963>know, <00:29:50.090>not <00:29:50.218>as <00:29:50.345>particular <00:29:50.472>as <00:29:50.600>part

00:29:51.430 --> 00:29:51.440 align:start position:0%
<00:29:51.430>Uh <00:29:51.431>you <00:29:51.432>know, <00:29:51.433>not <00:29:51.435>as <00:29:51.436>particular <00:29:51.437>as <00:29:51.439>part

00:29:51.440 --> 00:29:54.710 align:start position:0%
<00:29:51.440>Uh <00:29:51.533>you <00:29:51.626>know, <00:29:51.720>not <00:29:51.813>as <00:29:51.906>particular <00:29:52.000>as <00:29:52.093>part <00:29:52.186>of <00:29:52.280>this <00:29:52.373>topic, <00:29:52.466>but <00:29:52.560>how <00:29:52.653>do <00:29:52.746>people <00:29:52.840>adapt

00:29:54.710 --> 00:29:54.720 align:start position:0%
<00:29:54.710>of <00:29:54.711>this <00:29:54.712>topic, <00:29:54.713>but <00:29:54.715>how <00:29:54.716>do <00:29:54.717>people <00:29:54.719>adapt

00:29:54.720 --> 00:29:56.510 align:start position:0%
<00:29:54.720>of <00:29:54.847>this <00:29:54.974>topic, <00:29:55.101>but <00:29:55.229>how <00:29:55.356>do <00:29:55.483>people <00:29:55.610>adapt <00:29:55.738>uh <00:29:55.865>to <00:29:55.992>data <00:29:56.120>engineering

00:29:56.510 --> 00:29:56.520 align:start position:0%
<00:29:56.510>uh <00:29:56.513>to <00:29:56.516>data <00:29:56.519>engineering

00:29:56.520 --> 00:29:59.750 align:start position:0%
<00:29:56.520>uh <00:29:56.647>to <00:29:56.774>data <00:29:56.901>engineering <00:29:57.029>in <00:29:57.156>the <00:29:57.283>current <00:29:57.410>scenario <00:29:57.538>of <00:29:57.665>AI <00:29:57.792>coming <00:29:57.920>in?

00:29:59.750 --> 00:29:59.760 align:start position:0%
<00:29:59.750>in <00:29:59.751>the <00:29:59.752>current <00:29:59.753>scenario <00:29:59.755>of <00:29:59.756>AI <00:29:59.757>coming <00:29:59.759>in?

00:29:59.760 --> 00:30:01.310 align:start position:0%
<00:29:59.760>in <00:29:59.859>the <00:29:59.959>current <00:30:00.058>scenario <00:30:00.158>of <00:30:00.258>AI <00:30:00.357>coming <00:30:00.457>in? <00:30:00.557>What <00:30:00.656>are <00:30:00.756>some <00:30:00.856>of <00:30:00.955>the <00:30:01.055>learning <00:30:01.155>resources

00:30:01.310 --> 00:30:01.320 align:start position:0%
<00:30:01.310>What <00:30:01.311>are <00:30:01.312>some <00:30:01.314>of <00:30:01.316>the <00:30:01.317>learning <00:30:01.319>resources

00:30:01.320 --> 00:30:03.030 align:start position:0%
<00:30:01.320>What <00:30:01.427>are <00:30:01.535>some <00:30:01.643>of <00:30:01.750>the <00:30:01.858>learning <00:30:01.966>resources <00:30:02.073>they <00:30:02.181>can <00:30:02.289>take <00:30:02.396>to, <00:30:02.504>you <00:30:02.612>know, <00:30:02.720>keep

00:30:03.030 --> 00:30:03.040 align:start position:0%
<00:30:03.030>they <00:30:03.031>can <00:30:03.033>take <00:30:03.034>to, <00:30:03.036>you <00:30:03.037>know, <00:30:03.039>keep

00:30:03.040 --> 00:30:05.230 align:start position:0%
<00:30:03.040>they <00:30:03.167>can <00:30:03.294>take <00:30:03.421>to, <00:30:03.549>you <00:30:03.676>know, <00:30:03.803>keep <00:30:03.930>themselves <00:30:04.058>uh <00:30:04.185>adapting <00:30:04.312>to <00:30:04.440>this

00:30:05.230 --> 00:30:05.240 align:start position:0%
<00:30:05.230>themselves <00:30:05.232>uh <00:30:05.234>adapting <00:30:05.236>to <00:30:05.239>this

00:30:05.240 --> 00:30:08.030 align:start position:0%
<00:30:05.240>themselves <00:30:05.473>uh <00:30:05.706>adapting <00:30:05.940>to <00:30:06.173>this <00:30:06.406>ever-changing <00:30:06.640>landscape?

00:30:08.030 --> 00:30:08.040 align:start position:0%
<00:30:08.030>ever-changing <00:30:08.039>landscape?

00:30:08.040 --> 00:30:09.870 align:start position:0%
<00:30:08.040>ever-changing <00:30:08.215>landscape? <00:30:08.389>&gt;&gt; <00:30:08.565>Learning <00:30:08.740>resources, <00:30:08.915>I <00:30:09.090>think <00:30:09.264>there <00:30:09.440>are

00:30:09.870 --> 00:30:09.880 align:start position:0%
<00:30:09.870>&gt;&gt; <00:30:09.871>Learning <00:30:09.873>resources, <00:30:09.874>I <00:30:09.876>think <00:30:09.877>there <00:30:09.879>are

00:30:09.880 --> 00:30:12.390 align:start position:0%
<00:30:09.880>&gt;&gt; <00:30:10.020>Learning <00:30:10.160>resources, <00:30:10.300>I <00:30:10.440>think <00:30:10.580>there <00:30:10.720>are <00:30:10.860>plenty <00:30:11.000>available <00:30:11.140>out <00:30:11.280>there.

00:30:12.390 --> 00:30:12.400 align:start position:0%
<00:30:12.390>plenty <00:30:12.393>available <00:30:12.396>out <00:30:12.399>there.

00:30:12.400 --> 00:30:15.150 align:start position:0%
<00:30:12.400>plenty <00:30:12.527>available <00:30:12.654>out <00:30:12.781>there. <00:30:12.909>How <00:30:13.036>do <00:30:13.163>you <00:30:13.290>keep <00:30:13.418>yourselves <00:30:13.545>up <00:30:13.672>to <00:30:13.800>date?

00:30:15.150 --> 00:30:15.160 align:start position:0%
<00:30:15.150>How <00:30:15.151>do <00:30:15.152>you <00:30:15.153>keep <00:30:15.155>yourselves <00:30:15.156>up <00:30:15.157>to <00:30:15.159>date?

00:30:15.160 --> 00:30:16.510 align:start position:0%
<00:30:15.160>How <00:30:15.311>do <00:30:15.463>you <00:30:15.615>keep <00:30:15.767>yourselves <00:30:15.919>up <00:30:16.071>to <00:30:16.223>date? <00:30:16.375>Sometimes

00:30:16.510 --> 00:30:16.520 align:start position:0%
Sometimes

00:30:16.520 --> 00:30:18.870 align:start position:0%
<00:30:16.520>Sometimes <00:30:16.720>uh <00:30:16.920>in <00:30:17.120>bigger <00:30:17.320>organizations, <00:30:17.520>there <00:30:17.720>is <00:30:17.920>a

00:30:18.870 --> 00:30:18.880 align:start position:0%
<00:30:18.870>uh <00:30:18.871>in <00:30:18.873>bigger <00:30:18.874>organizations, <00:30:18.876>there <00:30:18.877>is <00:30:18.879>a

00:30:18.880 --> 00:30:21.510 align:start position:0%
<00:30:18.880>uh <00:30:19.007>in <00:30:19.134>bigger <00:30:19.261>organizations, <00:30:19.389>there <00:30:19.516>is <00:30:19.643>a <00:30:19.770>lot <00:30:19.898>of <00:30:20.025>organizational <00:30:20.152>stuff <00:30:20.280>involved.

00:30:21.510 --> 00:30:21.520 align:start position:0%
<00:30:21.510>lot <00:30:21.512>of <00:30:21.514>organizational <00:30:21.516>stuff <00:30:21.519>involved.

00:30:21.520 --> 00:30:24.830 align:start position:0%
<00:30:21.520>lot <00:30:21.647>of <00:30:21.774>organizational <00:30:21.901>stuff <00:30:22.029>involved. <00:30:22.156>Let's <00:30:22.283>say <00:30:22.410>it's <00:30:22.538>not <00:30:22.665>so <00:30:22.792>easy <00:30:22.920>uh

00:30:24.830 --> 00:30:24.840 align:start position:0%
<00:30:24.830>Let's <00:30:24.831>say <00:30:24.832>it's <00:30:24.834>not <00:30:24.836>so <00:30:24.837>easy <00:30:24.839>uh

00:30:24.840 --> 00:30:26.830 align:start position:0%
<00:30:24.840>Let's <00:30:24.933>say <00:30:25.026>it's <00:30:25.120>not <00:30:25.213>so <00:30:25.306>easy <00:30:25.399>uh <00:30:25.493>to <00:30:25.586>change <00:30:25.679>your <00:30:25.773>tool <00:30:25.866>stack <00:30:25.959>or <00:30:26.053>there <00:30:26.146>is <00:30:26.240>a

00:30:26.830 --> 00:30:26.840 align:start position:0%
<00:30:26.830>to <00:30:26.831>change <00:30:26.832>your <00:30:26.833>tool <00:30:26.834>stack <00:30:26.835>or <00:30:26.836>there <00:30:26.837>is <00:30:26.839>a

00:30:26.840 --> 00:30:29.310 align:start position:0%
<00:30:26.840>to <00:30:26.933>change <00:30:27.026>your <00:30:27.120>tool <00:30:27.213>stack <00:30:27.306>or <00:30:27.399>there <00:30:27.493>is <00:30:27.586>a <00:30:27.679>lot <00:30:27.773>of <00:30:27.866>other <00:30:27.959>things <00:30:28.053>involved <00:30:28.146>as <00:30:28.240>well.

00:30:29.310 --> 00:30:29.320 align:start position:0%
<00:30:29.310>lot <00:30:29.311>of <00:30:29.312>other <00:30:29.314>things <00:30:29.316>involved <00:30:29.317>as <00:30:29.319>well.

00:30:29.320 --> 00:30:31.830 align:start position:0%
<00:30:29.320>lot <00:30:29.419>of <00:30:29.520>other <00:30:29.620>things <00:30:29.720>involved <00:30:29.820>as <00:30:29.919>well. <00:30:30.020>And <00:30:30.120>at <00:30:30.220>the <00:30:30.320>same <00:30:30.419>time, <00:30:30.520>in <00:30:30.620>startups, <00:30:30.720>I

00:30:31.830 --> 00:30:31.840 align:start position:0%
<00:30:31.830>And <00:30:31.831>at <00:30:31.832>the <00:30:31.833>same <00:30:31.835>time, <00:30:31.836>in <00:30:31.837>startups, <00:30:31.839>I

00:30:31.840 --> 00:30:34.550 align:start position:0%
<00:30:31.840>And <00:30:31.939>at <00:30:32.040>the <00:30:32.139>same <00:30:32.240>time, <00:30:32.340>in <00:30:32.439>startups, <00:30:32.540>I <00:30:32.639>think <00:30:32.740>it's <00:30:32.840>much <00:30:32.939>easier. <00:30:33.040>I <00:30:33.139>always <00:30:33.240>suggest

00:30:34.550 --> 00:30:34.560 align:start position:0%
<00:30:34.550>think <00:30:34.551>it's <00:30:34.553>much <00:30:34.554>easier. <00:30:34.556>I <00:30:34.557>always <00:30:34.559>suggest

00:30:34.560 --> 00:30:36.790 align:start position:0%
<00:30:34.560>think <00:30:34.659>it's <00:30:34.760>much <00:30:34.860>easier. <00:30:34.960>I <00:30:35.060>always <00:30:35.159>suggest <00:30:35.260>people <00:30:35.360>to <00:30:35.460>go <00:30:35.560>to <00:30:35.659>meetups <00:30:35.760>in <00:30:35.860>and <00:30:35.960>around

00:30:36.790 --> 00:30:36.800 align:start position:0%
<00:30:36.790>people <00:30:36.791>to <00:30:36.792>go <00:30:36.793>to <00:30:36.795>meetups <00:30:36.796>in <00:30:36.797>and <00:30:36.799>around

00:30:36.800 --> 00:30:38.870 align:start position:0%
<00:30:36.800>people <00:30:36.907>to <00:30:37.015>go <00:30:37.123>to <00:30:37.230>meetups <00:30:37.338>in <00:30:37.446>and <00:30:37.553>around <00:30:37.661>your <00:30:37.769>locations, <00:30:37.876>you <00:30:37.984>know, <00:30:38.092>learn <00:30:38.200>from

00:30:38.870 --> 00:30:38.880 align:start position:0%
<00:30:38.870>your <00:30:38.871>locations, <00:30:38.873>you <00:30:38.875>know, <00:30:38.877>learn <00:30:38.879>from

00:30:38.880 --> 00:30:41.630 align:start position:0%
<00:30:38.880>your <00:30:39.007>locations, <00:30:39.134>you <00:30:39.261>know, <00:30:39.389>learn <00:30:39.516>from <00:30:39.643>what <00:30:39.770>others <00:30:39.898>are <00:30:40.025>doing, <00:30:40.152>uh <00:30:40.280>join

00:30:41.630 --> 00:30:41.640 align:start position:0%
<00:30:41.630>what <00:30:41.631>others <00:30:41.633>are <00:30:41.635>doing, <00:30:41.637>uh <00:30:41.639>join

00:30:41.640 --> 00:30:44.710 align:start position:0%
<00:30:41.640>what <00:30:41.767>others <00:30:41.894>are <00:30:42.021>doing, <00:30:42.149>uh <00:30:42.276>join <00:30:42.403>conferences <00:30:42.530>like <00:30:42.658>these, <00:30:42.785>let's <00:30:42.912>say, <00:30:43.040>and

00:30:44.710 --> 00:30:44.720 align:start position:0%
<00:30:44.710>conferences <00:30:44.711>like <00:30:44.713>these, <00:30:44.715>let's <00:30:44.717>say, <00:30:44.719>and

00:30:44.720 --> 00:30:46.990 align:start position:0%
<00:30:44.720>conferences <00:30:44.827>like <00:30:44.935>these, <00:30:45.043>let's <00:30:45.150>say, <00:30:45.258>and <00:30:45.366>uh <00:30:45.473>yeah, <00:30:45.581>adapt, <00:30:45.689>be <00:30:45.796>ready <00:30:45.904>to <00:30:46.012>learn <00:30:46.120>and

00:30:46.990 --> 00:30:47.000 align:start position:0%
<00:30:46.990>uh <00:30:46.991>yeah, <00:30:46.992>adapt, <00:30:46.993>be <00:30:46.995>ready <00:30:46.996>to <00:30:46.997>learn <00:30:46.999>and

00:30:47.000 --> 00:30:49.430 align:start position:0%
<00:30:47.000>uh <00:30:47.093>yeah, <00:30:47.186>adapt, <00:30:47.280>be <00:30:47.373>ready <00:30:47.466>to <00:30:47.560>learn <00:30:47.653>and <00:30:47.746>adapt, <00:30:47.840>not <00:30:47.933>stick <00:30:48.026>to <00:30:48.120>your <00:30:48.213>own <00:30:48.306>tool <00:30:48.400>set.

00:30:49.430 --> 00:30:49.440 align:start position:0%
<00:30:49.430>adapt, <00:30:49.431>not <00:30:49.432>stick <00:30:49.433>to <00:30:49.435>your <00:30:49.436>own <00:30:49.437>tool <00:30:49.439>set.

00:30:49.440 --> 00:30:51.270 align:start position:0%
<00:30:49.440>adapt, <00:30:49.533>not <00:30:49.626>stick <00:30:49.720>to <00:30:49.813>your <00:30:49.906>own <00:30:50.000>tool <00:30:50.093>set. <00:30:50.186>If <00:30:50.280>I <00:30:50.373>said <00:30:50.466>that <00:30:50.560>I'll <00:30:50.653>keep <00:30:50.746>writing <00:30:50.840>SQL

00:30:51.270 --> 00:30:51.280 align:start position:0%
<00:30:51.270>If <00:30:51.271>I <00:30:51.272>said <00:30:51.273>that <00:30:51.275>I'll <00:30:51.276>keep <00:30:51.277>writing <00:30:51.279>SQL

00:30:51.280 --> 00:30:53.630 align:start position:0%
<00:30:51.280>If <00:30:51.396>I <00:30:51.513>said <00:30:51.629>that <00:30:51.746>I'll <00:30:51.863>keep <00:30:51.980>writing <00:30:52.096>SQL <00:30:52.213>queries, <00:30:52.330>I <00:30:52.446>would <00:30:52.563>be <00:30:52.680>nowhere.

00:30:53.630 --> 00:30:53.640 align:start position:0%
<00:30:53.630>queries, <00:30:53.632>I <00:30:53.634>would <00:30:53.636>be <00:30:53.639>nowhere.

00:30:53.640 --> 00:30:54.670 align:start position:0%
<00:30:53.640>queries, <00:30:53.794>I <00:30:53.949>would <00:30:54.103>be <00:30:54.258>nowhere. <00:30:54.412>&gt;&gt; <00:30:54.567>Okay.

00:30:54.670 --> 00:30:54.680 align:start position:0%
<00:30:54.670>&gt;&gt; <00:30:54.679>Okay.

00:30:54.680 --> 00:30:56.550 align:start position:0%
<00:30:54.680>&gt;&gt; <00:30:54.835>Okay. <00:30:54.991>&gt;&gt; <00:30:55.146>Yeah, <00:30:55.302>be <00:30:55.457>ready <00:30:55.613>to <00:30:55.768>adapt <00:30:55.924>and <00:30:56.080>learn,

00:30:56.550 --> 00:30:56.560 align:start position:0%
<00:30:56.550>&gt;&gt; <00:30:56.551>Yeah, <00:30:56.552>be <00:30:56.553>ready <00:30:56.555>to <00:30:56.556>adapt <00:30:56.557>and <00:30:56.559>learn,

00:30:56.560 --> 00:30:57.830 align:start position:0%
<00:30:56.560>&gt;&gt; <00:30:56.702>Yeah, <00:30:56.845>be <00:30:56.988>ready <00:30:57.131>to <00:30:57.274>adapt <00:30:57.417>and <00:30:57.560>learn, <00:30:57.703>basically.

00:30:57.830 --> 00:30:57.840 align:start position:0%
basically.

00:30:57.840 --> 00:31:00.990 align:start position:0%
<00:30:57.840>basically. <00:30:58.073>&gt;&gt; <00:30:58.306>Perfect. <00:30:58.540>Thank <00:30:58.773>you <00:30:59.006>so <00:30:59.240>much.

00:31:00.990 --> 00:31:01.000 align:start position:0%
<00:31:00.990>&gt;&gt; <00:31:00.991>Perfect. <00:31:00.993>Thank <00:31:00.995>you <00:31:00.997>so <00:31:00.999>much.

00:31:01.000 --> 00:31:02.710 align:start position:0%
<00:31:01.000>&gt;&gt; <00:31:01.107>Perfect. <00:31:01.215>Thank <00:31:01.323>you <00:31:01.430>so <00:31:01.538>much. <00:31:01.646>Uh <00:31:01.753>let's <00:31:01.861>have <00:31:01.969>a <00:31:02.076>round <00:31:02.184>of <00:31:02.292>applause <00:31:02.400>for

00:31:02.710 --> 00:31:02.720 align:start position:0%
<00:31:02.710>Uh <00:31:02.711>let's <00:31:02.712>have <00:31:02.713>a <00:31:02.715>round <00:31:02.716>of <00:31:02.717>applause <00:31:02.719>for

00:31:02.720 --> 00:31:05.110 align:start position:0%
<00:31:02.720>Uh <00:31:02.860>let's <00:31:03.000>have <00:31:03.140>a <00:31:03.280>round <00:31:03.420>of <00:31:03.560>applause <00:31:03.700>for <00:31:03.840>Sandhya <00:31:03.980>for <00:31:04.120>having

00:31:05.110 --> 00:31:05.120 align:start position:0%
<00:31:05.110>Sandhya <00:31:05.114>for <00:31:05.119>having

00:31:05.120 --> 00:31:07.670 align:start position:0%
<00:31:05.120>Sandhya <00:31:05.353>for <00:31:05.586>having <00:31:05.820>&gt;&gt; <00:31:06.053>Thanks <00:31:06.286>a <00:31:06.520>lot.

00:31:07.670 --> 00:31:07.680 align:start position:0%
<00:31:07.670>&gt;&gt; <00:31:07.673>Thanks <00:31:07.676>a <00:31:07.679>lot.

00:31:07.680 --> 00:31:09.230 align:start position:0%
<00:31:07.680>&gt;&gt; <00:31:07.796>Thanks <00:31:07.912>a <00:31:08.028>lot. <00:31:08.145>&gt;&gt; <00:31:08.261>Uh <00:31:08.377>if <00:31:08.493>you <00:31:08.610>have <00:31:08.726>any <00:31:08.842>questions, <00:31:08.958>feel <00:31:09.075>free

00:31:09.230 --> 00:31:09.240 align:start position:0%
<00:31:09.230>&gt;&gt; <00:31:09.231>Uh <00:31:09.232>if <00:31:09.233>you <00:31:09.234>have <00:31:09.235>any <00:31:09.236>questions, <00:31:09.237>feel <00:31:09.239>free

00:31:09.240 --> 00:31:10.950 align:start position:0%
<00:31:09.240>&gt;&gt; <00:31:09.327>Uh <00:31:09.415>if <00:31:09.502>you <00:31:09.590>have <00:31:09.677>any <00:31:09.765>questions, <00:31:09.852>feel <00:31:09.940>free <00:31:10.027>to <00:31:10.115>approach <00:31:10.202>us. <00:31:10.290>You <00:31:10.377>will <00:31:10.465>stay <00:31:10.552>here <00:31:10.640>for

00:31:10.950 --> 00:31:10.960 align:start position:0%
<00:31:10.950>to <00:31:10.951>approach <00:31:10.952>us. <00:31:10.953>You <00:31:10.955>will <00:31:10.956>stay <00:31:10.957>here <00:31:10.959>for

00:31:10.960 --> 00:31:13.840 align:start position:0%
<00:31:10.960>to <00:31:11.100>approach <00:31:11.240>us. <00:31:11.380>You <00:31:11.520>will <00:31:11.660>stay <00:31:11.800>here <00:31:11.940>for <00:31:12.080>some <00:31:12.220>time. <00:31:12.360>Uh