WeAreDevelopers Logo WeAreDevelopers
Sign in
For You LIVE
World Congress 2025 • Aug 20, 2025 • Session details

From Factory Floor to Kubernetes Core: Building an Edge Platform One Step at a Time

Dean Oren , Stefan Belsch

Schwarz Group faced a critical challenge: securely bridging legacy industrial machinery with modern cloud environments. Discover how they architected a GitOps-driven Kubernetes edge platform to run local AI.

Pause
Mute Enter Fullscreen
#1 about 2 min

Industrial context and operational scale across manufacturing facilities

Managing vast manufacturing and retail operations requires a resilient digital backbone to support massive production lines.

#2 about 2 min

Origins of the edge connectivity platform using Kubernetes

The growing need for secure, highly available machine integration drove the transition to a robust Kubernetes-based platform.

#3 about 2 min

Core principles for building sustainable edge infrastructure topologies

A centralized hub-and-spoke model paired with GitOps methodologies ensures reliable scaling of remote factory devices.

#4 about 2 min

Evolving and automating infrastructure deployment pipelines at scale

Transitioning from manual deployment scripts to structured CI/CD pipelines significantly accelerates new infrastructure onboarding.

#5 about 2 min

Strategic tool selection and the evolution of technology stacks

Implementing architectural decision records and utilizing an open-source first strategy enables highly adaptable platform components.

#6 about 2 min

High-level platform architecture and distributed edge node design

Centralized control planes deployed on vSphere connect dynamically to lightweight k3s Kubernetes edge clusters.

#7 about 2 min

Bootstrapping infrastructure pipelines and continuous delivery security protocols

Automated pipeline workflows securely manage cluster secrets and orchestrate continuous application delivery across various endpoints.

#8 about 3 min

Deploying AI-driven foreign object detection in manufacturing environments

Deploying an edge AI application via Kubernetes enables real-time anomaly detection on continuous factory conveyor belts.

#9 about 2 min

Orchestrating automated edge device provisioning and application delivery

Ephemeral provisioning workflows fully automate edge environment setups and application deployments by monitoring connected Git repositories.

#10 about 2 min

Future architectural roadmaps for platform automation and self-service workflows

Building hierarchical control planes and self-service interfaces simplifies infrastructure onboarding for autonomous business-unit deployments.

Matching moments

5:40 min

Adapting Kubernetes deployment patterns for heterogeneous edge device fleets

Thomas Weinschenk Thomas Weinschenk · World Congress 2026 Europe

1:54 min

Speaker background and open source Kubernetes edge computing projects

Gaurav Gahlot Gaurav Gahlot · World Congress 2026 Europe

1:16 min

Continuous deployment to edge devices using Argo CD

Daniel Brintzinger Daniel Brintzinger · World Congress 2025

2:48 min

Challenges of application edge deployment and containers

Daniel Brintzinger Daniel Brintzinger · World Congress 2025

1:50 min

Overview of the Edge AI ecosystem and tech stack

Maxim Salnikov Maxim Salnikov · World Congress 2025

1:09 min

Deploying algorithms and AI models to edge production

Irina Terekhova Irina Terekhova · World Congress 2026 Europe

More from World Congress 2025

GenAI Security: Navigating the Unseen Iceberg thumbnail
24:33
11 months ago

GenAI Security: Navigating the Unseen Iceberg

Maish Saidel-Keesing

Behind the Code: How Women Are Powering the Future of AI thumbnail
30:28
about 1 year ago

Behind the Code: How Women Are Powering the Future of AI

Alexandra Wudel, Laura Moritz, Madalina Florean

The AI Hype Filter: What’s Real, What’s Investable, What’s Noise? thumbnail
28:12
about 1 year ago

The AI Hype Filter: What’s Real, What’s Investable, What’s Noise?

Justus Lumpe, Konstantin Vinogradov, Nils Eiteneyer, Stephan Wirris

AI in Leadership: How Technology is Reshaping Executive Roles thumbnail
28:19
about 1 year ago

AI in Leadership: How Technology is Reshaping Executive Roles

Bernd Datler, Jasmin Kaiser, Jeff Hausmann, Sonja Alvarez

The AI-Ready Stack: Rethinking the Engineering Org of the Future thumbnail
28:09
about 1 year ago

The AI-Ready Stack: Rethinking the Engineering Org of the Future

Alex Laubscher, Jan Oberhauser, Keno Dreßel, Mirko Novakovic

AI Sovereignty: What Does It Take? thumbnail
29:13
about 1 year ago

AI Sovereignty: What Does It Take?

Boris Hecker, Clemens Wasner, Robin Hermann, Sonja Alvarez

Related videos

From Cloud Racks to Control Cabinets: Operating Kubernetes on Edge Devices thumbnail
26:44
World Congress 2026 Europe • 3 months ago

From Cloud Racks to Control Cabinets: Operating Kubernetes on Edge Devices

Thomas Weinschenk

From Code to Motion: Building an Autonomous Hat-Hunting Robot with Kubernetes & ML thumbnail
30:58
World Congress 2025 • about 1 year ago

From Code to Motion: Building an Autonomous Hat-Hunting Robot with Kubernetes & ML

Daniel Brintzinger

Simplifying edge app delivery: one workflow, thousands of devices thumbnail
19:01
World Congress 2025 • about 1 year ago

Simplifying edge app delivery: one workflow, thousands of devices

Christian Koep

Industrializing your Data Science capabilities thumbnail
43:47
World Congress 2021 • over 5 years ago

Industrializing your Data Science capabilities

Dubravko Dolic, Hüdaverdi Cakir

Edge Orchestration for the Physical World: Connecting Cameras, Sensors, and Devices with MQTT thumbnail
5:51
World Congress 2026 Europe • 3 months ago

Edge Orchestration for the Physical World: Connecting Cameras, Sensors, and Devices with MQTT

Irina Terekhova

Remote Driving on Plant Grounds with State-of-the-Art Cloud Technologies thumbnail
48:54
LIVE • about 5 years ago

Remote Driving on Plant Grounds with State-of-the-Art Cloud Technologies

Oliver Zimmert

Related articles

From learning to earning

Jobs that call for the skills explored in this talk.