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# Clean Rooms Demystified: Architecture and Patterns for Privacy-Safe Data Collaboration

How do organizations share sensitive datasets without risking data leakage? Discover how clean room architectures enable secure, privacy-safe computations without ever exposing the underlying raw records.

- **Speakers:** [Anurag Malik](https://www.wearedevelopers.com/@anurag-malik)
- **Event:** World Congress 2026 North America
- **Published:** September 24, 2026
- **Duration:** 29:22
- **URL:** https://www.wearedevelopers.com/videos/100393-clean-rooms-demystified-architecture-and-patterns-for-privacy-safe-data-collaboration
- **Thumbnail URL:** https://customer-goifxnzhrq3d0d54.cloudflarestream.com/a0a390bf4a5f7e91d2c496a80287ee3d/thumbnails/thumbnail.jpg?time=210237ms

## Access

Playback and chapters for this video are available with a Free account.

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- [Evaluating existing privacy enhancing technology limitations](https://www.wearedevelopers.com/videos/1036-tiktok-s-privacy-innovation) (from "TikTok's Privacy Innovation")
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- [Technical approaches for mitigating privacy risks in models](https://www.wearedevelopers.com/videos/1218-data-privacy-in-llms-challenges-and-best-practices) (from "Data Privacy in LLMs: Challenges and Best Practices")
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