> Markdown version of [/videos/100393-clean-rooms-demystified-architecture-and-patterns-for-privacy-safe-data-collaboration?t=700](https://www.wearedevelopers.com/videos/100393-clean-rooms-demystified-architecture-and-patterns-for-privacy-safe-data-collaboration?t=700). Every page supports `.md` or `Accept: text/markdown`. Links point to the HTML versions so they work for humans too. Agent guide: [/agents.md](https://www.wearedevelopers.com/agents.md). --- # 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 ## Access Playback and chapters for this video are available with a Free account. ## Related Moments - [Facilitating safe data collaboration via confidential clean rooms](https://www.wearedevelopers.com/videos/100043-an-alternative-approach-to-digital-sovereignty-confidential-computing) (from "An alternative approach to digital sovereignty: Confidential Computing") - [Designing a two-stage confidential data clean room](https://www.wearedevelopers.com/videos/1036-tiktok-s-privacy-innovation) (from "TikTok's Privacy Innovation") - [Advancing confidential computing with open source multi-way collaboration](https://www.wearedevelopers.com/videos/1036-tiktok-s-privacy-innovation) (from "TikTok's Privacy Innovation") - [Blending trusted hardware with future security strategies](https://www.wearedevelopers.com/videos/574-this-machine-ends-data-breaches) (from "This Machine Ends Data Breaches") - [Evaluating existing privacy enhancing technology limitations](https://www.wearedevelopers.com/videos/1036-tiktok-s-privacy-innovation) (from "TikTok's Privacy Innovation") - [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") ## Related Articles - [Stephan Gillich - Bringing AI Everywhere](https://www.wearedevelopers.com/magazine/489-stephan-gillich-bringing-ai-everywhere) - [Trustworthy AI Starts at Deployment: 5 Checks Before You Ship](https://www.wearedevelopers.com/magazine/753-trustworthy-ai-starts-at-deployment-5-checks-before-you-ship) - [Panel Discussion: Responsible AI in Practice - Real-World Examples and Challenges](https://www.wearedevelopers.com/magazine/488-panel-discussion-responsible-ai-in-practice-real-world-examples-and-challenges) - [Dev Digest 138 - Are you secure about this?](https://www.wearedevelopers.com/magazine/486-dev-digest-138-are-you-secure-about-this) ## Related Jobs - [ML Engineer](https://www.wearedevelopers.com/jobs/48448-ml-engineer) at **Docker, Inc.** - [Staff ML Engineer](https://www.wearedevelopers.com/jobs/48463-staff-ml-engineer) at **Docker, Inc.** - [LLM Dataset Engineer](https://www.wearedevelopers.com/jobs/48419-llm-dataset-engineer) at **Sciforium** - [Principal Software Engineer, AI Tools and Security](https://www.wearedevelopers.com/jobs/48450-principal-software-engineer-ai-tools-and-security) at **Docker, Inc.** - [Senior Product Security Architect](https://www.wearedevelopers.com/jobs/48532-senior-product-security-architect) at **Expedia** - [Partner Sales Director - AI Alliances - Model Providers](https://www.wearedevelopers.com/jobs/48429-partner-sales-director-ai-alliances-model-providers) at **Dynatrace**