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Netflix TechBlog - Medium · Jul 13, 2026

Building Service Topology at Scale: Architecture, Challenges, and Lessons Learned

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By Parth Jain , Rakesh Sukumar , Yingwu Zhao , Renzo Sanchez-Silva & Nathan Fisher A deep dive into the engineering challenges of building a real-time service dependency map at Netflix scale: from streaming architectures and distributed aggregation pipelines to time-travel queries and the methodology that made it work. Introduction In our first post , we introduced the problem: engineers at…

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