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At LinkedIn, Kubernetes is more than just an orchestration tool — it's a foundational primitive in our compute platform. In this talk, we dive deep into how we manage thousands of microservices, run large-scale stateful applications with a custom scheduler, and operate a massive fleet of GPUs — all while ensuring zero downtime and no manual intervention during regular maintenance of our bare metal infrastructure. What You'll Learn: How LinkedIn leverages Kubernetes at scale Managing stateful applications with a custom scheduler Orchestrating large GPU workloads efficiently Performing live host maintenance without downtime Insights into LinkedIn’s infrastructure automation strategies Contents : 00:00 Introduction 02:11 Linkedin Compute Platform 09:32 How LinkedIn Scale Kubernetes 25:00 Linkedin Migration Lessons 26:33 Q&A 🚀 Whether you're building at scale or just starting with Kubernetes, this is a must-watch for SREs, DevOps engineers, and platform teams looking to optimize their infrastructure. Follow Us on Facebook: / perfology Connect on Instagram: / perfologys Network on LinkedIn: / perfology 📌 Subscribe for more deep dives into cloud-native architecture, Kubernetes, and site reliability at scale. #LinkedIn #Kubernetes #Microservices #CloudNative