SRE learning roadmaps

Whether you are new to SRE or have decades in infrastructure, start at the stage that fits you and keep growing.

Stage 3 · Senior and staff

Staff SRE / Tech Lead

Designing reliability across many systems

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  1. Distributed Tracing and OpenTelemetry
  2. Distributed Tracing with OpenTelemetry: Hands-On Instrumentation and Collector Setup
  3. Using Traces to Debug Latency, Errors and Dependencies
  4. Structured Wide Events: The Building Block of Modern Observability
  5. The Core Analysis Loop: Debugging Production from First Principles
  6. SLO-Based Alerting Deep Dive: Burn Rates, Windows and Predictive Alerts
  7. Sampling Telemetry: Cheap but Accurate Enough
  8. Telemetry Pipelines, Storage Design and Observability Cost Control
  9. Observability-Driven Development, CI/CD Observability and Performance Engineering
  10. Post-Mortem Analysis in Depth: Template, Method, Example and Trend Review
  11. Load Balancing at Scale: From DNS to the Datacenter
  12. Handling Overload: Load Shedding, Throttling and Criticality
  13. Cascading Failures: Causes, Prevention and Emergency Response
  14. Distributed Consensus for Reliability: Paxos, Raft, Quorums and Leader Election
  15. Reliable Scheduling and Data Pipelines: Cron at Scale and Workflow Patterns
  16. Data Integrity: What You Read Is What You Wrote
  17. Network Reliability at Scale: BGP, DNS, CDN, DDoS and Multi-Cloud
  18. Network Reliability Engineering Practices: SLOs, Monitoring, Change and Automation
  19. Advanced Kubernetes: Control Plane, etcd and API Internals
  20. Advanced Kubernetes Networking, CNI and Service Mesh
  21. Advanced Kubernetes Scheduling, Autoscaling and Cost
  22. Disaster Recovery, Multi-Region and Resilience Patterns
  23. AWS Reliability Architecture: Well-Architected, Multi-AZ/Region and Famous Outages
  24. Storage Reliability, Data Centers and Private Cloud
  25. FinOps for SREs: Cost as a Reliability Constraint
  26. Chaos Experiments in Practice: Kubernetes, Cloud and Game Days
  27. Generative AI for SRE: Ten Practical Use Cases with Architectures and Guardrails
  28. LLM Incident Copilots and Agentic SRE
  29. Observability and Evaluations for LLM Applications
  30. SRE for ML and LLM Systems in Production
  31. Concurrency in Python: Threads, asyncio and Multiprocessing
  32. Python Data Structures and Coding-Interview Patterns for SREs
  33. Capstone Projects: Build Real SRE Tools in Python
  34. Famous Outage Case Studies and What They Teach
  35. On-Call Design and Burnout Prevention
  36. Toil, Automation and Platform Thinking
  37. Behavioural, Leadership and Influence Rounds