First, I triage incidents to collect traces, logs, and timestamps to narrow down impacted services and workloads. I add correlation IDs, enable thread sanitizer/Helgrind where possible, and write stress tests that run concurrent scenarios locally and in CI to reproduce failures deterministically. For fixes I prefer minimal, correct changes: convert shared mutable state to immutable structures, use atomic operations or fine-grained locks, and where appropriate serialize via a message queue or add optimistic concurrency (version fields) on DB updates. I deploy behind a feature flag, monitor APM metrics, and roll back if needed. To prevent recurrence I add concurrency-focused unit/integration tests, a CI stress job, and introduce a code-review checklist for threading/async patterns. Within three months incidents fell ~95% and MTTR dropped from ~30 to 5 minutes.
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