How to Monitor Kafka Consumer Lag: CLI, Exporters, Alerts (2026)
Kafka consumer lag explained and monitored — kafka-consumer-groups.sh, Lag Exporter vs Burrow, lag-rate alert rules, and time-lag metrics that actually page correctly.
Focused answers for definitions, architecture choices, troubleshooting, pricing, and evaluation.
Kafka consumer lag explained and monitored — kafka-consumer-groups.sh, Lag Exporter vs Burrow, lag-rate alert rules, and time-lag metrics that actually page correctly.
Find and fix MySQL slow queries — enable the slow query log, analyze with pt-query-digest, catch them live with performance_schema, and alert before users notice.
CrashLoopBackOff explained — what it actually means, the kubectl diagnosis sequence, and the 8 root causes with fixes: config, probes, OOM, init containers, and more.
OOMKilled in Kubernetes — what exit code 137 means, limits vs node memory vs JVM heap, how to diagnose with kubectl, and the fixes that actually hold.
Observability vs monitoring explained — known unknowns vs unknown unknowns, side-by-side comparison table, real incident examples, and why you need both.
OpenTelemetry traces missing? Debug in 7 steps — debug exporter, endpoint/TLS checks, sampling traps, context propagation, and the Collector logs that name the cause.
Observability defined in plain terms — the control-theory origin, metrics/logs/traces pillars, observability vs monitoring, and concrete production examples.
Kubernetes pods restarting? The 7 real causes — OOMKilled, CrashLoopBackOff, probe failures, eviction, node pressure — with the kubectl commands to diagnose each.