devops:observability-ops

To troubleshoot missing logs in Loki, you diagnose Alloy collection configurations and Loki ingestion pipelines. This Skill provides operational guidance to identify why logs are not appearing for your namespace and resolve the log aggregation issues across Kubernetes environments.

VictoriaMetrics high memory usage often stems from high-cardinality queries. You can resolve this by applying relabeling rules or optimizing your PromQL queries to reduce resource consumption and stabilize metric collection operations.

To optimize slow PromQL and LogQL query performance, you analyze metric collection failures and log ingestion issues. This Skill helps identify bottlenecks and suggests query optimizations to improve observability stack performance.

Yes, managing alerting rules and diagnosing metric collection failures requires understanding Kubernetes resource management. This Skill covers configuring and maintaining alerting rules for proactive issue detection across Kubernetes environments.

Alloy functions as the collection agent within your observability stack, sending data to VictoriaMetrics and Loki. Troubleshooting Alloy involves diagnosing metric collection failures and resolving log ingestion issues before data reaches the backends.