log-analysis
Structured log analysis and aggregation expertise for observability and troubleshooting
What this skill does
# Log Analysis Skill ## Overview Specialized skill for log analysis, parsing, and aggregation across various logging platforms and formats. Provides deep expertise in extracting insights from logs for troubleshooting and observability. ## Capabilities ### Log Parsing - Parse structured log formats (JSON, logfmt) - Handle unstructured logs with pattern matching - Extract fields and metadata from syslog - Parse custom application log formats - Handle multi-line log entries (stack traces) ### Query Languages - Write and optimize Loki LogQL queries - Generate Elasticsearch/OpenSearch queries - Create Splunk SPL queries - Build CloudWatch Logs Insights queries ### Pattern Detection - Identify log patterns and anomalies - Detect error clusters and trends - Correlate logs across services - Find root cause indicators in log streams ### Alerting Integration - Create log-based alerting rules - Configure alert thresholds and conditions - Design alert aggregation strategies - Implement alert suppression logic ### Pipeline Configuration - Configure log shipping (Fluentd, Fluent Bit, Vector) - Design log parsing pipelines - Implement log enrichment and transformation - Set up log routing and filtering ## Target Processes - `log-aggregation.js` - Log aggregation system setup - `monitoring-setup.js` - Integrated observability stack - `incident-response.js` - Log analysis during incidents ## Usage Context This skill is invoked when processes require: - Setting up log aggregation pipelines - Writing queries to analyze log data - Troubleshooting issues using logs - Creating log-based alerts and dashboards - Parsing and transforming log formats ## Dependencies - Loki/Grafana or Elasticsearch/Kibana access - Log shipper CLI tools (fluentd, vector) - Cloud logging APIs (CloudWatch, Stackdriver) ## Output Formats - LogQL/ES query strings - Log pipeline configurations - Alert rule definitions - Log analysis reports - Parsed log samples
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