Title: docs: Blog on Operational Metrics for offline store retrieval and SOX Compliance metrics by jyejare · Pull Request #6485 · feast-dev/feast · GitHub
Open Graph Title: docs: Blog on Operational Metrics for offline store retrieval and SOX Compliance metrics by jyejare · Pull Request #6485 · feast-dev/feast
X Title: docs: Blog on Operational Metrics for offline store retrieval and SOX Compliance metrics by jyejare · Pull Request #6485 · feast-dev/feast
Description: What this PR does / why we need it: Adds a blog post extending Feast Feature Server Monitoring to cover two new observability capabilities introduced in PR #6340: Offline Store RED Metrics — Prometheus counters and histograms (feast_offline_store_request_total, feast_offline_store_request_latency_seconds, feast_offline_store_row_count) for offline store retrieval operations, closing the observability gap between online serving and offline training paths. SOX Audit Logging — Structured JSON audit log entries emitted via a dedicated feast.audit Python logger for both online and offline feature access, designed for compliance with SOX, GDPR, HIPAA, and similar regulatory frameworks. The blog covers: Why offline store metrics and audit logging matter in production ML systems The three new Prometheus metrics and their label structure SOX audit log entry format for online and offline paths (with PII-minimization by design) YAML configuration to enable offline_features and audit_logging PromQL queries, Prometheus alert rules, and extended Grafana dashboard panels How to route audit logs to compliance sinks (Splunk, ELK, S3 WORM) Step-by-step demo using the feast-prometheus-metrics setup Which issue(s) this PR fixes: Documentation for PR #6340 (Offline store metrics and SOX audit logging) Checks I've made sure the tests are passing. My commits are signed off (git commit -s) My PR title follows conventional commits format Testing Strategy Testing is not required for this change (documentation only)
Open Graph Description: What this PR does / why we need it: Adds a blog post extending Feast Feature Server Monitoring to cover two new observability capabilities introduced in PR #6340: Offline Store RED Metrics — Prom...
X Description: What this PR does / why we need it: Adds a blog post extending Feast Feature Server Monitoring to cover two new observability capabilities introduced in PR #6340: Offline Store RED Metrics — Prom...
Opengraph URL: https://github.com/feast-dev/feast/pull/6485
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