points These do not scale with the organisation Knowledge concentrates Approvals become bottlenecks Tooling requires coordination This creates delivery risk – not just slower teams
performance Operational events Auditable · no PII Security & audit only Prometheus, regional. Rates, errors, and latency per service. OpenSearch, regional. Indexed for fast correlationId lookup. Same OpenSearch store, distinct event class. Auditable trail. Distributed traces. Restricted to security and audit roles. correlation_id one request, one thread end-to-end GLOBAL GRAFANA AWS DEVOPS AGENT Human ops AI-triggered ops Cross-region health from Prometheus. Drill into regional OpenSearch by correlationId when something looks off. Consumes the same signals. Triggered by alarms — investigates, correlates, and proposes remediation. Structured investigation reduces complexity
never allowed wrong what actually shipped who did what what the system did 304 checks / merge 265 blocking Record per commit Governance matrix design-review.md Versioned change set CloudTrail — actions AWS TEAM — access Config — drift Audit events, no PII correlation_id thread Domain events Evidence is emitted, not prepared
Tuesday?” GitLab S3 OpenSearch CloudTrail get_release() what was live get_matrix() checks + review get_audit() ACME events get_access() who touched it v1.4.2 · 304 checks, 0 failed · 1 access, expired every line links to the real file They are already APIs