Deeper dive
Cost caps on trace retention kept storage predictable while still preserving full fidelity for five-minute windows around incidents.
Standardized sidecars, log shapes, and traces — one helm chart brought forty services onto the same dashboards.
Each team shipped logs differently; paging fired without correlation IDs and Dockerfiles drifted across clusters.
Opinionated base images, OTLP exporters baked in, and Helm umbrella chart enforcing resource limits plus scrape configs.
Collector agents as DaemonSets; traces sampled with tail-based rules for errors only; secrets via mounted volumes—not baked into layers.
Tagged top noisy services for first migration wave.
Cookiecutter service template with lint in CI blocking drift.
Wave-based blue/green per namespace with smoke traces.
SLO burn alerts tuned with error budget policy—no slack spam.
Incidents shortened because every pod spoke the same observability dialect—on-call stopped reverse-engineering bespoke logging.
Cost caps on trace retention kept storage predictable while still preserving full fidelity for five-minute windows around incidents.