DR. ATABAK KH
Cloud Platform Modernization Architect specializing in transforming legacy systems into reliable, observable, and cost-efficient Cloud platforms.
Certified: Google Professional Cloud Architect, AWS Solutions Architect, MapR Cluster Administrator
Takeaway: You can cut cost and improve reliability/observability without any access to PII or raw logs. Here’s the artifact-only method I use.
Most performance/cost failures live in patterns & policies (autoscaling, retries, retention) not in user data. So inspection needed for signals and structure, not payloads.
service, endpoint, date, count, p50_ms, p95_ms, p99_ms, error_rate
SELECT
service, endpoint, DATE(ts) AS d,
COUNT(*) AS n,
APPROX_QUANTILES(latency_ms, 100)[OFFSET(95)] AS p95_ms,
SUM(CASE WHEN status>=500 THEN 1 ELSE 0 END)/COUNT(*) AS error_rate
FROM telemetry_samples
WHERE ts >= TIMESTAMP_SUB(CURRENT_TIMESTAMP(), INTERVAL 7 DAY)
GROUP BY service, endpoint, d;
Want a 1-page checklist to run this audit internally? Email me and I’ll send it.
This is a personal blog. The views, thoughts, and opinions expressed here are my own and do not represent, reflect, or constitute the views, policies, or positions of any employer, university, client, or organization I am associated with or have been associated with.