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.