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.

Why this works

Most performance/cost failures live in patterns & policies (autoscaling, retries, retention) not in user data. So inspection needed for signals and structure, not payloads.

What to check as inputs (no PII)

  • Billing exports (GCP BigQuery export / AWS CUR)
  • IaC (Terraform modules), autoscaling & alert rules
  • Logging/metrics schemas (+ retention), aggregated charts: p95/p99, 5xx, queue lag
  • Architecture diagrams, runbooks, incident summaries (redacted)

What can be analyzed (examples)

  • Reliability: retry storms, queue lag vs consumers, DLQ policy, alert fatigue
  • Latency: p95/p99 tails, cold starts/GC signatures, saturation, query latency logs
  • Observability: missing SLIs/SLOs, noisy alerts, unbounded logs
  • Cost: wrong SKUs, mis-sizing, egress hotspots, over-retention

Example: aggregated latency schema

service, endpoint, date, count, p50_ms, p95_ms, p99_ms, error_rate

Optional: one possible way to get rough p95 from a sample table in BigQuery (no payloads)


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;

How we can help you for that

Security & GDPR stance

  • Default: no PII, no tenant access, no extraction
  • EU-only processing, NDA; DPA only if you later add tenant-only read-only
  • Notes auto-deleted <= 30 days

Deliverables you get in 2 weeks

  • Top 10 findings with screenshots/tables (aggregates only)
  • 3 Day-7 Quick Wins your team can do immediately
  • 90-day roadmap (owner, effort, impact, risk)
  • Optional SLO baseline + alert/runbook templates

Want a 1-page checklist to run this audit internally? Email me and I’ll send it.


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