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GitLab's New Rate Limits: What to Fix Before Oct 19

GitLab is capping unauthenticated API calls at 60 an hour starting October 19, and the preview windows land before most teams will have noticed.

KU
Kiril UrbonasAI Engineer
|Oct 4, 2026
GitLab's New Rate Limits: What to Fix Before Oct 19

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A practical Terraform state isolation guide built from a real environment-mixing incident, with patterns for safer backends, clearer ownership, and lower blast radius.
••6 months ago

Terraform State Isolation by Environment: How We Stopped One Change from Hitting Prod

A practical Terraform state isolation guide built from a real environment-mixing incident, with patterns for safer backends, clearer ownership, and lower blast radius.

KU
Kiril Urbonas·1 min read·36
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A real-world guide to prompt versioning and regression testing for production AI features, focused on preventing the subtle changes that hurt quality long before anyone notices.
••6 months ago

Prompt Versioning and Regression Testing: How Teams Avoid Silent AI Regressions

A real-world guide to prompt versioning and regression testing for production AI features, focused on preventing the subtle changes that hurt quality long before anyone notices.

KU
Kiril Urbonas·2 min read·39
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A practical systemd reliability guide for Linux services, built around repeated restart-loop incidents and the unit-file patterns that finally made those services boring.
••6 months ago

Systemd Service Reliability Patterns: What We Changed After Repeated Restart Loops

A practical systemd reliability guide for Linux services, built around repeated restart-loop incidents and the unit-file patterns that finally made those services boring.

KU
Kiril Urbonas·2 min read·18
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A Kubernetes blue-green deployment guide built around a real rollout failure, showing the guardrails that matter when traffic shifting, health checks, and rollback timing all interact.
••6 months ago

Blue-Green Deployment Guardrails in Kubernetes: Lessons from a Failed Friday Rollout

A Kubernetes blue-green deployment guide built around a real rollout failure, showing the guardrails that matter when traffic shifting, health checks, and rollback timing all interact.

KU
Kiril Urbonas·1 min read·30
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A practical disaster recovery runbook guide for small cloud teams that need realistic failover steps, clear ownership, and repeatable rehearsals instead of shelfware documents.
••6 months ago

Cloud Disaster Recovery Runbook Design: How Small Teams Rehearse Multi-Region Failover

A practical disaster recovery runbook guide for small cloud teams that need realistic failover steps, clear ownership, and repeatable rehearsals instead of shelfware documents.

KU
Kiril Urbonas·2 min read·39
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A single quality score multiplies two failure modes together and hands you a number you can't factor back apart. Split it, and a regression tells you which half of the pipeline broke.
••6 months ago

RAG Evaluation: Split Retrieval From Generation, or You're Debugging by Vibe

A single quality score multiplies two failure modes together and hands you a number you can't factor back apart. Split it, and a regression tells you which half of the pipeline broke.

KU
Kiril Urbonas·2 min read·52
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This infrastructure documentation as code guide shows how a platform team moved runbooks, ownership maps, and architecture decisions into versioned workflows that people actually trusted.
••6 months ago

Infrastructure Documentation as Code: How One Platform Team Reduced Audit Fire Drills

This infrastructure documentation as code guide shows how a platform team moved runbooks, ownership maps, and architecture decisions into versioned workflows that people actually trusted.

KU
Kiril Urbonas·2 min read·26
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A production-tested Linux patch management workflow for teams that need security fixes without turning every maintenance window into a gamble.
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Linux Patch Management for Production Fleets: A Real-World Maintenance Workflow

A production-tested Linux patch management workflow for teams that need security fixes without turning every maintenance window into a gamble.

KU
Kiril Urbonas·1 min read·22
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A hands-on guide to AWS cost allocation tags for shared environments, built from a real platform-team problem: everyone used the cluster, but nobody trusted the bill.
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AWS Cost Allocation Tags for Shared Platforms: What Finally Worked

A hands-on guide to AWS cost allocation tags for shared environments, built from a real platform-team problem: everyone used the cluster, but nobody trusted the bill.

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Kiril Urbonas·2 min read·40
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Idempotent Ansible means you can run a playbook twice and the second run does nothing. Here is how we get there, and where we stopped fighting it.
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Ansible and Infrastructure as Code: Idempotency and Best Practices

Idempotent Ansible means you can run a playbook twice and the second run does nothing. Here is how we get there, and where we stopped fighting it.

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Kiril Urbonas·3 min read·78
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A practical risk-management framework for release timing, Friday deployment policies, progressive delivery, and how elite teams protect reliability and people.
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End-of-Week Engineering: Why Smart Tech Teams Don’t Ship Major Changes on Friday

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KU
Kiril Urbonas·2 min read·51
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Cut Kubernetes spend without hurting reliability using a practical FinOps playbook for rightsizing, autoscaling guardrails, showback, and weekly waste cleanup.
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Kubernetes Cost Optimization for Teams: FinOps Tactics That Actually Work

Cut Kubernetes spend without hurting reliability using a practical FinOps playbook for rightsizing, autoscaling guardrails, showback, and weekly waste cleanup.

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Page 37 of 47 · 559 posts