Skip to main content

Practical DevOps, Cloud, AI & Linux engineering guides

Featured Article

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

Most read

  1. 01
  2. 02
  3. 03
  4. 04
  5. 05

Topics

Latest Articles

View All →
Error budgets turn "how reliable should we be?" into a number both product and SRE can spend. Here is how we set, alert on, and enforce them.
••7 months ago

SRE Error Budgets in Practice: Shipping Fast Without Burning Reliability

Error budgets turn "how reliable should we be?" into a number both product and SRE can spend. Here is how we set, alert on, and enforce them.

KU
Kiril Urbonas·3 min read·49
Read article
How to implement Backstage with real templates, scorecards, and golden paths so internal platform work reduces delivery friction.
••7 months ago

Platform Engineering with Backstage: Build a Useful Developer Portal

How to implement Backstage with real templates, scorecards, and golden paths so internal platform work reduces delivery friction.

KU
Kiril Urbonas·1 min read·56
Read article
A docs-only PR that waits behind three unrelated backend changes for 35 minutes is not a caching problem. It is a missing ownership boundary.
••7 months ago

GitHub Actions for Monorepos: Fast CI Without Pipeline Chaos

A docs-only PR that waits behind three unrelated backend changes for 35 minutes is not a caching problem. It is a missing ownership boundary.

KU
Kiril Urbonas·2 min read·106
Read article
A production-focused, example-rich guide to Azure DevOps: template-driven YAML, immutable artifact promotion, secure OIDC service connections, environment approvals, canary rollouts with automatic rollback, IaC governance, and DORA-driven delivery reliability.
••7 months ago

Azure DevOps Best Practices in 2026: Build Pipelines You Can Trust

A production-focused, example-rich guide to Azure DevOps: template-driven YAML, immutable artifact promotion, secure OIDC service connections, environment approvals, canary rollouts with automatic rollback, IaC governance, and DORA-driven delivery reliability.

KU
Kiril Urbonas·5 min read·1.1K
Read article
A practical production playbook for AI systems: evaluation gates, guardrails, observability, cost control, and reliable release management.
••7 months ago

AI Best Practices in 2026: Shipping Reliable Systems, Not Demo Magic

A practical production playbook for AI systems: evaluation gates, guardrails, observability, cost control, and reliable release management.

KU
Kiril Urbonas·2 min read·81
Read article
A practical field manual for engineering teams who want AI features that survive real users, incidents, and budgets — not just demo day.
••7 months ago

AI Best Practices for Engineering Teams: From Prompt Experiments to Platform Discipline

A practical field manual for engineering teams who want AI features that survive real users, incidents, and budgets — not just demo day.

KU
Kiril Urbonas·3 min read·69
Read article
Understand Kubernetes networking: ClusterIP, NodePort, LoadBalancer, Ingress, and policy.
••7 months ago

Kubernetes Networking: Services, Ingress, and Network Policies

Understand Kubernetes networking: ClusterIP, NodePort, LoadBalancer, Ingress, and policy.

KU
Kiril Urbonas·1 min read·27
Read article
We cut our AWS bill by 38% in a quarter. The specific changes that moved the bill, ranked by impact, with what we'd do first.
••8 months ago

Infrastructure Cost Optimization: Reducing Cloud Spending

We cut our AWS bill by 38% in a quarter. The specific changes that moved the bill, ranked by impact, with what we'd do first.

KU
Kiril Urbonas·3 min read·23
Read article
We run mostly on AWS but use GCP for specific workloads. The honest cost-benefit analysis of multi-cloud, plus the patterns that make it not awful.
••8 months ago

Multi-Cloud Infrastructure: Managing Resources Across Providers

We run mostly on AWS but use GCP for specific workloads. The honest cost-benefit analysis of multi-cloud, plus the patterns that make it not awful.

KU
Kiril Urbonas·3 min read·13
Read article
A different angle on DR: the planning process — RTO/RPO conversations, dependency mapping, and what we learned about prioritizing what to recover.
••8 months ago

Disaster Recovery Planning: Building Resilient Infrastructure

A different angle on DR: the planning process — RTO/RPO conversations, dependency mapping, and what we learned about prioritizing what to recover.

KU
Kiril Urbonas·3 min read·21
Read article
Defining monitoring as code: dashboards, alerts, and SLOs in Git. The patterns that survived the migration from clicked-together monitoring.
••8 months ago

Infrastructure Monitoring: Observability for IaC

Defining monitoring as code: dashboards, alerts, and SLOs in Git. The patterns that survived the migration from clicked-together monitoring.

KU
Kiril Urbonas·3 min read·12
Read article
Embed cost ownership in engineering: tags, budgets, and showback.
••8 months ago

FinOps and Cloud Cost Management for Engineering Teams

Embed cost ownership in engineering: tags, budgets, and showback.

KU
Kiril Urbonas·1 min read·30
Read article
Page 38 of 47 · 559 posts