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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.
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Best CI/CD Platforms in 2026: GitHub Actions, GitLab, Jenkins, and More
Every CI/CD platform claims to be fast and easy. The real differences are in pricing, self-hosting, and where each one falls apart at scale. This is the map.
LLM API Pricing Compared — Cost per Million Tokens in 2026
A practitioner's guide to how LLM API pricing works, how to estimate a workload's monthly bill, and the levers that actually cut it.
Pulumi vs AWS CDK — Real-Code IaC Compared
Both Pulumi and AWS CDK let you define infrastructure in real programming languages, but they split hard on multi-cloud, state, and engine maturity.
Jenkins Pipeline Best Practices in 2026: Builds You Can Trust
A production-focused Jenkins guide: declarative pipelines, shared libraries, ephemeral agents on Kubernetes, scoped credentials, parallel stages, input approvals, post-block rollback and notifications, and Configuration as Code — with copy-paste examples.
Spacelift vs env0 vs Atlantis — IaC Automation Compared
A practitioner comparison of Spacelift, env0, and Atlantis across hosting, policy, pricing, drift, and ephemeral environments to help you pick.
Cloud Cost Optimization — The Practical Guide for AWS, Azure, and GCP
Cloud bills grow quietly until someone asks why. This is the map for cutting spend without cutting reliability: where the money actually goes, the levers that work, and the tools worth paying for.
Buildkite vs GitHub Actions: Hybrid CI Compared
Buildkite runs the control plane and lets you own the compute; Actions keeps everything close to your repo. Here's how they actually differ once you scale.
Git Detached HEAD — What It Is and How to Fix It
Git dropped you into "detached HEAD" and the commits you just made seem to have vanished. Here's what happened and how to get your work back.
Kubernetes Error Troubleshooting — The Complete Guide
Teams spend most of their Kubernetes time debugging, not building. This is the map to the errors that eat that time: what each one means, how to diagnose it fast, and the fix.
Drone vs Woodpecker CI — Lightweight Self-Hosted CI
Woodpecker forked Drone when the license changed. Here's how the two compare for small teams and homelabs that just want simple container-native CI.
Best LLM Observability Tools in 2026 — Langfuse, Helicone, Arize
A practitioner's guide to tracing, cost tracking, and evaluating LLM apps in production with Langfuse, Helicone, Arize Phoenix, and LangSmith.
Terraform Cloud Alternatives — Spacelift, env0, Atlantis, and More
A practical look at Spacelift, env0, Atlantis, and Scalr for teams outgrowing HCP Terraform on price, policy, or OpenTofu support.