Practical DevOps, Cloud, AI & Linux engineering guides
50 Terraform Lessons Most Teams Learn Too Late
Terraform codebases rarely fail on day one. They fail on day 400. Fifty lessons from Terraform in Depth, fact-checked against current Terraform and OpenTofu, with code and a 20-point checklist.
Most read
- 01How to Reduce Datadog Costs Without Losing CoverageCloud · 2,202 views
- 02OpenTelemetry Collector Pipelines: Real Configs That Survived ProductionDevOps · 2,092 views
- 03Azure DevOps Best Practices in 2026: Build Pipelines You Can TrustDevOps · 1,198 views
- 04Real-World RAG Incidents: Lessons from a Production RolloutAI · 1,175 views
- 05A Pragmatic Multi-Region Strategy for Small TeamsCloud · 1,160 views
Trending this month
- 01
- 02
- 03GitHub Copilot CLI Sandboxing Is GA: What Actually ChangedDevOps · 46 views
- 04
- 05Meta and Sierra's Personal Agent Protocol, ExplainedAI · 34 views
Topics
Latest Articles
View All →CVE-2026-111497 "Broccoli2Shell": One Brotli Bug in Node.js, Envoy and Istio. Patch Node First
An out-of-bounds write in Google's Brotli decoder, now on CISA's KEV list, reaches Node.js through zlib and Envoy and Istio through the Brotli decompressor filter. Fixed versions, cluster-wide checks and what to block until you patch.
Argo CD CVE-2026-113708: Read-Only Users Can Run Code on the Repo-Server. Upgrade to 3.4.10+
Three CVSS 9.9 Argo CD repo-server bugs can be reached by anyone with Application get, the permission most teams hand to every viewer. Fixed versions, the v2 and 3.3 support cliff, and the RBAC and config checks to run today.
Gheist: Stolen GitHub Tokens Are Dumping Actions Secrets Past Log Masking. Hunt for ci-sync Branches
An automated tool is using stolen GitHub tokens to plant ci-sync branches whose workflow prints every secret base32-encoded, grabs the log and deletes the run. How to hunt for it across an org, what to rotate, and the controls that stop the next one.
kaniko CVE-2026-105769: Lookalike ACR Hosts Get Your Azure Token. Rebuild on v1.25.20
A FROM line pointing at a host like x.azurecr.io.attacker.com is enough to make kaniko hand the build's Entra ID token to that host. Which kaniko forks and images are affected, how to find Azure identities in your build pods, and what to rotate.
Sign Container Images With Cosign: Keyless GitHub Actions Workflow, SBOM and In-Cluster Checks
One workflow that builds, signs keylessly with GitHub OIDC, attaches an SBOM and SLSA provenance, plus the Kyverno policy that refuses anything unsigned. Copy it, change three names, ship it.
vLLM vs SGLang vs TGI vs TensorRT-LLM: Which LLM Server in 2026
Hugging Face TGI is archived and read-only, so the real 2026 choice is vLLM, SGLang or TensorRT-LLM. A feature table, a launch command for each, and the one we default to.
GitLab CVE-2026-110264: A Second CVSS 10 RCE in Nine Days. Patch to 19.5.1
An unauthenticated regex-compiler RCE reaching back to GitLab 7.0, no workaround, and backports on older branches that fix only the critical bug. The exact version per branch and the commands to get there.
.NET 8 Support Ends November 10: The Lambda and Azure Functions Checklist
.NET 8, .NET 9, the Lambda dotnet8 runtime and the Azure Functions in-process model all lose support on November 10, 2026. Inventory commands, the isolated-worker migration and a CI gate.
Monitoring ML Models in Production: Data, Concept and Prediction Drift, With Code
Three kinds of drift, two tests that catch most of it, one Prometheus exporter, and the alert rules that do not page you every Monday morning.
CVE-2026-98432: The CVSS 9.8 Linux TCP Bug Now Has an Exploit. Patched Node Images
A use-after-free in the IPv4 TCP handshake, present since Linux 4.4, now has a working exploit against MPTCP listeners, and every Go 1.24+ server is one by default. Which kernels are fixed and how to roll them through EKS, GKE and AKS.
kubectl Cheat Sheet 2026: 60 Commands Grouped by Task
The kubectl commands we actually type, grouped by the job in front of you, from switching contexts to rolling back a bad deploy. Copy-paste blocks, real output fields, and the errors that mean you are pointed at the wrong cluster.
OpenTelemetry Collector on Kubernetes: Agent vs Gateway, With Configs That Work
Run a DaemonSet agent on every node and a small gateway Deployment behind it. Two Helm values files, the processor order that keeps the Collector alive, and the errors you will hit first.