DevOps Bulletin

Digest #205: GitHub Actions Exploitation, Terraform Internals, Passkeys Warning and Go Runtime

A bot exploiting GitHub Actions across Microsoft and CNCF projects, Terraform internals deep-dive, npm token theft via CI, and Go runtime scheduler…

Mar 13 • Mohamed Labouardy

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Digest #204: AWS Data Centers Hit, Kubernetes Full Course, LLM Caching and AI Pentesting

AWS data centers struck by drones in UAE, 2,863 Google API keys exposed to Gemini, LLM caching architectures, Terraform feature flags, and AI pentesting…

Mar 6 • Mohamed Labouardy

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February 2026

Digest #203: AWS 100K Credits, Scaling GitOps, Git inside Postgres and OpenClaw Security

Reducing Go agent binaries by 77% and saving 70% on S3 at petabyte scale, to automating RDS to Aurora migrations and scaling GitOps in the enterprise…

Feb 27 • Mohamed Labouardy

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Digest #202: Terraform Claude Skills, FinOps FOCUS 1.2, AI Fatigue for Cloud Engineers, and MCP for Web Data Extraction

Gaps in FOCUS 1.2 billing data, the truth about AI fatigue for cloud engineers, and the three AI skills that matter most. Plus, latest DevOps, FinOps…

Feb 20 • Mohamed Labouardy

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Digest #201: Heroku Shutdown, GitLab at Scale, DDoS with Golang, and AI Agents Security

Heroku’s effective shutdown, how GitLab deploys at massive scale, why Postgres postmaster doesn’t scale, scaling Kubernetes from zero, AWS Cost…

Feb 13 • Mohamed Labouardy

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Digest #200: Kubernetes in Container, Git Shitstorm, $5M Data Centers and SDLC Threat Framework

Why GitHub Actions is slowing teams down, what it really takes to run a $5M private data center. We also break down a new SDLC threat framework, why…

Feb 6 • Mohamed Labouardy

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January 2026

Digest #199: Claude Skill for Terraform, Google SRE with Gemini, Postgres Tips and Moltbot Security

Why SRE may be replacing traditional software engineering, and how teams are improving Docker, Kubernetes, and cloud cost efficiency in production. We…

Jan 30 • Mohamed Labouardy

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Digest #198: Kubernetes Security, Scaling Postgres at OpenAI and AI in Infra-as-Code

Scaling PostgreSQL to millions of users, new attack paths via GitHub Actions runners, Docker’s shifting role, and why some teams are ditching Redis for…

Jan 23 • Mohamed Labouardy

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Digest #197: AI in DevOps, AWS Security Vulnerabilities and Terraform Reviewer Agent

How AI is changing DevOps work, where AWS is headed in 2026, and the security risks exposed by recent n8n and CodeBuild vulnerabilities. AI SRE…

Jan 16 • Mohamed Labouardy

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Digest #196: AI + IaC, AWS Security Pitfalls and DevOps Roadmap for 2026

How teams are applying AI to Infrastructure as Code, hard truths about Kubernetes and staging environments, a $1M BigQuery query fix, GitHub’s new…

Jan 9 • Mohamed Labouardy

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Digest #195: Tech in 2026, SRE Agent with Claude and Kubernetes, CI/CD for Monorepo and Free DevOps Certificates

2026 tech predictions & autonomous monitoring with Claude and Kubernetes, CI/CD for monorepos, AWS cost allocation, Go memory internals, and centralized…

Jan 2 • Mohamed Labouardy

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December 2025

Digest #194: What’s Broken in Kubernetes, CI/CD Attacks, FinOps Dashboard and Self-Hosting PostgreSQL.

Kubernetes optimization, CI/CD security, GitHub Actions, Cloudflare Workers, PostgreSQL 18, OpenTelemetry observability, FinOps dashboards, and…

Dec 26, 2025 • Mohamed Labouardy

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