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Latest

Developer Posts and Tutorials

How Kubernetes Actually Schedules Your Pod (and What the Network Does After)

At some point kubectl apply stops being magic and becomes a question: something decided which node runs this pod, something wired its traffic, and I have no idea what either something did. Y...

DevOps Daily · 13 hours ago

How Kubernetes Actually Schedules Your Pod (and What the Network Does After)

Knowing What Your AI Feature Costs Before Finance Does

The invoice for your model provider arrives with one line per model. Finance reads it and asks a fair question: which feature spent that? If three features share one API key, the invoice can...

DevOps Daily · 13 hours ago

Knowing What Your AI Feature Costs Before Finance Does

Hacktoberfest 2026 Stopped Counting PRs. Make Your First Ones Anyway, One a Day

Hacktoberfest started today, and if you have taken part before, the first thing to know is that the rule everyone remembers is gone. Pull requests no longer count toward Hacktoberfest reward...

DevOps Daily · 13 hours ago

Hacktoberfest 2026 Stopped Counting PRs. Make Your First Ones Anyway, One a Day

How Kubernetes Actually Schedules Your Pod (and What the Network Does After)

At some point kubectl apply stops being magic and becomes a question: something decided which node runs this pod, something wired its traffic, and I have no idea what either something did. Y...

DevOps Daily · 13 hours ago

Knowing What Your AI Feature Costs Before Finance Does

The invoice for your model provider arrives with one line per model. Finance reads it and asks a fair question: which feature spent that? If three features share one API key, the invoice can...

DevOps Daily · 13 hours ago

We Took Down Our Mesh VPN Control Plane. Here Is What Kept Working

When you replace a VPN concentrator with a mesh VPN such as Tailscale, NetBird or ZeroTier, traffic stops flowing through one box. Devices connect to each other directly wherever the network...

DevOps Daily · 13 hours ago

We Took Down Our Mesh VPN Control Plane. Here Is What Kept Working

A Repo per Agent: What Cloudflare Artifacts Changes About Git

Most Git workflows assume that changes come from people, arrive at human speed, and get reviewed by other people. Coding agents break all three assumptions. A team that runs fifty agents in...

DevOps Daily · 13 hours ago

A Repo per Agent: What Cloudflare Artifacts Changes About Git

We Took Down Our Mesh VPN Control Plane. Here Is What Kept Working

When you replace a VPN concentrator with a mesh VPN such as Tailscale, NetBird or ZeroTier, traffic stops flowing through one box. Devices connect to each other directly wherever the network...

DevOps Daily · 13 hours ago

GITHUB_TOKEN Is Now 377 Characters Long. We Tested Which Redaction Rules Still Catch It

On October 2, GitHub finished the rollout of a new format for GitHub App installation tokens. By default, every newly minted ghs_ token, including the GITHUB_TOKEN that Actions gives each jo...

DevOps Daily · 13 hours ago

GITHUB_TOKEN Is Now 377 Characters Long. We Tested Which Redaction Rules Still Catch It

CVE-2026-80521: The Ubuntu Container Escape Is Not Just an Ubuntu Problem

On September 22, DepthFirst published a working exploit for CVE-2026-80521 : an unprivileged process inside a default Docker or Kubernetes container gets a root shell on the host. Their expl...

DevOps Daily · 13 hours ago

CVE-2026-80521: The Ubuntu Container Escape Is Not Just an Ubuntu Problem

GITHUB_TOKEN Is Now 377 Characters Long. We Tested Which Redaction Rules Still Catch It

On October 2, GitHub finished the rollout of a new format for GitHub App installation tokens. By default, every newly minted ghs_ token, including the GITHUB_TOKEN that Actions gives each jo...

DevOps Daily · 13 hours ago

Hacktoberfest 2026 Stopped Counting PRs. Make Your First Ones Anyway, One a Day

Hacktoberfest started today, and if you have taken part before, the first thing to know is that the rule everyone remembers is gone. Pull requests no longer count toward Hacktoberfest reward...

DevOps Daily · 13 hours ago

A Repo per Agent: What Cloudflare Artifacts Changes About Git

Most Git workflows assume that changes come from people, arrive at human speed, and get reviewed by other people. Coding agents break all three assumptions. A team that runs fifty agents in...

DevOps Daily · 13 hours ago

CVE-2026-80521: The Ubuntu Container Escape Is Not Just an Ubuntu Problem

On September 22, DepthFirst published a working exploit for CVE-2026-80521 : an unprivileged process inside a default Docker or Kubernetes container gets a root shell on the host. Their expl...

DevOps Daily · 13 hours ago

How Shopify Survives Black Friday: The Flash-Sale Playbook

Shopify merchants sold $14.6 billion over Black Friday Cyber Monday 2025, and the busiest minute, 12:01 p.m. EST on Black Friday, ran at $5.1 million in sales. A minute like that is not a su...

DevOps Daily · 13 hours ago

How Shopify Survives Black Friday: The Flash-Sale Playbook

Touch Grass: 6 Project Ideas for People Who Live in a Terminal (Hacktoberfest DEV Challenge, Week 1)

The theme for Week 1 of the Hacktoberfest DEV Challenge is out, and it is a little personal for anyone in DevOps: Touch Grass. Build something with open-weight models or open-source AI that...

DevOps Daily · 13 hours ago

Touch Grass: 6 Project Ideas for People Who Live in a Terminal (Hacktoberfest DEV Challenge, Week 1)

A Poisoned .git/config Runs Code on git status. We Tested Which Commands and Copies Carry It

On October 2, GitLab's Threat Research Group published ConfigPoisoning (CVE-2026-102437), a command execution bug in DeepSeek-Reasonix Studio, a git client built for working next to AI codin...

DevOps Daily · 13 hours ago

A Poisoned .git/config Runs Code on git status. We Tested Which Commands and Copies Carry It

p99, Load Balancers and Autoscaling: Latency Intuition You Can Play With

Averages hide latency problems. Every SRE learns this, usually the hard way: the dashboard says 80ms average while support tickets say the app is slow, because the average smooths over a tai...

DevOps Daily · 13 hours ago

p99, Load Balancers and Autoscaling: Latency Intuition You Can Play With

How Shopify Survives Black Friday: The Flash-Sale Playbook

Shopify merchants sold $14.6 billion over Black Friday Cyber Monday 2025, and the busiest minute, 12:01 p.m. EST on Black Friday, ran at $5.1 million in sales. A minute like that is not a su...

DevOps Daily · 13 hours ago

OpenTofu 1.13 Re-Encodes base64gzip and Drops WinRM. We Upgraded the Same State to See What Breaks

OpenTofu 1.13.0 was published on September 30 (the release announcement is dated September 29), and 1.13.1 followed on October 1 with two fixes for ephemeral values. The headline features ar...

DevOps Daily · 13 hours ago

OpenTofu 1.13 Re-Encodes base64gzip and Drops WinRM. We Upgraded the Same State to See What Breaks

A Poisoned .git/config Runs Code on git status. We Tested Which Commands and Copies Carry It

On October 2, GitLab's Threat Research Group published ConfigPoisoning (CVE-2026-102437), a command execution bug in DeepSeek-Reasonix Studio, a git client built for working next to AI codin...

DevOps Daily · 13 hours ago

OpenTofu 1.13 Re-Encodes base64gzip and Drops WinRM. We Upgraded the Same State to See What Breaks

OpenTofu 1.13.0 was published on September 30 (the release announcement is dated September 29), and 1.13.1 followed on October 1 with two fixes for ephemeral values. The headline features ar...

DevOps Daily · 13 hours ago

Touch Grass: 6 Project Ideas for People Who Live in a Terminal (Hacktoberfest DEV Challenge, Week 1)

The theme for Week 1 of the Hacktoberfest DEV Challenge is out, and it is a little personal for anyone in DevOps: Touch Grass. Build something with open-weight models or open-source AI that...

DevOps Daily · 13 hours ago

p99, Load Balancers and Autoscaling: Latency Intuition You Can Play With

Averages hide latency problems. Every SRE learns this, usually the hard way: the dashboard says 80ms average while support tickets say the app is slow, because the average smooths over a tai...

DevOps Daily · 13 hours ago

Best tools for behavior driven development in 2026

Best tools for behavior driven development in 2026 Choosing a BDD tool is less about finding the best one and more about finding the one that fits your stack. Every major language now has a...

Keploy · 17 hours ago

Flaky Test Guide (2026): Causes, Examples, And Fixes

In modern software development, fast and reliable automated testing is essential for maintaining high-quality applications and efficient CI/CD pipelines. However, one of the biggest challeng...

Keploy · 18 hours ago

Flaky Test Guide (2026): Causes, Examples, And Fixes

Retesting Explained: Definition, Steps, And Real-World Examples

After some testing and bug fixes, one common question always remains: how do teams make sure that those defects are truly resolved, and no new regressions creep in? That's where retesting te...

Keploy · 2 days ago

Retesting Explained: Definition, Steps, And Real-World Examples

What Is Service Virtualization: Definition, Types & Tools

Service virtualization addresses a testing problem that gets worse as applications grow: the code is ready to test, but the services it depends on aren't cooperating. Those dependencies take...

Keploy · 5 days ago

What Is Service Virtualization: Definition, Types & Tools

Top 10 Futuristic Open Source Testing Tools For Software Testing

Bugs don't wait, and neither should your testing tools. As software grows smarter and faster, the race is on for solutions that can keep pace, efficient, dependable, and ahead of the curve....

Keploy · 1 week ago

Top 10 Futuristic Open Source Testing Tools For Software Testing

Smoke Testing Vs Regression Testing: What You Need To Know

In the field of software quality assurance, there are two types of testing often referenced, smoke testing and regression testing. While they are both vital to software quality, each has its...

Keploy · 1 week ago

Smoke Testing Vs Regression Testing: What You Need To Know

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