GitHub is "postponing" self-hosted GHA pricing change

https://x.com/github/status/2001372894882918548

The outcry won! (for now)

> We’re postponing the announced billing change for self-hosted GitHub Actions to take time to re-evaluate our approach.

https://redd.it/1ppe91p
@r_devops

Am I Junior Level at least?

So i'll preface by saying I work as an SDET mainly. But here lately we've been moving over from Azure to AWS. I was kinda the first person to start messing with things. And I guess I wanted to see if this is at least "junior level" based off what ive done. Also we are using gitlab pipelines for CI/CD for the first time.

So far I have:

* Setup CI/CD Pipelines in Gitlab (ci-yaml file)
* Get a working pipeline for Deploying to AWS (Beanstalk for now)
* Similarly set up a working pipeline to handle Terraform Apply/Plan
* E2E Automated Testing on Pipelines (this is less devops and more SDET though)
* Get a decent understand of Terraform modules. Set up IAM and S3 Terraform state Terraform modules
* Dockerize our reporting tool (Allure) and work from ECR
* Document and work with DevOps on Environments/Shared Resources/etc.. for moving to Gitlab fully as well as AWS.

It doesn't feel like a lot, and I have a ways to go but I find it interesting. Yeah I obviously used A.I. for some of the syntax/CLI commands but I feel like I have a decent idea of Architecture.

https://redd.it/1ppejw8
@r_devops

How do you compare CI/CD providers?

I've been exploring which CI/CD provider to focus on for my organization over the past few months. We've got some things in GitHub actions, and some in Azure DevOps, mostly because different groups of people set up different solutions.

But to be honest, I can't find a compelling reason to go with one or the other. Coin toss?

And then of course, there are other options out there.

What are the key differentiators that you have come across in exploring these tools?

https://redd.it/1pph1m7
@r_devops

This is the kind of work AI should be doing

​

I already knew what I needed to do. The problem wasn’t lack of knowledge, it was recall. I could’ve spent time poking around, trial and erroring, or Googling until something clicked. All of that would’ve pulled me out of the flow I was in.

Instead, I asked Cosine, got what I needed almost instantly, and kept going. No rabbit holes, no context switch, no wasted mental energy.

For me, that’s the right use of AI. Handle the small, forgettable details so I can stay focused on the parts that actually require thinking.

https://redd.it/1ppjq86
@r_devops

Is £95–100k total comp solid for a senior-ish DevOps role in London?

Hey all,

Looking for a quick sanity check from people in the London market.

I've got two offers for Platform Engineer/SRE roles at large non-FAANG companies in London. Base is in the £80–90k range, total comp comes out around £95–100k with bonus.

I'm 24, a bit unsure if this is good for the market or if I should be pushing harder, looking elsewhere. Not that trying to min-max, just want to know if this is a solid place to be or if I'm undervaluing myself.

Would appreciate any perspective from people hiring or working in similar roles. Thanks!

https://redd.it/1ppj4y3
@r_devops

What’s the most common reason CI/CD pipelines break down in growing teams?

As teams grow, CI/CD pipelines that once worked fine can slowly turn messy. More people, more changes, quick fixes, and suddenly the pipeline feels fragile and breaks more often than it should. Tests become flaky, environments don’t match, and everyone starts blaming the tools instead of the process.

What do you think is the main reason CI/CD pipelines break down as teams scale?

https://redd.it/1pplnrt
@r_devops

New Features We Find Exciting in the Kubernetes 1.35 Release

Hey everyone! Wrote a blog post highlighting some of the features I think are worth taking a look at in the latest Kubernetes release, including examples to try them out.

Read here: https://metalbear.com/blog/kubernetes-1-35/(https://www.reddit.com/submit/?postid=t31n34tlz)

https://redd.it/1ppj9ur
@r_devops

On-demand runner on AWS CodeBuild with Bitbucket Pipelines

I made a package that enables AWS CodeBuild as an on-demand self-hosted runner for Bitbucket Pipelines.

The problem: AWS CodeBuild natively supports managed runners for GitHub Actions, GitLab, etc. - but not Bitbucket.

The solution: This package bridges that gap. Your Bitbucket Pipeline triggers CodeBuild via OIDC, which spins up an ephemeral self-hosted runner on-demand. When the build completes, the runner terminates automatically.

https://github.com/westito/aws-bitbucket-runner

https://redd.it/1ppn1xy
@r_devops

I wrote a garbage collector for my AWS account because 'Status: Available' doesn't mean 'In Use'.

Hey everyone,

I've been diving deep into the AWS SDKs specifically to understand how billing correlates with actual usage, and I realized something annoying: Status != Usage.

The AWS Console shows a NAT Gateway as "Available" , but it doesn't warn you that it has processed 0 bytes in 30 days while still costing \~$32/month. It shows an EBS volume as "Available", but not that it was detached 6 months ago from a terminated instance.

I wanted to build something that digs deeper than just metadata.

So I wrote CloudSlash.

It’s an open-source CLI tool (AGPL) written in Go.

The Engineering: I wanted to build a proper specialized tool, not just a noscript.

Heuristic Engine: It correlates CloudWatch Metrics (actual traffic/IOPS) with Infrastructure State to prove a resource is unused.
The Findings:
Zombie EBS: Volumes attached to stopped instances for >30 days (or unattached).
Vampire NATs: Gateways charging hourly rates with <1GB monthly traffic.
Ghost S3: Incomplete multipart uploads (invisible storage costs).
Stack: Go + Cobra + BubbleTea (for a nice TUI). It builds a strictly local dependency graph of your resources.

Why Use It? It runs with ReadOnlyAccess. It doesn't send data to any SaaS (it's local). It allows you to find waste that the basic free-tier tools might miss.

I also added a "Pro" feature that generates Terraform import blocks and destroy plans to fix the waste automatically, but the core scanning and discovery are 100% free/open source.

I'd really appreciate any feedback on the Golang structure or suggestions for other "waste patterns" I should implement next.

Repo: https://github.com/DrSkyle/CloudSlash

Cheers!



https://redd.it/1ppnn2n
@r_devops

Unpopular opinion: DORA metrics are becoming "Vanity Metrics" for Engineering Health.

I’ve been looking at our dashboard lately, and on paper, we are an "Elite" team. Deployment frequency is up, and lead time is down.

But if I look at the actual team health? It’s a mess. The Senior Architects are burning out doing code reviews, we are accruing massive tech debt to hit that velocity, and I’m pretty sure we are shipping features that don't actually move the needle just to keep the "deploy count" high.

It feels like DORA measures the efficiency of the pipeline, but not the health of the organization.

I’m trying to move away from just measuring "Output" to measuring "Capacity & Risk" (e.g., Skill Coverage, Bus Factor, Cognitive Load).

Has anyone successfully implemented metrics that measure sustainability rather than just speed? How do you explain to a board that "High Velocity" != "Good Engineering"?

https://redd.it/1ppphjb
@r_devops

How do I optimise wasted runs on github actions

This is from one repo that has not been that active in the last 7 days :

\- 39 total CI minutes

\- 14 minutes were non-productive

\- Biggest driver: failed/re-run workflows and Duplicate runs for the same PR



We always assumed “this is normal, but with billing changes, it adds up fast.

I am looking into some tools that could help with this, but I am curious how others are handling this...

\- Do you actively cancel outdated PR runs?

\- Or just accept the cost as the price of speed?



https://redd.it/1pppfsd
@r_devops

My "just don't f***ing dance" moment: I just automated 90% of our L2 maintenance team workload and I'm keeping it to myself

I have been an early adopter of the hype around AI, like LLMs and code assistants like copilot and I was hyped too, I honestly I believed the narrative that says AI won't replace replace humans, but it's more of a productivity multiplier, something to augments devs and ops people and the boring tasks like the writing markdowns or docstrings.
Then came the agentic stuff which at first I didn't but much into because I was skeptical about vendor lock in. until MCP came along and suddenly my entire workflow at work changed (at the time i was saying it evolved but I'm not in that mood), Terraform MCP, Context 7, k8s MCP, I was very impressed but still very optimistic about the things we can do with it and how it will improve our daily lives, it connected to our actual infrastructure, it wasn't a gimmick anymore.
Then come Opus 4.5 and Gemini 3 Pro, people called them beasts so I did what I always do, I pushed the enveloppe to see how far it can go.

**And it went far ..**

I built an agentic app that monitors our nightly CI jobs, watches for failures and errors and maybe rerun if necessary or push small fixes.
it also monitors certain apps on our k8s cluster and runs the necessary fixes. These fixes aren't magic, it's everything we documented as guidelines for our L2 maintenance team. the ai agent just .. does it. sometimes better than humans, because it creates bug tickets with a level of details I have never seen from a person.

I was beyond hyped, already planning my presentations and my demo and show them how great all of this is.

**Then it hit me.**

I kept thinking about the scene from the big short when Brad Pitt as Ben told the young bankers when they started celebrating betting against the housing market where he said : *"If we're right, people lose homes. People lose jobs. People lose retirement savings, people lose pensions. You know what I hate about fucking banking? It reduces people to numbers. Here's a number - every 1% unemployment goes up, 40,000 people die, did you know that?"*

What I've made doesn't bet against the housing market, but the L2 maintenance team, actual people in our workforce, people i enjoy having coffee with.

So, I kept it to myself .. but here's the thing, I don't share it, someone else will, or some other company will propose it as a service with the promis of cost reduction and whatnot, my silence won't help anyone, it just means to me that i'm not the one to pull the trigger.

I don't have a clear idea on how to feel about this and i'm not here to moralize anyone, I'm just ... really really confused.

This technology is something genuinely amazing, but somehow, I don't fee like dancing.

**TL;DR:** Built an agentic SRE tool and it effectively was able to replace the whole L2 maintenance team. Realized the human cost and decided to keep it to myself.


UPDATE:
I will pull together my resources together and push them to s github repository, I did my tests in a GCP project, where I deployed a cloud run with a service account that has IAM rights on one of our less important gke clusters it interfaces with gemini and uses a already existing token for gitlab.
I use git mcp, kube mcp and Google Cloud observability mcp plus the gitlab python sdk.
For the guidelines, I exported them as markdown files and added them in the app to use for the context.
The bug tickets were tests tickets send via a http request to jira using my PAT.

https://redd.it/1ppr3qu
@r_devops

Terraform, Terragrunt ... and Terratest?

I'm tasked with figuring out how to integrate terratest (TT) into a moderately large terraform (TF) repo for AWS resources. The deployment and orchestration is all done with terragrunt (TG) (it passes in the variables, etc.). The organization itself has fully adopted using TG with TF.

My question to you all is about using terratest for integration testing of terraform modules that are themselves orchestrated via terragrunt. My searches for best practices, lessons learned, etc. have returned little useful results. Perhaps most telling, no reddit posts have surfaced that either promote or decry using TF+TG+TT. Even the terratest documentation on Gruntworks has zero mention of terragrunt, and there are zero examples in their provided repositories of using TG+TT.

I'm wondering if anyone has gone down this path before and has any lessons learned they could share (good or bad).

Thanks in advance

https://redd.it/1ppqsxv
@r_devops

Is this normal in Devops

I joined my organization last week as Devops intern, 2nd day worked on someones projects built a custom dashboard on cloudwatch , 3rd day got assigned in project also got every accces stage to prod + mac for working and 5 days working is this the best life ? 🤔 or am I missing something....

https://redd.it/1ppuvza
@r_devops

Jr DevOps profile. Is it enough?

Hello guys,

I am trying to get my first job in DevOps but I wonder is my profile is even eligible for a company right now. I would really like to have the opinion of the pros to see if I am the kind of person you hire for a jr role. My assets are:

Im a Telecommunications Engineer by the biggest engineering university in Spain (Madrid). I studied in Sweden for a year also, in case that counts for you.

Focus on networking and programming. I know networking and troubleshooting with WireShark and languages like Java, Python, C...

I have only 1 year of experience as an engineer. In a very big tech company, doing things that are hardly related to devOps. I have good referals from my former colleagues at the job.

I just got AWS Cloud Practitioner Certificate.

Now I know this is enough to be hired here, but i am trying to move to another country in EU and I am not sure if this is enough to get interviews. I dont even care about the money right now, i just want to start.

On the meanwhile I am working on small projects on Linux and learning basic devops skills, and see if I can make myself a repository...






https://redd.it/1ppvrjk
@r_devops

At what headcount did you feel you lost the "Ground Truth" of your engineering org?

There seems to be a specific breaking point in engineering orgs.

When we were 20 people, I knew everyone’s name, their strengths, and exactly what they shipped yesterday.
Now that we are pushing 60+, I feel like I’m relying entirely on layers of management (Directors/EMs) to tell me what’s going on. It feels like a game of "Broken Telephone"—by the time the signal hits my desk, it’s polished, biased, and often late.

I’m trying to avoid hiring a Chief of Staff (feels expensive right now), but I need a way to get raw visibility without micromanaging or skipping levels.

How do you guys stay plugged into the raw data (Jira/Git signals) without becoming a micromanager?

https://redd.it/1ppwxli
@r_devops

Migrating from AppDynamics to Datadog

Im wondering if anyone has done a migration from AppDynamics to Datadog and can provide some insight into best practices for noscripting this. I need to parse existing AppDynamics agent config.xml files, pull relevant fields, and place those into the new Datadog agent yaml config file when it is installed.

https://redd.it/1ppy748
@r_devops

Need help for a stack of a saap that have the potential to be a supperapp , priority is performance , responce speed not animation and useless features that will slow down my app

i have an idea of saas and i'm searching for tecknologies to build this and make it in real , but i have some confusions , my priority is performance and user experiance because it have the potential to be superapp .So what frontend teck should i use. Also, in the backend i want to use node.js(express) and fastapi for ml tasks is it the best option with rest api and json data format for dabases i will use postgresql , mongodb and redis

https://redd.it/1ppx81x
@r_devops

What unfinished side-project are you hoping to finally finish over the holidays?

With the holidays coming up, I'm curious what side-projects everyone has sitting in the "almost done” (or "started... then life happened”) pile.

It Could be:

A repo that's 80% complete
An app missing "just one more feature”
A tool you built for yourself that never got polished
Something you want to open-source but haven't yet

What is it, and what's stopping you from finishing it?

Bonus points if you drop a link or explain what "done” actually looks like for you.

Hoping this thread gives some motivation (and maybe accountability) to finally ship something before the new year.

https://redd.it/1pq2zhu
@r_devops

The Future of Kubernetes Networking: Gateway API Explained

Hi All,

I put together a video explaining Gateway API purely from an architectural and mental-model perspective (no YAML deep dive, no controller comparison).

Video: The Future of Kubernetes Networking: Gateway API Explained

Your feedback is welcome, comments (Good & Bad) are welcome as well :-)


Cheers

https://redd.it/1pq4vkq
@r_devops

Looking for Career Advice


Hello, everyone.

I don’t know where to begin with, but I’ll try. I want to learn Devops for the long-term, however it seems there are programming courses in my city, but they also promise hiring you if you end up being the best one. The programming courses have 3 phrases, each month is 110$, my salary is around 650$ in my country.

Currently, i don’t know what to do? Save money to learn Devops (each month - 210$) orrr go for the programming course and if i perform the best, i might end up getting hired.


https://redd.it/1pq6ng7
@r_devops