alt.hn

2/6/2026 at 2:58:31 AM

GitHub Actions is slowly killing engineering teams

 https://www.iankduncan.com/engineering/2026-02-05-github-actions-killing-your-team/

by codesuki

2/6/2026 at 4:15:27 AM

I've used many of the CI systems that the author has here, and I've done a lot of CircleCI and GitHub Actions, and I don't come to quite the same conclusions. One caveat though, I haven't used Buildkite, which the author seems to recommend.

Over the years CI tools have gone from specialist to generalist. Jenkins was originally very good at building Java projects and not much else, Travis had explicit steps for Rails projects, CircleCI was similarly like this back in the day.

This was a dead end. CI is not special. We realised as a community that in fact CI jobs were varied, that encoding knowledge of the web framework or even language into the CI system was a bad idea, and CI systems became _general workflow orchestrators_, with some logging and pass/fail UI slapped on top. This was a good thing!

I orchestrated a move off CircleCI 2 to GitHub Actions, precisely because CircleCI botched the migration from the specialist to generalist model, and we were unable to express a performant and correct CI system in their model at the time. We could express it with GHA.

GHA is not without its faults by any stretch, but... the log browser? So what, just download the file, at least the CI works. The YAML? So it's not-quite-yaml, they weren't the first or last to put additional semantics on a config format, all CI systems have idiosyncrasies. Plugins being Docker images? Maybe heavyweight, but honestly this isn't a bad UX.

What does matter? Owning your compute? Yeah! This is an important one, but you can do that on all the major CI systems, it's not a differentiator. Dynamic pipelines? That's really neat, and a good reason to pick Buildkite.

My takeaway from my experience with these platforms is that Actions is _pretty good_ in the ways that truly matter, and not a problem in most other ways. If I were starting a company I'd probably choose Buildkite, sure, but for my open source projects, Actions is good.

by danpalmer

2/6/2026 at 8:14:37 AM

I actually have the opposite opinion.

In game development we care a lot about build systems- and annoyingly, we have vanishingly few companies coming to throw money at our problems.

The few that do, charge a kings ransom (Incredibuild). Our build times are pretty long, and minimising them is ideal.

If, then, your build system does not understand your build-graph then you’re waiting even longer for builds or you’re keeping around incremental state and dirty workspaces (which introduces transient bugs, as now the compiler has to do the hard job of incrementally building anyway).

So our build systems need to be acutely aware of the intricacies of how the game is built (leading to things like UnrealEngine Horde and UBA).

If we used a “general purpose” approach we’d be waiting in some cases over a day for a build, even with crazy good hardware.

by dijit

2/6/2026 at 9:10:49 AM

Also game dev here - I disagree with your take. Our _build tools_ need to be hyper aware but our CI systems absolutely do not and would be better served as general purpose. What good is Horde when you need to deploy your already packaged game to steam via steamcmd, or when you need to update a remote config file for a content hotfix. Horde used BuildGraph meaning you need a full engine sync’ed node to run curl -X POST whatever.com

Game dev has a serious case of NIH - sometimes for good reasons but in lots of cases it’s because things have been set up in a way that makes changing that impractical. Using UBA as an example - FastBuild, Incredibuild, SNDBS Sccache all exist as either caching or distribution systems. Compiling a game engine isn’t much different to compiling a web browser (which ninja was written for).

I’ve worked at two game studios where we’ve used general purpose CI systems and been able to push out builds in < 15 minutes. Horde and UBA exist to handle how epic are doing things internally, rather than as an inherent requirement on how to use the tools effectively. If you don’t have the same constraints as developing Unreal Engine (and Fortnite) then you don’t have the same needs.

(I worked for epic when horde came online, but don’t any more).

by maccard

2/6/2026 at 9:02:39 AM

If you're at a games studio that values build-times, value that. I worked at a very good SRE-mindset studio and missed it, deeply, after I left. Back then I expected everyone to think and care about such things and have spent many, many hours advocating for best-in-class, more efficient, cheaper development practices.

WRT github actions... I agree with OOP, they leave much to be desired, esp when working on high-velocity work. My ci/cd runs locally first and then GHA is (slower) verification, low-noise, step.

by frankharrison

2/6/2026 at 4:35:45 AM

Actions is many things. It’s an event dispatcher, an orchestrator, an execution engine and runtime, an artifact registry and caching system, a workflow modeler, a marketplace, and a secrets manager. And I didn’t even list all of the things Actions is. It’s better at some of those things and not others.

The systems I like to design that use GHA usually only use the good parts. GitHub is a fine events dispatcher, for instance, but a very bad workflow orchestrator. So delegate that to a system that is good at that instead

by SOLAR_FIELDS

2/7/2026 at 4:10:07 AM

Has anyone done the “GitHub Actions: The Good Parts” book yet?

by kyleee

2/6/2026 at 7:29:28 AM

> but... the log browser? So what, just download the file, at least the CI works.

They answer your "so what" quite directly:

>> Build logs look like terminal output, because they are terminal output. ANSI colors work. Your test framework’s fancy formatting comes through intact. You’re not squinting at a web UI that has eaten your escape codes and rendered them as mojibake. This sounds minor. It is not minor. You are reading build logs dozens of times a day. The experience of reading them matters in the way that a comfortable chair matters. You only notice how much it matters after you’ve been sitting in a bad one for six hours and your back has filed a formal complaint.

Having to look mentally ignore ANSI escape codes in raw logs (let alone being unable to unable to search for text through them) is annoying as hell, to put it mildly.

by dataflow

2/6/2026 at 7:41:03 AM

Doesn't `less -R` solve the ANSI escape problem?

by usr1106

2/6/2026 at 4:25:24 PM

No, it's insane to have to rely on that workaround. Having to download raw logs, bring up a terminal, go to that directory, and type less -R, is already a massive pain. All of that and you don't even get back a basic scrollbar.

And how do you expect people to even know about this workaround, and how to search for text with it? It's not like the GitHub UI even tells you. Not everyone is a Linux pro.

Nobody is saying it's impossible to get past the ANSI escape codes. People eventually figure out ways to do it. The claim is how much of your time do you want to lose to friction in that process, which you have to repeated frequently. It's insane for it to be this hard.

by dataflow

2/6/2026 at 8:34:01 AM

> Having to look mentally ignore ANSI escape codes in raw logs (let alone being unable to unable to search for text through them) is annoying as hell, to put it mildly.

You have a tool here, which is noted elsewhere: it's "less --raw". Also there's another tool which analyzes your logs and color codes them: "lnav".

lnav is incredibly powerful and helps understanding what's happening, when, where. It can also tail logs. Recommended usage is "your_command 2>&1 | lnav -t".

by bayindirh

2/6/2026 at 10:30:31 PM

> Owning your compute? Yeah! This is an important one, but you can do that on all the major CI systems

Except for GitHub charging you monthly to run your own CI jobs on your own hardware.

by estimator7292

2/6/2026 at 10:28:07 AM

I was a very early customer of BuildKite. It’s lovely, very ergonomic, and gives you so much control.

by apothegm

2/6/2026 at 7:24:00 AM

The winning strategy for all CI environments is a build system facsimile that works on your machine, your CI's machine, and your test/uat/production with as few changes between them as your project requirements demand.

I start with a Makefile. The Makefile drives everything. Docker (compose), CI build steps, linting, and more. Sometimes a project outgrows it; other times it does not.

But it starts with one unitary tool for triggering work.

by mickeyp

2/6/2026 at 8:19:19 AM

This line of thinking inspired me to write mkincl [0] which makes Makefiles composable and reusable across projects. We're a couple of years into adoption at work and it's proven to be both intuitive and flexible.

[0]: https://github.com/mkincl/mkincl

by carlsmedstad

2/6/2026 at 9:13:17 AM

I think the README would be better with a clearer, up-front explanation of what this builds on top of using `make` directly.

by zahlman

2/6/2026 at 8:48:15 AM

[flagged]

by PunchyHamster

2/6/2026 at 4:33:10 PM

Because, in 2026, most build tools still aren't really all that good when it comes to integrating all the steps needed to build applications with non-trivial build requirements.

And, many of them lack some of the basic features that 'make' has had for half a century.

by antonvs

2/6/2026 at 12:29:10 PM

Ye, kick off into some higher-level language instead of being at the mercy of your CI provider's plugins.

I use Fastlane extensively on mobile, as it reduces boilerplate and gives enough structure that the inherent risk of depending on a 3rd-party is worth it. If all else fails, it's just Ruby, so can break out of it.

by chedabob

2/6/2026 at 11:48:33 AM

Make is incredibly cursed. My favorite example is it having a built-in rule (oversimplified, some extra Makefile code that is pretended to exist in every Makefile) that will extract files from a version control system. https://www.gnu.org/software/make/manual/html_node/Catalogue...

What you're saying is essentially ”Just Write Bash Scripts”, but with an extra layer of insanity on top. I hate it when I encounter a project like this.

by krautsauer

2/6/2026 at 11:51:53 AM

https://github.com/casey/just is an uncursed make (for task running purposes - it's not a general build system)

by nicoburns

2/6/2026 at 1:53:25 PM

How does `just` compare to Task (https://taskfile.dev/)?

by arielcostas

2/6/2026 at 2:25:16 PM

Just uses make-like syntax, not yaml, which I view as a huge advantage.

by timw4mail

2/6/2026 at 2:34:25 PM

No I'm saying use Makefiles, which work just fine. Mark your targets with PHONY and move on.

by mickeyp

2/7/2026 at 1:55:58 AM

You still get bash scripts in the targets, with $ escape hell and weirdness around multiline scripts, ordering & parallelism control headaches, and no support for background services.

The only sane use for Makefiles is running a few simple commands in independent targets, but do you really need make then?

(The argument that "everyone has it installed" is moot to me. I don't.)

by krautsauer

2/6/2026 at 7:48:52 AM

I agree, but this is kind of an unachievable dream in medium to big projects.

I had this fight for some years in my present work and was really nagging in the beginning about the path we were getting into by not allowing the developers to run the full (or most) of the pipeline in their local machines… the project decided otherwise and now we spend a lot of time and resources with a behemoth of a CI infrastructure because each MR takes about 10 builds (of trial and error) in the pipeline to be properly tested.

by wtcactus

2/6/2026 at 8:15:29 AM

It's not an unachievable dream. It's a trade-off made by people who may or may not have made the right call. Some things just don't run on a local machine: fair. But a lot of things do, even very large things. Things can be scaled down; the same harnesses used for the development environment and your CI environment and your prod environment. You don't need a full prod db, you need a facsimile mirroring the real thing but 1/50th the size.

Yes, there will always be special exemptions: they suck, and we suffer as developers because we cannot replicate a prod-like environment in our local dev environment.

But I laugh when I join teams and they say that "our CI servers" can run it but our shitty laptops cannot, and I wonder why they can't just... spend more money on dev machines? Or perhaps spend some engineering effort so they work on both?

by mickeyp

2/6/2026 at 2:22:52 PM

> You don't need a full prod db, you need a facsimile mirroring the real thing but 1/50th the size.

My experience has been that the problems in CI systems come from exactly these differences “works on my machine” followed by “oops, I guess the build machine doesn’t have access to that random DB”, or “docker push fails in our CI environment because credentials/permissions, but it works when I run it just on my machine”

by maccard

2/6/2026 at 10:46:20 AM

> It's not an unachievable dream. It's a trade-off made by people who may or may not have made the right call.

In my experience at work. Anything that demands too much though, collaboration between teams and enforcing hard development rules, is always an unachievable dream in a medium to big project.

Note, that I don't think it's technically unachievable (at all). I just accepted that it's culturally (as in work culture) unachievable.

by wtcactus

2/6/2026 at 9:14:20 AM

Sometimes the problem is that the project is bigger than it needs to be.

by zahlman

2/6/2026 at 10:39:39 AM

Funny enough, the LLMs are allowed to run builds on your local machine. The humans, not any more.

by nottorp

2/6/2026 at 10:44:21 AM

But it isn't a question of security. The project would very much like the developers to be able to run the pipelines on their machines.

It's just that management don't see it as worth it, in terms of development cost and limitations it would introduce in the current workflow, to enable the developers to do that.

by wtcactus

2/6/2026 at 12:30:23 PM

> But it isn't a question of security.

Where did i mention security?

> in terms of development cost and limitations it would introduce in the current workflow

Well said. "in the current workflow". As in, not "in the development process". Those are unrelated items.

by nottorp

2/6/2026 at 4:44:21 AM

I tend to disagree with this as it seems like an ad for Nix/Buildkite...

If your CI invocations are anything more than running a script or a target on a build tool (make, etc.) where the real build/test steps exist and can be run locally on a dev workstation, you're making the CI system much more complex than it needs to be.

CI jobs should at most provide an environment and configuration (credentials, endpoints, etc.), as a dev would do locally.

This also makes your code CI agnostic - going between systems is fairly trivial as they contain minimal logic, just command invocations.

by zdw

2/6/2026 at 12:47:49 PM

The "just keep your CI simple" mindset doesn't work in practice. Any non-trivial project will have a high chance that it'll have to encode some form of logic in the CI, either for situational triggers, or git branching strategies, on demand deployments, permissions, secrets, heterogeneous runners, load balance, local testing, component testing... these are all valid use-cases, all with their own gotchas and hard-to-debug issues in all CI systems I know.

It's correct to design CI pipelines in order to offload much of the logic to subsystems, but pipelines will eventually grow in complexity and the CI config system should be designed in order not to get in the way. I don't know buildkite, but Gitlab CI is the best I know. Template and job composition works brilliantly, top-level object being the job and not the stage result in flat, easier to read config files and the packed features are really good, but it's hard to debug, the conditional logic sometimes fails in unexpected ways, it's exhausting to use the predefined variables reference and the permission system for multi project pipelines is abysmal.

by gchamonlive

2/6/2026 at 3:44:24 PM

I don't think we're necessarily in disagreement - your points about reusing CI code across jobs through templating or composition are well taken.

I'd argue that this also dovetails very nicely with having common, shared invocations - if you can run "make test" in any repo and have it work, that makes CI code reuse even easier.

As for the complexity comments, that complexity has to go somewhere, and you should look for how to best factor the system so it's debuggable. Sometimes this may mean restructuring how your code is factored or deployed or has failure tolerance so it's easier to test, and this should be thought of as an architecture task early on.

by zdw

2/6/2026 at 5:22:13 AM

Can 100% confirm this is not an ad (at least not for Buildkite) and was a lovely surprise to read for the team.

by mitchjj

2/6/2026 at 6:17:02 AM

This so much - I remember migrating from one CI system to another a few years ago - I had built all of our pipelines to pull in some secrets and call a .sh file that did all the heavy lifting. The migration had a few pain points but was fairly easy. Meanwhile, the teams who had created their pipelines with the UI and broken them up in to multiple steps were not happy at all.

by jamesfinlayson

2/6/2026 at 12:03:38 PM

Hey, at least you didn't pull the reflexive, "this must be AI slop!" comment that seems quite prevalent on HN lately.

by anotherevan

2/6/2026 at 8:52:15 AM

The problem isn't CI/CD; the problem is "programming in configuration". We've somehow normalized a dev loop that involves `git commit -m "try fix"`, waiting 10 minutes, and repeating. Local reproduction of CI environments is still the missing link for most teams.

by heftykoo

2/6/2026 at 11:37:36 AM

Bingo.

These tool fails are as a consequence of a failure of proper policy.

Tooling and Methodology!

Here’s the thing: build it first, then optimize it. Same goes for compile/release versus compile/debug/test/hack/compile/debug/test/test/code cycles.

That there is not a big enough distinction between a development build and a release build is a policy mistake, not a tooling ‘issue’.

Set things up properly and anyone pushing through git into the tooling pipeline are going to get their fingers bent soon enough, anyway, to learn how the machine mangles digits.

You can adopt this policy of environment isolation with any tool - it’s a method.

Tooling and Methodology!

by MomsAVoxell

2/6/2026 at 4:43:57 PM

Yes AND… more. He discusses your (correct) sentiment before and during his bash temptation segment. It’s only one of the gripes, but imho this one’s the 80%/pareto

by cdaringe

2/6/2026 at 9:56:26 AM

`act` should help most teams reproducing CI locally.

by dschu

2/6/2026 at 10:51:47 AM

act is horrible if:

* you have any remote resources that are needed during build

* for some reason your company doesn't have standardize build images

by mlrtime

2/6/2026 at 4:54:52 AM

Killing engineer teams? Hyperbole thread titles need to be killed. I find github actions to be just fine. I prefer it to bitbucket and gitlab.

by burnJS

2/6/2026 at 6:18:19 AM

Yeah I was wondering how Microsoft is okay with Github murdering people but then was let down by the article.

by altmanaltman

2/6/2026 at 7:33:17 AM

[flagged]

by shwetanshu21

2/6/2026 at 8:23:11 AM

all the sides in that conflict are ok with killing civilians

by slopusila

2/6/2026 at 9:20:23 AM

aaand there we have godwin's law again

by internet_points

2/6/2026 at 11:07:38 AM

It's interesting that your invocation of Godwin's law equates Jews with Nazis. Why is that?

by direwolf20

2/6/2026 at 5:06:25 AM

I clicked the article thinking it was about GitLab. Much of the criticism held true for GitLab anyway, particularly the insanely slow feedback loops these CI/CD systems create.

by noident

2/6/2026 at 6:16:54 AM

Can't blame gitlab for team not having a local dev setup.

by dbtablesorrows

2/6/2026 at 7:30:59 AM

You can though. GHA and Gitlab CI and all the others have a large feature set for orchestration (build matrices, triggers,etc.) that are hard to test on a local setup. Sometimes they interfere with the build because of flags, or the build fails because it got orchestrated on a different machine, or a package is missing, or the cache key was misconfigured, etc.

There are a bunch of failures of a build that have nothing to do with how your build itself works. Asking teams to rebuild all that orchestration logic into their builds is madness. We shouldn’t ask teams to have to replicate tests for features that are in the CI they use.

by spockz

2/6/2026 at 7:34:28 AM

Indeed there are. But you iterate on local and care about CI once everything is working in local. It's not every tuesday I get CI errors because a package was missing. It's rare unless you're in those 1000-little-microservice shops.

by dbtablesorrows

2/6/2026 at 10:12:29 AM

It is rare for our run of the mill Java apps to however, we notice it with:

Integration of code quality gates, documentation checks, linting, cross architecture builds, etc.

Most of this can be solved by doing the builds in a docker image that we also maintain ourselves. Then what remains is the interaction between the ci config for matrices, the tasks/actions to report back quality metrics, the integration with keyvaults to obtain deploy time secrets, etc.

Then there are the soft failures, missing a cache key causing many packages to be downloaded over and over again, or the same for the docker base images, etc.

We fix this for our 1000+ microservices, across hundreds of teams by maintaining a template that all services are mandated to use. It removes whole classes of errors and introduces whatever shenanigans we introduce. But it works for us.

If GHA, Azure Pipelines, etc., would provide a way of running builds locally that would speed up our development greatly.

Until then we have created linting based on CUE to parse the various yamls, resolving references to keystores, key ids, templates, etc., and making sure they exist. I think this is generic enough to open source even.

by spockz

2/6/2026 at 4:40:47 AM

Github being less and less reliable nowadays just makes this more true.

In the past week I have seen:

- actions/checkout inexplicably failing, sometimes succeeding on 3rd retry (of the built-in retry logic)

- release ci jobs scheduling _twice_, causing failures, because ofc the release already exists

- jobs just not scheduling. Sometimes for 40m.

I have been using it actively for a few years and putting aside everything the author is saying, just the base reliability is going downhill.

I guess zig was right. Too bad they missed builtkite, Codeberg hasn't been that reliable or fast in my experience.

by anttiharju

2/6/2026 at 8:00:31 AM

Yeah, do crons even work consistently for GitHub Actions? I tried to set one up the other day and it just randomly skipped runs. There were some docs that suggested they’re entirely unreliable as well.

by bugglebeetle

2/6/2026 at 4:49:24 AM

Dead on. GitHub Actions is the worst CI tool I’ve ever used (maybe tied with Jenkins) and Buildkite is the best. Buildkite’s dynamic pipelines (the last item in the post) are so amazingly useful you’ll wonder how you ever did without them. You can do super cool things like have your unit test step spawn a test de-flaking step only if a test fails. Or control test parallelism based on the code changes you’re testing.

All of that on top of a rock-solid system for bringing your own runner pools which lets you use totally different machine types and configurations for each type of CI job.

Highly, highly recommend.

by habosa

2/6/2026 at 5:38:41 AM

Jenkins had a lot of issues and I’m glad to not be using it overall, but I did like defining pipelines in Groovy and I’ll take Groovy over YAML all day.

by tcoff91

2/6/2026 at 6:17:12 AM

Jenkins, like many complex tools, is as good or bad as you make it. My last two employers had rock solid Jenkins environments because they were set up as close to vanilla as possible.

But yes, Groovy is a much better language for defining pipelines than YAML. Honestly pretty much any programming language at all is better than YAML. YAML is fine for config files, but not for something as complex as defining a CI pipeline.

by bigstrat2003

2/6/2026 at 6:23:49 AM

What kills me is when these things add like control flow constructs to YAML.

Like just use an actual programming language!

by tcoff91

2/6/2026 at 8:51:46 AM

biggest flaw of jenkins is that by default it runs on builder env, as it was made pre-container era. But I do like integration with viewing tests and benchmarks directly in the project, stuff that most CI/CD systems lack

by PunchyHamster

2/6/2026 at 6:54:34 AM

what's wrong with Jenkins? It's battle tested and hardened. Works flawless even with thousands of tasks, and WORKS OUT OF THE BOX.

imo top 10 best admin/devs free software written in past 25 years.

by iberator

2/6/2026 at 12:49:56 PM

It's too old and easy-to-use for anyone to hype it up as the next cool thing.

by liveoneggs

2/6/2026 at 8:50:41 PM

Buildkite has been around since 2013, hardly the next hype train

by mitchjj

2/6/2026 at 2:24:33 PM

I mean all CIs work out of the box, although I have no interest in self hosting CI.

Jenkins is probably a bit like Java, technically it is fine. The problem is really where/who typically uses it and as there is so much freedom it is really easy to make a monster. Where as for Go it is a lot harder to write terrible unmaintainable code compared to Java.

by Storment33

2/6/2026 at 4:48:45 AM

Ian Duncan, I was imagining you on a stage delivering this as a standup comedy show on Netflix.

My pet peeve with Github Actions was that if I want to do simple things like make a "release", I have to Google for and install packages from internet randos. Yes, it is possible this rando1234 is a founding github employee and it is all safe. But why does something so basic need external JS? packages?

by harikb

2/6/2026 at 5:04:31 AM

Yeah, their "standard library" so to speak (basically everything under the actions org) is lacking. But for this specifically, you can use the gh CLI.

by computerfriend

2/6/2026 at 2:26:53 PM

This is what I done, GitHub Actions is basically a command line as a service for my projects. It does nothing but checkout the code, means I can do all the releasing, artefact uploading, compiling & testing etc locally.

by Storment33

2/6/2026 at 12:59:33 PM

After troubleshooting a couple issues with the GitHub Actions Linux admin team, and their decision to not address either issue, I'm highly skeptical of investing more in GitHub Actions:

- Ubuntu useradd command causes 30s+ hang [1]

- Ubuntu: sudo -u some-user unexpectedly ends up with environment variables for the runner [2]

1: https://github.com/actions/runner-images/issues/13048

2: https://github.com/actions/runner-images/issues/13049

by rsyring

2/6/2026 at 2:39:54 PM

I mean...

They told you why it takes so long no? the runners come by default with loads of programming languages installed like Rust, Haskell, Node, Python, .Net etc so it sets all that up per user add.

I would also question why your adding users on an ephemeral runner.

by Storment33

2/7/2026 at 4:36:55 AM

> I would also question why your adding users on an ephemeral runner.

We use runners for things that aren't quite "CI for software source code" that does some "weird" stuff.

For instance, we require that new developer system setup be automated - so we have a set of scripts to do that, and a CI runner that runs on those scripts.

by Marsymars

2/7/2026 at 5:19:30 AM

I keep everything simple, my complete orchestration is in a deploy.sh script that can run locally on my Mac or in AWS CodeBuild that is just either a provided Docker container or one that you can customize. My yaml file is simple - bash deploy.sh. It works anywhere - Azure containers jobs or GitHub Actions and any other build system that I can just hand it a Docker container

by raw_anon_1111

2/6/2026 at 6:39:18 AM

> GitHub Actions is not good. It’s not even fine. It has market share because it’s right there in your repo

Microsoft being microsoft I guess. Making computing progressively less and less delightful because your boss sees their buggy crap is right there so why don't you use it

by isoprophlex

2/6/2026 at 5:10:31 AM

Pretty sure someone at MS told me that Actions was rewritten by the team who wrote Azure DevOps. So bureaucracy would be a feature.

That aside, GH Actions doesn’t seem any worse than GitLab. I forget why I stopped using CircleCI. Price maybe? I do remember liking the feature where you could enter the console of the CI job and run commands. That was awesome.

I agree though that yaml is not ideal.

by kdazzle

2/6/2026 at 4:34:01 AM

I hope the author will check out RWX -- they say they've checked out most CI systems, but I don't think they've tried us out yet. We have everything they praise Buildkite for, except for managing your own compute (and that's coming, soon!). But we also built our own container execution model with CI specifically in mind. We've seen one too many Buildkite pipelines that have a 10 minute Docker build up front (!) and then have to pull a huge docker container across 40 parallel steps, and the overhead is enormous.

by tagraves

2/6/2026 at 4:51:11 AM

Can you explain how your product solves this problem? I clicked around your site and couldn't figure it out.

by ses1984

2/6/2026 at 5:25:21 AM

As a (very happy) RWX customer:

- Intermediate tasks are cached in a docker-like manner (content-addressed by filesystem and environment). Tasks in a CI pipeline build on previous ones by applying the filesystem of dependent tasks (AFAIU via overlayfs), so you don't execute the same task twice. The most prominent example of this is a feature branch that is up-to-date with main passes CI on main as soon as it's merged, as every task on main is a cache-hit with the CI execution on the feature branch.

- Failures: the UI surfaces failures to the top, and because of the caching semantics, you can re-run just the failed tasks without having to re-run their dependencies.

- Debugging: they expose a breakpoint (https://www.rwx.com/docs/rwx/remote-debugging) command that stops execution during a task and allows you to shell into the remote container for debugging, so you can debug interactively rather than pushing `env` and other debugging tasks again and again. And when you do need to push to test a fix, the caching semantics again mean you skip all the setup.

There's a whole lot of other stuff. You can generate tasks to execute in a CI pipeline via any programming language of your choice, the concurrency control supports multiple modes, no need for `actions/cache` because of the caching semantics and the incremental caching feature (https://www.rwx.com/docs/rwx/tool-caches).

And I've never had a problem with the logs.

by fourteenminutes

2/6/2026 at 1:16:51 PM

The previous post describes a problem where you do a large docker build, then fan out to many jobs which need to pull this image, and the overhead is enormous. This implies rwx has less overhead. Just saying that there’s content addressable cache doesn’t explain how this particular problem is solved.

If you have a dockerfile where you make a small change in your source results in one particular very large layer that has to be built, then you want to fan out and run many parallel tests using that image, what actually happens when you try to run that new fat layer on a bunch of compute, and how is it better than the implied naive solution? That fat layer exists on a storage system somewhere, and a bunch of computer nodes need to read it, what happens?

by ses1984

2/7/2026 at 4:41:03 AM

There's three main things we do to solve this, all of which relate to the fact that we have our own (OCI-compatible) container runtime under the hood instead of using Docker.

1. We don't gzip layers like Docker does. Gzip is really slow, and it's much slower than the network. Storage is cheap. So it's much faster to transmit uncompressed layers than to transmit compressed layers and decompress them.

2. We've heavily tuned our agents for pulling layers fast. Disk throughput and IOPS are really important so we provision those higher than you typically would for running workloads in the cloud. When pulling layers we modify kernel parameters like the dirty_ratio to values that we've empirically found with layer pulls. We make sure we completely exhaust our network bandwidth and throughput when pulling layers. And so on.

3. This third one is experimental and something we're actively working on improving, but we have our own underlying filesystem which lazily loads the files from a layer instead of pulling tons of (potentially unneeded) files up front. This is similar to AWS's [Seekable OCI](https://github.com/awslabs/soci-snapshotter) but tuned for our particular needs.

I've been slowly working on improving our documentation to explain these kinds of differentiators that our architecture and container runtime provide, but most of it is unpublished so far. We definitely need to do a much better job of explaining _how_ we are faster and better rather than just stating it :).

The other side of this is that we also made _building_ those layers much much faster. We blogged a little bit about it at https://www.rwx.com/blog/we-deleted-our-dockerfiles but just to hit some quick notes: in RWX you can vary the compute by task, and it turns out throwing a big machine at (e.g.) `npm install` is quite effective. Plus we make using an incremental cache very easy, and layers generated from an incremental cache are only the incremental parts, so they tend to be smaller. And we're a DAG, so you can parallelize your setup in a way that is very painful to do with Docker, even when using multi-stage builds. And our cache registry is global and very hard to mess up, whereas a lot of people misconfigure their Docker caches and have cache misses all over their docker builds. And we have miss-then-hit semantics for caching. Okay, I'm rambling now! But happy to go into more depth on any of this!

by tagraves

2/6/2026 at 6:44:41 AM

The log viewer thing is what baffles me most.

Back in... I don't know, 2010, we used Jenkins. Yes, that Java thingy. It was kind of terrible (like every CI), but it had a "Warnings Plugin". It parsed the log output with regular expressions and presented new warnings and errors in a nice table. You could click on them and it would jump to the source. You could configure your own regular expressions (yes, then you have two problems, I know, but it still worked).

Then I had to switch to GitLab CI. Everyone was gushing how great GitLab CI was compared to Jenkins. I tried to find out: how do I extract warnings and errors from the log - no chance. To this day, I cannot understand how everyone just settled on "Yeah, we just open thousands of lines of log output and scroll until we see the error". Like an animal. So of course, I did what anyone would do: write a little script that parses the logs and generates an HTML artifact. It's still not as good as the Warnings Plugin from Jenkins, but hey, it's something...

I'm sure, eventually someone/AI will figure this out again and everyone will gush how great that new thing is that actually parses the logs and lets you jump directly to the source...

Don't get me wrong: Jenkins was and probably still is horrible. I don't want to go back. However, it had some pretty good features I still miss to this day.

by deng

2/6/2026 at 11:01:23 AM

Why do we need a log viewer at all?

My browser can handle tens of thousands of lines of logs, and has Ctrl-F that's useful for 99% of the searches I need. A better runner could just dump the logs and let the user take care of them.

Why most web development devolved into a React-like "you can't search for what you can't see" is a mystery.

by mFixman

2/6/2026 at 11:09:22 AM

The only thing I can understand is that GHA is awesome because it's YAML and everyone loves YAML. Irrationally. YAML is terrible.

by direwolf20

2/6/2026 at 12:51:24 PM

GHA is hosted, works well-enough, and you already pay a github bill so you don't need to onboard a new vendor.

by liveoneggs

2/6/2026 at 12:49:23 PM

We all have opinions about ci/cd. Why? Because it's getting between us and what we're attempting to do. In all honesty GitHub actions solves the biggest problem for a lot of Devs, infrastructure management and performance. I have managed a lot of build infrastructure and don't ever want to touch that again. GitHub fixed that for me. My build servers were often more power hungry than my production servers. GitHub fixed that for me. Basically what I'm saying is for 80% of people this is an 80% good enough solution and that's more important than everything else. Can I ship my code quickly. Can I define build deps next my code that everyone can see. Can I debug it, can others contribute to it. It just ticks so many boxes. I hope ci dies a good death because I think people are genuinely just thinking about the wrong problem. Stop making your life more difficult. Appreciate what this solves and move on. We can argue about it until we're blue in the face but it won't change the fact that often the solution that wins isn't the best, it's the one that reduces friction and solves the UX problem. I don't need N ways to configure somehow. I need to focus on what I'm trying to ship and that's not a build server.

by asim

2/6/2026 at 4:29:55 AM

Agreed with absolutely all of this. Really well written. Right now at work we're getting along fine with Actions + WarpBuild but if/when things start getting annoying I'm going to switch us over to Buildkite, which I've used before and greatly enjoyed.

by peterldowns

2/6/2026 at 5:04:21 AM

I agree with all the points made about GH actions.

I haven't used as many CI systems as the author, but I've used, GH actions, Gitlab CI, CodeBuild, and spent a lot of time with Jenkins.

I've only touched Buildkite briefly 6 years ago, at the time it seemed a little underwhelming.

The CI system I enjoyed the most was TeamCity, sadly I've only used it at one job for about a year, but it felt like something built by a competent team.

I'm curious what people who have used it over a longer time period think of it.

I feel like it should be more popular.

by WatchDog

2/6/2026 at 5:28:14 AM

tc is probably the best console runner there is and I agree, it made CI not suck. It is also possible to make it very fast, with a bit of engineering and by hosting it on your own hardware. Unfortunately it’s as legacy as Jenkins today. And in contrast to Jenkins it’s not open source or free, many parts of it, like the scheduler/orchestrator, is not pluggable.

But I don’t know about competent people, reading their release notes always got me thinking ”how can anyone write code where these bugs are even possible?”. But I guess that’s why many companies just write nonsense release notes today, to hide their incompetence ;)

by dreamteam1

2/6/2026 at 3:24:33 PM

>Unfortunately it’s as legacy as Jenkins today

Why do you consider TeamCity legacy? The latest release was just 2 months ago: https://www.jetbrains.com/help/teamcity/what-s-new-in-teamci...

>To make TeamCity more approachable for everyone, we’ve launched the pipelines initiative, and are investing heavily in reimagining the familiar UX. Complementing these efforts, we are excited to introduce the TeamCity AI Assistant.

Looks like it's under active development.

by kgeist

2/6/2026 at 6:21:30 AM

I used TeamCity for a while and it was decent - I'm sure defining pipelines in code must be possible but the company I worked at seemed to have made this impossible with some in-house integration with their version control and release management software.

by jamesfinlayson

2/6/2026 at 4:43:44 AM

> But Everyone Uses It!

All of my customers are on bitbucket.

One of them does not even use a CI. We run tests locally and we deploy from a self hosted TeamCity instance. It's a Django app with server side HTML generation so the deploy is copying files to the server and a restart. We implemented a Capistrano alike system in bash and it's been working since before Covid. No problems.

The other one uses bitbucket pipelines to run tests after git pushes on the branches for preproduction and production and to deploy to those systems. They use Capistrano because it's a Rails app (with a Vue frontend.) For some reason the integration tests don't run reliably neither on the CI instances nor on Macs, so we run them only on my Linux laptop. It's been in production since 2021.

A customer I'm not working with anymore did use Travis and another one I don't remember. That also run a build on there because they were using Elixir with Phoenix, so we were creating a release and deploying it. No mere file copying. That was the most unpleasant deploy system of the bunch. A lot of wasted time from a push to a deploy.

In all of those cases logs are inevitably long but they don't crash the browser.

by pmontra

2/6/2026 at 7:51:21 AM

Pour one out for the memory of CruiseControl, the OG (?) granddaddy of all CI systems in the form we would recognise them today.

by jimmcslim

2/6/2026 at 3:20:50 AM

This is roughly how I feel about cloudformation. May we please have terraform back? Ansible, even?

by apothegm

2/6/2026 at 2:30:04 PM

Ansible is CaC(Config as Code) not IaC(Infrastructure as Code) they're for different things.

by Storment33

2/6/2026 at 4:35:16 AM

I think cdk is the one to use nowadays. Infrastructure as real code.

by anttiharju

2/6/2026 at 4:41:02 AM

The worst part about CDK is, by far, that it's still backed by Cloudformation.

by staticassertion

2/6/2026 at 4:45:33 AM

What pains are you experiencing? Cdk has far exceeded Ansible and Terraform in my experience.

by anttiharju

2/6/2026 at 5:19:59 AM

Hooo boy where do I begin? Dependency deadlocks are the big one - you try to share resource attributes (eg ARN) from one stack to another. You remove the consumer and go to deploy again. The producer sees no more dependency so it prunes the export. But it can't delete the export, cause the consumer still needs it. You can't deploy the consumer, because the producer has to deploy first sequentially. And if you can't delete the consumer (eg your company mandates a CI pipeline deploy for everything) you gotta go bug Ops on slack, wait for someone who has the right perms to delete it, then redeploy.

You can't actually read real values from Parameters/exports (you get a token placeholder) so you can't store JSON then read it back and decode (unless in same stack, which is almost pointless). You can do some hacks with Fn:: though.

Deploying certain resources that have names specified (vs generated) often breaks because it has to create the new resource before destroying the old one, which it can't, because the name conflicts (it's the same name...cause it's the same construct).

It's wildly powerful though, which is great. But we have basically had to create our own internal library to solve what should be non-problems in an IaC system.

Would be hilarious if my coworker stumbled upon this. I know he reads hn and this has been my absolute crusade this quarter.

by kortex

2/6/2026 at 2:02:07 PM

> The producer sees no more dependency so it prunes the export. But it can't delete the export, cause the consumer still needs it. You can't deploy the consumer, because the producer has to deploy first sequentially. And if you can't delete the consumer (eg your company mandates a CI pipeline deploy for everything) you gotta go bug Ops on slack, wait for someone who has the right perms to delete it, then redeploy.

This is a tricky issue. Here is how we fixed it:

Assume you have a stack with the ConstructID of `foo-bar`, and that uses resources exported to `charlie`.

Update the Stack ConstructID to be a new value, ie `foo-bar-2`. Then at the very end of your CI, add a `cdk destroy foo-bar` to delete the original stack. This forces a new deployment of your stack, which has new references. Then, `charlie` updates with the new stack and the original `foo-bar` stack can be safely destroyed once `charlie` successfully updates.

The real conundrum is with data - you typically want any data stacks (Dynamo, RDS, etc) to be in their own stack at the very beginning of your dependency tree. That way any revised stacks can be cleanly destroyed and recreated without impacting your data.

by SamuelAdams

2/6/2026 at 6:11:15 AM

> Dependency deadlocks are the big one - you try to share resource attributes (eg ARN) from one stack to another. You remove the consumer and go to deploy again. The producer sees no more dependency so it prunes the export.

I’m a little puzzled. How are you getting dependency deadlocks if you’re not creating circular dependencies?

Also, exports in CloudFormation are explicit. I don’t see how this automatic pruning would occur.

> Deploying certain resources that have names specified (vs generated) often breaks

CDK tries to prevent this antipattern from happening by default. You have to explicitly make it name something. The best practice is to use tags to name things, not resource names.

by otterley

2/6/2026 at 5:56:53 AM

I'll just echo the other poster with "deadlocks". It's obscene how slow CF is, and the fact that its failure modes often leave you in a state that feels extremely dangerous. I've had to contact AWS Support before due to CF locking up in an irrecoverable way due to cycles.

by staticassertion

2/6/2026 at 6:18:59 AM

Why not just use Terraform, if you prefer that?

by bigstrat2003

2/6/2026 at 10:26:48 AM

Because my employer has already standardized on CF?

by apothegm

2/7/2026 at 3:02:53 AM

Oh. So when you say “May we please have terraform back?” You mean “May we please have terraform back at my employer?” Why are you posting such an employer specific request on a public forum?

by sinatra

2/7/2026 at 4:53:07 AM

Because it was meant as a rhetorical device, not a literal request.

by apothegm

2/6/2026 at 3:36:34 PM

The article might be true for private companies, but as an OSS developer with one popular project and many smaller ones, having free access to a CI that, yes, sucks balls in terms of UX (ohhh the horrible click on a failed job and never be able to come back reliably), but which still work and is still pretty fast for the price I pay (ie 0$), is great. I think it's net positive for the OSS community.

by robinhood

2/7/2026 at 2:36:05 AM

Buildkite also seems to have a free option but I have no concept of how the value compares to the free option for GitHub Actions.

by eightys3v3n

2/6/2026 at 6:22:15 AM

What I find hardest about CI offerings is that each one has a unique DSL that inevitably has edge cases that you may only find out once you’ve tried it.

You might face that many times using Gitlab CI. Random things don’t work the way you think it should and the worst part is you must learn their stupid custom DSL.

Not only that, there’s no way to debug the maze of CI pipelines but I imagine it’s a hard thing to achieve. How would I be able to locally run CI that also interacts with other projects CI like calling downstream pipelines?

by simianwords

2/6/2026 at 7:18:45 AM

That’s the nice thing about buildkite. Generate the pipeline in whatever language you want and upload as JSON or yaml.

by anon7000

2/6/2026 at 11:10:39 AM

JSON or YAML imply a buildkite DSL as there's no standard JSON or YAML format for build scripts

by direwolf20

2/6/2026 at 12:42:13 PM

I assume by DSL they mean some custom templating language built on top, for things like iterating and if-conditions. If it's plain JSON/YAML you can produce that using any language you wish.

by nickkell

2/6/2026 at 1:32:18 PM

I don't think you understood it yet: the JSON or YAML is a DSL

by direwolf20

2/6/2026 at 7:24:03 AM

But do you provide SDKs in the languages? I mean even in gitlab I could technically generate YAML in python but what I needed was an SDK that understood the domain.

by simianwords

2/6/2026 at 10:55:41 AM

Good place to ask: I'm not comfortable with NPM-style `uses: randomAuthor/some-normal-action@1` for actions that should be included by default, like bumping version tags or uploading a file to the releases.

What's the accepted way to copy these into your own repo so you can make sure attackers won't update the script to leak my private repo and steal my `GITHUB_TOKEN`?

by mFixman

2/6/2026 at 11:09:14 AM

There are two solutions GitHub Actions people will tell you about. Both are fundamentally flawed because GitHub Actions Has a Package Manager, and It Might Be the Worst [1].

One thing people will say is to pin the commit SHA, so don't do "uses: randomAuthor/some-normal-action@v1", instead do "uses: randomAuthor/some-normal-action@e20fd1d81c3f403df57f5f06e2aa9653a6a60763". Alternatively, just fork the action into your own GitHub account and import that instead.

However, neither of these "solutions" work, because they do not pin the transitive dependencies.

Suppose I pin the action at a SHA or fork it, but that action still imports "tj-actions/changed-files". In that case, you would have still been pwned in the "tj-actions/changed-files" incident [2].

The only way to be sure is to manually traverse the dependency hierarchy, forking each action as you go down the "tree" and updating every action to only depend on code you control.

In other package managers, this is solved with a lockfile - go.sum, yarn.lock, ...

[1] https://nesbitt.io/2025/12/06/github-actions-package-manager...

[2] https://unit42.paloaltonetworks.com/github-actions-supply-ch...

by Arbortheus

2/6/2026 at 2:40:04 PM

I work in a monorepo at work, which of course increases complexity and build time due to more work being done. But I keep wondering even with better CI options that properly handle dependencies if solving the problem at that level is too low.

Currently evaluating using moonrepo.dev to attempt to efficiently build our code. What I've noticed is (aside from Bazel) it seems a lot of monorepo tools only support a subset of languages nicely. So it's hard to evaluate fairly as language support limits one's options. I found https://monorepo.tools to be helpful in learning about a lot of projects I didn't know about.

by jpeeler

2/6/2026 at 6:00:45 AM

Personally I like Drone more than Buildkite. It's as close to a perfect CI system as I've seen; just complex enough to do everything I need, with a design so stripped-down it can't be simpler. I occasionally check on WoodpeckerCI to see if it's reached parity with Drone. Now that AI coding is a thing, hopefully that'll happen soon

by 0xbadcafebee

2/6/2026 at 9:05:20 PM

I use a CICD tool called Vela.(No relationship to the k8s tool also called Vela.) It's mostly docker all the way down. Reminds me of bit bucket pipelines. Maybe worth checking out if GHA is just too opaque.

by uzername

2/6/2026 at 6:00:58 AM

Nice write up, but wondering now what nix proposes in that space.

I've never used nix or nixos but a quick search led me to nixops, and then realized v4 is entirely being rewritten in rust.

I'm surprised they chose rust for glue code, and not a more dynamic and expressive language that could make things less rigid and easier to amend.

In the clojure world BigConfig [0], which I never used, would be my next stop in the build/integrate/deploy story, regardless of tech stack. It integrates workflow and templating with the full power of a dynamic language to compose various setups, from dot/yaml/tf/etc files to ops control planes (see their blog).

[0] https://bigconfig.it/

by fmjrey

2/6/2026 at 4:53:27 PM

Dynamic flow building is something I long wanted, for which we externalized to an external service s.t we could have our dummy CI pull task on many parallel workers after an initial centralized planning step. Each worker does: while (GET /build/123/task) run $task.cmd

Very helpful for a monster repo with giant task graph

by cdaringe

2/6/2026 at 5:10:17 AM

nods. nods again. Yep, this is exactly why we left GitHub for GitLab two years ago. Not one moment of regret.

Still, I wonder who is still looking manually at CI build logs. You can use an agent to look for you, and immediately let it come up with a fix.

by ed_mercer

2/6/2026 at 6:20:40 AM

GitHub has an integrated "let copilot look at the logs and figure out the issue" and I swear it has never worked once for me.

by riffraff

2/6/2026 at 1:13:37 PM

Controversial opinion: GitHub actions are good enough.

I have one job that runs a shell script that runs tests, a second one that builds and pushes the docker image, and a third one that triggers CD.

Could it be faster? Yes. Could the log viewer be better? Yes. Could the configuration file format be better? Yes. Could the credentials work better? Yes.

However they're well integrated with GitHub (including GHCR), work well and are affordable.

by n_e

2/6/2026 at 2:13:52 PM

I basically agree.

But also, CI should be the last line of defense, not the first line.

If your system is not byzantine, you should be able to run almost all your tests locally and not need to boot a cloud machine that has to be setup from scratch and deal with all the overhead in your core loop.

Having a build system that knows what tests need to be run helps here since you're no longer just throwing compute at the problem.

by Eridrus

2/6/2026 at 9:27:00 AM

At which point did someone force OP to use GH Actions ?

It's fantastic for simple jobs, I use it for my hobbyist projects because I just need 20 to 30 lines to build and deploy a web build.

Just because a bike isn't good for traveling in freezing weather doesn't mean no one should own a bike.

Pick the right tool for the job.

Plus CI/CD is the boring part. I always imagined GH Actions as a quick and somewhat sloppy solution for hobbyist projects.

Not for anything serious.

by 999900000999

2/6/2026 at 10:00:08 AM

> I have mass-tested these systems so that you don’t have to, and I have the scars to show for it, and I am here to tell you: GitHub Actions is not good.

> Every CI system eventually becomes “a bunch of YAML.” I’ve been through the five stages of grief about it and emerged on the other side, diminished but functional.

> I understand the appeal. I have felt it myself, late at night, after the fourth failed workflow run in a row. The desire to burn down the YAML temple and return to the simple honest earth of #!/bin/bash and set -euo pipefail. To cast off the chains of marketplace actions and reusable workflows and just write the damn commands. It feels like liberation. It is not.

Ah yes, misery loves company! There's nothing like a good rant (preferably about a technology you have to use too, although you hate its guts) to brighten up your Friday...

by rob74

2/6/2026 at 1:03:38 PM

For all its faults I still like actions. I have always kept it simple, tests, docker builds, pushing images post build. It’s not perfect but’s quite nice for something baked into GitHub. Never used Buildkite but the immediate blocker for me is I don’t want to spend $30/month per seat for a build tool.

by infecto

2/6/2026 at 4:58:09 AM

I have not had this experience. It sounds like a bad process rather than being GitHubs fault. I’ve always had GitHub actions double checking the same checks I run locally before pushing.

by october8140

2/6/2026 at 2:23:19 PM

I mostly agree with the points, but I've also managed to throw AI efficiently at the problem.

We're running a self-hosted GitLab -> hosted GitHub migration at my company (which to me feels a downgrade), and without LLMs I would have spent weeks just researching syntax for how to implement the requirements I had.

I asked Claude to simply "translate these GL templates to GH actions, I want 1 flow for this, 1 flow for that, etc" and it mostly worked. Then in the repos I link the template and ask Claude to write the workflow that uses the template with the correct inputs. I think I saved maybe 3 months worth of coding and debugging workflows. Besides maybe picking slightly outdated actions (e.g. action@v4 instead of action@v6), 95% of the work was ok, and I had to tweak a couple things afterwards.

by plqbfbv

2/6/2026 at 4:33:40 PM

> I mostly agree

> managed to throw AI efficiently

> and it mostly worked.

Looks like you're mostly doing your job, not quite there, but mostly

by instig007

2/6/2026 at 5:46:13 PM

Looks like my job is ensuring stuff builds, tests and ships correctly, not learning the 100th no-design botched homegrown language that will keep changing for the next 10y until it's a different thing altogether. And because I'm one person out of two in a ~15ppl company, where time and efficiency matter, LLMs really helped out.

by plqbfbv

2/6/2026 at 11:24:04 AM

After Azure DevOps and Jenkins, GitHub is like afresh breath of air. It might be a fart in your face, but at least it's available within IT department guidelines, and any movement of air is preferable to the stifling insanity of the others.

by malephex

2/6/2026 at 5:47:57 AM

I just can't stand using a build system tied to the code host. And that is really because I have an aversion to vendor lock-in.

webhooks to an external system was such a better way to do it, and somehow we got away from that, because they don't want us to leave.

webhooks are to podcasts as github actions are to the things that spotify calls podcasts.

by dec0dedab0de

2/6/2026 at 1:19:40 PM

To be honest, GitHub actions made a big impact at a time when every other CI framework sucked, really badly. Maybe today, others are much better than they used to be!

by heldrida

2/6/2026 at 6:40:58 AM

I don't have much experience with Guthub Actions, but I'll say this does sound worse than Azure DevOps, which I did not imagine was possible. I've never liked any CI system, but ADO must be one of the lower circles of hell.

by mcv

2/6/2026 at 11:02:56 AM

Guthub! May be a typo, I'll be using it anyway ...

by jjgreen

2/6/2026 at 4:17:51 AM

I agree with the gripes, but buildkite is not the answer

If I cannot fully self host an open source project, it is not a contender for my next ci system

by verdverm

2/6/2026 at 12:22:25 PM

GitHub Actions isn’t killing engineering teams; complacency in CI design is. CI should be reliable, inspectable, and reproducible, not just convenient.

by rektlessness

2/6/2026 at 5:07:53 AM

I matured as an Engineer using various CI tools and discovering hands-on that these tools are so unreliable (pipes often failing inconsistently). I am surprised to find that there are better systems, and I'd like to learn more.

by N_Lens

2/6/2026 at 4:56:09 AM

I was excited for actions because it was “next to” my source code.

I (tend to) complain about actions because I use them.

Open to someone telling me there is a perfect solution out there. But today my actions fixes were not actions related. Just maintenance.

by dcchuck

2/6/2026 at 8:55:50 AM

I don't care if this is an advertisement for buildkite masquerading as a blog post or if this is just an honest rant. Either way, I gotta say it speaks a lot of truth.

by ycombiredd

2/6/2026 at 8:54:02 PM

Will absolutely confirm this is was a (lovely) surprise for the team at BK to read, not an ad or commission or anything of the sort

by mitchjj

2/6/2026 at 6:45:37 AM

We started using Buildkite at $DAYJOB years ago and haven't looked back. Incredibly, GitHub Actions seems to have gotten _worse_ in the interim. Absolutely no regrets from switching.

by cjk

2/6/2026 at 6:06:10 AM

Is it great? No. Is it usually good enough? Yes. CI shouldn’t be a main quest for most engineers. Just get it rolling early and adjust as needed.

by burnto

2/6/2026 at 9:01:40 AM

That if anything was a fun read, explains why I’ve always heard that GitHub actions were only good for personal projects

by qwertytyyuu

2/6/2026 at 8:28:53 AM

I think Github Actions is just a lead for Microsoft customers to use paid Azure DevOps. It is bad intentionally.

by secult

2/7/2026 at 4:43:58 AM

Azure DevOps doesn't have any hosted images above the minimum-sized ones... if we were ever going to move off of GitHub Actions, it wouldn't be to a service that required use to manage our own VMs/images.

by Marsymars

2/6/2026 at 9:46:58 AM

Out of the frying pan into the molten core of the sun.

by drcongo

2/6/2026 at 1:29:06 PM

YMMV, of course. I set up our actions pipeline four years ago and basically never have to worry or even think about it. The UI isn't perfect, but it's good enough.

Our scenario: relatively simple monorepo, lots of docker, just enough bash, trunk-based dev strategy. It's great for that.

by stiiv

2/6/2026 at 4:11:58 AM

> If you’re a small team with a simple app and straightforward tests, it’s probably fine. I’m not going to tell you to rip it out.

> But if you’re running a real production system, if you have a monorepo, if your builds take more than five minutes, if you care about supply chain security, if you want to actually own your CI: look at Buildkite.

Goes in line with exactly what I said in 2020 [0] about GitHub vs Self-hosting. Not a big deal for individuals, but for large businesses it's a problem if you can push that critical change when your CI is down every week.

[0] https://news.ycombinator.com/item?id=22867803

by rvz

2/6/2026 at 4:53:17 AM

I know this is off topic, but that homepage is a piece of work: https://buildkite.com

I get it's quirky, but I'm at a low energy state and just wanted to know what it does...

Right before I churned out, I happened to click "[E] Exit to classic Buildkite" and get sent to their original homepage: https://buildkite.com/platform/

It just tells you what it Buildkite does! Sure it looks default B2B SaaS, but more importantly it's clear. "The fastest CI platform" instead of some LinkedIn-slop manifesto.

If I want to know why it's fast, I scroll down and learn it scales to lots of build agents and has unlimited parallelism!

And if I wonder if it plays nice with my stack, I scroll and there's logos for a bunch of well known testing frameworks!

And if I want to know if this isn't v0.0001 pre-alpha software by a pre-seed company spending runway on science-fair home pages, this one has social proof that isn't buried in a pseudo-intellectual rant!

-

I went down the rabbit hole of what lead to this and it's... interesting to say the least.

https://medium.com/design-bootcamp/nothing-works-until-you-m...

https://www.reddit.com/r/branding/comments/1pi6b8g/nothing_w...

https://www.reddit.com/r/devops/comments/1petsis/comment/nsm...

by BoorishBears

2/6/2026 at 5:21:20 AM

Hello mate, Head of Brand and Design at BK here. Thanks for the feedback, genuinely; the homepage experiment has been divisive, in a great way. Some folk love it, some folk hate it, some just can't be bothered with it. All fair.

Glad that the classic site hit the mark, but a lot work to do to make that clearer than it is; we're working on the next iteration that will sunset the CLI homepage into an easter egg.

Happy to take more critique, either on the execution or the rabbit hole.

by mitchjj

2/6/2026 at 11:06:55 AM

I did a BK search earlier in the article and ended on the same page, decided I couldn't be bothered to play those sort of games and clicked away. The GPs link actually looks rather interesting so I'll investigate, so take this a hate-it-folk vote.

by jjgreen

2/6/2026 at 9:01:11 PM

Understandable; let me ask a a question. You don't want to play these sort of games (read a paragraph, enter a word). For you, browsing to find a compelling devtool, what makes you say, this is legit? Can you share examples of a couple of sites that do exactly what you are after?

I say that not because we wanted the CLI homepage to be 'legit', the light context there is we needed a way to quickly change direction from a previous failed initiative that added stark category marketing across the classic site... so took the opportunity to do purposefully do something very different from conventions, rightly or wrongly.

by mitchjj

2/6/2026 at 6:03:08 AM

Great of you to accept critiques, but I don't think there's anything more I can add.

You brought up Planetscale's markdown homepage rework in one of those posts and I actually think it's great... but it's also clear, direct, and has no hidden information.

I'd love to see what happens to conversions once you retire this to an Easter Egg.

by BoorishBears

2/6/2026 at 9:06:10 PM

Yeah, PS did a great job and provoked good business impact too.

We'll publish details when we do retire it to show how it performed and the reactions. Something like this thread is great for feedback to contrast against other sources.

by mitchjj

2/6/2026 at 12:26:11 PM

oh wow, that's not good.

by sevenseacat

2/6/2026 at 9:01:44 PM

Would love to hear more from you on why

by mitchjj

2/6/2026 at 5:20:21 AM

I think this author would benefit from using the Refined GitHub browser extension, which fixes a lot of these problems.

by ZeWaka

2/6/2026 at 12:22:18 PM

I think people shouldn't go installing random browser extensions like they shouldn't go installing random package manager packages, which is part of his argument

by sevenseacat

2/6/2026 at 4:54:20 AM

Declarative (a la bazel and garnix) is obviously the way to go, but we're still living in the s̶t̶o̶n̶e̶ YAML age.

by esafak

2/6/2026 at 8:38:22 AM

I really wonder in which universe people are living. GitHub Actions was a godsend when it was first released and it still continues to be great. It has just the right amount of abstractions. I've used many CIs in the past and I'd definitely prefer GA over any of them.

by lukaslalinsky

2/6/2026 at 8:40:34 AM

Have you used the log viewer? Because I swear the log viewer is the biggest letdown. I love that GitHub Actions is deeply integrated into GitHub. I hate the log viewer, and that's like one of the core parts of it.

by Shank

2/6/2026 at 9:48:35 AM

Yeah, that's not a good part, I tend to avoid it by downloading the log and looking at it that way. I find it easier and it's just on click.

by lukaslalinsky

2/6/2026 at 4:40:15 AM

The internet makes me feel like the only person that doesn't mind Jenkins. Idk it just gets the job done ime.

by tayo42

2/6/2026 at 6:26:20 AM

I used Jenkins for years at a previous job - for the longest time it was a confusing mess of pipelines coupled with being a fairly outdated version.

Once it was updated to latest and all the bad old manually created jobs were removed it was decent.

by jamesfinlayson

2/6/2026 at 7:14:50 AM

This. In my experience the people actively disliking it have only ever used Jenkins 1 or somewhy only used freestyle jobs.

There are numerous ways to shoot yourself in the foot, though, and everything must be configured properly to get to feature parity with GHA (mail server, plugins, credentials, sso, https, port forwarding, webhooks, GitHub app, ...).

But once those are out of the way, its the most flexible and fastest CI system I have ever used.

by ValtteriL

2/6/2026 at 4:27:09 PM

The Jenkins vitriol is also puzzling to me, I think the security model, reliability and backup/restore story has gotten seismically better in the intervening decade people wrote it off

by godisdad

2/6/2026 at 6:19:53 AM

Nah I don't mind Jenkins either. I think it's unpopular because you can definitely turn it into a monstrosity, and I think a lot of people have only seen it in that state.

by bigstrat2003

2/6/2026 at 7:59:23 AM

I also like Jenkins. I think you can turn it into a mess, but in the right hands it’s a powerful tool.

by timc3

2/6/2026 at 2:32:01 PM

I just finished an implementation of CI across three codebases totalling >50k lines and I can confirm a lot of the author's pain points, especially around logging and YAML variables.

Commit with one character YAML difference? Check.

Commit with 2-3 YAML lines just to add the right logging? Check.

Wait 5+ minutes for a YAML diff to propagate through our test pipeline for the nth time today? .. sigh .. check

BUT, after ironing all these things out (and running our own beefy self-hosted runner which is triggered to wake up when there's a test process to snack on), it's .. uh.. not so bad? For now?

by ccvannorman

2/6/2026 at 8:54:37 AM

GHA is quite empowering for solo devs. I just dev on my tiny machine and outsource all heavy work to GHA, and basically let Claude rip on the errors, rinse repeat.

by vachina

2/6/2026 at 9:09:31 AM

I'll be that guy.

For what boils down to a personal take, light on technicalities, this reads like uncannily impersonal, prolonged attempt at dramatic writing.

If you believe the dates in this blog, it's totally different in tone, style, and wording to a safely distant 2021 post (https://www.iankduncan.com/personal/2021-10-04-garbage-in-ne...).

It made me feel paranoid just in about three paragraphs. I apologize to the author if I'm wrong but we all understand what my gut tells me.

by ZoomZoomZoom

2/6/2026 at 9:26:07 AM

I also sense an LLM vibe in this post.

by rossant

2/6/2026 at 8:49:07 AM

RA the specified array and query polkit prior to k-mod in o-space. Xenosystem upload

#git --clone [URL]

by 0x0100110111100

2/6/2026 at 11:06:01 AM

Things I dislike about GHA (on Enterprise Server)

* Workflows are only registered once pushed to main, impossible to test the first runs in a branch.

* MS/GH don't care much about GHES as they do github.com, I think they'd like to see it just die. Massive lack of feature parity.

* Labels: If any of your workflows trigger from a label, they ALL DO. You can't target labels only to certain workflows, they all run and then cancel, polluting your checks.

* Deployments: What is a deployment even doing? There is no management to deploy.

* Statefulness: No native way to store state between runs in the same workflow or PR, you would think you could save some sort of state somewhere but you have to manage it all yourself with manifests or something else.

I can go on

by mlrtime

2/7/2026 at 4:49:40 AM

> * Deployments: What is a deployment even doing? There is no management to deploy.

I think the main point is that you can configure environments to target from deployments.

by Marsymars

2/6/2026 at 4:41:58 AM

> You’ve upgraded the engine but you’re still driving the car that catches fire when you turn on the radio.

And fixing the pyro-radio bug will bring other issues, for sure, so they won't because some's workflow will rely on the fact that turning on the radio sets the car on fire: https://xkcd.com/1172/

by gchamonlive

2/6/2026 at 11:34:26 AM

>the GitHub Actions log viewer is the only one that has crashed my browser. Not once. Repeatedly. Reliably.

Well, THIS blog post page reliably eats the CPU on scrolling, and the scrolling is very jerky, despite it has only text and no other visible elements.

by ValdikSS

2/6/2026 at 11:22:42 AM

I run a company that uses Nix for everything.

We're running GitHub Actions. It's good. All the real logic is in Nix, and we mostly use our own runners. The rest of the UI that GitHub Actions provides is very nice.

We previously used a CI vendor which specialised in building Nix projects. We wanted to like it, but it was really clunky. GitHub Actions was a significant quality of life improvement for us.

None of my colleagues have died. GitHub Actions is not killing my engineering team at any rate.

by yakshaving_jgt

2/6/2026 at 11:15:18 AM

@dang can we get this renamed to "GitHub Actions could be better"

by philipwhiuk

2/6/2026 at 2:31:36 PM

cringe

by Storment33

2/6/2026 at 7:10:02 AM

I think we can honestly remove the word Actions in the headline and still agree.

It used to be fast ish!

Now it's full ugh.

by keyle

2/6/2026 at 7:42:13 AM

Happy user of GitLab CI here.

I see the appeal of GitHub for sharing open source - the interface is so much cleaner and easier to find all you are looking for (GitLab could improve there).

But for CI/CD GitHub doesn’t even come close to GitLab in the usability department, and that’s before we even talk about pricing and the free tiers. People need to give it a try and see what they are missing.

by wtcactus

2/6/2026 at 5:09:41 AM

“Microsoft is where ambitious developer tools go to become enterprise SKUs“

It’s hard to remember, sometimes, that Microsoft was one of the little gadflies that buzzed around annoying the Big Guys.

by cratermoon

2/6/2026 at 5:08:40 AM

I hate to say this. I can't even believe I am saying it, but this article feels like it was written in a different universe where LLMs don't exist. I understand they don't magically solve all of these problems, and I'm not suggesting that it's as simple as "make the robot do it for you" either.

However, there are very real things LLMs can do that greatly reduce the pain here. Understanding 800 lines of bash is simply not the boogie man it used to be a few years ago. It completely fits in context. LLMs are excellent at bash. With a bit of critical thinking when it hits a wall, LLM agents are even great at GitHub actions.

The scariest thing about this article is the number of things it's right about. Yet my uncharacteristic response to that is one big shrug, because frankly I'm not afraid of it anymore. This stuff has never been hard, or maybe it has. Maybe it still is for people/companies who have super complex needs. I guess we're not them. LLMs are not solving my most complex problems, but they're killing the pain of glue left and right.

by CSSer

2/6/2026 at 6:18:48 AM

The flip side of your argument is that it no longer matters how obtuse, complicated, baroque, brittle, underspecified, or poorly documented software is anymore. If we can slap an LLM on top of it to paper over those aspects, it’s fine. Maybe efficiency still counts, but only when it meaningfully impacts individual spend.

by otterley

2/6/2026 at 9:09:11 AM

Additionally it's not like you're constrained to write it in bash. You could use Python or any other language. The author talks about how you're now redeveloping a shitty CI system with no tests? Well, add some tests for it! It's not rocket science. Yes, your CI system is part of your project and something you should be including in your work. I drew this conclusion way back in the days where I was writing C and C++ and had days where I spent more time on the build system than on the actual code. It's frustrating but at the end of the day having a reliable way to build and test your code is not less important than the code itself. Treat it like a real project.

by radarsat1

2/6/2026 at 3:33:02 PM

I don't understand the love for Buildkite around here at all. And I find the author's arguments inconsistent. Feels definitely like an ad for Buildkite.

I have to admit, I have limited experience with GitHub Actions though. My benchmark is GitLab mainly.

> With Buildkite, the agent is a single binary that runs on your machines.

Yes, and so it is for most other established CI systems with differing variance in orchestrator tooling to spawn agents on demand on cloud providers or Kubernetes. Isn't that the default? Am I spoiled?

> Buildkite has YAML too, but the difference is that Buildkite’s YAML is just describing a pipeline. Steps, commands, plugins. It’s a data structure, not a programming language cosplaying as a config format. When you need actual logic? You write a script. In a real language. That you can run locally. Like a human being with dignity and a will to live.

Again, isn't that the default with modern CI tools? The YAML definition is a declarative data structure, that let's me represent which steps to execute under which conditions. That's what I want from my CI tooling, right? That's why declarative pipelines are what everyone's doing right now and I haven't really heard a lot of people wanting to implement the orchestration of their entire pipeline imperatively instead and run them on a single machine.

But that's where you'll run into limitations pretty soon with Buildkite. You have `if` conditionals, but they're quite limited. You finally have `if_changed` since a few months, which you can use to run steps only if the commit / PR / tag contains changes to certain file globs, but it's again quite rudimentary. Also, you can't combine it with `if` conditionals, so you can't implement a full rebuild independent of file changes - which should be a valid feature, e.g. nightly or on main branches.

The recommended solution to all that:

> Dynamic Pipelines > In Buildkite, pipeline steps are just data. You can generate them.

To me, that's the cursed thing about Buildkite. You start your pipeline declaratively, but as soon as you branch out of the most trivial pipelines, you'll have to upload your next steps imperatively if a certain condition is met. Suddenly you'll end up with a Frankensteinian mess that looks like a declarative pipeline declaration initially, but when you look deeper you'll find a bunch of 20+ bash scripts that upload more pipeline fragments from Heredocs or other YAML files conditionally and even run templating logic on top of them. You want to have a mental model on what's happening in your pipeline upfront? You want to model dependencies between steps that are uploaded under different conditions somewhere scattered through bash scripts? Good luck with that.

I really don't see how you can market it as a feature, that you make me re-implement CI basics that other tools just have and even make me pay for it.

And I also don't see how that is more testable locally than a pipeline that's completely declared in YAML. Especially when your scripts need to interact with the buildkite-agent CLI to download artifacts, meta-data or upload artifacts, meta-data and more pipelines.

> I’ll be honest: Buildkite’s plugin system is structurally pretty similar to the GitHub Actions Marketplace. You’re still pulling in third-party code from a repo. You’re still trusting someone else’s work. I won’t pretend there’s some magic architectural difference that makes this safe.

Yep it is and I don't like either. I prefer GitLab's approach of sharing functionality and logic via references to other YAML files checked into a VCS. It's way easier to find out what's actually happening instead of tracing down third-party code in a certain version from an opaque market place.

But yes, the log experience and the possibility to upload annotations to the pipeline is quite nice compared to other tools I've used. Doesn't outweigh the disadvantages and headaches I had with it so far though.

---

I think many of the critique points the author had on GitHub Actions can be avoided when just using common sense when implementing your CI pipelines. No one forces you to use every feature you can declare in your pipelines. You can still still declare larger groups of work as steps in your pipeline and implement the details imperatively in a language of your choice. But to me, it's nice to not have to implement most pipeline orchestration features myself and just use them - resulting in a clear separation of concerns between orchestration logic and actual CI work logic.

by khbnr

2/6/2026 at 10:45:38 PM

Yeah, not an ad. Most folk haven't heard of Buildkite, the ones that have and have used it, more often than not are pretty enthusiastic.

by mitchjj

2/6/2026 at 4:49:00 AM

> this is a product made by one of the richest companies on earth.

nit: no, it was made by a group of engineers that loved git and wanted to make a distributed remote git repository. But it was acquired/bought out then subsequently enshittified by the richest/worst company on earth.

Otherwise the rest of this piece vibes with me.

by xyst

2/6/2026 at 4:02:04 AM

All CI is just various levels of bullshit over a bash script anyway.

by slackfan

2/6/2026 at 11:36:03 AM

Yes, but no need for the attitude.

Linux powers the world in this area and bash is the glue which executes all these commands on servers.

Any program or language you write to try and 'revolutionise CI' and be this glue will ultimately make the child process call to a bash/sh terminal anyhow and you need to read both stdout and stderr and exit codes to figure out next steps.

Or you can just use bash.

by tedk-42

2/6/2026 at 2:18:02 PM

>no need for the attitude

Why? We've spent years upon years upon years of building systems that enshittify processes. We've spent years losing talent in the industry and the trends aren't going to reverse. We are our own worst enemy, and are directly responsible for the state of the industry, and to an extent, the world.

To not call out bullshit where one sees it, is violence.

by slackfan

2/6/2026 at 5:11:46 AM

[dead]

by wheatbond

2/6/2026 at 2:58:26 PM

The only way this title could be any better is this: Github Actions is slowly KILLING engineering teams /s

Said that - every CI sucks one way or another, Github actions is just good enough to fire up a simple job/automation which seems to be majority of use cases anyway?

I think fully production CI pipelines will always be complicated in one way or another (proper catching alone is a challenge on it's own); I really need to check out woodpeckerci (drone ci fork) tho as I had good memories about droneci, but possibly it because I was younger back then xd

by _rwo

2/6/2026 at 2:12:48 PM

[dead]

by glub103011

2/6/2026 at 7:20:39 PM

[dead]

by black_13

2/6/2026 at 3:42:39 AM

[flagged]

by onyx_writes

2/6/2026 at 4:12:58 AM

The cost of the one-line CI config is that you miss out on integrations with the infrastructure, GUI, etc. You can't command runners of different architectures, or save artifacts, or prompt the user to authorize a deploy, or register test results, or ingest secrets, or show separate logs for parallel tasks, or any number of other similar things.

The real answer here is to put hooks in task-running systems like Nix, Bazel, Docker Bake, CMake, and so on that permit them to expose this kind of status back to a supervising system in an agnostic way, and develop standardized calls for things like artifacts.

It's just... who would actually build this? On the task runner side, it's a chicken and egg issue, and for the platform owners, the lock-in is the point. The challenge is more political than technical.

by mikepurvis

2/6/2026 at 4:10:33 AM

This is an AI written comment (as admitted on the profile page).

Please keep HN comments for humans.

by doctoboggan

2/6/2026 at 4:08:16 AM

That's why I like Maven -- it's declarative and HARD to make non-trivial things. But it's super-easy to write your own module (using code) and make Maven call it.

Also, another point about build scripts and CI/CD -- you usually touch them rarely, and the rarer you touch something, the more verbose it should be. That's why there's zero sense in shortening build/CI/CD commands and invent some operators to make it "more concise" -- you'll have to remember the operator each time you touch it again (like next year).

by deepsun

2/6/2026 at 3:57:14 AM

This is by choice, no? In most cases I see stuff like this, it could've been a bash script. That said, the environments in different CI's are different so it won't be totally portable, but still applies.

by samtheprogram