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Dagger

Ranked 4 of 20 CI/CD services by recommenders

Recommended for running the same CI pipelines locally and in any CI environment, with strong caching and container layers. Common caveat: weak API stability and documentation.

Recommended for running the same CI pipelines locally and in any CI environment, with strong caching and container layers. Common caveat: weak API stability and documentation.

66 people gave an opinion

recommend it
43
criticize it
23
approval share
65%
Each figure is one person. RecommendsCriticizes

Recommended in 10 of 13 months

  1. November 2025: not recommended
  2. December 2025: recommended
  3. January 2026: recommended
  4. February 2026: recommended
  5. March 2026: recommended
  6. April 2026: recommended
  7. May 2026: recommended
  8. June 2026: not recommended
  9. July 2026: recommended
  10. August 2026: recommended
  11. September 2026: recommended
  12. October 2026: recommended
  13. November 2026: not recommended (month in progress)

Why it doesn’t carry the badge

  • 43 people recommend itNeeds 10 or more, met.
  • 1.8 recommenders for every criticNeeds 2 to 1 or better, not met.
  • Recommended in 10 of 13 monthsNeeds 4 or more, met.

The same three rules apply to every product, and the badge can’t be bought. How the badge works

What people say about it

The reasons people give, with the number of comments that give each one. Open a reason to read what they said.

Why people recommend it

Each mark is one comment

  • Strong caching and reproducible builds

    “Dagger's current caching implementation is very much built around there being a single long-lived node and doesn't scale out well”

    Comment from 3 Mar 2026 in “GitHub Is Having Issues”

    “There's no reason you shouldn't be able to get precise cache invalidation in a large monorepo.”

    Comment from 14 Dec 2025 in “Dagger: Define software delivery workflows and dev environments”

    “the whole point of using Dagger in this setup is to get tests caching out of the box”

    Comment from 1 Mar 2026 in “Cracking the Python Monorepo”
  • Agent sandboxes with shell access

    “My favorite features are powered by Dagger, sandbox with time travel, forking, jump into shell at any turn, diff between any points.”

    Comment from 21 Apr 2026 in “Show HN: GoModel – an open-source AI gateway in Go; 44x lighter than LiteLLM”

    “brings a number of capabilities like being able to drop into a shell in the same environment”

    Comment from 7 Apr 2026 in “Google Open Sources Experimental Agent Orchestration Testbed Scion”

    “I am now implementing environments for agents based on container layers and Dagger, which unlocks the ability to cheaply and reproducible clone what one agent was doing”

    Comment from 11 Dec 2025 in “GPT-5.2”
  • Same pipeline locally and in CI

    “Being able to run the exact same pipeline locally and in any CI environment is the most compelling feature of dagger.”

    Comment from 4 Mar 2026 in “GitHub Is Having Issues”

    “local-first (local execution should be a first-class citizen, with no exception)”

    Comment from 14 Jan 2026 in “I Hate GitHub Actions with Passion”

    “It's an open-source CI platform that decouples the runtime from the triggers.”

    Comment from 12 May 2026 in “TanStack NPM Packages Compromised”
  • Replaces brittle CI YAML and bash

    “Dagger has been a godsend in helping me cope with the unending misery that is GitHub Actions.”

    Comment from 23 Jan 2026 in “What Has Docker Become?”

    “Works fine for us for glueing a bunch of CI steps together which would've been a pile of bash otherwise.”

    Comment from 14 Dec 2025 in “Dagger: Define software delivery workflows and dev environments”

    “It serves a place where a dockerfile is not enough, and CI workflows are too difficult to debug or reason about.”

    Comment from 14 Dec 2025 in “Dagger: Define software delivery workflows and dev environments”

What people warn about

Each mark is one comment

  • Poor documentation and unstable API

    “Overall I like Dagger conceptually, but I wish they'd start focusing more on API stability and documentation”

    Comment from 14 Dec 2025 in “Dagger: Define software delivery workflows and dev environments”

    “I've also looked at Dagger and been quite disappointed with it (and their terrible documentation).”

    Comment from 14 Dec 2025 in “Dagger: Define software delivery workflows and dev environments”
  • Hard migration and added complexity

    “I tried to convert one of our Actions workflows and that proved to be a PITA that I gave up on”

    Comment from 17 Dec 2025 in “A Safer Container Ecosystem with Docker: Free Docker Hardened Images”

    “I found the migration challenging because it's the heavy tool with its quirks.”

    Comment from 25 Oct 2026 in “Roku developer repositories moved from GitHub to GitLab”

    “adds complexity to something I can already do with a Dockerfile and bash”

    Comment from 14 Dec 2025 in “Dagger: Define software delivery workflows and dev environments”

Other CI/CD services people recommend

The four most recommended other CI/CD services, with the same counts for each, so you can compare like for like. The tick on each bar marks the 2 to 1 line the badge needs.

Dagger compared with 4 alternatives
ProductRecommendCriticizeApprovalMonthsOwnedBadge
GitHub Actions23474124%122 yrs21 owners—
Jenkins675754%9——
GitLab CI562569%113 yrs9 ownersApproved
DaggerThis page432365%10——
Woodpecker CI37393%10—Approved
See all 20 CI/CD services, ranked

What people said

40 of the 119 comments that mention it, newest first. Each links to the original comment.

“I found the migration challenging because it's the heavy tool with its quirks.”

CriticizesComment from 25 Oct 2026 in “Roku developer repositories moved from GitHub to GitLab”

“I also see TypeSafe adopted Dagger which is awesome and hopefully inspires more confidence in the rest of the community.”

RecommendsComment from 23 Oct 2026 in “Dagger 1.0 Beta”

“I'm a happy user of Dagger. One use case I've found for it besides CI was building an eval sandbox”

RecommendsComment from 23 Oct 2026 in “Dagger 1.0 Beta”

“There's a very friendly and active community of CI/CD nerds, who will be happy to help.”

RecommendsComment from 23 Oct 2026 in “Docker is weird”

“increasingly I find myself using Dagger instead of Docker, in the context of my CI pipelines”

RecommendsComment from 23 Oct 2026 in “Docker is weird”

“both can invoke modules written in other languages from your language of choice”

RecommendsComment from 27 Sep 2026 in “Evolving programming languages in the AI era”

“Docker Compose / K8S / VM / Dagger.io layers are close but can't quite always recurse flexibly”

MixedComment from 15 Jul 2026 in “Towards a Harness That Can Do Anything”

“It's an open-source CI platform that decouples the runtime from the triggers.”

RecommendsComment from 12 May 2026 in “TanStack NPM Packages Compromised”

“I get a lot of the vscode benefits by presenting it as a virtual filesystem and terminal”

RecommendsComment from 25 Apr 2026 in “Ask HN: MicroVM setup for VS Code Dev Container-like experience?”

“My favorite features are powered by Dagger, sandbox with time travel, forking, jump into shell at any turn, diff between any points.”

RecommendsComment from 21 Apr 2026 in “Show HN: GoModel – an open-source AI gateway in Go; 44x lighter than LiteLLM”

“brings a number of capabilities like being able to drop into a shell in the same environment”

RecommendsComment from 7 Apr 2026 in “Google Open Sources Experimental Agent Orchestration Testbed Scion”

“They have an awesome renderer for OTEL spans (how they emit and view the steps).”

RecommendsComment from 3 Apr 2026 in “Ask HN: Which CLI tools do you use daily?”

“at this point I'll take anything that does as much as possible at compile time”

RecommendsComment from 17 Mar 2026 in “Java 26 is here, and with it a solid foundation for the future”

“using a better tool to access containers (BuildKit), like Dagger, where you can track every step as a new container layer”

RecommendsComment from 13 Mar 2026 in “Run NanoClaw in Docker Sandboxes”

“supports dagger-in-dagger natively, with logical scoping, and without depth limit”

RecommendsComment from 9 Mar 2026 in “Launch HN: Terminal Use (YC W26) – Vercel for filesystem-based agents”

“Being able to run the exact same pipeline locally and in any CI environment is the most compelling feature of dagger.”

RecommendsComment from 4 Mar 2026 in “GitHub Is Having Issues”

“Dagger's current caching implementation is very much built around there being a single long-lived node and doesn't scale out well”

MixedComment from 3 Mar 2026 in “GitHub Is Having Issues”

“one of the main reasons we chose dagger as the underlying foundation of the platform in the first place”

RecommendsComment from 3 Mar 2026 in “GitHub Is Having Issues”

“it makes this break-glass setup easier, by decoupling the CI logic from CI infrastructure”

RecommendsComment from 3 Mar 2026 in “GitHub Is Having Issues”

“the whole point of using Dagger in this setup is to get tests caching out of the box”

RecommendsComment from 1 Mar 2026 in “Cracking the Python Monorepo”

“Dagger has been a godsend in helping me cope with the unending misery that is GitHub Actions.”

RecommendsComment from 23 Jan 2026 in “What Has Docker Become?”

“The end-to-end integration allows us to do very magical things that traditional CI products cannot match.”

RecommendsComment from 23 Jan 2026 in “What Has Docker Become?”

“Go look at what dagger provides over those technologies as a basis for advanced agent env capabilities”

RecommendsComment from 21 Jan 2026 in “Ask HN: Why are so many rolling out their own AI/LLM agent sandboxing solution?”

“local-first (local execution should be a first-class citizen, with no exception)”

RecommendsComment from 14 Jan 2026 in “I Hate GitHub Actions with Passion”

“I tried to convert one of our Actions workflows and that proved to be a PITA that I gave up on”

CriticizesComment from 17 Dec 2025 in “A Safer Container Ecosystem with Docker: Free Docker Hardened Images”

“Dagger is a pretty sweet piece of tech, so many uses for programmatic container layers”

RecommendsComment from 17 Dec 2025 in “Pricing Changes for GitHub Actions”

“its module and function orchestration is a much more basic and first principle it embraces”

RecommendsComment from 16 Dec 2025 in “Dagger: Define software delivery workflows and dev environments”

“It felt painful for me to abandon that investment, as I'm sure it did for many on your team, too.”

MixedComment from 15 Dec 2025 in “Dagger: Define software delivery workflows and dev environments”

“It serves a place where a dockerfile is not enough, and CI workflows are too difficult to debug or reason about.”

MixedComment from 14 Dec 2025 in “Dagger: Define software delivery workflows and dev environments”

“There's no reason you shouldn't be able to get precise cache invalidation in a large monorepo.”

RecommendsComment from 14 Dec 2025 in “Dagger: Define software delivery workflows and dev environments”

“Works fine for us for glueing a bunch of CI steps together which would've been a pile of bash otherwise.”

RecommendsComment from 14 Dec 2025 in “Dagger: Define software delivery workflows and dev environments”

“I recommend joining our Discord and asking our community directly about the pros and cons of using Dagger”

RecommendsComment from 14 Dec 2025 in “Dagger: Define software delivery workflows and dev environments”

“it can’t export artifacts and import into other steps without breaking the cache”

MixedComment from 14 Dec 2025 in “Dagger: Define software delivery workflows and dev environments”

“adds complexity to something I can already do with a Dockerfile and bash”

CriticizesComment from 14 Dec 2025 in “Dagger: Define software delivery workflows and dev environments”

“Overall I like Dagger conceptually, but I wish they'd start focusing more on API stability and documentation”

MixedComment from 14 Dec 2025 in “Dagger: Define software delivery workflows and dev environments”

“It does a pretty good job of caching and that does help speed up builds.”

RecommendsComment from 14 Dec 2025 in “Dagger: Define software delivery workflows and dev environments”

“The base design is ok but there's things I'd do different today if I knew the build stuff would fade away for the LLM push.”

MixedComment from 14 Dec 2025 in “Dagger: Define software delivery workflows and dev environments”

“local exec, sandboxing, determinism, and fine-grained (remote) caching for mere mortals”

RecommendsComment from 14 Dec 2025 in “Dagger: Define software delivery workflows and dev environments”

“I've also looked at Dagger and been quite disappointed with it (and their terrible documentation).”

CriticizesComment from 14 Dec 2025 in “Dagger: Define software delivery workflows and dev environments”

“I am now implementing environments for agents based on container layers and Dagger, which unlocks the ability to cheaply and reproducible clone what one agent was doing”

RecommendsComment from 11 Dec 2025 in “GPT-5.2”

Counts come from 1,795,640 Hacker News comments, November 2025 to November 2026. How we count. Report a mistake.