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Comparison · DevOps

Coolify vs Zed

A side-by-side editorial comparison of Coolify and Zed — release velocity, themes, recent moves, and the top alternatives to consider.

Coolify vs Zed: at a glance

FeatureCoolifyZed
SectorDevOpsDevOps
Velocity score2.55.0
Sparks · 30d00
Top themesself-hosted-paas, oidc-sso, authentication, multi-tenancycode editor, ai agents, acp, debugger
Last editorial update2mo ago23h ago
Website—Visit →

What is Coolify?

After four quiet months, Coolify's v4.4 candidate arrives carrying single sign-on.

Coolify has published the first release candidate for v4.4, its first entry since late April — a four-month gap in a feed that had been running on near-weekly betas. The release is dominated by authentication: first-class OpenID Connect with discovery, JWKS signing-key resolution, token validation, PKCE and identity linking, plus registration-policy controls and an option to auto-join OIDC users to the root team. Team-scoped integration tokens land alongside it, with their own create, edit and permission handling. It is explicitly not for production use.

Read the full Coolify trajectory →

What is Zed?

Zed 1.26 adds Pyrefly for Python and debugs WebAssembly from the JavaScript debugger.

Zed 1.26.2 adds Pyrefly as an optional built-in Python language server, an expandable variable tree in debugger hovers and DWARF support so the JavaScript debugger can step through WebAssembly sources. Agent work continues in smaller pieces: ACP configuration defaults now apply only to new conversations, model pickers get better fuzzy search, and thinking controls explain when thinking can't be turned off. The previous week's 1.25 line shrank binaries and gave external ACP agents context compaction.

Read the full Zed trajectory →

Coolify vs Zed: editorial side-by-side

C
Coolify
DEVOPS
2.5

After four quiet months, Coolify's v4.4 candidate arrives carrying single sign-on.

◆ Current state

Coolify has published the first release candidate for v4.4, its first entry since late April — a four-month gap in a feed that had been running on near-weekly betas. The release is dominated by authentication: first-class OpenID Connect with discovery, JWKS signing-key resolution, token validation, PKCE and identity linking, plus registration-policy controls and an option to auto-join OIDC users to the root team. Team-scoped integration tokens land alongside it, with their own create, edit and permission handling. It is explicitly not for production use.

◆ Where it's heading

The earlier beta run was security hardening — team-scoped queries, encrypted webhook secrets, mass-assignment protection, a guard against pruning persistent containers. v4.4 continues that line but changes its character: where the betas were closing holes in a single-team deployment, OIDC and team-scoped integration tokens are the features an organisation requires before it will let a self-hosted PaaS hold its infrastructure. Identity delegated to a corporate provider, and API access scoped per team, are the two things that were missing. The long publishing gap and the jump from a beta.474 numbering to a 4.4 candidate suggest the work was done off the release feed rather than paused.

◆ Prediction

The stable v4.4 is the next thing to expect and the release where this work should be judged, since the candidate ships explicitly for testing. Given the OIDC groundwork now includes registration policy and team auto-join, group or role mapping from the identity provider is the natural follow-on once SSO itself settles.

Z
Zed
DEVOPS
5.0

Zed 1.26 adds Pyrefly for Python and debugs WebAssembly from the JavaScript debugger.

◆ Current state

Zed 1.26.2 adds Pyrefly as an optional built-in Python language server, an expandable variable tree in debugger hovers and DWARF support so the JavaScript debugger can step through WebAssembly sources. Agent work continues in smaller pieces: ACP configuration defaults now apply only to new conversations, model pickers get better fuzzy search, and thinking controls explain when thinking can't be turned off. The previous week's 1.25 line shrank binaries and gave external ACP agents context compaction.

◆ Where it's heading

Zed is splitting attention between its agent panel, where ACP agents keep gaining the same session handling as Zed's own, and core editor depth in languages and debugging. Weekly stable releases with community-contributed features and quick model additions remain the pattern.

◆ Prediction

Expect 1.27 next week with more ACP session and model-picker work, plus further debugger and language-server additions.

Alternatives to Coolify and Zed

Other DevOps products tracked by Sparkpulse, ranked by recent ship velocity. Each card links to a full editorial trajectory and lets you pivot into a head-to-head comparison with either Coolify or Zed.

See all Coolify alternatives → · See all Zed alternatives →

Recent activity from Coolify and Zed

Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.

  1. 1d agoZedZed 1.26.2: Pyrefly, WebAssembly debugging, debugger variable trees
  2. 6d agoZedZed 1.25.3 patches vulnerable dependencies
  3. 7d agoZedZed 1.25.2: smaller binaries, ACP context compaction, Bedrock models
  4. 9d agoZedZed 1.24.4 fixes OpenCode models failing to load
  5. 10d agoZedZed 1.24.3 adds Gemini 4 Argon to Google AI models
  6. 15d agoZedTerminal tabs in the Agent Panel, Git tags, Bedrock tool use
  7. 2mo agoCoolifyFirst v4.4 candidate adds first-class OpenID Connect sign-on
  8. 6mo agoCoolifyBeta 474: data-loss guard for pruned containers, encrypted webhook secrets
  9. 6mo agoCoolifyBeta 474 (duplicate publish)
  10. 6mo agoCoolifyBeta 473: upgrade modal + Git source cleanup fixes
  11. 6mo agoCoolifyBeta 473 (duplicate publish)
  12. 6mo agoCoolifyBeta 471: multi-issue security hardening sweep

Frequently asked questions

What is the difference between Coolify and Zed?

They serve adjacent needs but don't currently overlap on shipped themes. Zed is currently shipping more aggressively (velocity 5.0 vs 2.5), with 0 editorial sparks in the last 30 days against 0. See the at-a-glance table above for a side-by-side breakdown of velocity, recent sparks, and editorial themes.

Is Coolify better than Zed?

Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. Zed is currently shipping more aggressively (velocity 5.0 vs 2.5), with 0 editorial sparks in the last 30 days against 0. For your specific use case, the alternatives sections above list other DevOps products to evaluate alongside.

What are the best alternatives to Coolify?

Top Coolify alternatives in DevOps are ranked by recent ship velocity. Browse the "Coolify alternatives" section above for the current picks, or visit /alternatives/coolify for the full list with editorial commentary on each.

What are the best alternatives to Zed?

Top Zed alternatives in DevOps are ranked by recent ship velocity. Browse the "Zed alternatives" section above for the current picks, or visit /alternatives/zed for the full list with editorial commentary on each.