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Comparison · Infra & APIs

Langfuse vs Depot

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

Langfuse vs Depot: at a glance

FeatureLangfuseDepot
SectorInfra & APIsInfra & APIs
Velocity score5.07.5
Sparks · 30d01
Top themesllm observability, experiments, evaluation, open sourceci-cd, container-builds, agent-compute, sandboxes
Last editorial update1mo ago5d ago
Website

What is Langfuse?

Langfuse promotes Experiments to a first-class feature; the rest of the feed is GitHub-star vanity.

The signal in Langfuse's recent feed is split: a real product move — promoting Experiments to a top-level feature alongside Datasets, with multi-run comparison and progress tracking — and a smaller LLM-as-a-Judge upgrade adding boolean true/false scores. Everything else surfaced in the changelog is GitHub star milestones and contributor counts, which inflate the feed without conveying any product change.

Read the full Langfuse trajectory →

What is Depot?

Depot turns its build-acceleration compute into a metered backend for AI agents.

Depot is shipping fast across two fronts: hardening its CI platform and opening its compute to AI workloads. Recent CI work includes native step retries, durable cache disks, and a generally available API and CLI with full dashboard parity. On the AI front it added SOCI v2 to cut startup time for large CUDA and PyTorch images and launched a Sandbox SDK to run untrusted or agent-generated code in ephemeral, billed sandboxes.

Read the full Depot trajectory →

Langfuse vs Depot: editorial side-by-side

L
Langfuse
INFRA · APIS
5.0

Langfuse promotes Experiments to a first-class feature; the rest of the feed is GitHub-star vanity.

◆ Current state

The signal in Langfuse's recent feed is split: a real product move — promoting Experiments to a top-level feature alongside Datasets, with multi-run comparison and progress tracking — and a smaller LLM-as-a-Judge upgrade adding boolean true/false scores. Everything else surfaced in the changelog is GitHub star milestones and contributor counts, which inflate the feed without conveying any product change.

◆ Where it's heading

Langfuse is sharpening the eval surface — Experiments becoming a first-class concept and judges getting boolean outputs both point at making LLM testing more rigorous and decision-grade, not just observational. The community-metric noise dilutes how the actual product cadence reads from the outside, but the substantive cadence is steady on the eval/observability axis.

◆ Prediction

The next likely move is more depth around Experiments — comparing across model versions, prompt variants, or judges, plus tighter wiring to CI for regression-style LLM testing. Expect more judge configurations (numeric ranges, multi-class) to follow the boolean addition.

D
Depot
INFRA · APIS
7.5

Depot turns its build-acceleration compute into a metered backend for AI agents.

◆ Current state

Depot is shipping fast across two fronts: hardening its CI platform and opening its compute to AI workloads. Recent CI work includes native step retries, durable cache disks, and a generally available API and CLI with full dashboard parity. On the AI front it added SOCI v2 to cut startup time for large CUDA and PyTorch images and launched a Sandbox SDK to run untrusted or agent-generated code in ephemeral, billed sandboxes.

◆ Where it's heading

Depot is extending from build and CI acceleration toward being a general compute backend for agents. The Sandbox SDK, the agent-friendly GA API, and ML-image startup optimizations point the same way: sell fast, isolated, metered compute that AI tools and pipelines can drive programmatically. The CI improvements keep the core product sticky while the platform broadens.

◆ Prediction

Expect the Sandbox SDK to move toward general availability with more language and filesystem surface, and continued convergence of CI and sandbox compute under one metered, API-first platform.

Alternatives to Langfuse and Depot

Other Infra & APIs 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 Langfuse or Depot.

See all Langfuse alternatives → · See all Depot alternatives →

Recent activity from Langfuse and Depot

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

  1. 8d agoDepotSOCI v2 support for Depot container builds
  2. 9d agoDepotSandbox SDK is now available in private beta
  3. 15d agoDepotNative step retries in Depot CI
  4. 17d agoDepotDurable cache disks for Depot CI jobs are now available in beta
  5. 23d agoDepotDepot CI API and CLI are now generally available
  6. 24d agoDepotSSH into Depot CI sandboxes now uses exec.depot.dev
  7. 1mo agoLangfuseGitHub Stars26.4k
  8. 1mo agoLangfuseGitHub Stars26.3k
  9. 2mo agoLangfuseGitHub Stars26.2k
  10. 2mo agoLangfuseGitHub Stars26.0k
  11. 2mo agoLangfuseGitHub Stars25.9k
  12. 2mo agoLangfuseGitHub Stars25.3k

Frequently asked questions

What is the difference between Langfuse and Depot?

They serve adjacent needs but don't currently overlap on shipped themes. Depot is currently shipping more aggressively (velocity 7.5 vs 5.0), with 1 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 Langfuse better than Depot?

Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. Depot is currently shipping more aggressively (velocity 7.5 vs 5.0), with 1 editorial sparks in the last 30 days against 0. For your specific use case, the alternatives sections above list other Infra & APIs products to evaluate alongside.

What are the best alternatives to Langfuse?

Top Langfuse alternatives in Infra & APIs are ranked by recent ship velocity. Browse the "Langfuse alternatives" section above for the current picks, or visit /alternatives/langfuse for the full list with editorial commentary on each.

What are the best alternatives to Depot?

Top Depot alternatives in Infra & APIs are ranked by recent ship velocity. Browse the "Depot alternatives" section above for the current picks, or visit /alternatives/depot for the full list with editorial commentary on each.