Hatchet
Hatchet takes durable tasks serverless, with handlers for Cloudflare Workers, Vercel and Node.
Comparison · Infra & APIs
Depot vs SigNoz
A side-by-side editorial comparison of Depot and SigNoz — release velocity, themes, recent moves, and the top alternatives to consider.
Shared themes:observability
Depot vs SigNoz: at a glance
| Feature | Depot | SigNoz |
|---|---|---|
| Sector | Infra & APIs | Infra & APIs |
| Velocity score | 6.3 | 5.0 |
| Sparks · 30d | 0 | 0 |
| Top themes | ci-cd, github-actions, observability, arm64 | observability, llm-observability, opentelemetry, alerting |
| Last editorial update | 2mo ago | 1d ago |
| Website | — | — |
What is Depot?
Depot is closing the last gaps between its CI and the GitHub Actions it wants to replace
Depot CI keeps absorbing the things a team would otherwise stay on GitHub-hosted runners for: Arm64 sandboxes up to 64 CPUs, native stacked pull request handling, macOS 26 on M4 hardware, rebuilt Windows Server images carrying Visual Studio 2026, and a us-east-1 Ubuntu package mirror. Behavior details are being tuned too — pull request runs no longer cancel on a new commit unless a concurrency group says so. The newest release moves Datadog CI Visibility out of private beta, exporting every run as a pipeline with jobs, steps, and retries intact.
What is SigNoz?
SigNoz makes LLM traces readable with a conversation-style Thread view.
SigNoz now renders AI traces as a conversation: each LLM call's input and output messages, reasoning, tool calls and results laid out in sequence, instead of raw JSON in span details. It reads OTel gen_ai attributes plus formats from OpenAI, Anthropic, Gemini, LangChain, Vercel AI SDK, LiteLLM, OpenInference and others. The v1 alert rule API is still set for removal on November 11.
Depot vs SigNoz: editorial side-by-side
Depot
6.3INFRA · APIS
Depot is closing the last gaps between its CI and the GitHub Actions it wants to replace
◆ Current state
Depot CI keeps absorbing the things a team would otherwise stay on GitHub-hosted runners for: Arm64 sandboxes up to 64 CPUs, native stacked pull request handling, macOS 26 on M4 hardware, rebuilt Windows Server images carrying Visual Studio 2026, and a us-east-1 Ubuntu package mirror. Behavior details are being tuned too — pull request runs no longer cancel on a new commit unless a concurrency group says so. The newest release moves Datadog CI Visibility out of private beta, exporting every run as a pipeline with jobs, steps, and retries intact.
◆ Where it's heading
The strategy is substitution rather than differentiation: match the incumbent's compatibility surface, beat it on hardware and cache, then let existing tooling see Depot as just another pipeline. Datadog export is the clearest expression of that — it makes Depot legible to the monitoring a team already runs instead of asking them to adopt a new dashboard. The CLI work on project get, update, and cache retention points the same way, toward scripts and agents managing Depot without the UI.
◆ Prediction
Expect the us-east-1 package mirror to expand to other regions, and the observability work to extend past Datadog to other OpenTelemetry-compatible destinations.
SigNoz
5.0INFRA · APIS
SigNoz makes LLM traces readable with a conversation-style Thread view.
◆ Current state
SigNoz now renders AI traces as a conversation: each LLM call's input and output messages, reasoning, tool calls and results laid out in sequence, instead of raw JSON in span details. It reads OTel gen_ai attributes plus formats from OpenAI, Anthropic, Gemini, LangChain, Vercel AI SDK, LiteLLM, OpenInference and others. The v1 alert rule API is still set for removal on November 11.
◆ Where it's heading
SigNoz is moving into LLM observability from both sides: August's plugin put it inside AI coding agents, and the Thread view now makes it a place to debug AI apps. Underneath, the alerting API keeps migrating on fixed, repeatedly announced dates. Alert channels into incident tools fill out the operational side.
◆ Prediction
Expect more AI-specific views on top of the Thread view, such as token or cost breakdowns per conversation, and the v1 rules removal to ship on November 11 as announced.
Alternatives to Depot and SigNoz
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 Depot or SigNoz.
NetBird
NetBird's second v0.82 candidate keeps the MySQL removal and deprecates Rosenpass.
GitHub
At Universe, GitHub folds Copilot into Enterprise seats and lets Copilot Fusion pick the model.
incident.io
incident.io's agent now runs your team's own tools, with a human approval before any change.
Apache Airflow
Airflow 3.4 reaches its first release candidate, a week after the 10-20 provider wave.
Redocly
Redocly's reunite.agent gets per-duty cron schedules, rules and source repos.
See all Depot alternatives → · See all SigNoz alternatives →
Recent activity from Depot and SigNoz
Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.
- 1d agoSigNozAI traces are now easy to read with the new Thread View
- 7d agoSigNozv1 alert rules removed Nov 11; Telegram alerts, GCP logs
- 15d agoSigNozRebuilt panel editor, heatmap panel, Kubernetes status filters
- 24d agoSigNozFinal notice: v1 alert history API removed Oct 15
- 1mo agoSigNozv1 alert history API removal reminder (Oct 15)
- 1mo agoSigNozv1 alert history endpoints removed Oct 15
- 2mo agoDepotDatadog CI Visibility is now generally available
- 2mo agoDepotAdded an Ubuntu package mirror for us-east-1 runners
- 2mo agoDepotDepot CI supports Arm64 sandboxes
- 2mo agoDepotUpdated Windows Server runner images
- 2mo agoDepotPR runs now continue after a new commit instead of cancelling
- 2mo agoDepotmacOS 26 is now the default macOS version for GitHub Actions runners
Frequently asked questions
What is the difference between Depot and SigNoz?
Both compete on the same themes — observability — within Infra & APIs. Depot is currently shipping more aggressively (velocity 6.3 vs 5.0), 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 Depot better than SigNoz?
Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. Depot is currently shipping more aggressively (velocity 6.3 vs 5.0), with 0 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 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.
What are the best alternatives to SigNoz?
Top SigNoz alternatives in Infra & APIs are ranked by recent ship velocity. Browse the "SigNoz alternatives" section above for the current picks, or visit /alternatives/signoz for the full list with editorial commentary on each.