ToolJet
ToolJet runs two release trains at once, and neither has changed direction in months
Comparison · Infra & APIs
Depot vs Logstash
A side-by-side editorial comparison of Depot and Logstash — release velocity, themes, recent moves, and the top alternatives to consider.
Depot vs Logstash: at a glance
| Feature | Depot | Logstash |
|---|---|---|
| Sector | Infra & APIs | Infra & APIs, Analytics |
| Velocity score | 6.3 | 3.3 |
| Sparks · 30d | 1 | 0 |
| Top themes | ci-cd, build-acceleration, test-analytics, source-control | observability, elastic-stack, ingest-pipeline, performance |
| Last editorial update | 1d ago | 3mo ago |
| Website | — | Visit → |
What is Depot?
Depot is expanding from faster builds into the whole CI stack — tests, source control, and its own metal.
Depot has spent the last month building outward from build acceleration. Test results went generally available with JUnit ingest, org-wide flaky and slow test analytics, and timing-based shard balancing. Underneath that, Depot Metal moved CI and Sandboxes onto bare-metal microVMs the company controls end to end, and Depot Code entered private beta as a diskless git server backed by blob storage. The smaller releases fill in the surrounding surface: Tailscale access to private networks, GitLab OIDC, Datadog CI Visibility, stacked pull requests, and macOS 26 runners on M4.
What is Logstash?
PQ compression and ES|QL preview land while weekly plugin churn drives the release cadence.
Logstash is in a steady maintenance phase across the 9.0–9.3 lines, with most weekly releases dominated by plugin dependency bumps (Netty, Avro, kotlin-stdlib) and small fixes. The substantive 9.x work — Persistent Queue compression via ZSTD, batch-size metrics, and ES|QL support in Technical Preview for the Elasticsearch input/filter — represents real capability gains for operators tuning throughput and storage. Security and credential-handling hygiene (sasl_jaas_config redaction, encoded API-key formats) shows up consistently across plugin updates.
Depot vs Logstash: editorial side-by-side
Depot
6.3INFRA · APIS
Depot is expanding from faster builds into the whole CI stack — tests, source control, and its own metal.
◆ Current state
Depot has spent the last month building outward from build acceleration. Test results went generally available with JUnit ingest, org-wide flaky and slow test analytics, and timing-based shard balancing. Underneath that, Depot Metal moved CI and Sandboxes onto bare-metal microVMs the company controls end to end, and Depot Code entered private beta as a diskless git server backed by blob storage. The smaller releases fill in the surrounding surface: Tailscale access to private networks, GitLab OIDC, Datadog CI Visibility, stacked pull requests, and macOS 26 runners on M4.
◆ Where it's heading
Each layer Depot adds is one it previously rented — compute from cloud runners, source hosting from GitHub, test insight from nothing at all. Owning the storage and hypervisor tiers is what makes the performance claims possible, and owning test data is what turns a build accelerator into something that reports on the pipeline rather than just running it faster. The pattern suggests Depot is positioning as the full CI platform, with speed as the entry point rather than the product.
◆ Prediction
Depot Code should move from private to open beta with tighter Depot CI integration, since a git server the company controls is what makes source-aware caching and test selection possible. Expect the test analytics to grow toward selecting which tests to run, not only how to split them.
Logstash
3.3INFRA · APISANALYTICS
PQ compression and ES|QL preview land while weekly plugin churn drives the release cadence.
◆ Current state
Logstash is in a steady maintenance phase across the 9.0–9.3 lines, with most weekly releases dominated by plugin dependency bumps (Netty, Avro, kotlin-stdlib) and small fixes. The substantive 9.x work — Persistent Queue compression via ZSTD, batch-size metrics, and ES|QL support in Technical Preview for the Elasticsearch input/filter — represents real capability gains for operators tuning throughput and storage. Security and credential-handling hygiene (sasl_jaas_config redaction, encoded API-key formats) shows up consistently across plugin updates.
◆ Where it's heading
The product is consolidating its role as the configurable ingest tier of the Elastic stack rather than chasing new categories. Investment is concentrated on operational efficiency — PQ compression, average batch metrics, JDBC concurrency lifts — and on tightening integration with newer Elasticsearch capabilities like ES|QL. Plugin maintenance burden is high but treated as first-class, suggesting the team has accepted the long tail of integrations as the durable surface area.
◆ Prediction
Expect ES|QL support to graduate from Technical Preview to GA in the next minor, and PQ compression to become the default once the rollback-barrier risk has aged out. Watch for further telemetry surfaces aimed at sizing — the batch-metrics work points toward a guided-tuning story.
Alternatives to Depot and Logstash
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 Logstash.
Honeycomb
Honeycomb bets that the agent, not the engineer, should notice the anomaly first
Jenkins
Jenkins is shrinking its own war file and rebuilding its UI, one weekly release at a time
GitHub
Copilot's model roster churns weekly while GitHub quietly rewires policy and billing plumbing
incident.io
Nexus does the diagnosis; the rest is on-call plumbing
werf
Four channels, one fix stream — werf's releases are mostly concurrency repairs.
See all Depot alternatives → · See all Logstash alternatives →
Recent activity from Depot and Logstash
Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.
- 2d agoDepotmacOS 26 is now the default macOS version for GitHub Actions runners
- 9d agoDepotDepot CI now supports native GitHub stacked pull requests
- 14d agoDepotTest results are now generally available ⚡
- 22d agoDepotAI analysis available for all Depot CI workflows and jobs
- 28d agoDepotSplit CI test suites with historical timing data (beta)
- 1mo agoDepotDepot CI now supports Tailscale
- 3mo agoLogstashRelease notes index update (no shipped change)
- 3mo agoLogstashKafka Output regression fixed for sasl_jaas_config
- 4mo agoLogstashSecurity advisories pointer for 9.3.3
- 4mo agoLogstashElasticsearch Output - 12.1.3
- 4mo agoLogstashLogstash seizes 9.x: PQ compression, batch metrics, ES|QL preview ⚡
- 4mo agoLogstashAzure_event_hubs Input - 1.5.5
Frequently asked questions
What is the difference between Depot and Logstash?
They serve adjacent needs but don't currently overlap on shipped themes. Depot is currently shipping more aggressively (velocity 6.3 vs 3.3), 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 Depot better than Logstash?
Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. Depot is currently shipping more aggressively (velocity 6.3 vs 3.3), 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 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 Logstash?
Top Logstash alternatives in Infra & APIs are ranked by recent ship velocity. Browse the "Logstash alternatives" section above for the current picks, or visit /alternatives/logstash for the full list with editorial commentary on each.