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Comparison · Infra & APIs
Apache Pinot vs Depot
A side-by-side editorial comparison of Apache Pinot and Depot — release velocity, themes, recent moves, and the top alternatives to consider.
Apache Pinot vs Depot: at a glance
| Feature | Apache Pinot | Depot |
|---|---|---|
| Sector | Infra & APIs, Analytics | Infra & APIs |
| Velocity score | 2.5 | 6.3 |
| Sparks · 30d | 0 | 1 |
| Top themes | real-time-olap, multi-stage-engine, federation, upserts | ci-cd, build-acceleration, test-analytics, source-control |
| Last editorial update | 14d ago | 1d ago |
| Website | Visit → | — |
What is Apache Pinot?
Pinot 1.5 pushed queries across cluster boundaries; 1.5.1 was pure CVE cleanup.
Pinot releases annually-to-semiannually and packs each one densely. 1.5.0 in May carried a federation and multi-cluster routing framework, multi-stage engine work including UNNEST and enriched joins, upsert support for offline tables with commit-time compaction, Kafka 4.x, and new N-gram, IFST, and combined Lucene indexes. The only release since is 1.5.1, a security patch that changes nothing functional — dependency updates and exclusions to clear reported CVEs, with a clean scan of the binary distribution.
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.
Apache Pinot vs Depot: editorial side-by-side
Apache Pinot
2.5INFRA · APISANALYTICS
Pinot 1.5 pushed queries across cluster boundaries; 1.5.1 was pure CVE cleanup.
◆ Current state
Pinot releases annually-to-semiannually and packs each one densely. 1.5.0 in May carried a federation and multi-cluster routing framework, multi-stage engine work including UNNEST and enriched joins, upsert support for offline tables with commit-time compaction, Kafka 4.x, and new N-gram, IFST, and combined Lucene indexes. The only release since is 1.5.1, a security patch that changes nothing functional — dependency updates and exclusions to clear reported CVEs, with a clean scan of the binary distribution.
◆ Where it's heading
Two threads run through every release in this window: the multi-stage query engine maturing toward general SQL, and the ingestion side absorbing operational realities like upserts, pauseless consumption, and rebalancing. Federation is the newer of the two — it treats a deployment as several clusters rather than one — and it is the change most likely to alter how large installations are architected. Security patching now gets its own release rather than waiting for the next minor.
◆ Prediction
Expect the federation framework to be the theme carried forward, with routing and query planning extended across clusters in the next minor. The multi-stage engine's remaining SQL gaps are the other predictable direction.
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.
Alternatives to Apache Pinot 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 Apache Pinot or Depot.
Kubernetes
The blog has become a teaching channel, with the real releases arriving as Gateway API and deprecation notices.
ToolJet
ToolJet runs two release trains at once, and neither has changed direction in months
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
See all Apache Pinot alternatives → · See all Depot alternatives →
Recent activity from Apache Pinot and Depot
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
- 1mo agoApache PinotApache Pinot 1.5.1
- 3mo agoApache PinotApache Pinot Release 1.5.0 ⚡
- 10mo agoApache PinotApache Pinot Release 1.4.0
- 1y agoApache PinotApache Pinot Release 1.3.0
- 1y agoApache PinotApache Pinot Release 1.2.0
- 2y agoApache PinotApache Pinot Release 1.1.0
Frequently asked questions
What is the difference between Apache Pinot and Depot?
They serve adjacent needs but don't currently overlap on shipped themes. Depot is currently shipping more aggressively (velocity 6.3 vs 2.5), 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 Apache Pinot better than Depot?
Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. Depot is currently shipping more aggressively (velocity 6.3 vs 2.5), 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 Apache Pinot?
Top Apache Pinot alternatives in Infra & APIs are ranked by recent ship velocity. Browse the "Apache Pinot alternatives" section above for the current picks, or visit /alternatives/apache-pinot 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.