Apache Pinot
Pinot 1.6 adds SQL DDL and vector backends, and now needs Java 25 to run its services.
Comparison · Infra & APIs
Apache Druid vs Scalar
A side-by-side editorial comparison of Apache Druid and Scalar — release velocity, themes, recent moves, and the top alternatives to consider.
Apache Druid vs Scalar: at a glance
What is Apache Druid?
Druid 38 drops Java 17, recommends Java 25 and took longer to arrive than its predecessors
Druid 38.0.0 shipped on October 1 with over 250 changes from 37 contributors. It adds Java 25 support, drops Java 17, and introduces Historical tier aliases and a realtimeSegmentsMode query context that replaces realtimeSegmentsOnly. MSQ workers now fetch input files in the background by default, and Druid 38 is the last major that reads legacy ZSTD frames.
What is Scalar?
Scalar is testing demand for hosting from inside localhost
The October 1.76 run put a sticky developer toolbar above the API reference on localhost, with Configure, Share, Deploy and Generate SDK tools in a side panel. The Deploy tool now shows a waitlist for API hosting on Scalar, and 1.76.4 records the server framework with each sign-up. AsyncAPI rendering kept improving, with binding schemas shown as structured properties. In another package line, 0.20.0 moved to Undici 8 with HTTP/2 on by default and raised the minimum Node.js version to 22.19.0.
Apache Druid vs Scalar: editorial side-by-side
Apache Druid
0.0ANALYTICSINFRA · APIS
Druid 38 drops Java 17, recommends Java 25 and took longer to arrive than its predecessors
◆ Current state
Druid 38.0.0 shipped on October 1 with over 250 changes from 37 contributors. It adds Java 25 support, drops Java 17, and introduces Historical tier aliases and a realtimeSegmentsMode query context that replaces realtimeSegmentsOnly. MSQ workers now fetch input files in the background by default, and Druid 38 is the last major that reads legacy ZSTD frames.
◆ Where it's heading
The release is operator-focused: tier aliases and segment-mode controls target blue/green deployments and large clusters, and background fetching and Dart prefetching chase throughput. Compatibility remains a stated part of shipping, with explicit deprecations and upgrade notes. The gap from 37.0.0 was nearly five months, against about three for the release before, so the quarterly rhythm has loosened.
◆ Prediction
A 39 release candidate is the next visible step, and removal of legacy ZSTD frame support is already announced for a future release. Timing is less certain now that the last gap ran past a quarter.
Scalar
5.0INFRA · APIS
Scalar is testing demand for hosting from inside localhost
◆ Current state
The October 1.76 run put a sticky developer toolbar above the API reference on localhost, with Configure, Share, Deploy and Generate SDK tools in a side panel. The Deploy tool now shows a waitlist for API hosting on Scalar, and 1.76.4 records the server framework with each sign-up. AsyncAPI rendering kept improving, with binding schemas shown as structured properties. In another package line, 0.20.0 moved to Undici 8 with HTTP/2 on by default and raised the minimum Node.js version to 22.19.0.
◆ Where it's heading
The reference is becoming a dev-time workbench, not only a published page. Tools that sat in dropdowns moved to a persistent panel, and SDK generation was consolidated there. The hosting waitlist is the commercial signal: Scalar is collecting framework data from developers at the moment they run their API locally, which gives it a demand measure before committing to a deployment flow. AsyncAPI work remains the other steady investment.
◆ Prediction
Expect the waitlist to turn into a hosting beta, with the first supported frameworks chosen from the data 1.76.4 collects; FastAPI, Hono and Express are already named for detection. The monorepo's patch cadence should otherwise continue daily or near it.
Apache Druid alternatives
Other Infra & APIs products tracked by Sparkpulse, ranked by recent ship velocity. Tap any card for the full editorial trajectory or compare directly with Apache Druid.
Displayr
Displayr's Chat can now apply and write Rules, so it changes tables as well as explaining them.
Tinylytics
Tinylytics is cleaning its numbers and adding an AI-ranked SEO audit for Ultra customers
Mode Analytics
Mode resurfaces after almost five quiet months with per-user Snowflake sign-in
Calibre
Lighthouse 13.6 shifts Calibre's scores and adds audits for how AI agents read your pages
Superwise
Superwise now measures the tokens it saves and can shorten model replies to save more
Scalar alternatives
Other Infra & APIs products tracked by Sparkpulse, ranked by recent ship velocity. Tap any card for the full editorial trajectory or compare directly with Scalar.
Apache Pinot
Pinot 1.6 adds SQL DDL and vector backends, and now needs Java 25 to run its services.
Greenbone Vulnerability Manager
Greenbone's gvmd starts on Active Directory credentials as report exports settle.
Bugsnag
Bugsnag names GraphQL operations and lets iOS teams attach context to app hangs.
ManageEngine Applications Manager
ManageEngine Applications Manager adds GaussDB monitoring and deepens APM Insight alarms.
Okta
Okta adds TypeScript to its Cross App Access guides and dates the end of Classic Engine features
Gitness
Harness Open Source last shipped in August 2025, on this feed at least
Recent activity from Apache Druid and Scalar
Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.
- 3d agoScalarHosting waitlist now records the server framework
- 4d agoScalarDownloaded OpenAPI files named after the document title
- 5d agoScalarAsyncAPI schema rendering and a hosting waitlist on localhost
- 5d agoScalarSticky localhost toolbar with side panel and Deploy waitlist
- 10d agoScalar1.76.0 (2026-10-23)
- 10d agoScalar1.1.43 (2026-10-23)
- 1mo agoApache DruidDruid 38.0.0
- 1mo agoApache DruidDruid 38.0.0 release candidate 1 tagged
- 5mo agoApache DruidDruid 37.0.0
- 6mo agoApache Druiddruid-37.0.0-rc1
- 8mo agoApache DruidDruid 36.0.0
- 9mo agoApache Druiddruid-36.0.0-rc1
Frequently asked questions
What is the difference between Apache Druid and Scalar?
They serve adjacent needs but don't currently overlap on shipped themes. Scalar is currently shipping more aggressively (velocity 5.0 vs 0.0), 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 Apache Druid better than Scalar?
Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. Scalar is currently shipping more aggressively (velocity 5.0 vs 0.0), 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 Apache Druid?
Top Apache Druid alternatives in Infra & APIs are ranked by recent ship velocity. Browse the "Apache Druid alternatives" section above for the current picks, or visit /alternatives/apache-druid for the full list with editorial commentary on each.
What are the best alternatives to Scalar?
Top Scalar alternatives in Infra & APIs are ranked by recent ship velocity. Browse the "Scalar alternatives" section above for the current picks, or visit /alternatives/scalar for the full list with editorial commentary on each.