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Comparison · Analytics
Apache Kylin vs Fulcrum
A side-by-side editorial comparison of Apache Kylin and Fulcrum — release velocity, themes, recent moves, and the top alternatives to consider.
Apache Kylin vs Fulcrum: at a glance
| Feature | Apache Kylin | Fulcrum |
|---|---|---|
| Sector | Analytics | Analytics |
| Velocity score | 2.5 | 6.3 |
| Sparks · 30d | 0 | 0 |
| Top themes | olap, gluten, native-execution, internal-tables | field data collection, ai assistant, mobile, gis |
| Last editorial update | 3mo ago | 1d ago |
| Website | Visit → | — |
What is Apache Kylin?
Kylin ships once a year with empty release notes and a native engine nobody is being told about.
Apache Kylin's release stream is close to silent. Four of the six most recent tags carry nothing but the Maven release plugin's own commit message, and 5.0.4 in July 2026 arrived ten months after 5.0.3 with no notes at all. The last release that documented anything was 5.0.2 in April 2025, covering internal-table caching, partition-aware file merging and Gluten jar loading order.
What is Fulcrum?
Fulcrum turns on Insights, its AI assistant for field data, for every customer.
Fulcrum, a field data collection platform, opened Insights to all customers on all plans as a public beta, on by default. Users ask questions in plain language across up to five apps and get charts, maps and tables, with an org-level off switch. Around it, web, iOS and Android releases fixed map, GPS and photo markup issues and tuned Photo FastFill and Insights styling.
Apache Kylin vs Fulcrum: editorial side-by-side
Apache Kylin
2.5ANALYTICS
Kylin ships once a year with empty release notes and a native engine nobody is being told about.
◆ Current state
Apache Kylin's release stream is close to silent. Four of the six most recent tags carry nothing but the Maven release plugin's own commit message, and 5.0.4 in July 2026 arrived ten months after 5.0.3 with no notes at all. The last release that documented anything was 5.0.2 in April 2025, covering internal-table caching, partition-aware file merging and Gluten jar loading order.
◆ Where it's heading
The substance is in 5.0.0 and its follow-ups: Gluten with a ClickHouse backend as a native execution engine, internal tables, streaming and fusion models. That is a real architectural bet on native vectorised execution, but the project is not communicating it — releases ship as bare tags, and the gap between 5.0.3 and 5.0.4 suggests development has thinned to a trickle. For anyone tracking Kylin from the outside, the release feed is effectively no signal.
◆ Prediction
The entries do not support a confident call on what ships next; with untitled tags roughly annually, the useful signal about Kylin's direction will come from JIRA and the mailing list rather than from releases.
Fulcrum
6.3ANALYTICS
Fulcrum turns on Insights, its AI assistant for field data, for every customer.
◆ Current state
Fulcrum, a field data collection platform, opened Insights to all customers on all plans as a public beta, on by default. Users ask questions in plain language across up to five apps and get charts, maps and tables, with an org-level off switch. Around it, web, iOS and Android releases fixed map, GPS and photo markup issues and tuned Photo FastFill and Insights styling.
◆ Where it's heading
Fulcrum is adding AI at both ends of its workflow: FastFill extracts data from photos and audio at capture, and Insights answers questions about the data afterwards. Mobile releases stay focused on reliability for GPS and map features still in beta.
◆ Prediction
Expect Insights to move toward general availability or paid packaging once the beta collects usage, and GPS Integration to leave beta after the current fix cycle.
Alternatives to Apache Kylin and Fulcrum
Other Analytics 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 Kylin or Fulcrum.
HyperDX
HyperDX 2.43 replays sessions from OpenTelemetry browser SDKs and routes alerts by tag.
Countly
Countly backports its token rules to 24.05 and moves that branch to Node 22.
Basedash
Basedash automations can now attach scheduled CSV exports to Slack and email.
OpenPanel
OpenPanel reaches 3.18.2 with six more note-free builds and an SDK patch.
Keboola
Keboola turns on Branched Storage for all stacks from November 2.
See all Apache Kylin alternatives → · See all Fulcrum alternatives →
Recent activity from Apache Kylin and Fulcrum
Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.
- 1d agoFulcrumWeb: bulk edit, PROJECTNAME() and Data Downloader fixes
- 2d agoFulcrumAndroid 2610.2.1: drill-down photo save fix
- 2d agoFulcrumiOS 2610.2.1: Save and Done button contrast fix
- 3d agoFulcrumiOS 2610.2.0: GPS map-mode, report timeout and sync fixes
- 3d agoFulcrumAndroid 2610.2.0: location dot, permissions and GPS data fixes
- 8d agoFulcrumWeb: map and filter fixes, Google Maps link on records
- 3mo agoApache Kylin5.0.4 tagged with no release notes
- 1y agoApache Kylin5.0.3 tagged with no release notes
- 1y agoApache KylinInternal table caching, partition file merging, Gluten fixes
- 2y agoApache KylinApache Kylin 5.0.0 ⚡
- 2y agoApache KylinStreaming function fix
- 2y agoApache Kylin4.0.5 tagged on the legacy line
Frequently asked questions
What is the difference between Apache Kylin and Fulcrum?
They serve adjacent needs but don't currently overlap on shipped themes. Fulcrum is currently shipping more aggressively (velocity 6.3 vs 2.5), 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 Kylin better than Fulcrum?
Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. Fulcrum is currently shipping more aggressively (velocity 6.3 vs 2.5), with 0 editorial sparks in the last 30 days against 0. For your specific use case, the alternatives sections above list other Analytics products to evaluate alongside.
What are the best alternatives to Apache Kylin?
Top Apache Kylin alternatives in Analytics are ranked by recent ship velocity. Browse the "Apache Kylin alternatives" section above for the current picks, or visit /alternatives/apache-kylin for the full list with editorial commentary on each.
What are the best alternatives to Fulcrum?
Top Fulcrum alternatives in Analytics are ranked by recent ship velocity. Browse the "Fulcrum alternatives" section above for the current picks, or visit /alternatives/fulcrum for the full list with editorial commentary on each.