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Comparison · Analytics
Apache Kylin vs Countly
A side-by-side editorial comparison of Apache Kylin and Countly — release velocity, themes, recent moves, and the top alternatives to consider.
Apache Kylin vs Countly: at a glance
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 Countly?
Countly backports its token rules to 24.05 and moves that branch to Node 22.
Countly 24.05.55 carries the 25.03 security work back to the older branch. App-restricted tokens must state their permissions, dashboards need an explicit grant, and package installs move to Node.js 22 with upgrade scripts for the Brotli CVE. Hook custom code switches to isolated-vm, and enterprise A/B models move to Python 3.12 with CmdStanPy, dropping RHEL 7 from setup.
Apache Kylin vs Countly: 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.
Countly
5.0ANALYTICS
Countly backports its token rules to 24.05 and moves that branch to Node 22.
◆ Current state
Countly 24.05.55 carries the 25.03 security work back to the older branch. App-restricted tokens must state their permissions, dashboards need an explicit grant, and package installs move to Node.js 22 with upgrade scripts for the Brotli CVE. Hook custom code switches to isolated-vm, and enterprise A/B models move to Python 3.12 with CmdStanPy, dropping RHEL 7 from setup.
◆ Where it's heading
Countly is still maintaining two branches and security work sets the pace on both: an upstream Node CVE, certificate distrust and a sweep of its own token and permission model. Feature work stays in enterprise licensing and journeys, while 24.05 and the 25.03 LTS line mostly harden what exists.
◆ Prediction
Expect follow-up 24.05 patches around the Node 22 move, since hook custom code now fails on older Node versions. Token owners on both branches may need migration guidance for tokens that declare no permissions.
Alternatives to Apache Kylin and Countly
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 Countly.
HyperDX
HyperDX 2.43 replays sessions from OpenTelemetry browser SDKs and routes alerts by tag.
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.
ChartMogul
ChartMogul's MRRaudit goes after its own core problem: MRR figures that don't reconcile.
See all Apache Kylin alternatives → · See all Countly alternatives →
Recent activity from Apache Kylin and Countly
Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.
- 1d agoCountlyCountly 24.05.55: token rules backported, Node 22 move
- 4d agoCountlyCountly 25.03.58: token scoping, revocation and access fixes
- 5d agoCountlyCountly 25.03.57-LTS distrusts emSign roots, fixes A/B setup
- 8d agoCountlyCountly 25.03.56-LTS: Node CVE patch, licence overdue banner
- 19d agoCountlyCountly 25.03.55: throttled active-user refresh, explicit DB names
- 1mo agoCountly24.05.54: data-manager merge and logging fixes
- 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 Countly?
They serve adjacent needs but don't currently overlap on shipped themes. Countly is currently shipping more aggressively (velocity 5.0 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 Countly?
Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. Countly is currently shipping more aggressively (velocity 5.0 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 Countly?
Top Countly alternatives in Analytics are ranked by recent ship velocity. Browse the "Countly alternatives" section above for the current picks, or visit /alternatives/countly-server for the full list with editorial commentary on each.