Delta Lake
Delta Lake's public stream is release mechanics; Kernel builds now carry a 4.5.0 label.
A side-by-side editorial comparison of Keboola and Microsoft Clarity — release velocity, themes, recent moves, and the top alternatives to consider.
Keboola connects GitHub organizations once, ending personal tokens for private repos.
Keboola now lets a GitHub organization connect once through the Keboola GitHub App, so dbt, Custom Python and Apps can clone private repositories without personal access tokens. It follows a run of governance work: Branched Storage enabled on all stacks from November 2, a read-only query_data tool in the MCP server, patched data app images, and scheduled cleanup of idle workspaces.
Clarity pitches one view of agents, LLM referrals and human visitors.
Microsoft Clarity has spent the year on AI visibility: citation topics, branded vs non-branded query splits, scrape-to-referral attribution, custom brand terms and page-type classification for bots. A November 4 post frames the product as covering three journeys at once: AI agents acting on a site, LLMs recommending it, and people browsing it. The post's feed excerpt names agent activity and faster answers from site data but gives no release details.
Keboola now lets a GitHub organization connect once through the Keboola GitHub App, so dbt, Custom Python and Apps can clone private repositories without personal access tokens. It follows a run of governance work: Branched Storage enabled on all stacks from November 2, a read-only query_data tool in the MCP server, patched data app images, and scheduled cleanup of idle workspaces.
Most recent releases remove risky defaults: shared tokens, write access for AI agents, stale workspaces and unpatched images. Keboola is tightening the platform for larger teams and agent use rather than adding new components.
Expect more credential and permission cleanups, such as other app-based integrations replacing tokens, and the February 2027 removal of emailed API tokens to go ahead.
Microsoft Clarity has spent the year on AI visibility: citation topics, branded vs non-branded query splits, scrape-to-referral attribution, custom brand terms and page-type classification for bots. A November 4 post frames the product as covering three journeys at once: AI agents acting on a site, LLMs recommending it, and people browsing it. The post's feed excerpt names agent activity and faster answers from site data but gives no release details.
The October study of 5.2 million AI-powered sessions has become positioning: Clarity is moving from measuring AI crawlers to measuring agents that click and buy. Analytics on agent behavior is the next layer on top of its AI visibility dashboards.
Expect a concrete agent-activity report or dashboard with documented fields; the feed excerpt does not confirm whether one has shipped yet.
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 Keboola or Microsoft Clarity.
Delta Lake's public stream is release mechanics; Kernel builds now carry a 4.5.0 label.
Loki 4.0 RC strips out legacy storage backends and the simple scalable mode.
OpenObserve 1.2.0-rc1 opens a metrics v2 cycle with chart alerts and forecasts.
dbt-core 1.13 drops Python 3.10 and learns to tolerate v2-only project config.
Chord adds Amazon Conversions API to its CDP destinations as the catalog keeps widening.
Fulcrum turns on Insights, its AI assistant for field data, for every customer.
See all Keboola alternatives → · See all Microsoft Clarity alternatives →
Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.
They serve adjacent needs but don't currently overlap on shipped themes. Keboola and Microsoft Clarity are shipping at a similar cadence (velocity 5.0 vs 5.0, both within Sparkpulse's "active" band). See the at-a-glance table above for a side-by-side breakdown of velocity, recent sparks, and editorial themes.
Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. Keboola and Microsoft Clarity are shipping at a similar cadence (velocity 5.0 vs 5.0, both within Sparkpulse's "active" band). For your specific use case, the alternatives sections above list other Analytics products to evaluate alongside.
Top Keboola alternatives in Analytics are ranked by recent ship velocity. Browse the "Keboola alternatives" section above for the current picks, or visit /alternatives/keboola for the full list with editorial commentary on each.
Top Microsoft Clarity alternatives in Analytics are ranked by recent ship velocity. Browse the "Microsoft Clarity alternatives" section above for the current picks, or visit /alternatives/microsoft-clarity for the full list with editorial commentary on each.