Microsoft Clarity
Clarity pitches one view of agents, LLM referrals and human visitors.
A side-by-side editorial comparison of Keboola and Pinpoint — 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.
Pinpoint 4.0 takes OpenTelemetry traces without its agent; 3.1.1 tames reactive overhead.
Pinpoint, the open-source APM, opened its 4.0 line on 29 October: services on by default, OpenTelemetry traces ingested without the Pinpoint agent, and service-based alarms. A month earlier, 3.1.1 cut agent overhead on Reactor, WebFlux and Kotlin coroutine workloads, added Spring Framework 7 compatibility and hardened the Web and Batch modules, with no schema changes.
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.
Pinpoint, the open-source APM, opened its 4.0 line on 29 October: services on by default, OpenTelemetry traces ingested without the Pinpoint agent, and service-based alarms. A month earlier, 3.1.1 cut agent overhead on Reactor, WebFlux and Kotlin coroutine workloads, added Spring Framework 7 compatibility and hardened the Web and Batch modules, with no schema changes.
Pinpoint is loosening the tie between its backend and its own Java agent, which widens who can send it data. The 3.x line keeps the agent fast on modern reactive stacks while 4.0 takes the platform changes, the same split between rare structural jumps and steady patch work seen across 3.0 and 3.1.
Expect 4.0.x patches settling OpenTelemetry ingest and the services model, with 3.1.x receiving backports in parallel as 3.0.x did after 3.1.0.
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 Pinpoint.
Clarity pitches one view of agents, LLM referrals and human visitors.
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.
See all Keboola alternatives → · See all Pinpoint alternatives →
Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.
They serve adjacent needs but don't currently overlap on shipped themes. Keboola is currently shipping more aggressively (velocity 5.0 vs 3.8), with 0 editorial sparks in the last 30 days against 1. 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 is currently shipping more aggressively (velocity 5.0 vs 3.8), with 0 editorial sparks in the last 30 days against 1. 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 Pinpoint alternatives in Analytics are ranked by recent ship velocity. Browse the "Pinpoint alternatives" section above for the current picks, or visit /alternatives/pinpoint for the full list with editorial commentary on each.