Grafana Loki
Loki's operator 0.12 tightens storage schemas and adds OpenShift 5.0 TLS compliance.
A side-by-side editorial comparison of InfluxDB and Keboola — release velocity, themes, recent moves, and the top alternatives to consider.
InfluxDB 3.12 brings GA auth and RBAC, then patches lost-write bugs within two weeks.
InfluxDB 3.12.0 made user authentication and role-based access control generally available in Enterprise, added distributed compaction in beta and per-database schema enforcement, and sped up bulk import; it also writes a catalog record that 3.11 can't read, so rollback needs a backup. 3.12.1 and 3.11.7 followed with fixes for a catalog that failed to load after upgrade and for acknowledged writes lost after a forced snapshot and restart. 3.11.5 had introduced the age-based snapshot trigger that exposed that race.
Keboola makes pre-built images the default so data apps start without installing.
Keboola is a data-operations platform whose recent releases orbit Kai, its AI assistant, GA for multi-tenant contracted customers since September, which now supports admin-approved shared team memory. Around it, Keboola is migrating all Legacy Flows to Conditional Flows on October 12–13 and cutting data-app startup time: apps woke 4x faster from October 1, and Python and JS apps now start on pre-built images with dependencies already installed.
InfluxDB 3.12.0 made user authentication and role-based access control generally available in Enterprise, added distributed compaction in beta and per-database schema enforcement, and sped up bulk import; it also writes a catalog record that 3.11 can't read, so rollback needs a backup. 3.12.1 and 3.11.7 followed with fixes for a catalog that failed to load after upgrade and for acknowledged writes lost after a forced snapshot and restart. 3.11.5 had introduced the age-based snapshot trigger that exposed that race.
After months of data-correctness patching, InfluxDB 3 is shipping enterprise features again: access control, schema enforcement and scale-out compaction. The patch lines still carry serious storage-layer fixes, including lost acknowledged writes and overwrite ordering, so correctness work hasn't finished. Two lines, 3.11 and 3.12, now get the same fixes in parallel.
Expect distributed compaction to move toward GA and further 3.12.x patches for upgrade and snapshot edge cases. The entries don't show when 3.11 stops receiving backports.
Keboola is a data-operations platform whose recent releases orbit Kai, its AI assistant, GA for multi-tenant contracted customers since September, which now supports admin-approved shared team memory. Around it, Keboola is migrating all Legacy Flows to Conditional Flows on October 12–13 and cutting data-app startup time: apps woke 4x faster from October 1, and Python and JS apps now start on pre-built images with dependencies already installed.
The pattern is consolidation under an agent: one orchestration model, one-login MCP access across projects, and org-wide memory behind an admin gate. The data-app work removes the cold-start wait that made on-demand apps feel slow. Each step leaves fewer forks and delays for users and for Kai.
Expect more admin controls around Kai, such as reviewing, scoping, or auditing what it remembers, as shared memory rolls out. The app-speed work will likely end with the 4x wake-up becoming default on October 15 as announced.
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 InfluxDB or Keboola.
Loki's operator 0.12 tightens storage schemas and adds OpenShift 5.0 TLS compliance.
OpenReplay's 1.27 line is down to chart bumps and a critical dependency patch.
Fulcrum's 2610.0.0 builds are mostly external GPS and offline-map fixes; FastFill stays in Alpha.
OpenHouse starts native Iceberg views with a commit-only engine.
OpenCTI's weekly train adds investigation enrichment while two LTS lines stay patched.
Basedash gives every connector its own page with dashboard and alert previews.
See all InfluxDB alternatives → · See all Keboola 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 6.3 vs 5.0), 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.
Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. Keboola is currently shipping more aggressively (velocity 6.3 vs 5.0), 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.
Top InfluxDB alternatives in Analytics are ranked by recent ship velocity. Browse the "InfluxDB alternatives" section above for the current picks, or visit /alternatives/influxdb for the full list with editorial commentary on each.
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.