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Comparison · Analytics
Aim vs Keboola
A side-by-side editorial comparison of Aim and Keboola — release velocity, themes, recent moves, and the top alternatives to consider.
Aim vs Keboola: at a glance
What is Aim?
An experiment tracker grinding on storage performance — and quiet for over a year.
Aim is an open-source ML experiment tracker whose 3.2x line reads almost entirely as storage and indexing work: constant indexing of in-progress runs, reading from a single unified database, fallbacks when the index is missing, stalled-run detection. The user-facing additions in this window are narrow — a read-only UI mode, report creation, self-signed SSL support, PytorchLightning logger contexts. The most recent entry here is from May 2025, making this feed over a year stale.
What is Keboola?
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.
Aim vs Keboola: editorial side-by-side
Aim
0.0ANALYTICS
An experiment tracker grinding on storage performance — and quiet for over a year.
◆ Current state
Aim is an open-source ML experiment tracker whose 3.2x line reads almost entirely as storage and indexing work: constant indexing of in-progress runs, reading from a single unified database, fallbacks when the index is missing, stalled-run detection. The user-facing additions in this window are narrow — a read-only UI mode, report creation, self-signed SSL support, PytorchLightning logger contexts. The most recent entry here is from May 2025, making this feed over a year stale.
◆ Where it's heading
The direction across these releases is toward making the local storage layer trustworthy at scale rather than expanding what the tracker does. Repeated fixes around index corruption, empty index.db handling, false-positive metric checks, and session refresh point at users hitting durability problems on long-running or high-volume tracking. Integration surface grows only where contributors push it — S3 client config, Lightning contexts, remote mass updates all arrive as outside contributions rather than a planned roadmap.
◆ Prediction
With no release visible in over a year, the honest read is that cadence has stopped rather than shifted; the entries give no signal of a 4.x line or a direction change. If work resumes, the pattern suggests more storage-correctness fixes before any new capability.
Keboola
5.0ANALYTICS
Keboola connects GitHub organizations once, ending personal tokens for private repos.
◆ Current state
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.
◆ Where it's heading
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.
◆ Prediction
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.
Alternatives to Aim and Keboola
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 Aim or Keboola.
Delta Lake
Delta Lake's public stream is release mechanics; Kernel builds now carry a 4.5.0 label.
Grafana Loki
Loki 4.0 RC strips out legacy storage backends and the simple scalable mode.
OpenObserve
OpenObserve 1.2.0-rc1 opens a metrics v2 cycle with chart alerts and forecasts.
dbt Core
dbt-core 1.13 drops Python 3.10 and learns to tolerate v2-only project config.
Chord
Chord adds Amazon Conversions API to its CDP destinations as the catalog keeps widening.
Recent activity from Aim and Keboola
Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.
- 2d agoKeboolaConnect GitHub repositories without personal tokens
- 6d agoKeboolaSecurity Update for Python/JS and Streamlit Data Apps
- 7d agoKeboolaBranched Storage is being enabled on all projects
- 9d agoKeboolaSwitch Keboola to Dark Mode
- 9d agoKeboolaDark mode for the Keboola interface
- 10d agoKeboolaUnused Workspaces Will Be Cleaned Up Automatically
- 1y agoAim🚀 v3.29.1 - Improved query performance by reading from single unified database and constant data indexing, fixes in min/max calculation in UI and jupiter/colab integration
- 1y agoAim🚀 v3.28.0 - Improved performance by removing redundant checks and bypassing runs known to yield false results, new callback for hugging face distributed runs, fixes in Tag duplicates handling, remote tracking exception handling and more, code style improvements.
- 1y agoAim🚀 v3.27.0 - Enhancements for PytorchLightning logger and S3ArtifactsStorage, fixes for RunStatusReporter, metric aggregations and tag creation from parallel runs
- 1y agoAim🚀 v3.24.0 - Support for mass updates in remote tracking, fixes in database error handling and bookmarks page scroll
- 1y agoAim🚀 v3.25.1 - Fixes in empty index.db handling and python 3.12 builds
- 1y agoAim🚀 v3.25.0 - Reports support, ability to use self-signed SSL certificates
Frequently asked questions
What is the difference between Aim and Keboola?
They serve adjacent needs but don't currently overlap on shipped themes. Keboola is currently shipping more aggressively (velocity 5.0 vs 0.0), 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.
Is Aim better than Keboola?
Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. Keboola is currently shipping more aggressively (velocity 5.0 vs 0.0), 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.
What are the best alternatives to Aim?
Top Aim alternatives in Analytics are ranked by recent ship velocity. Browse the "Aim alternatives" section above for the current picks, or visit /alternatives/aim for the full list with editorial commentary on each.
What are the best alternatives to Keboola?
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.