OpenReplay
OpenReplay moves its Go backend to pgx v5 and patches vulnerable deps across 1.25–1.27.
Comparison · Analytics
Axiom vs Keboola
A side-by-side editorial comparison of Axiom and Keboola — release velocity, themes, recent moves, and the top alternatives to consider.
Shared themes:mcp
Axiom vs Keboola: at a glance
What is Axiom?
Axiom is rebuilding observability so an AI agent, not a human, can be the first user.
Axiom is a logs, traces and metrics platform that reached feature parity on the fundamentals earlier this year — metrics went generally available in March, dashboards got a full API, and Correlations tied the three data types together for investigations. The last two months have been spent thickening the console: collapsible dashboard sections, gauge elements, schema locking, Grafana as a query surface. Underneath that steady product work, a second track has been running the whole time, aimed at AI agents as operators rather than at humans.
What is Keboola?
Keboola adds dark mode while it tightens the MCP server and retires idle workspaces.
Keboola's recent releases split between hygiene and AI-agent safety. The MCP server's query_data tool is now read-only, emailing API tokens is being retired, and idle Snowflake and BigQuery workspaces will be deactivated from 9 November. On the user side, data apps start faster on pre-built images, Kai gained shared team memory, and the UI now has dark mode.
Axiom vs Keboola: editorial side-by-side
Axiom
6.3ANALYTICS
Axiom is rebuilding observability so an AI agent, not a human, can be the first user.
◆ Current state
Axiom is a logs, traces and metrics platform that reached feature parity on the fundamentals earlier this year — metrics went generally available in March, dashboards got a full API, and Correlations tied the three data types together for investigations. The last two months have been spent thickening the console: collapsible dashboard sections, gauge elements, schema locking, Grafana as a query surface. Underneath that steady product work, a second track has been running the whole time, aimed at AI agents as operators rather than at humans.
◆ Where it's heading
That second track is now the main story. Metrics shipped queryable by agents through MCP and a dedicated skill, monitor management moved into the agent surface alongside the Grafana work, and evaluations arrived as both a live-traffic scoring feature and an agent-authored skill. The August release takes it to the account layer: an agent can now create its own Axiom organization and have a human claim it afterwards. Axiom is systematically removing the assumption that a person is present at each step.
◆ Prediction
The remaining human-gated surfaces are billing, access control, and dataset provisioning, and agent-created orgs makes those the obvious next targets. Expect the skills catalogue to keep growing into a set of task-shaped agent entry points rather than a single MCP endpoint.
Keboola
5.0ANALYTICS
Keboola adds dark mode while it tightens the MCP server and retires idle workspaces.
◆ Current state
Keboola's recent releases split between hygiene and AI-agent safety. The MCP server's query_data tool is now read-only, emailing API tokens is being retired, and idle Snowflake and BigQuery workspaces will be deactivated from 9 November. On the user side, data apps start faster on pre-built images, Kai gained shared team memory, and the UI now has dark mode.
◆ Where it's heading
The platform is limiting what agents and stale resources can do while making its AI assistant and apps quicker to use. The pattern is deliberate cleanup ahead of wider agent usage, not new surface area.
◆ Prediction
Expect more guardrails around the MCP server and Kai, such as tighter scopes or approvals, alongside further deprecation notices with fixed dates.
Alternatives to Axiom 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 Axiom or Keboola.
Basedash
Basedash automations can now attach scheduled CSV exports to Slack and email.
OpenPanel
OpenPanel tags three more note-free builds in one evening, reaching 3.16.4.
Fulcrum
Fulcrum turns on Insights, its AI assistant for field data, for every customer.
Holistics
Holistics lets admins put a key dashboard on everyone's Home page.
OpenHouse
OpenHouse locks down its column-defaults capability flag as default values near completion.
See all Axiom alternatives → · See all Keboola alternatives →
Recent activity from Axiom and Keboola
Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.
- 1d agoKeboolaSwitch Keboola to Dark Mode
- 2d agoKeboolaUnused Workspaces Will Be Cleaned Up Automatically
- 5d agoKeboolaKeboola MCP Server: query_data Runs Read-Only Queries Only
- 8d agoKeboolaSending API Tokens via Email Will Be Removed on February 4, 2027
- 16d agoKeboolaFaster App Starts by Default
- 21d agoKeboolaKai remembers what matters: shared team memory
- 2mo agoAxiomAgent-created orgs, richer charts, sharper queries ⚡
- 3mo agoAxiomDashboard sections
- 3mo agoAxiomGauge dashboard elements
- 3mo agoAxiomDataset schema locking
- 3mo agoAxiomAPL and MPL in the Grafana data source
- 4mo agoAxiomCorrelations
Frequently asked questions
What is the difference between Axiom and Keboola?
Both compete on the same themes — mcp — within Analytics. Axiom 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.
Is Axiom better than Keboola?
Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. Axiom 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.
What are the best alternatives to Axiom?
Top Axiom alternatives in Analytics are ranked by recent ship velocity. Browse the "Axiom alternatives" section above for the current picks, or visit /alternatives/axiom 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.