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Deepnote vs Keboola

A side-by-side editorial comparison of Deepnote and Keboola — release velocity, themes, recent moves, and the top alternatives to consider.

Shared themes:mcp

Deepnote vs Keboola: at a glance

FeatureDeepnoteKeboola
SectorAnalyticsAnalytics
Velocity score6.35.0
Sparks · 30d00
Top themesdata notebooks, agentic ai, mcp, reproducibilitydata-platform, mcp, ai-assistant, governance
Last editorial update3mo ago1d ago
Website—Visit →

What is Deepnote?

Deepnote reshapes the data notebook into agent-operable infrastructure.

Deepnote, a collaborative data-science notebook, is steadily making itself agent-native: MCP tools now let AI agents create and wire integrations end-to-end, and OpenAI's Codex connects natively to a Deepnote workspace's notebooks, schedules, and data. Underneath, it keeps shipping solid workflow features — run snapshots, Git and GitLab sync, Polars, PDF export.

Read the full Deepnote trajectory →

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.

Read the full Keboola trajectory →

Deepnote vs Keboola: editorial side-by-side

D
Deepnote
ANALYTICS
6.3

Deepnote reshapes the data notebook into agent-operable infrastructure.

◆ Current state

Deepnote, a collaborative data-science notebook, is steadily making itself agent-native: MCP tools now let AI agents create and wire integrations end-to-end, and OpenAI's Codex connects natively to a Deepnote workspace's notebooks, schedules, and data. Underneath, it keeps shipping solid workflow features — run snapshots, Git and GitLab sync, Polars, PDF export.

◆ Where it's heading

Two tracks are converging: reproducibility and engineering rigor (immutable run snapshots, Git sync, notebook interoperability) and agent-operability (MCP tools, Codex context). Deepnote is positioning the workspace as the trusted context layer that AI agents act through, not just a place humans write notebooks.

◆ Prediction

Expect more MCP tooling that lets agents operate Deepnote projects autonomously, plus deeper native hooks for external coding agents — the workspace-as-agent-context bet will likely expand beyond Codex.

K
Keboola
ANALYTICS
5.0

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 Deepnote 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 Deepnote or Keboola.

See all Deepnote alternatives → · See all Keboola alternatives →

Recent activity from Deepnote and Keboola

Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.

  1. 1d agoKeboolaSwitch Keboola to Dark Mode
  2. 3d agoKeboolaUnused Workspaces Will Be Cleaned Up Automatically
  3. 6d agoKeboolaKeboola MCP Server: query_data Runs Read-Only Queries Only
  4. 9d agoKeboolaSending API Tokens via Email Will Be Removed on February 4, 2027
  5. 17d agoKeboolaFaster App Starts by Default
  6. 22d agoKeboolaKai remembers what matters: shared team memory
  7. 3mo agoDeepnoteNew MCP tools for integrations
  8. 4mo agoDeepnoteYour workspace as the context for every exploration ⚡
  9. 6mo agoDeepnoteRun snapshots, Git sync, & AI usage visibility
  10. 6mo agoDeepnoteRun snapshots, Git sync, Polars support, PDF export, & a cleaner notebook
  11. 6mo agoDeepnoteRun snapshots, Git sync, Polars support, PDF export, & a cleaner notebook
  12. 6mo agoDeepnotePolars support, PDF export & a cleaner notebook

Frequently asked questions

What is the difference between Deepnote and Keboola?

Both compete on the same themes — mcp — within Analytics. Deepnote 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 Deepnote better than Keboola?

Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. Deepnote 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 Deepnote?

Top Deepnote alternatives in Analytics are ranked by recent ship velocity. Browse the "Deepnote alternatives" section above for the current picks, or visit /alternatives/deepnote 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.