← Back to home
Comparison · Analytics

Keboola vs Mode Analytics

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

Keboola vs Mode Analytics: at a glance

FeatureKeboolaMode Analytics
SectorAnalyticsAnalytics
Velocity score5.02.5
Sparks · 30d00
Top themesdata-platform, mcp, ai-assistant, governancebusiness intelligence, spreadsheet ui, cross-source joins, sql editor
Last editorial update1d ago5mo ago
WebsiteVisit →—

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 →

What is Mode Analytics?

Mode is converging spreadsheets, SQL, Python, and cross-source joins into one analyst surface.

Mode is making its core report editor more flexible and analyst-friendly: a native Excel-style spreadsheet mode with 70+ formulas alongside SQL and Python, a Data Mashup capability for cross-warehouse joins without ETL, a substantially overhauled SQL editor, shareable filtered URLs, and granular per-viz downloads in white-label embeds. Admin-side governance has kept pace with admin-managed refresh schedules and automated data retention policies.

Read the full Mode Analytics trajectory →

Keboola vs Mode Analytics: editorial side-by-side

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.

M2.5

Mode is converging spreadsheets, SQL, Python, and cross-source joins into one analyst surface.

◆ Current state

Mode is making its core report editor more flexible and analyst-friendly: a native Excel-style spreadsheet mode with 70+ formulas alongside SQL and Python, a Data Mashup capability for cross-warehouse joins without ETL, a substantially overhauled SQL editor, shareable filtered URLs, and granular per-viz downloads in white-label embeds. Admin-side governance has kept pace with admin-managed refresh schedules and automated data retention policies.

◆ Where it's heading

Mode is doubling down on the 'one workspace for SQL, Python, and spreadsheets' positioning at a moment when most BI tools are picking a lane. The cross-source Data Mashup is the more strategic bet — it positions Mode as a thin governance/analysis layer sitting above multiple warehouses, useful in shops with fragmented data infrastructure. White-label embedding work hints at continued investment in the analytics-for-customers segment.

◆ Prediction

Expect AI/copilot features to layer onto the new SQL editor and spreadsheet surfaces (natural-language query, formula suggestion), and Data Mashup to graduate from invite-only to GA with notebook-output and CSV/Excel sources following. White-label embeds are a likely target for richer customer-facing interactivity given Mode's product-analytics-embed customer base.

Alternatives to Keboola and Mode Analytics

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 Mode Analytics.

See all Keboola alternatives → · See all Mode Analytics alternatives →

Recent activity from Keboola and Mode Analytics

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. 6mo agoMode AnalyticsNative spreadsheet mode lands in Mode reports ⚡
  8. 8mo agoMode AnalyticsWhite Label Embeds : Per-Visualization Data Downloads
  9. 8mo agoMode AnalyticsData Mashup enables cross-source SQL joins in one report ⚡
  10. 8mo agoMode AnalyticsNew and Improved SQL Editor
  11. 11mo agoMode AnalyticsIntroducing Shareable Report Views
  12. 1y agoMode AnalyticsImport Notebook files directly

Frequently asked questions

What is the difference between Keboola and Mode Analytics?

They serve adjacent needs but don't currently overlap on shipped themes. Keboola is currently shipping more aggressively (velocity 5.0 vs 2.5), 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 Keboola better than Mode Analytics?

Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. Keboola is currently shipping more aggressively (velocity 5.0 vs 2.5), 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 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.

What are the best alternatives to Mode Analytics?

Top Mode Analytics alternatives in Analytics are ranked by recent ship velocity. Browse the "Mode Analytics alternatives" section above for the current picks, or visit /alternatives/mode for the full list with editorial commentary on each.