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Cribl vs Keboola

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

Cribl vs Keboola: at a glance

FeatureCriblKeboola
SectorAnalyticsAnalytics
Velocity score5.05.0
Sparks · 30d00
Top themesobservability, data-pipelines, reliability, infrastructure-as-codedata-platform, mcp, ai-assistant, governance
Last editorial update2d ago1d ago
WebsiteVisit →Visit →

What is Cribl?

Cribl Stream 4.20.3 takes its Terraform provider out of preview and renames its AI editor.

Cribl Stream 4.20.0 landed in September, followed by patches fixing Sentinel OAuth failures after upgrade, worker memory growth, and a JSON Event Breaker bug that silently dropped records while returning HTTP 200. 4.20.3 carries product changes rather than fixes: the Terraform provider leaves preview, Copilot Editor becomes Pipeline Builder, AI model tiers are renamed, and leader licenses persist across managed node restarts.

Read the full Cribl 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 →

Cribl vs Keboola: editorial side-by-side

C
Cribl
ANALYTICS
5.0

Cribl Stream 4.20.3 takes its Terraform provider out of preview and renames its AI editor.

◆ Current state

Cribl Stream 4.20.0 landed in September, followed by patches fixing Sentinel OAuth failures after upgrade, worker memory growth, and a JSON Event Breaker bug that silently dropped records while returning HTTP 200. 4.20.3 carries product changes rather than fixes: the Terraform provider leaves preview, Copilot Editor becomes Pipeline Builder, AI model tiers are renamed, and leader licenses persist across managed node restarts.

◆ Where it's heading

Minors land about every two months (May, July, September), each followed by two or three critical patches, with recent fixes targeting silent failures in ingestion and authentication. 4.20.3 points the other way too: configuration-as-code is maturing through Terraform even after the TypeScript and Go SDKs were discontinued, and the AI features are being repackaged under new names and tiers.

◆ Prediction

A 4.21.0 minor around November fits the two-month cadence; the entries don't show its content. Terraform looks set to be the supported infrastructure-as-code path.

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 Cribl 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 Cribl or Keboola.

See all Cribl alternatives → · See all Keboola alternatives →

Recent activity from Cribl 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. 3d agoCriblCribl Stream 4.20.4: Cribl.Cloud Leader Apps fix
  4. 6d agoKeboolaKeboola MCP Server: query_data Runs Read-Only Queries Only
  5. 9d agoKeboolaSending API Tokens via Email Will Be Removed on February 4, 2027
  6. 17d agoKeboolaFaster App Starts by Default
  7. 17d agoCriblCribl Stream 4.20.3: Terraform provider GA, Copilot becomes Pipeline Builder
  8. 22d agoKeboolaKai remembers what matters: shared team memory
  9. 22d agoCriblCribl Stream 4.20.2: JSON breaker no longer silently drops records
  10. 1mo agoCriblCribl Stream 4.20.1: five critical 4.20.0 regressions patched
  11. 1mo agoCriblCribl Stream 4.20.0
  12. 2mo agoCriblCribl Stream 4.19.2: OAuth secret expressions and HTTP retries fixed

Frequently asked questions

What is the difference between Cribl and Keboola?

They serve adjacent needs but don't currently overlap on shipped themes. Cribl and Keboola are shipping at a similar cadence (velocity 5.0 vs 5.0, both within Sparkpulse's "active" band). See the at-a-glance table above for a side-by-side breakdown of velocity, recent sparks, and editorial themes.

Is Cribl better than Keboola?

Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. Cribl and Keboola are shipping at a similar cadence (velocity 5.0 vs 5.0, both within Sparkpulse's "active" band). For your specific use case, the alternatives sections above list other Analytics products to evaluate alongside.

What are the best alternatives to Cribl?

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