Fulcrum
Fulcrum ships MCP server and AI Toolkit to let AI assistants build and query field data forms
Comparison · Analytics
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
What is Cribl?
Cribl Stream 4.20 arrives with performance improvements while 4.19 deprecates TypeScript and Go SDKs.
Cribl Stream is shipping monthly minor releases with significant breaking changes and deprecations alongside performance improvements. Version 4.19.1 announced TypeScript and Go SDK discontinuation, deprecated Smart Mode for Source Persistent Queue, and introduced multiple breaking changes. Version 4.19.2 patched a critical OAuth bug where secret expression strings were sent as literal text instead of resolved values. Version 4.20.0 is now available with new capabilities.
What is Keboola?
Keboola's Kai AI assistant hits GA, completing the pivot from data platform to AI-native pipeline orchestration layer.
Keboola's Kai AI assistant is now generally available for multi-tenant contracted customers, marking the formal transition from experimental feature to production-ready product. The platform is simultaneously navigating Snowflake's forced password authentication deprecation — a platform-level forcing function requiring customer migrations before September 7. Recent work also includes the MCP server gaining unified cross-project authentication, which enables AI coding assistants to act as first-class operators across a full Keboola stack.
Cribl vs Keboola: editorial side-by-side
Cribl
5.0ANALYTICS
Cribl Stream 4.20 arrives with performance improvements while 4.19 deprecates TypeScript and Go SDKs.
◆ Current state
Cribl Stream is shipping monthly minor releases with significant breaking changes and deprecations alongside performance improvements. Version 4.19.1 announced TypeScript and Go SDK discontinuation, deprecated Smart Mode for Source Persistent Queue, and introduced multiple breaking changes. Version 4.19.2 patched a critical OAuth bug where secret expression strings were sent as literal text instead of resolved values. Version 4.20.0 is now available with new capabilities.
◆ Where it's heading
Cribl is consolidating its integration surface — retiring language-specific SDKs signals a shift toward API-first or UI-driven configuration rather than programmatic setup. The cadence of breaking changes in consecutive releases (IPv6 binding, Cribl.Cloud 404 changes, SDK discontinuation) suggests the team is accelerating architectural cleanup before a larger platform consolidation.
◆ Prediction
The SDK deprecation will drive customers toward Cribl's official API or UI-based configuration; expect a 4.20 cycle focused on API completeness to support that migration.
Keboola
7.5ANALYTICS
Keboola's Kai AI assistant hits GA, completing the pivot from data platform to AI-native pipeline orchestration layer.
◆ Current state
Keboola's Kai AI assistant is now generally available for multi-tenant contracted customers, marking the formal transition from experimental feature to production-ready product. The platform is simultaneously navigating Snowflake's forced password authentication deprecation — a platform-level forcing function requiring customer migrations before September 7. Recent work also includes the MCP server gaining unified cross-project authentication, which enables AI coding assistants to act as first-class operators across a full Keboola stack.
◆ Where it's heading
Keboola is building toward a model where AI agents can autonomously manage the data pipeline lifecycle. The MCP server's unified auth is a signal: the target is a world where a developer's coding assistant can browse, create, and modify Keboola pipelines without a human navigating the UI. Kai GA and the MCP expansion are the same thesis from two directions — AI as interface, not AI as feature. Branched storage expansion to BigQuery and Flows improvements in the background are the operational stability layer those agents will depend on.
◆ Prediction
Kai gaining the ability to create and modify Flows, and the MCP server expanding its coverage to transformation and workspace management, are the two most visible next moves. The Branched Storage on BigQuery release is a prerequisite for Branches 2.0 approval workflows, which would give Kai a way to propose and commit pipeline changes with human review gates.
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.
Holistics
Holistics builds AI governance and docs-as-analytics in parallel, shipping both weekly
dbt Core
dbt 2.0 enters final RC with beta Snowflake interactive_table materialization and full ClickHouse MV support.
OpenHouse
OpenHouse breaks ground on Iceberg views while tightening storage lifecycle and authorization
Lightdash
Lightdash is cutting its dbt dependency and building AI-powered authoring into every layer of its BI stack.
Omni
Omni's Apps reach general availability, completing its embedded analytics platform pitch.
See all Cribl alternatives → · See all Keboola alternatives →
Recent activity from Cribl and Keboola
Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.
- 1d agoKeboolaKai is Now Generally Available (Multi-Tenant, Contracted Customers) ⚡
- 6d agoKeboolaMigrate Snowflake Workspaces from Password to Key Pair Auth
- 8d agoCriblCribl Stream 4.20.0
- 22d agoKeboolaKeboola MCP: Log In Once, Work Across Every Project ⚡
- 27d agoKeboolaPython 3.10 Deprecation for Streamlit Apps (September 2026)
- 27d agoCriblCribl Stream 4.19.2
- 1mo agoKeboolaFlows: New Condition Operators and Run Selected Tasks
- 1mo agoCriblCribl Stream 4.19.1: TypeScript and Go SDK discontinued, Smart Mode PQ deprecated
- 1mo agoKeboolaBranched Storage on BigQuery
- 2mo agoCriblCribl Stream 4.19.0
- 3mo agoCriblCribl Stream 4.18.2
- 3mo agoCriblCribl Stream 4.18.1
Frequently asked questions
What is the difference between Cribl and Keboola?
They serve adjacent needs but don't currently overlap on shipped themes. Keboola is currently shipping more aggressively (velocity 7.5 vs 5.0), with 2 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 Cribl better than Keboola?
Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. Keboola is currently shipping more aggressively (velocity 7.5 vs 5.0), with 2 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 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.