OpenObserve
OpenObserve ships v1.0.0 GA after a five-RC stabilization run, making its enterprise observability play official.
Comparison · Analytics
Hex vs Keboola
A side-by-side editorial comparison of Hex and Keboola — release velocity, themes, recent moves, and the top alternatives to consider.
Hex vs Keboola: at a glance
| Feature | Hex | Keboola |
|---|---|---|
| Sector | Analytics | Analytics |
| Velocity score | 6.3 | 7.5 |
| Sparks · 30d | 1 | 2 |
| Top themes | analytics, ai-agent, generative-apps, byok | data-platform, ai-agents, mcp, etl |
| Last editorial update | 4d ago | 1d ago |
| Website | — | Visit → |
What is Hex?
Hex is making its AI agent programmable and its generated apps directly editable.
Hex has moved firmly into AI-native analytics, where the primary workflow is instructing an agent to build data apps rather than building them manually. The most recent update adds direct text editing of AI-generated apps, targeted chart updates, and BYOK (bring your own AI provider) — letting teams route agent calls through their own model credentials. The agent can now analyze CSVs sent directly in Slack without opening a notebook.
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.
Hex vs Keboola: editorial side-by-side
Hex
6.3ANALYTICS
Hex is making its AI agent programmable and its generated apps directly editable.
◆ Current state
Hex has moved firmly into AI-native analytics, where the primary workflow is instructing an agent to build data apps rather than building them manually. The most recent update adds direct text editing of AI-generated apps, targeted chart updates, and BYOK (bring your own AI provider) — letting teams route agent calls through their own model credentials. The agent can now analyze CSVs sent directly in Slack without opening a notebook.
◆ Where it's heading
The product is converging on two parallel tracks: making the Hex Agent more accessible across surfaces (CLI, API, Slack, web search) and making AI-generated outputs more trustworthy and editable (direct code access, model transparency, endorsed mode as default). BYOK signals that Hex is de-emphasizing model differentiation and doubling down on workflow depth — the model is a commodity, the workflow is the product.
◆ Prediction
The natural unlock after BYOK and direct app editing is a publishing or distribution primitive — deploying generated apps to external stakeholders without requiring Hex accounts. Alternatively, multi-model orchestration (routing different tasks to different providers) becomes feasible now that the provider layer is abstracted.
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 Hex 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 Hex or Keboola.
dbt Core
dbt 2.0 ships stable with an official OSS/proprietary split and agentic skill loading
Fulcrum
Fulcrum ships MCP server and AI Toolkit to let AI assistants build and query field data forms
Holistics
Holistics builds AI governance and docs-as-analytics in parallel, shipping both weekly
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.
Recent activity from Hex 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
- 6d agoHexMore control over Generative app iteration ⚡
- 20d agoHexChart controls and easier collaboration
- 22d agoKeboolaKeboola MCP: Log In Once, Work Across Every Project ⚡
- 27d agoKeboolaPython 3.10 Deprecation for Streamlit Apps (September 2026)
- 1mo agoHexStart building an app right from your conversation
- 1mo agoKeboolaFlows: New Condition Operators and Run Selected Tasks
- 1mo agoHexTune how the agent runs
- 1mo agoKeboolaBranched Storage on BigQuery
- 1mo agoHexCommand (line) and conquer ⚡
- 1mo agoHexGet hands-on with your generative apps
Frequently asked questions
What is the difference between Hex and Keboola?
They serve adjacent needs but don't currently overlap on shipped themes. Keboola is currently shipping more aggressively (velocity 7.5 vs 6.3), with 2 editorial sparks in the last 30 days against 1. See the at-a-glance table above for a side-by-side breakdown of velocity, recent sparks, and editorial themes.
Is Hex 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 6.3), with 2 editorial sparks in the last 30 days against 1. For your specific use case, the alternatives sections above list other Analytics products to evaluate alongside.
What are the best alternatives to Hex?
Top Hex alternatives in Analytics are ranked by recent ship velocity. Browse the "Hex alternatives" section above for the current picks, or visit /alternatives/hex 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.