Apache Superset Community Update: February 2026
Blog post from Preset
February 2026 was a significant month for the Apache Supersetâ„¢ community, with 48 contributors merging 330 pull requests, impacting various components of the platform. Key enhancements included the introduction of Progressive Web App support, allowing Superset to function as a native desktop application, and the Global Task Framework, which standardized background task management. The dashboard experience was improved with an advanced auto-refresh system and chart error transparency. MCP AI integration was enhanced with safety and capability upgrades, while the Dataset Folders editor saw refinements in drag-and-drop management. Security was bolstered through a comprehensive audit addressing SQL injection and other vulnerabilities. The SQL Lab and data exploration tools received bug fixes and performance enhancements, and new database engine support was added for Apache Phoenix and IoTDB. February's updates also included significant test coverage improvements, dependency updates, and developer experience enhancements, with a notable contribution from first-time contributors.
| Trend | Post Mentions | Total Month Mentions | Posts | Companies | MoM |
|---|---|---|---|---|---|
| MCP | 8 | 6,394 | 697 | 182 | +53% |
| Real-time | 3 | 13,979 | 3,441 | 296 | +113% |
| Developer Experience | 2 | 963 | 451 | 130 | +91% |
| LLM | 2 | 7,531 | 1,250 | 268 | +26% |
| AI Agents | 1 | 7,403 | 1,426 | 278 | +69% |
| Kubernetes | 1 | 2,478 | 412 | 128 | +56% |
| Observability | 1 | 4,660 | 984 | 209 | +14% |
| Secrets Management | 1 | 1,946 | 398 | 127 | +28% |
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