140 Analytics tools tracked by Sparkpulse, ranked by velocity_score — a blend of release cadence and editorial spark count. Updated continuously as new releases ship.
Data analytics and business intelligence
Updated Sep 26, 2026
In 2026, Sparkpulse tracks 140 Analytics products and ranks them by shipping velocity — how frequently each ships meaningful updates, measured from official changelogs rather than editorial opinion. The highest-velocity Analytics tools by score right now are Basedash, Holistics and Lightdash, though no single product dominated shipping this period. Across the sector, 10 meaningful releases shipped in the last 30 days.
How this ranking works: Rankings are based on shipping velocity — how frequently each product released meaningful updates in the last 30 days, verified from official changelogs, GitHub releases, and RSS feeds. It is a measure of momentum, not popularity or revenue.
10 products ranked by velocity_score (sector-relative cadence + 30d spark count). Tap a row for the full trajectory.
Why each leader ranks where it does — generated from release data and updated as new versions ship.
Basedash holds the top velocity score in Analytics this period; its most recent meaningful update was “Introducing Basedash MCP write: build charts from anywhere”. Its velocity score of 8.8 out of 10 blends release cadence with a 30-day spark count, verified against its official changelog. Basedash makes its MCP server writable — AI agents can now author dashboards on your behalf.
Holistics ranks #2 in Analytics by velocity score in 2026. Its most recent meaningful update was “Holistics integrates Snowflake and Databricks semantic layers”. Its velocity score of 7.5 out of 10 blends release cadence with a 30-day spark count, verified against its official changelog. Holistics connects to warehouse-native semantic layers, shifting from semantic owner to governed exploration layer.
Lightdash ranks #3 in Analytics by velocity score in 2026. Its most recent meaningful update was “🧩 Build your own chart types”. Its velocity score of 7.5 out of 10 blends release cadence with a 30-day spark count, verified against its official changelog. Lightdash ships AI-described custom chart types and a content governance overhaul in one week.
dbt Core ranks #4 in Analytics by velocity score in 2026. Its most recent meaningful update was “dbt v2.0.0”. Its velocity score of 7.5 out of 10 blends release cadence with a 30-day spark count, verified against its official changelog. Dbt 2.0 ships — proprietary binary forks from dbt-oss as AI agent skills land.
Omni ranks #5 in Analytics by velocity score in 2026. Its most recent meaningful update was “Omni: dbt on Trino and MCP app management tools land together”. Its velocity score of 7.5 out of 10 blends release cadence with a 30-day spark count, verified against its official changelog. Omni ships dbt on Trino and MCP app management, extending AI-native BI coverage.
Fulcrum ranks #8 in Analytics by velocity score in 2026. Its velocity score of 6.3 out of 10 blends release cadence with a 30-day spark count, verified against its official changelog. Fulcrum's Photo FastFill alpha matures across mobile while an MCP server arrives in Labs.
OpenObserve ranks #9 in Analytics by velocity score in 2026. Its velocity score of 6.3 out of 10 blends release cadence with a 30-day spark count, verified against its official changelog. OpenObserve hits v1.0 GA with first-class AI Observability and SLOs, then stabilizes fast.
Hex ranks #10 in Analytics by velocity score in 2026. Its most recent meaningful update was “Publish eval suites, skip approvals, and build Hex projects from your chat agent”. Its velocity score of 6.3 out of 10 blends release cadence with a 30-day spark count, verified against its official changelog. Hex's chat agent can now build and publish Hex projects — analytics is going fully agentic.
No single Analytics tool dominated shipping this period. Basedash holds the top velocity score (8.8/10) — a blend of longer-term release cadence and recent updates — while it shipped 1 meaningful update in the last 30 days.
Across the 140 Analytics products Sparkpulse tracks, 10 meaningful releases (sparks) shipped in the last 30 days. The most active shippers were Basedash, Holistics and Lightdash.
Sparkpulse tracks 140 Analytics products, 30 with full editorial commentary, updated continuously as new releases ship.
Rankings are based on shipping velocity — how frequently each product released meaningful updates in the last 30 days, verified from official changelogs, GitHub releases, and RSS feeds. It is a measure of momentum, not popularity or revenue.