152 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 Oct 29, 2026
In 2026, Sparkpulse tracks 152 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 Fulcrum, Holistics and NocoDB, though no single product dominated shipping this period. Across the sector, 4 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.
Fulcrum holds the top velocity score in Analytics this period; its most recent meaningful update was “Insights AI assistant opens to all customers in public beta”. Its velocity score of 6.3 out of 10 blends release cadence with a 30-day spark count, verified against its official changelog. Fulcrum turns on Insights, its AI assistant for field data, for every customer.
Holistics ranks #2 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. Holistics lets admins put a key dashboard on everyone's Home page.
NocoDB ranks #3 in Analytics by velocity score in 2026. Its most recent meaningful update was “2026.09.1 : MCP for Your Whole Account”. Its velocity score of 6.3 out of 10 blends release cadence with a 30-day spark count, verified against its official changelog. NocoDB lets MCP clients connect by signing in and adds workflow run playback in 2026.10.0.
Lightdash ranks #4 in Analytics by velocity score in 2026. Its most recent meaningful update was “🎓 Teach your AI agents reusable skills”. Its velocity score of 6.3 out of 10 blends release cadence with a 30-day spark count, verified against its official changelog. Lightdash opens AI-built chart types to every cloud user, through the app or MCP.
No single Analytics tool dominated shipping this period. Fulcrum holds the top velocity score (6.3/10) — a blend of longer-term release cadence and recent updates — while it shipped 1 meaningful update in the last 30 days.
Across the 152 Analytics products Sparkpulse tracks, 4 meaningful releases (sparks) shipped in the last 30 days. The most active shippers were Fulcrum, Holistics and NocoDB.
Sparkpulse tracks 152 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.