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 16, 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, Lightdash and Holistics, 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.
Lightdash ranks #2 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 is cutting its dbt dependency and building AI-powered authoring into every layer of its BI stack.
Holistics ranks #3 in Analytics by velocity score in 2026. Its most recent meaningful update was “ð Markdown: updated to be part of your analytics”. Its velocity score of 7.5 out of 10 blends release cadence with a 30-day spark count, verified against its official changelog. Holistics is weaving AI governance and proactive alerting into its analytics semantic layer.
Keboola ranks #4 in Analytics by velocity score in 2026. Its most recent meaningful update was “Kai is Now Generally Available (Multi-Tenant, Contracted Customers)”. Its velocity score of 7.5 out of 10 blends release cadence with a 30-day spark count, verified against its official changelog. Keboola's Kai AI assistant hits GA, completing the pivot from data platform to AI-native pipeline orchestration layer.
OpenHouse ranks #8 in Analytics by velocity score in 2026. Its most recent meaningful update was “v0.5.490: Add entityType discriminator and table-scoped HTS queries (#696)”. Its velocity score of 6.3 out of 10 blends release cadence with a 30-day spark count, verified against its official changelog. OpenHouse breaks ground on Iceberg views while tightening storage lifecycle and authorization.
Fulcrum ranks #9 in Analytics by velocity score in 2026. Its most recent meaningful update was “New! Fulcrum MCP & AI Toolkit (Labs)”. Its velocity score of 6.3 out of 10 blends release cadence with a 30-day spark count, verified against its official changelog. Fulcrum launches MCP + AI Toolkit in Labs, giving AI assistants the ability to build and query Fulcrum forms directly.
Omni ranks #10 in Analytics by velocity score in 2026. Its most recent meaningful update was “Apps Reach General Availability; Dashboard PNG Exports via MCP”. Its velocity score of 6.3 out of 10 blends release cadence with a 30-day spark count, verified against its official changelog. Omni's Apps reach general availability, completing its embedded analytics platform pitch.
No single Analytics tool dominated shipping this period. Basedash holds the top velocity score (10.0/10) — 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, Lightdash and Holistics.
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.