Sector

Best Analytics Software in 2026

86 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

Products

Sparks · 30d

With editorial

Weekly report · Jul 6, 2026

Analytics vendors stop bolting AI on and start rebuilding around agents

The dominant pattern this week is not a new feature category but a change in who the customer is. Across the sector, the most directional releases treat an AI agent — not a human analyst — as the primary operator of the platform. MotherDuck shipped agent-native pipelines and MCP-creatable data apps; Apify now lets agents run and pay for its scrapers in USDC

By Yahya TürRead full report →

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Sparkpulse leader table

🏆 Top in Analytics

10 products ranked by velocity_score (sector-relative cadence + 30d spark count). Tap a row for the full trajectory.

View global leaderboard →

RankProductVelocitySparks 30dTrendLast update

#01MMotherDuck7.51 ⚡↗6d ago #02AApify7.51 ⚡↗8d ago #03AAgencyAnalytics6.31 ⚡↗6h ago #04LLightdash6.31 ⚡↗13h ago #05NNeo4j6.31 ⚡↗1d ago #06DDeepnote6.3—↗6d ago #07CChord6.31 ⚡↗6d ago #08UUsermaven6.31 ⚡↗8d ago #09DDovetail6.31 ⚡↗10d ago #10FFulcrum5.0—→45m ago

All other products · 20

Alphabetical. Tap a product to see its trajectory; cards fill in as the editorial commentator processes each one.