ANALYTICS
Basedash's chat builds entire dashboards now — it's crossed from question-answering into workspace creation.
Alternatives · analytics tools
Apache Storm alternatives
The best Apache Storm alternatives in analytics tools, ranked by Sparkpulse's velocity_score.
Updated Sep 23, 2026
Looking for the best alternatives to Apache Storm? Sparkpulse tracks and ranks 12 alternatives in analytics tools by shipping velocity — how frequently each ships meaningful updates, verified from official changelogs. For reference, Apache Storm shipped 0 meaningful updates in the last 30 days and carries a velocity score of 6.3 out of 10 in 2026. The alternatives below are ranked the same way, so you're comparing real release momentum, not marketing claims.
About Apache Storm
Storm 3.0 finishes removing the Clojure it was built in, and moves to a Java 21 baseline.
Storm is running two lines: a 2.8.x maintenance branch that is mostly Dependabot traffic punctuated by real security releases, and the new 3.0.0 line cut on 22 July. 3.0.0 removes all remaining Clojure from the codebase, raises the baseline to Java 21 (with master already on 25), and ships throughput work — zstd compression for thrift cluster state, tuple compression between workers, and decoupling of the control plane from the data plane on receive queues. The 2.8.6 and 2.8.7 releases earlier in the window carried four CVEs, including a deserialization RCE reachable by any user with topology submission rights.
Velocity 6.3 · Last update 1mo ago
Top 12 alternatives to Apache Storm
Ranked by recent ship velocity. Tap any card for the full editorial breakdown, or pivot to a head-to-head.
ANALYTICS
Omni ships dbt on Trino and MCP app management, extending AI-native BI coverage
ANALYTICS
OpenCTI ships FIPS 140-3 validated image and extends Ask Ariane toward supervised autonomous action
ANALYTICS
Lightdash cuts the dbt cord and lets users describe custom chart types in plain language — two directional moves in one week.
ANALYTICS
dbt 2.0 ships stable with an official OSS/proprietary split and agentic skill loading
ANALYTICS
AgencyAnalytics adds autonomous AI client profiling and historical AI citation tracking — two moves that redefine what the platform can do for agencies.
ANALYTICS
Hex's chat agent can now build and publish Hex projects — analytics is going fully agentic.
ANALYTICS
Holistics rebuilt its navigation, elevated Markdown docs to first-class objects, and added AI query tracing — preparing the BI platform for AI-client usage at…
ANALYTICS
Fulcrum opens its form model to AI agents via MCP — field ops gets an agentic layer
ANALYTICS
OpenObserve ships v1.0 GA with first-class AI observability for LLM workloads
ANALYTICS
TimescaleDB 2.30.0 ships DeferredChunkAppend, cutting last-point query cost from O(n chunks) to O(1)
ANALYTICS
Chord's AI layer gains persistent team memory and write access to the CDP — it can now build audiences mid-conversation.
Apache Storm vs alternatives — shipping velocity at a glance
Velocity score (0–10) and meaningful releases shipped in the last 30 days, from official changelogs. Higher = shipping faster.
| Product | Velocity | Sparks · 30d | Focus areas | Latest release |
|---|---|---|---|---|
| Apache Storm (baseline) | 6.3 | 0 | stream-processingmodernizationsecurity | Storm 3.0 drops Clojure entirely and moves to Java 21 |
| Basedash | 10.0 | 2 | ai-analyticsdata-governanceno-code-bi | Build entire dashboards straight from chat |
| Omni | 7.5 | 2 | ai-native-bianalyticsmcp-integration | Omni: dbt on Trino and MCP app management tools land together |
| OpenCTI | 7.5 | 1 | ctisecuritythreat-intelligence | v7.260907: FIPS 140-3 validated base image + investigation graph entity creation |
| Lightdash | 7.5 | 2 | analyticssemantic-layerdbt-alternative | 🧩 Build your own chart types |
| dbt Core | 7.5 | 1 | analytics-engineeringdata-transformationai-native | dbt v2.0.0 |
| AgencyAnalytics | 7.5 | 2 | agency-reportingai-visibilityseo-analytics | AgencyAI starts building client context automatically |
| Hex | 6.3 | 1 | analyticsai-agentsdata-science | Publish eval suites, skip approvals, and build Hex projects from your chat agent |
| Holistics | 6.3 | 0 | business-intelligenceanalyticsai-governance | — |
| Fulcrum | 6.3 | 1 | field-data-collectionmcp-integrationai-tooling | New! Fulcrum MCP & AI Toolkit (Labs) |
| OpenObserve | 6.3 | 0 | ai-observabilityobservabilityllm-monitoring | — |
| TimescaleDB | 6.3 | 1 | time-seriespostgresqlquery-performance | TimescaleDB 2.30.0: last-point queries now run in constant time |
| Chord | 6.3 | 0 | cdpecommerce-analyticsai-agents | Ask Chord gets persistent team memory across conversations |
The 12 best Apache Storm alternatives, in depth
1. Basedash · velocity 10.0
Basedash's chat builds entire dashboards now — it's crossed from question-answering into workspace creation.
Over the last 30 days Basedash shipped 2 meaningful updates vs Apache Storm's 0, most recently “Build entire dashboards straight from chat”. Its velocity score of 10.0/10 blends that with longer-term release cadence.
Where Apache Storm leans on stream processing, modernization and security, Basedash focuses on ai analytics, data governance and no code bi.
Over the last 30 days Basedash has been shipping faster than Apache Storm — a point in its favour if release momentum matters to you.
Full Basedash trajectory → · Compare Apache Storm vs Basedash →
2. Omni · velocity 7.5
Omni ships dbt on Trino and MCP app management, extending AI-native BI coverage.
Over the last 30 days Omni shipped 2 meaningful updates vs Apache Storm's 0, most recently “Omni: dbt on Trino and MCP app management tools land together”. Its velocity score of 7.5/10 blends that with longer-term release cadence.
Where Apache Storm leans on stream processing, modernization and security, Omni focuses on ai native bi, analytics and mcp integration.
Over the last 30 days Omni has been shipping faster than Apache Storm — a point in its favour if release momentum matters to you.
3. OpenCTI · velocity 7.5
OpenCTI ships FIPS 140-3 validated image and extends Ask Ariane toward supervised autonomous action.
Over the last 30 days OpenCTI shipped 1 meaningful update vs Apache Storm's 0, most recently “v7.260907: FIPS 140-3 validated base image + investigation graph entity creation”. Its velocity score of 7.5/10 blends that with longer-term release cadence.
Where Apache Storm leans on stream processing, modernization and security, OpenCTI focuses on cti, security and threat intelligence.
Over the last 30 days OpenCTI has been shipping faster than Apache Storm — a point in its favour if release momentum matters to you.
Full OpenCTI trajectory → · Compare Apache Storm vs OpenCTI →
4. Lightdash · velocity 7.5
Lightdash cuts the dbt cord and lets users describe custom chart types in plain language — two directional moves in one week.
Over the last 30 days Lightdash shipped 2 meaningful updates vs Apache Storm's 0, most recently “🧩 Build your own chart types”. Its velocity score of 7.5/10 blends that with longer-term release cadence.
Where Apache Storm leans on stream processing, modernization and security, Lightdash focuses on analytics, semantic layer and dbt alternative.
Over the last 30 days Lightdash has been shipping faster than Apache Storm — a point in its favour if release momentum matters to you.
Full Lightdash trajectory → · Compare Apache Storm vs Lightdash →
5. dbt Core · velocity 7.5
Dbt 2.0 ships stable with an official OSS/proprietary split and agentic skill loading.
Over the last 30 days dbt Core shipped 1 meaningful update vs Apache Storm's 0, most recently “dbt v2.0.0”. Its velocity score of 7.5/10 blends that with longer-term release cadence.
Where Apache Storm leans on stream processing, modernization and security, dbt Core focuses on analytics engineering, data transformation and ai native.
Over the last 30 days dbt Core has been shipping faster than Apache Storm — a point in its favour if release momentum matters to you.
Full dbt Core trajectory → · Compare Apache Storm vs dbt Core →
6. AgencyAnalytics · velocity 7.5
AgencyAnalytics adds autonomous AI client profiling and historical AI citation tracking — two moves that redefine what the platform can do for agencies.
Over the last 30 days AgencyAnalytics shipped 2 meaningful updates vs Apache Storm's 0, most recently “AgencyAI starts building client context automatically”. Its velocity score of 7.5/10 blends that with longer-term release cadence.
Where Apache Storm leans on stream processing, modernization and security, AgencyAnalytics focuses on agency reporting, ai visibility and seo analytics.
Over the last 30 days AgencyAnalytics has been shipping faster than Apache Storm — a point in its favour if release momentum matters to you.
Full AgencyAnalytics trajectory → · Compare Apache Storm vs AgencyAnalytics →
7. Hex · velocity 6.3
Hex's chat agent can now build and publish Hex projects — analytics is going fully agentic.
Over the last 30 days Hex shipped 1 meaningful update vs Apache Storm's 0, most recently “Publish eval suites, skip approvals, and build Hex projects from your chat agent”. Its velocity score of 6.3/10 blends that with longer-term release cadence.
Where Apache Storm leans on stream processing, modernization and security, Hex focuses on analytics, ai agents and data science.
Over the last 30 days Hex has been shipping faster than Apache Storm — a point in its favour if release momentum matters to you.
8. Holistics · velocity 6.3
Holistics rebuilt its navigation, elevated Markdown docs to first-class objects, and added AI query tracing — preparing the BI platform for AI-client usage at enterprise scale.
Its velocity score of 6.3/10 reflects longer-term release cadence.
Where Apache Storm leans on stream processing, modernization and security, Holistics focuses on business intelligence, analytics and ai governance.
Holistics and Apache Storm have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
Full Holistics trajectory → · Compare Apache Storm vs Holistics →
9. Fulcrum · velocity 6.3
Fulcrum opens its form model to AI agents via MCP — field ops gets an agentic layer.
Over the last 30 days Fulcrum shipped 1 meaningful update vs Apache Storm's 0, most recently “New! Fulcrum MCP & AI Toolkit (Labs)”. Its velocity score of 6.3/10 blends that with longer-term release cadence.
Where Apache Storm leans on stream processing, modernization and security, Fulcrum focuses on field data collection, mcp integration and ai tooling.
Over the last 30 days Fulcrum has been shipping faster than Apache Storm — a point in its favour if release momentum matters to you.
Full Fulcrum trajectory → · Compare Apache Storm vs Fulcrum →
10. OpenObserve · velocity 6.3
OpenObserve ships v1.0 GA with first-class AI observability for LLM workloads.
Its velocity score of 6.3/10 reflects longer-term release cadence.
Where Apache Storm leans on stream processing, modernization and security, OpenObserve focuses on ai observability, observability and llm monitoring.
OpenObserve and Apache Storm have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
Full OpenObserve trajectory → · Compare Apache Storm vs OpenObserve →
11. TimescaleDB · velocity 6.3
TimescaleDB 2.30.0 ships DeferredChunkAppend, cutting last-point query cost from O(n chunks) to O(1).
Over the last 30 days TimescaleDB shipped 1 meaningful update vs Apache Storm's 0, most recently “TimescaleDB 2.30.0: last-point queries now run in constant time”. Its velocity score of 6.3/10 blends that with longer-term release cadence.
Where Apache Storm leans on stream processing, modernization and security, TimescaleDB focuses on time series, postgresql and query performance.
Over the last 30 days TimescaleDB has been shipping faster than Apache Storm — a point in its favour if release momentum matters to you.
Full TimescaleDB trajectory → · Compare Apache Storm vs TimescaleDB →
12. Chord · velocity 6.3
Chord's AI layer gains persistent team memory and write access to the CDP — it can now build audiences mid-conversation.
Its velocity score of 6.3/10 reflects longer-term release cadence; its most recent meaningful update was “Ask Chord gets persistent team memory across conversations”.
Where Apache Storm leans on stream processing, modernization and security, Chord focuses on cdp, ecommerce analytics and ai agents.
Chord and Apache Storm have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
Frequently asked questions
What are the best alternatives to Apache Storm?
The top Apache Storm alternatives we currently track in analytics tools are Basedash, Omni, OpenCTI, Lightdash, dbt Core, ranked by recent ship velocity.
How is this list of Apache Storm alternatives ranked?
Alternatives are ranked by Sparkpulse's velocity_score — release cadence + 30-day spark count + sector-relative ship rate.
Can I compare Apache Storm directly with one of these alternatives?
Yes — every card has a "Compare with Apache Storm" link to a side-by-side /compare page.