ANALYTICS
Usermaven is turning product analytics into something you query by chat and feed from anywhere.
Alternatives · analytics tools
Apache Storm alternatives
The best Apache Storm alternatives in analytics tools, ranked by Sparkpulse's velocity_score.
Updated Aug 9, 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 1 meaningful update 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 1h 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
Axiom is rebuilding observability so an AI agent, not a human, can be the first user.
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Basedash is turning its AI analyst into an API other products build on.
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Dagster's declarative automation grows past assets while the UI is rebuilt for scale.
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AgencyAnalytics is rebuilding itself around AgencyAI, and just gave it a reusable skill layer.
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Tinybird is retiring Classic on a clock while stacking capability into Forward
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Fulcrum is consolidating its whole mapping stack on Esri, and retiring Google Maps to finish it.
ANALYTICS
OpenCTI is turning its connector catalog into a marketplace with a support tier attached.
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One release turns a telemetry store into synthetics, workflows, and AI observability.
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Chord rebuilt Copilot, renamed it, and let it start building the audiences it used to describe
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MotherDuck is building the governance layer its agent-native pipelines already needed.
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A deprecation sweep and hive-partition join rewrites, shipped on two trains at once.
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 | 1 | stream-processingmodernizationsecurity | Storm 3.0 drops Clojure entirely and moves to Java 21 |
| Usermaven | 7.5 | 2 | mcpproduct-analyticsattribution | 🤖 Usermaven now speaks MCP: connect your workspace to any AI client |
| Axiom | 6.3 | 1 | observabilityagent-nativemcp | Agent-created orgs, richer charts, sharper queries |
| Basedash | 6.3 | 1 | embedded analyticsapi platformai analyst | Introducing the Basedash developer platform |
| Dagster | 6.3 | 1 | declarative-automationasset-orchestrationui-scale | Declarative Automation can now launch jobs (preview) |
| AgencyAnalytics | 6.3 | 1 | agency-reportingai-assistantcustom-skills | Skills in AgencyAI |
| Tinybird | 6.3 | 1 | clickhouseplatform-migrationingestion | Tinybird Classic sunset for Free and Developer plans |
| Fulcrum | 6.3 | 0 | field-data-collectiongisesri-migration | — |
| OpenCTI | 6.3 | 1 | threat-intelligenceconnector-marketplaceenterprise-edition | Connector catalog becomes a faceted marketplace |
| OpenObserve | 6.3 | 1 | ai observabilitysynthetic monitoringincident workflows | v0.92.0 adds synthetic monitoring, workflows, and AI observability |
| Chord | 6.3 | 1 | cdpagent-nativeaudience-building | Chord AI builds and names audiences from a conversation |
| MotherDuck | 6.3 | 1 | agent-nativemcpdata-pipelines | Guides: org context agents read automatically through MCP |
| Polars | 5.0 | 0 | dataframesquery-optimizationdeprecations | — |
The 12 best Apache Storm alternatives, in depth
1. Usermaven · velocity 7.5
Usermaven is turning product analytics into something you query by chat and feed from anywhere.
Over the last 30 days Usermaven shipped 2 meaningful updates vs Apache Storm's 1, most recently “🤖 Usermaven now speaks MCP: connect your workspace to any AI client”. Its velocity score of 7.5/10 blends that with longer-term release cadence.
Where Apache Storm leans on stream processing, modernization and security, Usermaven focuses on mcp, product analytics and attribution.
Over the last 30 days Usermaven has been shipping faster than Apache Storm — a point in its favour if release momentum matters to you.
Full Usermaven trajectory → · Compare Apache Storm vs Usermaven →
2. Axiom · velocity 6.3
Axiom is rebuilding observability so an AI agent, not a human, can be the first user.
Over the last 30 days Axiom shipped 1 meaningful update vs Apache Storm's 1, most recently “Agent-created orgs, richer charts, sharper queries”. Its velocity score of 6.3/10 blends that with longer-term release cadence.
Where Apache Storm leans on stream processing, modernization and security, Axiom focuses on observability, agent native and mcp.
Axiom and Apache Storm have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
3. Basedash · velocity 6.3
Basedash is turning its AI analyst into an API other products build on.
Over the last 30 days Basedash shipped 1 meaningful update vs Apache Storm's 1, most recently “Introducing the Basedash developer platform”. Its velocity score of 6.3/10 blends that with longer-term release cadence.
Where Apache Storm leans on stream processing, modernization and security, Basedash focuses on embedded analytics, api platform and ai analyst.
Basedash 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 Basedash trajectory → · Compare Apache Storm vs Basedash →
4. Dagster · velocity 6.3
Dagster's declarative automation grows past assets while the UI is rebuilt for scale.
Over the last 30 days Dagster shipped 1 meaningful update vs Apache Storm's 1, most recently “Declarative Automation can now launch jobs (preview)”. Its velocity score of 6.3/10 blends that with longer-term release cadence.
Where Apache Storm leans on stream processing, modernization and security, Dagster focuses on declarative automation, asset orchestration and ui scale.
Dagster 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 Dagster trajectory → · Compare Apache Storm vs Dagster →
5. AgencyAnalytics · velocity 6.3
AgencyAnalytics is rebuilding itself around AgencyAI, and just gave it a reusable skill layer.
Over the last 30 days AgencyAnalytics shipped 1 meaningful update vs Apache Storm's 1, most recently “Skills in AgencyAI”. Its velocity score of 6.3/10 blends that with longer-term release cadence.
Where Apache Storm leans on stream processing, modernization and security, AgencyAnalytics focuses on agency reporting, ai assistant and custom skills.
AgencyAnalytics 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 AgencyAnalytics trajectory → · Compare Apache Storm vs AgencyAnalytics →
6. Tinybird · velocity 6.3
Tinybird is retiring Classic on a clock while stacking capability into Forward.
Over the last 30 days Tinybird shipped 1 meaningful update vs Apache Storm's 1, most recently “Tinybird Classic sunset for Free and Developer plans”. Its velocity score of 6.3/10 blends that with longer-term release cadence.
Where Apache Storm leans on stream processing, modernization and security, Tinybird focuses on clickhouse, platform migration and ingestion.
Tinybird 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 Tinybird trajectory → · Compare Apache Storm vs Tinybird →
7. Fulcrum · velocity 6.3
Fulcrum is consolidating its whole mapping stack on Esri, and retiring Google Maps to finish it.
Over the last 30 days Fulcrum shipped 0 meaningful updates vs Apache Storm's 1. 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, gis and esri migration.
Fulcrum has shipped fewer meaningful updates than Apache Storm in the last 30 days, so weigh it on fit and feature depth rather than recent pace.
Full Fulcrum trajectory → · Compare Apache Storm vs Fulcrum →
8. OpenCTI · velocity 6.3
OpenCTI is turning its connector catalog into a marketplace with a support tier attached.
Over the last 30 days OpenCTI shipped 1 meaningful update vs Apache Storm's 1, most recently “Connector catalog becomes a faceted marketplace”. Its velocity score of 6.3/10 blends that with longer-term release cadence.
Where Apache Storm leans on stream processing, modernization and security, OpenCTI focuses on threat intelligence, connector marketplace and enterprise edition.
OpenCTI 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 OpenCTI trajectory → · Compare Apache Storm vs OpenCTI →
9. OpenObserve · velocity 6.3
One release turns a telemetry store into synthetics, workflows, and AI observability.
Over the last 30 days OpenObserve shipped 1 meaningful update vs Apache Storm's 1, most recently “v0.92.0 adds synthetic monitoring, workflows, and AI observability”. Its velocity score of 6.3/10 blends that with longer-term release cadence.
Where Apache Storm leans on stream processing, modernization and security, OpenObserve focuses on ai observability, synthetic monitoring and incident workflows.
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 →
10. Chord · velocity 6.3
Chord rebuilt Copilot, renamed it, and let it start building the audiences it used to describe.
Over the last 30 days Chord shipped 1 meaningful update vs Apache Storm's 1, most recently “Chord AI builds and names audiences from a conversation”. Its velocity score of 6.3/10 blends that with longer-term release cadence.
Where Apache Storm leans on stream processing, modernization and security, Chord focuses on cdp, agent native and audience building.
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.
11. MotherDuck · velocity 6.3
MotherDuck is building the governance layer its agent-native pipelines already needed.
Over the last 30 days MotherDuck shipped 1 meaningful update vs Apache Storm's 1, most recently “Guides: org context agents read automatically through MCP”. Its velocity score of 6.3/10 blends that with longer-term release cadence.
Where Apache Storm leans on stream processing, modernization and security, MotherDuck focuses on agent native, mcp and data pipelines.
MotherDuck 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 MotherDuck trajectory → · Compare Apache Storm vs MotherDuck →
12. Polars · velocity 5.0
A deprecation sweep and hive-partition join rewrites, shipped on two trains at once.
Over the last 30 days Polars shipped 0 meaningful updates vs Apache Storm's 1. Its velocity score of 5.0/10 blends that with longer-term release cadence.
Where Apache Storm leans on stream processing, modernization and security, Polars focuses on dataframes, query optimization and deprecations.
Polars has shipped fewer meaningful updates than Apache Storm in the last 30 days, so weigh it on fit and feature depth rather than recent pace.
Frequently asked questions
What are the best alternatives to Apache Storm?
The top Apache Storm alternatives we currently track in analytics tools are Usermaven, Axiom, Basedash, Dagster, AgencyAnalytics, 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.