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Comparison · Analytics
Microsoft Clarity vs Apache Storm
A side-by-side editorial comparison of Microsoft Clarity and Apache Storm — release velocity, themes, recent moves, and the top alternatives to consider.
Microsoft Clarity vs Apache Storm: at a glance
What is Microsoft Clarity?
Microsoft Clarity builds out AI visibility analytics with bot page classification
Microsoft Clarity has pivoted materially toward AI crawl and citation analytics over the past several months. The product now surfaces AI-specific metrics across three surfaces: bot traffic analysis (page classification, robots.txt violation tracking), citation dashboards (branded vs. non-branded queries, topic grouping), and referral attribution (which AI crawlers drive actual site visits). This is no longer just a heatmap and session recording tool — AI visibility analytics is now a distinct product pillar.
What is 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.
Microsoft Clarity vs Apache Storm: editorial side-by-side
Microsoft Clarity
5.0ANALYTICS
Microsoft Clarity builds out AI visibility analytics with bot page classification
◆ Current state
Microsoft Clarity has pivoted materially toward AI crawl and citation analytics over the past several months. The product now surfaces AI-specific metrics across three surfaces: bot traffic analysis (page classification, robots.txt violation tracking), citation dashboards (branded vs. non-branded queries, topic grouping), and referral attribution (which AI crawlers drive actual site visits). This is no longer just a heatmap and session recording tool — AI visibility analytics is now a distinct product pillar.
◆ Where it's heading
Clarity is building an analytics layer for the AI search era, measuring how AI systems consume and cite content rather than only how humans navigate it. The consistent weekly shipping cadence in this space — page classification, scrape-to-referral, topic insights, query segmentation — signals deliberate expansion, not experiments. The next logical layer is competitive benchmarking: how does your site's AI citation share compare against peers by topic?
◆ Prediction
Clarity will add competitive benchmarking for AI citation share across topic areas, mirroring how traditional SEO tools provide keyword gap analysis against competitors.
Apache Storm
6.3ANALYTICS
Storm 3.0 finishes removing the Clojure it was built in, and moves to a Java 21 baseline.
◆ Current state
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.
◆ Where it's heading
The project is converting itself from a legacy JVM codebase into an ordinary modern Java one, and the 3.0 work shows where that energy goes next: scheduling and queueing. Recent PRs add AIMD dynamic batch sizing to JCQueue, jitter metrics and a jitter-aware stream grouping, round-robin rebalance onto returning supervisors, and several fixes for stale or orphaned worker heartbeats. Alongside that, the distribution is being slimmed — optional Hadoop and Kafka dependencies were unbundled and shared jars de-duplicated. The 2.x branch is being kept alive for security and dependency currency, not for features.
◆ Prediction
Expect 3.0.x point releases to concentrate on the scheduler and worker-lifecycle fixes that 3.0.0 opened up, and expect the 2.8.x line to keep receiving CVE backports while feature work stays on 3.x. The Java 25 baseline already on master suggests the next minor will move the floor again.
Alternatives to Microsoft Clarity and Apache Storm
Other Analytics products tracked by Sparkpulse, ranked by recent ship velocity. Each card links to a full editorial trajectory and lets you pivot into a head-to-head comparison with either Microsoft Clarity or Apache Storm.
Keboola
Keboola's AI data assistant Kai reaches GA for multi-tenant customers, with MCP one-click login simplifying AI tool access across projects.
Hex
Hex's chat agent can now build and publish Hex projects — analytics is going fully agentic.
Cribl
Cribl Stream patches five 4.20.0 regressions while quietly shrinking its SDK surface.
OpenReplay
OpenReplay handles dynamic HTML root swaps and iterates user journey analytics
Omni
Omni ships dbt on Trino and MCP app management, extending AI-native BI coverage
See all Microsoft Clarity alternatives → · See all Apache Storm alternatives →
Recent activity from Microsoft Clarity and Apache Storm
Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.
- 23h agoMicrosoft ClarityIntroducing Page Classification in Clarity Bot Activity
- 12d agoMicrosoft ClarityHow SaaS Teams Can Use Clarity to Understand Monetization Behavior
- 1mo agoMicrosoft Clarity5 Advanced Queries You Should Try with the Clarity MCP Server
- 1mo agoMicrosoft ClarityUnderstand Which AI Crawlers Drive Real Visits with AI Scrape-to-Referral Insights
- 1mo agoMicrosoft ClaritySee Branded and Non-Branded AI Queries in the Clarity Citations Dashboard
- 2mo agoApache StormStorm 3.0 drops Clojure entirely and moves to Java 21 ⚡
- 2mo agoApache Storm2.8.9 is a dependency sweep with one Flux viewer guard
- 2mo agoApache Storm2.8.8 backports a Kafka topology-lag fix
- 2mo agoMicrosoft ClarityAnalyze AI Citation Queries by Topic
- 5mo agoApache StormTwo TLS CVEs fixed: JVM-wide downgrade and auth bypass
- 5mo agoApache StormDeserialization RCE and stored XSS in the UI are fixed
- 6mo agoApache Storm2.8.5 is dependency upgrades plus small logging fixes
Frequently asked questions
What is the difference between Microsoft Clarity and Apache Storm?
They serve adjacent needs but don't currently overlap on shipped themes. Apache Storm is currently shipping more aggressively (velocity 6.3 vs 5.0), with 0 editorial sparks in the last 30 days against 0. See the at-a-glance table above for a side-by-side breakdown of velocity, recent sparks, and editorial themes.
Is Microsoft Clarity better than Apache Storm?
Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. Apache Storm is currently shipping more aggressively (velocity 6.3 vs 5.0), with 0 editorial sparks in the last 30 days against 0. For your specific use case, the alternatives sections above list other Analytics products to evaluate alongside.
What are the best alternatives to Microsoft Clarity?
Top Microsoft Clarity alternatives in Analytics are ranked by recent ship velocity. Browse the "Microsoft Clarity alternatives" section above for the current picks, or visit /alternatives/microsoft-clarity for the full list with editorial commentary on each.
What are the best alternatives to Apache Storm?
Top Apache Storm alternatives in Analytics are ranked by recent ship velocity. Browse the "Apache Storm alternatives" section above for the current picks, or visit /alternatives/storm for the full list with editorial commentary on each.