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dbt Core vs Microsoft Clarity

A side-by-side editorial comparison of dbt Core and Microsoft Clarity — release velocity, themes, recent moves, and the top alternatives to consider.

dbt Core vs Microsoft Clarity: at a glance

Featuredbt CoreMicrosoft Clarity
SectorAnalyticsAnalytics
Velocity score5.05.0
Sparks · 30d00
Top themesfusion-migration, v2-transition, python-support, adaptersai-visibility, agent-traffic, web-analytics, bot-analytics
Last editorial update8h ago1h ago
WebsiteVisit →Visit →

What is dbt Core?

dbt-core 1.13 drops Python 3.10 and learns to tolerate v2-only project config.

dbt 2.0 GA split the project into a proprietary 'dbt' binary and dbt-oss, and the 1.x line now works as a bridge to it. The 1.13 beta added an opt-in --use-v2-parser backed by the Fusion parser, 1.12.6 prints a v2 notice on dbt --version, and the 1.13.0 release candidate drops Python 3.10 while accepting v2-only keys in dbt_project.yml and ignoring v2 'checks' nodes in --state manifests.

Read the full dbt Core trajectory →

What is Microsoft Clarity?

Clarity pitches one view of agents, LLM referrals and human visitors.

Microsoft Clarity has spent the year on AI visibility: citation topics, branded vs non-branded query splits, scrape-to-referral attribution, custom brand terms and page-type classification for bots. A November 4 post frames the product as covering three journeys at once: AI agents acting on a site, LLMs recommending it, and people browsing it. The post's feed excerpt names agent activity and faster answers from site data but gives no release details.

Read the full Microsoft Clarity trajectory →

dbt Core vs Microsoft Clarity: editorial side-by-side

D
dbt Core
ANALYTICS
5.0

dbt-core 1.13 drops Python 3.10 and learns to tolerate v2-only project config.

◆ Current state

dbt 2.0 GA split the project into a proprietary 'dbt' binary and dbt-oss, and the 1.x line now works as a bridge to it. The 1.13 beta added an opt-in --use-v2-parser backed by the Fusion parser, 1.12.6 prints a v2 notice on dbt --version, and the 1.13.0 release candidate drops Python 3.10 while accepting v2-only keys in dbt_project.yml and ignoring v2 'checks' nodes in --state manifests.

◆ Where it's heading

Each 1.x release makes mixed v1/v2 projects less painful: shared config files, shared manifests and a shared parser. The 1.x line looks set to stay maintained mainly as a migration path, with compatibility shims rather than new modelling features.

◆ Prediction

1.13.0 final is likely within weeks, with the v2 parser still opt-in; the bigger question the entries leave open is when 1.x stops getting feature work.

M5.0

Clarity pitches one view of agents, LLM referrals and human visitors.

◆ Current state

Microsoft Clarity has spent the year on AI visibility: citation topics, branded vs non-branded query splits, scrape-to-referral attribution, custom brand terms and page-type classification for bots. A November 4 post frames the product as covering three journeys at once: AI agents acting on a site, LLMs recommending it, and people browsing it. The post's feed excerpt names agent activity and faster answers from site data but gives no release details.

◆ Where it's heading

The October study of 5.2 million AI-powered sessions has become positioning: Clarity is moving from measuring AI crawlers to measuring agents that click and buy. Analytics on agent behavior is the next layer on top of its AI visibility dashboards.

◆ Prediction

Expect a concrete agent-activity report or dashboard with documented fields; the feed excerpt does not confirm whether one has shipped yet.

Alternatives to dbt Core and Microsoft Clarity

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 dbt Core or Microsoft Clarity.

See all dbt Core alternatives → · See all Microsoft Clarity alternatives →

Recent activity from dbt Core and Microsoft Clarity

Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.

  1. 1d agoMicrosoft ClarityClarity ties AI agent, LLM referral and human visit data together
  2. 1d agodbt Coredbt-core 1.13 RC drops Python 3.10, accepts v2-only config
  3. 7d agoMicrosoft ClarityWhat AI Agents Do on Websites: Insights From 5.2 Million Sessions
  4. 7d agoMicrosoft ClarityHow We Made clarity.js 4.5% Smaller Without Sacrificing Compatibility
  5. 22d agodbt Coredbt 1.12.6 points users to v2 and fixes Fusion parser logging
  6. 22d agodbt Coredbt 1.11.16 fixes nested wildcard selectors, adds tarball path check
  7. 22d agodbt Coredbt-core 1.13 beta adds opt-in Fusion parser and dbt login
  8. 1mo agoMicrosoft ClarityHow We Use an AI Skill to Ship Clarity Releases with Confidence
  9. 1mo agoMicrosoft ClarityCustomize Your Brand Terms in Microsoft Clarity AI Visibility
  10. 1mo agodbt CoreLake Compute gains Databricks Unity Catalog read access
  11. 1mo agoMicrosoft ClarityIntroducing Page Classification in Clarity Bot Activity
  12. 1mo agodbt Coredbt v2.0.0 ⚡

Frequently asked questions

What is the difference between dbt Core and Microsoft Clarity?

They serve adjacent needs but don't currently overlap on shipped themes. dbt Core and Microsoft Clarity are shipping at a similar cadence (velocity 5.0 vs 5.0, both within Sparkpulse's "active" band). See the at-a-glance table above for a side-by-side breakdown of velocity, recent sparks, and editorial themes.

Is dbt Core better than Microsoft Clarity?

Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. dbt Core and Microsoft Clarity are shipping at a similar cadence (velocity 5.0 vs 5.0, both within Sparkpulse's "active" band). For your specific use case, the alternatives sections above list other Analytics products to evaluate alongside.

What are the best alternatives to dbt Core?

Top dbt Core alternatives in Analytics are ranked by recent ship velocity. Browse the "dbt Core alternatives" section above for the current picks, or visit /alternatives/dbt-core for the full list with editorial commentary on each.

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.