Delta Lake
A 4.4.0 tag appears, but the feed carries only its release plumbing
Comparison · Analytics
dbt Core vs VWO
A side-by-side editorial comparison of dbt Core and VWO — release velocity, themes, recent moves, and the top alternatives to consider.
dbt Core vs VWO: at a glance
What is dbt Core?
dbt Fusion's second beta is adapter work: ClickHouse gets materializations, indexes, and catalogs
Fusion 2.0 is in its second beta, and the content has shifted from engine capability to adapter coverage. beta.2 is almost entirely ClickHouse — Dictionary materialization, index definitions, additional settings, a relation-scoped catalog macro that fixes --write-catalog, and a seed nullability fix — plus Entra bearer-token authentication for the Fabric adapter. Behind it sits the August 14 backport wave, which cut releases for 1.1 through 1.8 in a single day to deliver one deprecated-version warning.
What is VWO?
VWO consolidates experimentation, analytics, and AI as the AB Tasty merger surfaces
VWO is broadening from A/B testing into a wider optimization suite: VWO AI to compress insight-to-execution, behavior analytics linked directly to feature experimentation, the VWO Pulse Voice-of-Customer product, and a Go SDK for backend feature flags. Operationally, the AB Tasty merger is now visible — the app is moving from app.vwo.com to app.wingify.com.
dbt Core vs VWO: editorial side-by-side
dbt Core
6.3ANALYTICS
dbt Fusion's second beta is adapter work: ClickHouse gets materializations, indexes, and catalogs
◆ Current state
Fusion 2.0 is in its second beta, and the content has shifted from engine capability to adapter coverage. beta.2 is almost entirely ClickHouse — Dictionary materialization, index definitions, additional settings, a relation-scoped catalog macro that fixes --write-catalog, and a seed nullability fix — plus Entra bearer-token authentication for the Fabric adapter. Behind it sits the August 14 backport wave, which cut releases for 1.1 through 1.8 in a single day to deliver one deprecated-version warning.
◆ Where it's heading
The two ends of this project are pulling apart cleanly. Old branches are being prepared for retirement — a deprecation warning fanned across eight of them, Python 3.8 testing dropped from 1.4 through 1.6 — while Fusion accumulates the adapter breadth it needs to be a credible replacement. beta.1 proved the engine could bind without a catalog; beta.2 is the unglamorous follow-through of making a specific warehouse work properly.
◆ Prediction
Expect further beta releases filling in per-adapter gaps rather than new engine capability, and formal end-of-life notices for the branches that just took the deprecation warning.
VWO
6.3ANALYTICS
VWO consolidates experimentation, analytics, and AI as the AB Tasty merger surfaces
◆ Current state
VWO is broadening from A/B testing into a wider optimization suite: VWO AI to compress insight-to-execution, behavior analytics linked directly to feature experimentation, the VWO Pulse Voice-of-Customer product, and a Go SDK for backend feature flags. Operationally, the AB Tasty merger is now visible — the app is moving from app.vwo.com to app.wingify.com.
◆ Where it's heading
Direction is a unified experimentation-and-insight platform that connects the 'what' (experiments, feature releases) to the 'why' (behavior analytics, VoC feedback), with AI shortening the analysis loop. The merger layers consolidation and infrastructure alignment on top of the feature expansion.
◆ Prediction
Expect tighter integration between VWO AI, behavior analytics, and feature experimentation, plus continued post-merger platform and domain consolidation.
Alternatives to dbt Core and VWO
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 VWO.
distributions3
distributions3 0.3.0 adds sample-based distributions and likelihood derivatives
Basedash
Basedash keeps pushing its data out of the workspace — now to people without accounts
RStudio
RStudio ships through release branches, and the notes are commit messages
Fulcrum
Fulcrum is betting its whole map stack on Esri, with a hard Google Maps cutoff on September 1.
Holistics
Holistics keeps fencing in the AI layer it spent the summer building.
See all dbt Core alternatives → · See all VWO alternatives →
Recent activity from dbt Core and VWO
Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.
- 1d agodbt CoreFusion beta.2 fills in ClickHouse materializations and catalogs
- 5d agodbt Coredbt 1.2.7 backports the deprecated-version warning and old fixes
- 5d agodbt Coredbt 1.1.6 backports the deprecated-version warning and old fixes
- 5d agodbt Coredbt 1.3.8 backports the deprecated-version warning
- 6d agodbt Coredbt 1.4.10 drops Python 3.8 and warns on deprecated versions
- 6d agodbt Coredbt 1.5.12 drops Python 3.8 and warns on deprecated versions
- 2mo agoVWO[Most requested!] Introducing interconnected behavior analytics with feature releases
- 2mo agoVWOImportant Update: VWO Application URL Change from app.vwo.com to app.wingify.com
- 2mo agoVWOOptimization just got 10x faster, deeper, and scalable. Introducing VWO AI. ⚡
- 4mo agoVWOMove beyond individual wins. Understand the true impact of your feature releases.
- 4mo agoVWOMove beyond individual wins. Understand the true impact of your feature releases.
- 4mo agoVWOIntroducing VWO Pulse: Understand Why Users Behave the Way They Do ⚡
Frequently asked questions
What is the difference between dbt Core and VWO?
They serve adjacent needs but don't currently overlap on shipped themes. dbt Core and VWO are shipping at a similar cadence (velocity 6.3 vs 6.3, 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 VWO?
Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. dbt Core and VWO are shipping at a similar cadence (velocity 6.3 vs 6.3, 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 VWO?
Top VWO alternatives in Analytics are ranked by recent ship velocity. Browse the "VWO alternatives" section above for the current picks, or visit /alternatives/vwo for the full list with editorial commentary on each.