Index › IT › Products › dbt · November 2026 Edition
6 categories · Ranked

dbt

dbt is a data transformation product from dbt Labs, used to model data with SQL on top of a data warehouse · getdbt.com ↗

#4Best rank (enterprise)
14/14Models named it
7First choices
3Warnings
November 2026 Edition · all company sizes counted.
Ranked inETL and ELT #4 enterpriseData quality and observability #16Data catalogs and governance #26Data warehouses #23Master data management #35Workflow orchestration #72
What AI models recommend in ETL

Read the same way at every company size.

The standing depends on who is buying. Every model is asked the same questions for each company size.

Why models recommend it

“recommend Cloud-Native ELT tools (like Fivetran, Airbyte, or dbt)”GLM 4.7 FlashX · Negative question · first choice
“Choose Fivetran + dbt if you want a modern, low-maintenance ELT stack”Gemini 3.5 Flash · Comparative question · first choice
“Transform: Use dbt to build tested, documented SQL models”GPT-6 Luna · Paraphrase question · first choice
“My default recommendation: start with dbt’s built-in data tests”GPT-6 Luna · Paraphrase question · first choice

What gives them pause

“dbt's recent model-based pricing controversies, which have drawn significant criticism”DeepSeek V4 Flash · Negative question · warning
“Not a general-purpose extraction and loading tool.”GPT-6 Luna · Comparative question · warning

Also on the shortlist

The products named in the same answers as dbt, over the 125 answers that named it, and how often each was the first choice instead.

What the models named instead of dbt →

A side-by-side page exists where both products are among a category's top eight.

At a glance

Stated on dbt's own site, not checked by Gane.

For
data teams
Price stated
Free Developer plan. Starter at $100/seat/month. Custom Enterprise options.
Starting price
100
Free plan or trial
Create a free account
Integrations
6
Certifications
SOC 2 Type II, ISO 27001, ISO 27017, ISO 27018, ISO 42001, GDPR, CCPA, ISO 27701
Hosting
United States, Germany, Australia, Japan, United Kingdom, Ireland
Customers named
Sweetgreen, Bilt Rewards, Nasdaq, HubSpot, JetBlue, SafetyCulture, McDonald's, Siemens
Visit getdbt.com ↗

How this is measured

Fourteen AI models from 12 labs are asked the same buying questions six ways, for three company sizes. Standings refresh every edition.

Gane sells AI visibility software. No company can pay to change a result.

Read the method →

Sources returned with these answers

The sites and pages the answers that named dbt came back with. A fact about retrieval, not a cause of the answer.

Fourteen of the fourteen models returned a source list in this edition: five return the pages they cited and nine the search results they consulted. These counts come from 90 of the 125 answers that named dbt and are not a share of its labels.

Domains cited

airbyte.com41
integrate.io41
fivetran.com35
hevodata.com32
weld.app23
skyvia.com22
reddit.com20
dataquest.io18
estuary.dev16
funnel.io12

260 of the 260 domain citations in answers naming dbt came from a third party's page.

Pages cited

Pages are listed as the models cited them.

By model

How each model answered on dbt across every prompt where it was named for a mid-market B2B company. Fourteen models, six prompts per category.
ModelFirst choiceAlternativeMentionWarningLabels
Claude Haiku 4.501304
GPT-5.4 mini11103
Gemini 3.5 Flash16108
Perplexity Sonar01001
Grok 4.2002305
Mistral Small01001
DeepSeek V4 Flash12014
Llama 4 Maverick00000
Qwen 3.7 Flash03003
Kimi K205106
GLM 4.7 FlashX12003
MiniMax M2.503104
GPT-6 Luna21014
Muse Glimmer 30B02204

What it publishes

Addresses on getdbt.com
3,652
subdomains included
Content
1,079
counted in the table below
Documentation
1,233
Product · Integration
20 · 1
KindPagesLast 90 days2025-10 to 2026-09LatestCategories named
Conference or event55502026-06-07
Webinar or virtual event176undated
Blog165undatedObservability
Report or ebook83352026-09-29
Case study6102025-04-17
Comparison2212026-08-27
Glossary or explainer10undated
Template or tool312026-09-04
Podcast or video302022-02-25
News or press1undated

Most recent

Events in person

The twelve months before September 28, 2026

As the event pages on getdbt.com state them, read September 28, 2026.

How it is countedHide how it is counted

Every page getdbt.com exposes, subdomains included. Kind is read from the address and title. The last 90 days, the latest date and the twelve months count pages by when they were published, from the site's feeds, a date in the address, or the page's own publication date, read from up to a hundred of its most recently changed pages; a page that says only when it last changed is counted in its kind but not in when, so the recent counts are a floor, and a kind none of whose pages gives a publication date reads undated. An event counts as online when its address or title says so (webinar, on demand, virtual or online summit); a conference, summit, trade show, expo or roadshow that does not say so is counted as a conference or event, which on a vendor's site is mostly in person. Read September 29, 2026.