dbt is a data transformation product from dbt Labs, used to model data with SQL on top of a data warehouse · getdbt.com ↗
The standing depends on who is buying. Every model is asked the same questions for each company size.
Airbyte is first at 35%.
Airbyte is first at 40%. 0 of 14 models made it the first choice when asked directly.
Fivetran is first at 45%.
“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
“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
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.
| Product | Named together | Picked instead | |
|---|---|---|---|
| 99 | 35 | Compare → | |
| 92 | 30 | Compare → | |
| 53 | 5 | View → | |
| 50 | 1 | View → | |
| 45 | 2 | View → | |
| 39 | 3 | Compare → | |
| 38 | 1 | View → | |
| 36 | 8 | Compare → | |
| 30 | 0 | View → | |
| 23 | 0 | View → |
What the models named instead of dbt →
A side-by-side page exists where both products are among a category's top eight.
Stated on dbt's own site, not checked by Gane.
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 →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.
260 of the 260 domain citations in answers naming dbt came from a third party's page.
Pages are listed as the models cited them.
| Model | First choice | Alternative | Mention | Warning | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 1 | 3 | 0 | 4 |
| GPT-5.4 mini | 1 | 1 | 1 | 0 | 3 |
| Gemini 3.5 Flash | 1 | 6 | 1 | 0 | 8 |
| Perplexity Sonar | 0 | 1 | 0 | 0 | 1 |
| Grok 4.20 | 0 | 2 | 3 | 0 | 5 |
| Mistral Small | 0 | 1 | 0 | 0 | 1 |
| DeepSeek V4 Flash | 1 | 2 | 0 | 1 | 4 |
| Llama 4 Maverick | 0 | 0 | 0 | 0 | 0 |
| Qwen 3.7 Flash | 0 | 3 | 0 | 0 | 3 |
| Kimi K2 | 0 | 5 | 1 | 0 | 6 |
| GLM 4.7 FlashX | 1 | 2 | 0 | 0 | 3 |
| MiniMax M2.5 | 0 | 3 | 1 | 0 | 4 |
| GPT-6 Luna | 2 | 1 | 0 | 1 | 4 |
| Muse Glimmer 30B | 0 | 2 | 2 | 0 | 4 |
| Kind | Pages | Last 90 days | 2025-10 to 2026-09 | Latest | Categories named |
|---|---|---|---|---|---|
| Conference or event | 555 | 0 | 2026-06-07 | ||
| Webinar or virtual event | 176 | undated | |||
| Blog | 165 | undated | Observability | ||
| Report or ebook | 83 | 35 | 2026-09-29 | ||
| Case study | 61 | 0 | 2025-04-17 | ||
| Comparison | 22 | 1 | 2026-08-27 | ||
| Glossary or explainer | 10 | undated | |||
| Template or tool | 3 | 1 | 2026-09-04 | ||
| Podcast or video | 3 | 0 | 2022-02-25 | ||
| News or press | 1 | undated |
As the event pages on getdbt.com state them, read September 28, 2026.
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.