Index › GTM › Products › Airbyte · November 2026 Edition
2 categories · Ranked

Airbyte

Airbyte is a data movement platform that moves data from sources such as analytics, ad and CRM tools into data warehouses for analytics and AI agents · airbyte.com ↗

#5Best rank (mid-market)
14/14Models named it
8First choices
12Warnings
November 2026 Edition · all company sizes counted.
Ranked inData warehouse and reverse ETL for marketing #5 mid-marketData management platforms #42
What AI models recommend in Warehouse & 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

“ELT / Ingestion | Airbyte (open-source) or Meltano | Open-source ELT with 300+ connectors”Grok 4.20 · Budget-constrained question · first choice
“Airbyte (open-source, self-hosted) is a top pick for budget-conscious teams.”Mistral Small · Budget-constrained question · first choice
“ELT/ETL (Data Ingestion): Airbyte — *$0–$50/month* ... Completely free”DeepSeek V4 Flash · Budget-constrained question · first choice
“Ingestion + light transformation: Airbyte”GPT-5.4 mini · Budget-constrained question · first choice

What gives them pause

“Opting for self-hosted tools (like the self-hosted version of Airbyte or Castled) thinking it saves money... Self-hosting Reverse ETL is a massive engineering undertaking”Qwen 3.7 Flash · Negative question · warning
“their reverse ETL capabilities are still developing and may not have the performance or reliability needed”Mistral Small · Negative question · warning
“Avoid building your own (e.g., custom Airbyte + dbt + cron) unless your team is engineering-heavy”Grok 4.20 · Paraphrase question · warning
“Airbyte, Fivetran, or Boomi solely for reverse ETL without validating activation depth.”Perplexity Sonar · Negative question · warning

Also on the shortlist

The products named in the same answers as Airbyte, over the 126 answers that named it, and how often each was the first choice instead.

What the models named instead of Airbyte →

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

At a glance

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

For
Analytics and AI Agents
Price stated
Starting at $20/month
Starting price
20
Free plan or trial
Try it free
Integrations
700
Certifications
SOC 2
Hosting
Cloud, on-premises, multi-region
Customers named
Symend, Petvisor, Kuda, Peloton, Drivepoint
Visit airbyte.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 Airbyte 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 105 of the 126 answers that named Airbyte and are not a share of its labels.

Domains cited

skyvia.com57
aboutmartech.com49
datachannel.co44
hevodata.com39
hightouch.com39
improvado.io37
leadjourney.io36
gane.ai/indexpublisher (Gane)35
toolradar.com35
zoho.com28

364 of the 399 domain citations in answers naming Airbyte came from a third party's page. Thirty-five were to the publisher's own pages (the Gane Index), which the models cite like any other source; they are not counted as a third party.

Pages cited

Pages are listed as the models cited them.

By model

How each model answered on Airbyte across every prompt where it was named for a mid-market B2B company. Fourteen models, six prompts per category.
ModelFirst choiceAlternativeMentionWarningLabels
Claude Haiku 4.501102
GPT-5.4 mini11103
Gemini 3.5 Flash00202
Perplexity Sonar03115
Grok 4.2012115
Mistral Small12014
DeepSeek V4 Flash13004
Llama 4 Maverick00101
Qwen 3.7 Flash02125
Kimi K213004
GLM 4.7 FlashX11204
MiniMax M2.501001
GPT-6 Luna01102
Muse Glimmer 30B01102

What it publishes

Addresses on airbyte.com
5,983
subdomains included
Content
946
counted in the table below
Documentation
1,599
Product · Integration
10 · 681
KindPagesLast 90 days2025-10 to 2026-09LatestCategories named
Blog562142026-09-25
Comparison20742026-09-03
Glossary or explainer5612026-07-28
News or press5002026-03-31
Report or ebook3072026-09-22
Case study2722026-07-23
Conference or event1212026-08-25
Template or tool1undated
Podcast or video1undated

Most recent

Events in person

The twelve months before September 28, 2026

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

How it is countedHide how it is counted

Every page airbyte.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.