Mid-marketnewNew since September 2026: not ranked then, 0% now.
0%from 0% in September 2026
Inside the floor by 11 pointsRank 26 of 81, unchanged
1 category · Named, not rankedAirbyte Open Source
3Judge labels
0First choices
0Negative labels
3 / 14Models named it
1Category
October 2026 Edition. Every number here is derived from the raw labels under vendor table v2026-10-05.2, every buyer segment counted.
Standing
3 labels, too few to rank
A product needs 10 labels in a category before a share or quadrant is stated. Airbyte Open Source was named 3 times in Warehouse & ETL, where Hightouch led with 40%. The labels and the evidence are below, counted exactly.
By buyer segmentRead the same way at every buyer size.
Small businessnot named
0%
No model named it for this buyer.
Mid-market22 of 83
0%3 labels
under the label threshold
Enterprisenot named
0%
No model named it for this buyer.
In warehouse & etl · each standing computed within its segment · bars are 0 to 100 · the accent bar is the product's own best reading
Standing by category
Every category where a model named Airbyte Open Source for a mid-market B2B company. Share is first choices across the direct, paraphrase, budget and scale prompts; rank is within every product named in that category.
| Category | Function | Share | Rank | Negative rate | Labels | Quadrant | Since September 2026 |
|---|---|---|---|---|---|---|---|
| Data warehouse and reverse ETL for marketing | GTM data and infrastructure | 0% | 22 of 83 | 0% | 3 | under 10 labels · led by Hightouch at 40% | newNew since September 2026: not ranked then, 0% now. |
Movement
Since September 2026, Airbyte Open Source held within the floor in its one category: no change cleared 11 points.
Best category · Warehouse & ETL · by segment
All categories · Mid-market
| Category | September 2026 | Now | Change | Reading | Rank |
|---|---|---|---|---|---|
| Warehouse & ETL | 0% | 0% | newNew since September 2026: not ranked then, 0% now. | New this edition | Rank 22 of 83, unchanged |
Shares here are read over the models both editions asked, so they can differ by a point or two from the standing above, which counts every model in this edition.
The floor is 11 points of share, measured: how far the models move a leader on their own when the same questions are asked twice with nothing changed. A larger change is movement; a smaller one is noise, and both are shown. Movement is read over the twelve models both editions asked; GPT-6 Luna, Muse Glimmer 30B joined this edition and are in the standing but not yet in the comparison. How the floor is measured · The editions
By model
How each model treated Airbyte Open Source across every prompt where it was named for a mid-market B2B company. Fourteen models, six prompts per category.ShowHide
By model
How each model treated Airbyte Open Source across every prompt where it was named for a mid-market B2B company. Fourteen models, six prompts per category.
ShowHide| Model | First choice | Alternative | Mention | Negative | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 0 | 0 | 0 | 0 |
| GPT-5.4 mini | 0 | 0 | 0 | 0 | 0 |
| Gemini 3.5 Flash | 0 | 1 | 0 | 0 | 1 |
| Perplexity Sonar | 0 | 0 | 0 | 0 | 0 |
| Grok 4.1 Fast | 0 | 0 | 0 | 0 | 0 |
| Mistral Small | 0 | 0 | 0 | 0 | 0 |
| DeepSeek V4 Flash | 0 | 0 | 0 | 0 | 0 |
| Llama 4 Maverick | 0 | 0 | 0 | 0 | 0 |
| Qwen 3.7 Flash | 0 | 0 | 0 | 0 | 0 |
| Kimi K2 | 0 | 1 | 0 | 0 | 1 |
| GLM 4.7 FlashX | 0 | 0 | 0 | 0 | 0 |
| MiniMax M2.5 | 0 | 0 | 0 | 0 | 0 |
| GPT-6 Luna | 0 | 0 | 0 | 0 | 0 |
| Muse Glimmer 30B | 0 | 1 | 0 | 0 | 1 |
By framing
Which of the six questions produced the naming. By model says how often; this says asked what. The first-choice count on the right carries the marks of the models that produced it.
FramingLabels by classFirst choices
Direct0 labelsNone
Paraphrase0 labelsNone
Comparative0 labelsNone
Budget-constrained3 labelsNone
Scale-constrained0 labelsNone
Negative0 labelsNone
First choiceAlternativeMentionNegative3 labels in all, every segment counted; 0 of the 0 first choices count toward share, since the comparative and negative framings do not. The bar is one segment per label class, to scale within the framing.
What the models said for it
Verbatim evidence the judge attached to positive labels.
“Airbyte is the largest open-source ELT tool... Open-Source edition is completely free to self-host.” Gemini 3.5 Flash · Warehouse & ETL · budget prompt · alternative
“Airbyte Open Source gives you 600+ connectors with no cost (requires some technical setup)” Kimi K2 · Warehouse & ETL · budget prompt · alternative
“ELT: Airbyte Open Source or Hevo Data for SMBs watching budget” Muse Glimmer 30B · Warehouse & ETL · budget prompt · alternative
And against it
Verbatim evidence attached to negative labels. A warning on a product with few labels is a warning; on a product with many, it is one voice among them.
No model argued against it.
Named alongside
The products named in the same answers as Airbyte Open Source, over the 3 answers that named it. Took the first choice instead counts the answers where the other product was the first choice and Airbyte Open Source was named but was not.ShowHide
Named alongside
The products named in the same answers as Airbyte Open Source, over the 3 answers that named it. Took the first choice instead counts the answers where the other product was the first choice and Airbyte Open Source was named but was not.
ShowHideProductSame answerTook the first choice insteadHead to head
A head-to-head page exists where both products are among a category's top eight. The other rows are the same fact without a page behind them, so they link to the product instead.
What carried it into the answer
The sites and pages cited by the answers that named Airbyte Open Source. A fact about retrieval, not a lever on the model.
Citations exist only for the models that return a source list, five of the fourteen in this edition, so these counts come from 3 of the 3 answers that named Airbyte Open Source and are not a share of its labels.
Domains cited
improvado.io3
aboutmartech.com2
airbyte.comYour site2
blog.coupler.io2
checkthat.ai2
getbruin.com2
hevodata.com2
basedash.com1
blog.anyroad.com1
cloud.google.com1
Sixteen of the eighteen domain citations in answers naming Airbyte Open Source came from somebody else's page.
Pages cited
Pages are listed as the models cited them.
Search and answers
airbyte.com is not in Google's top ten for any of the category's searches. In the answers, Airbyte Open Source takes 0% of first choices and Hightouch takes 40%.ShowHide
Search and answers
airbyte.com is not in Google's top ten for any of the category's searches. In the answers, Airbyte Open Source takes 0% of first choices and Hightouch takes 40%.
ShowHideIn search
Google, US estimatesPosition for “marketing data warehouse and reverse etl stack”
–
not in the top ten
Position for “best marketing data warehouse and reverse etl stack”
–
not in the top ten
- Organic visits to its site
- about 17,507 a month
- Searches its site ranks for
- 11,656 · 151 in the top three
- Sites linking to it
- 5,460
- Paid Google search
- 2 searches its ads show for, about 12 clicks and $320 a month (estimate)
In answers
This editionShare of first choices
0%
rank 22 of 83 in Warehouse & ETL
Segment leader
40%
Hightouch
- First choices
- 0 across its categories
- Named in
- 3 answers
- Its own site cited
- in 3 of the answers that named it
Search figures are US estimates from DataForSEO, read September 28, 2026; AI search demand is its modeled, directional estimate, not a count of queries to any assistant. The answers are this edition's. Two measurements side by side: neither is read as the cause of the other.
What it publishes
ShowHide
What it publishes
ShowHideAddresses on airbyte.com
5,983
subdomains included
Content
946
counted in the table below
Documentation
1,599
Product · Integration
10 · 681
| Kind | Pages | Last 90 days | 2025-10 to 2026-09 | Latest | Categories named |
|---|---|---|---|---|---|
| Blog | 562 | 14 | 2026-09-25 | ||
| Comparison | 207 | 4 | 2026-09-03 | ||
| Glossary or explainer | 56 | 1 | 2026-07-28 | ||
| News or press | 50 | 0 | 2026-03-31 | ||
| Report or ebook | 30 | 7 | 2026-09-22 | ||
| Case study | 27 | 2 | 2026-07-23 | ||
| Conference or event | 12 | 1 | 2026-08-25 | ||
| Template or tool | 1 | undated | |||
| Podcast or video | 1 | undated |
Most recent
- 2026-09-25Agentic upgrades zoho crm reddit ads blog
- 2026-09-22Facebook marketing to clickhouse report or ebook
- 2026-09-22Facebook marketing to clickhouse warehouse report or ebook
- 2026-09-21Facebook pages to bigquery report or ebook
- 2026-09-21Facebook pages to bigquery report or ebook
- 2026-09-16Linear gong youtube data certified connectors blog
Events in person
Last twelve months
- August 4, 2026Ai4 2026Las Vegas
- June 29, 2026AI Engineer World's Fair 2026San Francisco
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.
Follow Airbyte Open Source
An email the morning each edition publishes: where this product moved, where it held, and by how much against the noise floor. One address, confirmed by a click; a stop link in every email.
Already following? Everything you follow, with a stop for each.
The company
Airbyte Open Source is its own company.ShowHide
The company
Airbyte Open Source is its own company.
ShowHideIn its own words
Stated by the vendor, not checked- Positioning
- Airbyte is the open-source data movement platform. Run ELT pipelines across 700+ connectors to any warehouse, lake, vector database, or AI agent.
- For
- teams building analytics and AI agents
- Price stated
- Free tier available airbyte.com/product/platform
- Starting price
- 0 airbyte.com/product/platform
- Free plan or trial
- Try it free airbyte.com
- Integrations claimed
- 700 airbyte.com
- Certifications
- SOC 2 Type IIISO 27001:2022GDPRSOC2 compliance
- Hosting
- United StatesUnited States & EU
- Customers named
- SymendPetvisorKudaPelotonDrivepoint
What Airbyte Open Source's own pages state, read October 5, 2026: airbyte.com, airbyte.com/pricing, trust.airbyte.com, airbyte.com/product/platform, airbyte.com/company/partners. A claimed page can correct any of them.
Is this your product?
Claim this page
Claiming is free and changes nothing in the data. A claimed page shows a verified contact who is told when each edition publishes and when Airbyte Open Source's standing changes by more than the noise floor; the right to propose corrections to the vendor table, meaning names the judge wrote that should or should not read as Airbyte Open Source, applied by version and listed in the change log; and a one-line description supplied by the vendor and marked as such.
What a new claim receivesHide what a new claim receives
A new claim receives the current edition's vendor brief for Airbyte Open Source by email, built from the raw record of the edition. It shows:
- where Airbyte Open Source is named, by buyer and by framing, and which cells hold its first choices;
- the claims the models make when they name it, ranked, with the strongest and the weakest quoted;
- its vocabulary against the segment leader's, and the pages the models cited;
- who was chosen in the answers that did not name Airbyte Open Source, and every reason the record gives;
- a battlecard for each top rival: the head-to-head split, why they win, and the reservation quoted against them;
- one page of published figures cleared to show a buyer.