Airbyte

Named in 20 judge labels across 1 category by 6 of 6 models in the September 2026 Edition. 0 first choices, 3 negative labels. Every number here is derived from the raw labels under vendor table v2026-09-08.5.

Best standing

0% in Warehouse & ETL

Rank 7 of 62 products named in data warehouse and reverse etl for marketing, accepted challenger. 0 of 6 models made it the first choice on the direct prompt; 15% of its 20 labels there were negative.

Standing by category

Every category where a model named Airbyte. Share is first choices across the direct, paraphrase, budget and scale prompts; rank is within every product named in that category.

Category	Vertical	First choices	Rank	Negative rate	Labels	Quadrant
Data warehouse and reverse ETL for marketing	GTM data and infrastructure	0%	7 of 62	15%	20	accepted challenger

By model

How each model treated Airbyte across every prompt where it was named. Six models, six prompts per category.

Model	Alternative	Mention	Negative	Labels
Claude Opus 5	3	2	1	6
Claude Opus 4.8	4	1	0	5
GPT-6 Astra	1	0	0	1
GPT-5.6 Sol	1	0	0	1
Gemini 3.1 Pro	3	1	1	5
Perplexity Sonar Pro	1	0	1	2

What the models said for it

Verbatim evidence the judge attached to positive labels.

“The go-to budget option. Self-host it for free, or use Airbyte Cloud for a managed experience at lower cost than Fivetran.” Claude Opus 4.8 · Warehouse & ETL · budget prompt · alternative

“Native BigQuery transfers first; Airbyte second | Avoids paying for connectors unnecessarily” GPT-5.6 Sol · Warehouse & ETL · budget prompt · alternative

“Airbyte as an alternative when custom connectors or deployment control matter.” GPT-6 Astra · Warehouse & ETL · scale prompt · alternative

“If you exceed Fivetran's 500k MAR limit, Airbyte is the best budget alternative.” Gemini 3.1 Pro · 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.

“Be cautious of using traditional data ingestion tools (like standard Airbyte or Fivetran syncs) for reverse ETL.” Gemini 3.1 Pro · Warehouse & ETL · negative prompt · soft negative

“Fivetran, Airbyte, Stitch, and similar tools are for moving data *into* the warehouse” Perplexity Sonar Pro · Warehouse & ETL · negative prompt · soft negative

“cost-conscious alternatives, but you pay in maintenance time” Claude Opus 5 · Warehouse & ETL · paraphrase prompt · soft negative

Names read as Airbyte

What the judge wrote, as written, with how often. The vendor table decides that these count as Airbyte; a claim can dispute any of them.

Airbyte (open source) 1Airbyte Cloud 1Airbyte OSS 1

Is this your product?

Claim this page

Claiming is free and changes nothing in the data. A claimed page gets a verified contact who is told when each edition publishes; the right to propose corrections to the vendor table, meaning names the judge wrote that should or should not read as Airbyte, applied by version and listed in the change log; and a logo and one-line description supplied by the vendor and marked as such.

It does not get any change to labels, shares or quadrants, any preview, or any say over which quotes appear. Sponsorship is separate: a sponsor funds categories or buyer dimensions and is named on what it funded, and the rules are the same for every sponsor.