GTM AI Index
Index Vendors Airbyte › Alternatives · September 2026 Edition
One category · what the models named instead

Alternatives to Airbyte, as AI models named them

In the September 2026 Edition, 159 of the 216 answers collected in the one category where Airbyte holds a standing named it neither as a first choice nor as an alternative. These are the products those answers put first, category by category and buyer by buyer. The output is the models' output.

Named instead, most often
First choices in the 159 answers that did not name Airbyte, every category and segment above added together; a product can be counted in several. Each category below keeps its own denominator.

Data warehouse and reverse ETL for marketing

GTM data and infrastructure. Six framings, twelve models, one answer each per buyer segment; an answer counts here when Airbyte is not its first choice or an alternative in it.
Small businessAirbyte is #7 of 17 here at 1% of first choices, 31 labels.

Forty-seven of the seventy-two answers did not name Airbyte; it was the first choice in one. The first choices in those forty-seven answers, ten products in all, the eight most named:

Hightouch27 of 47
BigQuery20 of 47
Census9 of 47
Snowflake4 of 47
Polytomic3 of 47
Hevo1 of 47
Metabase1 of 47
MotherDuck1 of 47
2 more in the record.The full small business standing →
Mid-marketAirbyte is #8 of 14 here at 0% of first choices, 30 labels.

Fifty-one of the seventy-two answers did not name Airbyte; it was the first choice in zero. The first choices in those fifty-one answers, twelve products in all, the eight most named:

Hightouch31 of 51
Snowflake16 of 51
BigQuery15 of 51
Census6 of 51
ClicData1 of 51
DuckDB1 of 51
Funnel1 of 51
Improvado1 of 51
4 more in the record.The full mid-market standing →
EnterpriseAirbyte is #5 of 13 here at 1% of first choices, 15 labels.

Sixty-one of the seventy-two answers did not name Airbyte; it was the first choice in one. The first choices in those sixty-one answers, eight products in all:

Hightouch41 of 61
Snowflake26 of 61
Census13 of 61
BigQuery10 of 61
Databricks1 of 61
Fivetran1 of 61
Improvado1 of 61
Weld1 of 61
The full enterprise standing →

How to read this

A category is asked six ways of each of twelve models on behalf of each buyer segment, so a segment is seventy-two answers. An answer belongs on this page when the judge labeled Airbyte neither its first choice nor an alternative in it; the products listed are the first choices those answers made, counted once per answer. An answer that named nothing first, or named Airbyte only in passing, is in the denominator and adds to no product. The counts are not the category standing, which is on the category page with its share and rank; they are the same record read from Airbyte's side.

Every answer and every label is in the free record. The output is the models' output; nothing here is a recommendation by the index, and a product named instead of Airbyte was named by a model, not endorsed by anyone.