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

Alternatives to Amazon Redshift, as AI models named them

In the September 2026 Edition, 186 of the 216 answers collected in the one category where Amazon Redshift 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 186 answers that did not name Amazon Redshift, 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 Amazon Redshift is not its first choice or an alternative in it.
Small businessAmazon Redshift is #17 of 17 here at 0% of first choices, 29 labels.

Sixty-eight of the seventy-two answers did not name Amazon Redshift; it was the first choice in zero. The first choices in those sixty-eight answers, fourteen products in all, the eight most named:

Hightouch40 of 68
BigQuery36 of 68
Census14 of 68
Snowflake6 of 68
Polytomic4 of 68
Airbyte1 of 68
Databricks1 of 68
6 more in the record.The full small business standing →
Mid-marketAmazon Redshift is #11 of 14 here at 0% of first choices, 33 labels.

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

Hightouch40 of 61
BigQuery23 of 61
Snowflake18 of 61
Census8 of 61
Weld2 of 61
Adapters1 of 61
ClicData1 of 61
DuckDB1 of 61
4 more in the record.The full mid-market standing →
EnterpriseAmazon Redshift is #11 of 13 here at 0% of first choices, 32 labels.

Fifty-seven of the seventy-two answers did not name Amazon Redshift; it was the first choice in zero. The first choices in those fifty-seven answers, eight products in all:

Hightouch36 of 57
Snowflake23 of 57
Census10 of 57
BigQuery7 of 57
Airbyte1 of 57
Fivetran1 of 57
Improvado1 of 57
Weld1 of 57
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 Amazon Redshift 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 Amazon Redshift 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 Amazon Redshift'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 Amazon Redshift was named by a model, not endorsed by anyone.