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Index › GTM › Products › Amazon Redshift › Alternatives · November 2026 Edition
One category · what the models named instead

Alternatives to Amazon Redshift, as AI models named them

In the November 2026 Edition, 218 of the 252 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
Hightouch152
BigQuery93
Snowflake59
Census32
Airbyte8
Fivetran2
First choices in the 218 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, fourteen 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 #18 of 18 here at 0% of first choices, 33 labels.

Seventy-eight of the eighty-four answers did not name Amazon Redshift; it was the first choice in zero. The first choices in those seventy-eight answers, ten products in all, the eight most named:

BigQuery60 of 78
Hightouch55 of 78
Snowflake9 of 78
Census6 of 78
Airbyte2 of 78
DuckDB1 of 78
Hightouch Basic Reverse ETL1 of 78
MetricHero1 of 78
2 more in the record.The full small business standing →
Mid-marketAmazon Redshift is #10 of 12 here at 0% of first choices, 35 labels.

Seventy of the eighty-four answers did not name Amazon Redshift; it was the first choice in one. The first choices in those seventy answers, eleven products in all, the eight most named:

Hightouch42 of 70
BigQuery25 of 70
Snowflake20 of 70
Census10 of 70
Airbyte6 of 70
RudderStack Reverse ETL2 of 70
Skyvia2 of 70
Fivetran1 of 70
3 more in the record.The full mid-market standing →
EnterpriseAmazon Redshift is #11 of 12 here at 0% of first choices, 32 labels.

Seventy of the eighty-four answers did not name Amazon Redshift; it was the first choice in three. The first choices in those seventy answers, nine products in all, the eight most named:

Hightouch55 of 70
Snowflake30 of 70
Census16 of 70
BigQuery8 of 70
Fivetran1 of 70
Integrate.io1 of 70
Matia1 of 70
Omnata1 of 70
1 more in the record.The full enterprise standing →

How to read this

A category is asked six ways of each of fourteen models on behalf of each buyer segment, so a segment is eighty-four 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.

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.

Amazon Redshift's pageAll products