In Machine Learning Platforms

What are the best data warehouse platforms?

EditionNov 11, 2026Asked on 6 AI surfacesv5.0

AI Visibility Ranking

Brands ordered by GenRank score for this question.

DirectionalQuestion-level figures rest on at most 6 answers per brand, so treat them as direction, not a verdict; the category ranking is the number to judge by. Scores are for the week of 2026-11-08.

RankBrandNamed byScore
1Snowflake6/6100.0
2Google BigQuery6/676.9
3Redshift6/666.1
4Databricks Lakehouse6/663.8
5Teradata3/632.7
6Azure Synapse Analytics3/627.5
7ClickHouse3/622.6
8Microsoft Fabric2/621.8
9Oracle Autonomous Data Warehouse / AI Lakehouse3/619.0
10Firebolt2/612.9

Sources these answers cited

The sites each surface's answer cited this week. The logos are the surfaces that cited the site.

SourceCited by
domo.com10 Data Warehouse Platforms for AI-Ready Analytics3 surfaces
aegissofttech.comBest Cloud Data Warehouses 2027: Top 10 Platforms1 surfaces
alphacorp.ai10 Best Data Warehouse Softwares in 20261 surfaces
analyticsinsight.netBest Data Warehousing Companies in 2026 - Analytics Insight1 surfaces
boldbi.comTop 5 Cloud Data Warehouse Vendors for Modern BI | Bold BI1 surfaces
clickhouse.comTop 5 cloud data warehouses in 2026: Architecture, cost, and open-source1 surfaces
docs.aws.amazon.comshopping · Introduction to Amazon Redshift - Amazon Redshift1 surfaces
docs.cloud.google.comportal · BigQuery overview  |  Google Cloud Documentation1 surfaces
docs.databricks.comData warehousing on Databricks | Databricks on AWS1 surfaces
docs.snowflake.comSnowflake key concepts and architecture | Snowflake Documentation1 surfaces
entrans.aiBest Cloud Data Warehouse in 2026: Snowflake, BigQuery, Redshift, Databricks, and Fabric Compared1 surfaces
estuary.devBest Data Warehouse Software in 2026: 10 Platforms Compared1 surfaces

11 more

Rank trend

Rank trends are drawn once two weekly editions under the same methodology exist. Only the first edition is in so far.