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Data Warehouse AI visibility leaderboard

Data Warehouse tools help platform and infrastructure teams store and query business data at scale. Buyers increasingly start this search inside AI assistants, which narrow 39 vendors down to a shortlist of three to five.

  • Snowflake leads Data Warehouse with an AI visibility score of 68.6 and appears in 78% of AI answers about Data Warehouse (SlateIndex, Nov 3, 2026).
  • AI engines named 39 Data Warehouse brands; Snowflake, BigQuery and Amazon Redshift hold 33% of all mentions.
  • The engines disagree on the leader: ChatGPT favours Snowflake (75.2), Perplexity favours BigQuery (56.1) and Google AI Mode favours Snowflake (78.2).
  • google.com is the most cited source for Data Warehouse, with 6.3% of citations.

Data collected ·ChatGPT, Perplexity, Google AI Mode·coverage 100%·next run

AI visibility quadrant · weekly run of Nov 3

Where vendors stand in Data Warehouse

8 brands shown: 5 Consensus Picks, 1 Authority Builder and 2 Challengers. No brand clears both lines yet — the Leader position is open.

Mention rate . The percentage of answers in a category that mention the vendor. Answers that name the brand, divided by all answers collected in the latest weekly run.
Consensus Pick5. Frequently mentioned, but mostly supported by external sources. Mention rate ≥ 60%, citation authority < 40%.
Leader0. Frequently mentioned and strongly supported by its own content. Mention rate ≥ 60% and citation authority ≥ 40%.
Challenger2. Has low mention rate and citation authority. Mention rate < 60% and citation authority < 40%.
Authority Builder1. Has strong citations from its own content but receives fewer mentions. Mention rate < 60%, citation authority ≥ 40%.
SnowflakeBigQueryAmazon RedshiftDatabricksAWSMicrosoft AzureMicrosoft FabricClickHouse
Citation authority . The percentage of answers naming the vendor that cite its own website, docs, blog, or help center at least once. Citations from review sites, communities, and publications count as external sources.

Leaderboard

Brands mentioned in AI answers in the weekly run of Nov 3. Engines disagree on the leader: BigQuery, Snowflake.

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Prompts in Data Warehouse

The buyer questions SlateIndex runs for this category every week.

Open in prompt library
PromptIntentTop pickBrandsWeekly runs
What is a data warehouse and when does a company need one?Informational DiscoveryMicrosoft Azure+31
How do I choose a data warehouse for a mid-market team?Informational DiscoverySnowflake+81
What features matter most in a data warehouse?Informational DiscoveryClickHouse+91
What are common mistakes when buying a data warehouse?Informational DiscoverySnowflake1
How do companies store and query business data at scale without a dedicated tool?Informational Discoverydbt+121
What is the difference between a data warehouse and a data lake?Informational DiscoveryMicrosoft Azure1
What should a data warehouse integrate with?Informational DiscoveryPostgreSQL+81
How long does it take to roll out a data warehouse?Informational DiscoveryAirbyte+21
What are the best data warehouse tools in 2026?Commercial ComparisonSnowflake+91
Top data warehouse options for B2B SaaS companiesCommercial ComparisonSnowflake+111
Best data warehouse for startupsCommercial ComparisonBigQuery+111
Best data warehouse for enterpriseCommercial ComparisonSnowflake+91
Which data warehouse has the best reviews?Commercial ComparisonSnowflake+51
Compare the leading data warehouse platformsCommercial ComparisonSnowflake+111
Alternatives to the most popular data warehouseCommercial AlternativesSnowflake+131
Best data warehouse with AI featuresCommercial ComparisonSnowflake+41
Most affordable data warehouse that is still reliableCommercial ComparisonBigQuery+81
Which data warehouse vendors do analysts recommend?Commercial ComparisonSnowflake+71
How much does a data warehouse cost per month?Transactional PricingBigQuery+21
Which data warehouse offers a free trial?Transactional PricingSnowflake+51
Is there a free data warehouse for small teams?Transactional PricingBigQuery+21
What is the typical pricing model for data warehouse software?Transactional PricingSnowflake+41
Which data warehouse has transparent pricing?Transactional PricingClickHouse+41
Which data warehouse tools offer annual discounts?Transactional PricingAmazon Redshift+51
Official website of the top data warehouse vendorsNavigational ValidationSnowflake+141
Where can I sign up for a data warehouse?Navigational ValidationSnowflake+61
Who makes the most used data warehouse?Navigational ValidationSnowflake+61
Is dbt a good data warehouse?Names dbt · counts on its brand page onlyNavigational Validationdbt+61
What are the pros and cons of DuckDB?Names DuckDB · counts on its brand page onlyNavigational ValidationDuckDB+41
How much does Databricks cost?Names Databricks · counts on its brand page onlyNavigational ValidationDatabricks+11

Most cited sources

Where engines get their information when they answer Data Warehouse prompts.

SourceTypeShare of citationsCitationsPrompts
google.comWeb
6.3%
3721
databricks.comBrand site
6.1%
3618
microsoft.comWeb
5.5%
3216
amazon.comWeb
3.9%
2315
snowflake.comBrand site
3.6%
2115
clickhouse.comBrand site
3.4%
2015
g2.comReview site
2.9%
1710
skyvia.comWeb
2.6%
1513
ibm.comWeb
2%
125
motherduck.comBrand site
2%
128
duckdb.orgBrand site
1.9%
112
fivetran.comBrand site
1.9%
1110
getdbt.comBrand site
1.9%
112
kanerika.comWeb
1.9%
119
domo.comWeb
1.7%
109
fortegrp.comWeb
1.5%
97
reddit.comForum
1.5%
98
guideflow.comWeb
1.2%
77
ovaledge.comWeb
1.2%
76
toolradar.comWeb
1.2%
77
airbyte.comBrand site
1%
65
costbench.comWeb
1%
64
gartner.comAnalyst
1%
64
exasol.comBrand site
0.9%
53
algoscale.comWeb
0.7%
43

All vendors in Data Warehouse

Every Data Warehouse brand tracked by SlateIndex.

Compare the leaders

Data Warehouse in AI answers: questions

Which Data Warehouse software do AI assistants recommend most?

Snowflake, BigQuery and Amazon Redshift are recommended most often. Snowflake leads with an AI visibility score of 68.6 and appears in 78% of answers (data of Nov 3, 2026).

Which Data Warehouse tool do ChatGPT, Perplexity and Google AI Mode recommend?

ChatGPT puts Snowflake first (75.2), Perplexity puts BigQuery first (56.1) and Google AI Mode puts Snowflake first (78.2).

Which sources do AI engines cite for Data Warehouse?

google.com (6.3%), databricks.com (6.1%) and microsoft.com (5.5%) are cited most often in answers about Data Warehouse.

How is the Data Warehouse ranking calculated?

SlateIndex asks ChatGPT, Perplexity and Google AI Mode 30 Data Warehouse buyer questions every week and scores each brand by how often and how high it appears in their answers. The methodology page has the formulas.

More in Cloud & Infra

Cite as: SlateIndex, “Data Warehouse AI visibility leaderboard”, https://slateindex.ai/category/data-warehouse, data of Nov 3, 2026. Licence: CC BY 4.0.