AEO Rankings · Analytics

AEO for data warehouse platforms: AI search visibility ranking

By monitoraeo Last updated August 05, 2026 Refreshed every 90 days

How AI search engines rank data warehouse platforms by visibility and citations. 20 brands measured quarterly across Google AI Mode: which brands the AI names in answers, which domains it cites as sources, and how the leaders compare. Data warehouse platforms used to centralize analytics data, power BI workloads, support modern data stacks, and run large-scale reporting and modeling. Composite score: 70% visibility (% of AI answers naming the brand) + 30% citation rate (% citing the brand's domain). Full methodology →

14%

Avg visibility across category

Avg citation rate

20/20

Brands successfully audited

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When asking AI engines about Data warehouse platforms, Google BigQuery consistently emerges as the leader, with a visibility percentage of 75.0. Other notable platforms include Snowflake and Amazon Redshift. This gives Google BigQuery a significant presence in AI-generated responses, offering buyers a clear top brand to consider.

The rankings reflect the influence of top-cited sources such as youtube.com and domo.com. These platforms often aggregate expert reviews and user experiences, which bolsters the prominence of certain brands in AI engine responses. The use of aggregator sites means that platforms with positive reviews and wide community support naturally rise to the top.

For buyers evaluating this list, consider the weight AI engines place on recent reviews and third-party validation. Brands that maintain topical authority and garner positive updates on aggregator and review sites will likely sustain their prominence. This context underscores the importance of broader community feedback and ongoing innovation within specific subcategories.

At a glance

Category leader Google BigQuery 75% visibility · named in 6 of 8 AI answers

Most cited brand ClickHouse 12% citation rate · the AI's most-trusted source brand in data warehouse platforms

Top cited domain youtube.com Referenced by AI across the data warehouse platforms query set — the highest-leverage PR target in this category

Visibility spread 75pp Gap between top and bottom of the ranking · 15 brands at 0% (invisible to the AI)

What we observed in this category

Google BigQuery, Snowflake, and Amazon Redshift all share the top visibility score of 75.0 percent, well above the category average of 14.4 percent, creating a clear three-way tier at the front. Databricks sits at 50.0 percent, a meaningful step below the trio but still far ahead of the rest. Azure Synapse Analytics drops sharply to 12.5 percent, close to the category average, and every brand from rank 6 onward records zero visibility. The gap between the top three and the remaining 17 brands is the defining structural feature of this category.

Every brand in the top 10 records a citation rate of zero percent, with the sole exceptions being ClickHouse and Dremio, each at 12.5 percent citation despite zero visibility. This is a direct reversal of the expected pattern: the most frequently named brands are not the ones being cited as sources, while two lower-ranked brands earn citations without appearing in AI-generated brand mentions. The category average citation rate is just 1.2 percent, confirming that citation activity is sparse and disconnected from visibility rankings across the board.

All top brands anchor exclusively on Google AI Mode with no alternative engine recorded as a top performer for any brand. The top cited sources in this category are third-party and vendor-adjacent domains including youtube.com, domo.com, qlik.com, and motherduck.com, rather than the domains of the leading brands themselves. This suggests Google AI Mode is drawing on comparison content and third-party analysis sites when constructing responses, rather than pulling directly from the primary vendor domains of the highest-visibility brands.

Movers & shakers since last refresh

Biggest visibility risers

Amazon Redshift 38% → 75% · rank #3 → #3
+38pp
Google BigQuery 50% → 75% · rank #1 → #1
+25pp
Snowflake 50% → 75% · rank #2 → #2
+25pp

The AEO ranking

#	Brand	Visibility	Citation	Top engine
1	Google BigQuery cloud.google.com	75%	0%	Google AI Mode
Google BigQuery ties for the highest visibility at 75.0 percent, five times the category average of 14.4 percent, but records zero citation despite its top rank.
2	Snowflake snowflake.com	75%	0%	Google AI Mode
Snowflake matches Google BigQuery at 75.0 percent visibility and a composite score of 52.5, making it statistically indistinguishable from the top position in this dataset.
3	Amazon Redshift aws.amazon.com	75%	0%	Google AI Mode
Amazon Redshift also holds 75.0 percent visibility and recorded the largest single-period visibility gain in the category, rising 37.5 points from a previous 37.5 percent.
4	Databricks databricks.com	50%	0%	Google AI Mode
Databricks sits at 50.0 percent visibility, clearly separated from the top three at 75.0 percent and far above Azure Synapse Analytics at just 12.5 percent.
5	Azure Synapse Analytics azure.microsoft.com	12%	0%	Google AI Mode
Azure Synapse Analytics drops to 12.5 percent visibility and a composite score of 8.8, placing it near the category average and sharply below the 50.0 percent Databricks holds at rank 4.
6	ClickHouse clickhouse.com	0%	12%	Google AI Mode
7	Dremio dremio.com	0%	12%	Google AI Mode
8	Yellowbrick yellowbrick.com	0%	0%	Google AI Mode
9	Oracle oracle.com	0%	0%	Google AI Mode
10	Starburst starburst.io	0%	0%	Google AI Mode
11	Cloudera cloudera.com	0%	0%	Google AI Mode
12	SAP sap.com	0%	0%	Google AI Mode
13	Actian actian.com	0%	0%	Google AI Mode
14	MariaDB mariadb.com	0%	0%	Google AI Mode
15	Firebolt firebolt.io	0%	0%	Google AI Mode
16	IBM ibm.com	0%	0%	Google AI Mode
17	Teradata teradata.com	0%	0%	Google AI Mode
18	SingleStore singlestore.com	0%	0%	Google AI Mode
19	OpenText Vertica opentext.com	0%	0%	Google AI Mode
20	Exasol exasol.com	0%	0%	Google AI Mode

Sources AI engines trust in this category

Across the 8 buyer-intent queries we ran on data warehouse platforms, these are the domains Google AI Mode cited most often. If you're not on this list — or if your competitors are — that's a concrete PR / linkbuilding target.

youtube.comdomo.comfortegrp.comovaledge.comqlik.comskyvia.commotherduck.comscnsoft.com

How to read this AEO ranking

Four things worth knowing before you act on the numbers above. These are the same definitions across every industry page — for category-specific observations, see the What we observed section above (where available) and the per-brand insights inline in the ranking.

Visibility = being named

A brand's visibility % is the share of AI answers that mention it by name in the response prose. This is who AI engines actively recommend to the buyer. More on visibility →

Citation rate = being trusted

Citation rate is the share of AI answers that include the brand's domain as a clickable source link. This is what the AI treats as authoritative evidence, different from being named. More on citation rate →

Top engine differs by brand

The "top engine" column shows which AI surface each brand performs best on. Big gaps between a brand's score across engines usually points to specific content or schema gaps. How AI engines pick sources →

AEO rankings move month to month

AI engines re-crawl and re-rank on shorter cycles than classical search. We re-audit every brand on this list at least every 90 days and refresh this page automatically. How AI search ranking works →

Run an AEO audit on your own data warehouse platforms brand

The brands above were curated from public market-leader lists. Want the same answer engine optimisation measurement against your own brand — including the queries you appear on, which competitors get named instead, and a prioritised fix list? Run a free preview.

Audit your data warehouse platforms brand → Browse all AEO rankings Methodology →

Frequently asked about AEO for data warehouse platforms

Who leads AI visibility in data warehouse platforms?

Google BigQuery, Snowflake, and Amazon Redshift share the top position with equal visibility scores of 75.0 percent, all recorded exclusively on Google AI Mode.

How large is the visibility gap between the top brands and the rest of the category?

The top three brands each score 75.0 percent visibility against a category average of 14.4 percent, and every brand from rank 6 onward records zero visibility.

Which brands are cited most in AI responses for data warehouse platforms?

ClickHouse and Dremio each hold a 12.5 percent citation rate, the only brands in the top 10 with any citations, despite both recording zero visibility.

What sources does AI cite most for data warehouse platform research?

The top cited sources include youtube.com, domo.com, qlik.com, and motherduck.com, all third-party or vendor-adjacent domains rather than the primary sites of leading brands.

Which brand showed the biggest visibility growth in this category?

Amazon Redshift recorded the largest visibility increase, rising 37.5 percentage points from 37.5 percent to 75.0 percent while holding steady at rank 3.

Is citation rate a reliable indicator of AI visibility in this category?

No. The three highest-visibility brands each have a zero percent citation rate, while the two brands with the highest citation rates have zero visibility, showing citation and visibility are decoupled here.