Cloud database platforms: AI search visibility ranking (2026)
How AI search engines rank cloud database platforms by visibility and citations. 20 brands measured monthly across Google AI Mode: which brands the AI names in answers, which domains it cites as sources, and how the leaders compare. Managed cloud database platforms used to run relational, document, and distributed databases with scaling, backups, security, and developer tooling built in. Composite score: 70% visibility (% of AI answers naming the brand) + 30% citation rate (% citing the brand's domain). Full methodology →
Refreshed Jun 14, 2026Download this ranking as a PDF
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At a glance
What we observed in this categoryauto-generated
Azure SQL leads the cloud database platforms category with a visibility score of 25.0%, more than double the second-placed CockroachDB at 12.5%. The category average sits at just 1.9% visibility, which means Azure SQL is outperforming the average by a factor of roughly 13. CockroachDB's composite score of 8.8 is less than half of Azure SQL's 17.5, confirming that the gap at the top is substantial and not a marginal difference between close competitors.
A clear divergence exists between brands that are named in AI responses and brands that are cited as sources. Azure SQL and CockroachDB hold the top two visibility scores but record 0.0% citation rates, meaning Google AI Mode describes them without linking to their domains. Conversely, SingleStore, Oracle Autonomous Database, Google Cloud SQL, and AlloyDB each register 0.0% visibility but 12.5% citation rates, indicating they are referenced as sources without being prominently named in AI-generated answers.
Google AI Mode is the dominant engine across all 10 ranked brands, and the top cited sources in this category are youtube.com, reddit.com, techradar.com, devopsschool.com, gartner.com, cloud.google.com, clickhouse.com, and crn.com. The presence of community and tutorial platforms like Reddit and DevOps School alongside analyst sources like Gartner suggests the AI is drawing on a mixed pool of authoritative and community-generated content. Both Azure SQL and CockroachDB entered the rankings from zero in the prior period, making them the only recorded visibility risers.
Movers & shakers since last refresh
Biggest visibility risers
-
Azure SQL 0% → 25% · rank #0 → #1+25pp
-
CockroachDB 0% → 12% · rank #0 → #2+12pp
The ranking
| # | Brand | Visibility | Citation | Top engine |
|---|---|---|---|---|
| 1 |
azure.microsoft.com
|
25% | 0% | Google AI Mode |
Azure SQL leads with 25.0% visibility, roughly 13 times the 1.9% category average, yet records a 0.0% citation rate, meaning it is named but never linked. |
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| 2 |
cockroachlabs.com
|
12% | 0% | Google AI Mode |
CockroachDB sits at 12.5% visibility and 0.0% citation, scoring second overall but still less than half of Azure SQL's composite score of 17.5 versus 8.8. |
||||
| 3 |
singlestore.com
|
0% | 12% | Google AI Mode |
SingleStore holds a 0.0% visibility score but a 12.5% citation rate, placing it among four brands that are cited as sources without being named in AI answers. |
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| 4 |
oracle.com
|
0% | 12% | Google AI Mode |
Oracle Autonomous Database matches SingleStore exactly at 0.0% visibility and 12.5% citation, giving it a composite score of 3.8, far below the two visibility leaders. |
||||
| 5 |
cloud.google.com
|
0% | 12% | Google AI Mode |
Google Cloud SQL records 0.0% visibility and 12.5% citation despite its domain (cloud.google.com) appearing directly in the top cited sources list for this category. |
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| 6 |
cloud.google.com
|
0% | 12% | Google AI Mode |
| 7 |
planetscale.com
|
0% | 0% | Google AI Mode |
| 8 |
neon.tech
|
0% | 0% | Google AI Mode |
| 9 |
supabase.com
|
0% | 0% | Google AI Mode |
| 10 |
yugabyte.com
|
0% | 0% | Google AI Mode |
| 11 |
snowflake.com
|
0% | 0% | Google AI Mode |
| 12 |
databricks.com
|
0% | 0% | Google AI Mode |
| 13 |
redis.io
|
0% | 0% | Google AI Mode |
| 14 |
aiven.io
|
0% | 0% | Google AI Mode |
| 15 |
digitalocean.com
|
0% | 0% | Google AI Mode |
| 16 |
ibm.com
|
0% | 0% | Google AI Mode |
| 17 |
aws.amazon.com
|
0% | 0% | Google AI Mode |
| 18 |
aws.amazon.com
|
0% | 0% | Google AI Mode |
| 19 |
azure.microsoft.com
|
0% | 0% | Google AI Mode |
| 20 |
mongodb.com
|
0% | 0% | Google AI Mode |
Sources AI engines trust in this category
Across the 8 buyer-intent queries we ran on cloud database 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.
How to read this 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.
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.
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.
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 30 days and refresh this page automatically.
Get your own cloud database platforms brand audited
The brands above were curated from public market-leader lists. Want the same 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.
Frequently asked about cloud database platforms AI visibility
Who leads AI visibility in cloud database platforms?
Azure SQL leads with 25.0% visibility and a composite score of 17.5, well ahead of second-placed CockroachDB at 12.5% visibility and a composite score of 8.8.
What is the average AI visibility score for cloud database platforms?
The category average visibility is 1.9% across 20 brands, and the average citation rate is 2.5%, indicating most brands have very low AI presence.
Which brands are cited by AI but not named in answers?
SingleStore, Oracle Autonomous Database, Google Cloud SQL, and AlloyDB all show 0.0% visibility but 12.5% citation rates, meaning they appear as sources but not as named recommendations.
What sources does Google AI Mode cite most for cloud database platform research?
The top cited sources include youtube.com, reddit.com, techradar.com, devopsschool.com, gartner.com, cloud.google.com, clickhouse.com, and crn.com, covering a mix of community, tutorial, and analyst content.
Which brands improved AI visibility most recently in this category?
Azure SQL and CockroachDB are the only recorded visibility risers, both entering from 0.0% in the prior period, gaining 25.0 and 12.5 percentage points respectively.
Do any top-ranked cloud database brands have both high visibility and high citation rates?
No. The two most visible brands, Azure SQL and CockroachDB, both record 0.0% citation rates, while the brands with 12.5% citation rates all show 0.0% visibility.