Vendor website benchmark · category
Data and database infrastructure vendors, measured on their own websites
Databases, warehouses and streaming. Their public site is what is graded, not the engine.
Listed
23
Currently measurable
19
Median website score
80
Categories are editorial and unscored; membership never moves a score. Ungraded vendors sort after measured ones and are never coerced to zero. Score version 25.
| Vendor | Website score | Reach | Read | Quote | Findings | llms.txt | Entity map | Measured |
|---|---|---|---|---|---|---|---|---|
| Dremio dremio.com | 90 C | 100 | 80 | 85 | 1 | present | absent | 2026-09-18 02:54Z |
| MotherDuck motherduck.com | 89 C | 97 | 80 | 87 | 3 | present | absent | 2026-09-18 17:17Z |
| PlanetScale planetscale.com | 88 A | 96 | 90 | 74 | 2 | absent | absent | 2026-09-19 00:17Z |
| Firebolt firebolt.io | 85 C | 93 | 75 | 83 | 2 | present | absent | 2026-09-18 02:58Z |
| Turso turso.tech | 83 B | 95 | 75 | 74 | 1 | present | absent | 2026-09-18 03:18Z |
| Upstash upstash.com | 83 C | 93 | 70 | 81 | 3 | present | absent | 2026-09-18 03:18Z |
| Xata xata.io | 83 C | 93 | 70 | 84 | 3 | present | absent | 2026-09-18 03:28Z |
| Supabase supabase.com | 82 C | 93 | 70 | 78 | 3 | present | absent | 2026-09-18 03:15Z |
| SurrealDB surrealdb.com | 81 C | 93 | 62 | 85 | 4 | present | absent | 2026-09-18 03:16Z |
| SingleStore singlestore.com | 80 C | 93 | 65 | 79 | 2 | present | absent | 2026-09-18 03:14Z |
| Tinybird tinybird.co | 79 C | 94 | 70 | 69 | 4 | present | absent | 2026-09-18 03:17Z |
| DuckDB duckdb.org | 77 C | 93 | 77 | 55 | 4 | present | absent | 2026-09-18 02:55Z |
| Convex convex.dev | 75 C | 89 | 75 | 56 | 2 | present | absent | 2026-09-18 02:48Z |
| Materialize materialize.com | 75 C | 93 | 57 | 68 | 2 | present | absent | 2026-09-18 03:06Z |
| Starburst starburst.io | 74 C | 100 | 57 | 57 | 3 | absent | absent | 2026-09-18 03:15Z |
| YugabyteDB yugabyte.com | 74 B | 81 | 75 | 65 | 2 | present | absent | 2026-09-18 03:29Z |
| Cockroach Labs cockroachlabs.com | 72 C | 96 | 47 | 66 | 3 | absent | absent | 2026-09-18 02:46Z |
| ClickHouse clickhouse.com | 71 C | 89 | 57 | 62 | 4 | present | absent | 2026-09-18 02:46Z |
| QuestDB questdb.io | 64 C | 73 | 60 | 57 | 3 | absent | absent | 2026-09-19 03:18Z |
| Fauna fauna.com | Measurement incomplete — no grade | — | — | — | — | absent | absent | 2026-09-18 05:17Z |
| Neon neon.tech | Alias of neon.com | — | — | — | — | absent | absent | 2026-09-18 09:17Z |
| Rockset rockset.com | Measurement incomplete — no grade | — | — | — | — | absent | absent | 2026-09-18 12:18Z |
| Timescale timescale.com | Alias of www.tigerdata.com | — | — | — | — | absent | absent | 2026-09-18 14:17Z |
Compare within this category
Open any two to four of these side by side: /directory/compare/dremio/motherduck — slugs in any order resolve to one canonical page.