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
82
Categories are editorial and unscored; membership never moves a score. Ungraded vendors sort after measured ones and are never coerced to zero. Score version 28.
| Vendor | Website score | Reach | Read | Quote | Findings | llms.txt | Entity map | Measured |
|---|---|---|---|---|---|---|---|---|
| MotherDuck motherduck.com | 89 C | 95 | 82 | 87 | 3 | present | absent | 2026-10-04 05:20Z |
| SurrealDB surrealdb.com | 89 C | 96 | 79 | 88 | 3 | present | absent | 2026-10-05 04:18Z |
| PlanetScale planetscale.com | 87 A | 97 | 86 | 74 | 2 | absent | absent | 2026-10-04 12:19Z |
| Upstash upstash.com | 87 C | 96 | 80 | 83 | 4 | present | absent | 2026-10-05 10:17Z |
| Xata xata.io | 87 C | 93 | 83 | 84 | 3 | present | absent | 2026-10-05 15:17Z |
| Dremio dremio.com | 86 C | 90 | 79 | 87 | 1 | present | absent | 2026-10-06 16:19Z |
| Firebolt firebolt.io | 86 C | 89 | 85 | 83 | 2 | present | absent | 2026-10-06 18:22Z |
| Turso turso.tech | 84 B | 91 | 82 | 76 | 1 | present | absent | 2026-10-05 08:19Z |
| SingleStore singlestore.com | 82 C | 87 | 78 | 79 | 3 | present | absent | 2026-10-05 00:19Z |
| Supabase supabase.com | 82 C | 93 | 72 | 78 | 2 | present | absent | 2026-10-06 03:21Z |
| Tinybird tinybird.co | 82 C | 93 | 79 | 69 | 4 | present | absent | 2026-10-04 23:20Z |
| YugabyteDB yugabyte.com | 80 C | 82 | 89 | 68 | 3 | present | absent | 2026-10-05 15:18Z |
| Convex convex.dev | 77 C | 89 | 83 | 56 | 3 | present | absent | 2026-10-06 10:17Z |
| Starburst starburst.io | 77 C | 97 | 70 | 57 | 3 | absent | absent | 2026-10-05 03:17Z |
| ClickHouse clickhouse.com | 76 C | 91 | 70 | 62 | 4 | present | absent | 2026-10-05 18:22Z |
| Cockroach Labs cockroachlabs.com | 73 C | 89 | 57 | 66 | 3 | absent | absent | 2026-10-06 08:17Z |
| DuckDB duckdb.org | 73 C | 80 | 83 | 55 | 4 | present | absent | 2026-10-06 16:20Z |
| Materialize materialize.com | 72 C | 85 | 58 | 68 | 2 | present | absent | 2026-10-07 16:21Z |
| QuestDB questdb.io | 72 C | 82 | 74 | 57 | 3 | absent | absent | 2026-10-08 07:17Z |
| Fauna fauna.com | Measurement incomplete — no grade | — | — | — | — | absent | absent | 2026-10-06 18:18Z |
| Neon neon.tech | Alias of neon.com | — | — | — | — | absent | absent | 2026-10-04 06:19Z |
| Rockset rockset.com | Measurement incomplete — no grade | — | — | — | — | absent | absent | 2026-10-08 11:19Z |
| Timescale timescale.com | Alias of www.tigerdata.com | — | — | — | — | absent | absent | 2026-10-05 06:17Z |
Compare within this category
Open any two to four of these side by side: /directory/compare/motherduck/surrealdb — slugs in any order resolve to one canonical page.