Developers ask AI: What's the best analytics database for my data warehouse?
Representative prompt — one of many ways developers ask this questionSnowflake, BigQuery, and Amazon Redshift hold the top three spots, unchanged from last month.
The biggest mover is StarRocks, jumping 9 spots from #28 to #19. IBM Db2 Warehouse had the steepest drop, falling 7 positions from #9 to #16.
| Rank Ordered by prominence across all models, compared to September 2026. | Product Company or product name that appeared in model responses for this category. | Prominence Prominence (1–100) weights how often a product is ranked ahead of others. Hover a score for average position and visibility. | Models Per-model prominence. Ring fill shows each model's prominence score. Hover a dot for prominence, average position, and visibility. |
|---|---|---|---|
| 1 — | 100 |
|
|
| 2 — |
Google
|
89 |
|
| 3 — |
Amazon Web Services
|
86 |
|
| 4 ▲3 |
Microsoft
|
80 |
|
| 5 ▼1 | 79 |
|
|
| 6 — | 75 |
|
|
| 7 ▼2 |
Oracle
|
74 |
|
| 8 ▲1 |
IBM
|
66 |
|
| 9 ▲1 | 63 |
|
|
| 10 ▲2 | 62 |
|
|
|
ALSO RANKED
|
|||
| 11 ▼3 |
SAP
|
58 |
|
| 12 ▼1 | 46 |
|
|
| 13 ▲1 | 44 |
|
|
| 14 ▲4 |
OpenText
|
39 |
|
| 15 ▲5 |
Alibaba Cloud
|
25 |
|
| 16 ▼7 | 24 |
|
|
| 17 — | 18 |
|
|
| 18 ▼3 | 12 |
|
|
| 19 ▲9 |
CelerData
|
12 |
|
Also tracked
These products appeared in at least one model response but did not meet the threshold to rank. This is not a comprehensive list. Many factors influence whether a product appears in AI-generated results. Rankings reflect AI model behavior at time of testing. Appearance or absence does not constitute an endorsement or evaluation by LLM Rank.
Top 10 over time
October 2026How standings changed across April 2026 → May 2026 → June 2026 → July 2026 → August 2026 → September 2026 → October 2026. Hover a point or product name for details.
Dashed lines = months outside the top 10.
The top Analytics DB tools, according to…
October 2026 · top 5 per model
-
1
Snowflake 100
-
2
BigQuery 89
- 3
- 4
-
5
Databricks 78
-
1
Snowflake 100
-
2
BigQuery 89
- 3
- 4
-
5
Databricks 78
-
1
Snowflake 100
-
2
BigQuery 90
- 3
-
4
Databricks 81
- 5
Analytics DB developers also ask about…
What are the best open-source analytics databases? Representative prompt — one of several specialized views within Analytics DB
Rankings for a specialized prompt within Analytics DB.
| Rank Ordered by prominence across all models. | Product Company or product name that appeared in model responses for this category. | Prominence Prominence (1–100) weights how often a product is ranked ahead of others. Hover a score for average position and visibility. | Models Per-model prominence. Ring fill shows each model's prominence score. Hover a dot for prominence, average position, and visibility. |
|---|---|---|---|
| 1 | 100 |
|
|
| 2 |
DuckDB
NR
DuckDB Labs
|
89 |
|
| 3 |
Apache Druid
NR
Imply
|
83 |
|
| 4 |
StarRocks
19
CelerData
|
78 |
|
| 5 |
Apache Doris
NR
VeloDB
|
74 |
|
| 6 |
Apache Pinot
NR
StarTree
|
67 |
|
| 7 |
QuestDB
NR
|
62 |
|
| 8 |
InfluxDB
NR
InfluxData
|
55 |
|
| 9 |
Starburst
18
|
55 |
|
| 10 |
TimescaleDB
NR
Tiger Data
|
54 |
|
What are the best serverless data warehouses? Representative prompt — one of several specialized views within Analytics DB
Rankings for a specialized prompt within Analytics DB.
| Rank Ordered by prominence across all models. | Product Company or product name that appeared in model responses for this category. | Prominence Prominence (1–100) weights how often a product is ranked ahead of others. Hover a score for average position and visibility. | Models Per-model prominence. Ring fill shows each model's prominence score. Hover a dot for prominence, average position, and visibility. |
|---|---|---|---|
| 1 |
BigQuery
2
Google
|
100 |
|
| 2 | 90 |
|
|
| 3 |
Amazon Web Services
|
84 |
|
| 4 | 81 |
|
|
| 5 |
Microsoft
|
78 |
|
| 6 | 74 |
|
|
| 7 |
Firebolt
10
|
70 |
|
| 8 |
MotherDuck
NR
|
60 |
|
| 9 |
Oracle
|
47 |
|
| 10 | 43 |
|
Full report & dataset
Need to work with this data?
Complete per-model results and every individual model run in a spreadsheet, a PDF for citing with a written read on what moved.
In the October 2026 export
- 34 ranked products
- 3 models ranked in full
- 90 runs, with verbatim replies
- 2 prompt variants scored
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Analytics DB · October 2026
The full dataset behind the leaderboard, ready for your next deck
For analysts and marketers who need to work with these rankings, not just read them: complete per-model results and every individual model run in a spreadsheet you can pivot and chart, a PDF laid out for citing, with a written read on what moved — enough to build the slide before the meeting.
What you'll do with it
- Pivot and filter to find your own cut of the story
- Chart one product against the whole field
- Drop the rankings straight into a leadership deck
- See how consistently a product ranked, not just its average
- Cite a dated snapshot that won't shift next month
In the export
- All 34 ranked products, sortable and pivot-ready
- Complete rankings from all three models, not the top-10 slice charted here
- All 90 runs, each with its verbatim response and parsed ranking
- Two prompt variants scored in full
Data Trove XLSX
Every ranked product with complete per-model results, plus every individual model run and the ranking it produced, in sortable, pivot-ready sheets. (sample)
Data Dossier PDF
The full leaderboard laid out for reading, citing, and lifting into a deck, with the per-model breakdown the page only charts and a written read on what moved this month. (sample)