Real ChatGPT answer · index seedrc8Ps1K2BuIcompleteB2B software · data and analytics platformscommercial
My advisory board wants me to research which enterprise analytics platforms have the absolute fastest query performance when joining massive customer datasets. What do the latest benchmarks say?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
My advisory board wants me to research which enterprise analytics platforms have the absolute fastest query performance when joining massive customer datasets. What do the latest benchmarks say?
3 real searches · 1 real-search pass
2026 enterprise analytical database benchmark massive joins TPC-H Snowflake Databricks BigQuery ClickHouse Redshift StarRocks benchmarkGoogle ↗
OBSERVED
latest TPC-DS benchmark results cloud data warehouses 2025 Snowflake BigQuery Databricks Redshift query performanceGoogle ↗
OBSERVED
ClickHouse benchmark joins large datasets TPC-H 2025 performance comparisonGoogle ↗
OBSERVED
Badge and edge weight = share of passes that produced the query. Hover a query for its intent and routing format.
Query classes
Google's semantic query class for every sub-query: what kind of answer each search is after, simulated vs real.
Classifying 3 queries…
Searches and sources
ChatGPT3 real searches · gpt-6
2026 enterprise analytical database benchmark massive joins TPC-H Snowflake Databricks BigQuery ClickHouse Redshift StarRocks benchmark Google ↗
latest TPC-DS benchmark results cloud data warehouses 2025 Snowflake BigQuery Databricks Redshift query performance Google ↗
ClickHouse benchmark joins large datasets TPC-H 2025 performance comparison Google ↗
- TPC-H for less than a cent: ClickHouse Cloud vs. Snowflake, Databricks, BigQuery, and Redshift · clickhouse.com
- How ClickHouse became fast at joins · clickhouse.com
- TPC-DS All Results · tpc.org
- The fastest OLAP databases in 2026 (ranked by ClickBench) · clickhouse.com
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
2026 enterprise analytical database benchmark massive joins TPC-H Snowflake Databricks BigQuery ClickHouse Redshift StarRocks benchmark OBSERVED | Google ↗ AI Mode ↗ | — | — | — | — | 1x of 1 | |
latest TPC-DS benchmark results cloud data warehouses 2025 Snowflake BigQuery Databricks Redshift query performance OBSERVED | Google ↗ AI Mode ↗ | — | — | — | — | 1x of 1 | |
ClickHouse benchmark joins large datasets TPC-H 2025 performance comparison OBSERVED | Google ↗ AI Mode ↗ | — | — | — | — | 1x of 1 |