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Which cloud data warehouse currently offers the best price to performance ratio for running heavy ad hoc SQL queries on millions of daily transactions

ChatGPTgpt-65 queries10/31/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Which cloud data warehouse currently offers the best price to performance ratio for running heavy ad hoc SQL queries on millions of daily transactions
5 real searches · 1 real-search pass
2026 cloud data warehouse pricing ClickHouse Cloud BigQuery Snowflake Redshift Databricks benchmark price performance ad hoc SQLGoogle ↗
OBSERVEDComparison
ClickHouse Cloud pricing compute storage 2026 officialGoogle ↗
OBSERVEDComparison
Google BigQuery pricing on demand query pricing 2026 officialGoogle ↗
OBSERVEDComparison
Snowflake pricing compute credits 2026 officialGoogle ↗
OBSERVEDComparison
Redshift Serverless pricing 2026 officialGoogle ↗
OBSERVEDOther / navigational

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.

ChatGPT real searches (5)
Short factOther / navigational20%Comparison80%ConsequenceReasonDefinitionInstructionYes / no

Classes come from the query-classifier (a local Laya model). 5 of 5 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.

Searches and sources

ChatGPT5 real searches · gpt-6
2026 cloud data warehouse pricing ClickHouse Cloud BigQuery Snowflake Redshift Databricks benchmark price performance ad hoc SQL Google ↗
ClickHouse Cloud pricing compute storage 2026 official Google ↗
Google BigQuery pricing on demand query pricing 2026 official Google ↗
Snowflake pricing compute credits 2026 official Google ↗
Redshift Serverless pricing 2026 official Google ↗

Queries

5 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
2026 cloud data warehouse pricing ClickHouse Cloud BigQuery Snowflake Redshift Databricks benchmark price performance ad hoc SQL
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1
ClickHouse Cloud pricing compute storage 2026 official
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1
Google BigQuery pricing on demand query pricing 2026 official
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1
Snowflake pricing compute credits 2026 official
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1
Redshift Serverless pricing 2026 official
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1