Real ChatGPT answer · index seedBqpBl8LE0GocompleteB2B software · data and analytics platformscomparison

Is ClickHouse really ten times faster than Snowflake for time series aggregation as the benchmark articles claim, or is there a catch for smaller deployments

ChatGPTgpt-63 queries10/31/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Is ClickHouse really ten times faster than Snowflake for time series aggregation as the benchmark articles claim, or is there a catch for smaller deployments
3 real searches · 1 real-search pass
ClickHouse Snowflake time series benchmark 10x faster methodology aggregationGoogle ↗
OBSERVED
ClickHouse vs Snowflake benchmark small deployment performance cost concurrency time seriesGoogle ↗
OBSERVED
ClickHouse official benchmarking guide Snowflake comparison data loading cachingGoogle ↗
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
ClickHouse Snowflake time series benchmark 10x faster methodology aggregation Google ↗
ClickHouse vs Snowflake benchmark small deployment performance cost concurrency time series Google ↗
ClickHouse official benchmarking guide Snowflake comparison data loading caching Google ↗

Queries

3 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
ClickHouse Snowflake time series benchmark 10x faster methodology aggregation
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1
ClickHouse vs Snowflake benchmark small deployment performance cost concurrency time series
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1
ClickHouse official benchmarking guide Snowflake comparison data loading caching
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1