What pricing models do top data and analytics platforms use when billing based on query volume rather than user seats?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
What pricing models do top data and analytics platforms use when billing based on query volume rather than user seats?
5 real searches · 1 real-search pass
official pricing models Snowflake credits BigQuery bytes processed Databricks DBU ClickHouse Cloud pricing query consumption 2026Google ↗
OBSERVEDReason
official documentation BigQuery on-demand pricing bytes processed per query Snowflake credit consumption pricing Databricks SQL serverless pricingGoogle ↗
OBSERVEDComparison
Databricks SQL pricing DBU per second serverless SQL warehouse official pricingGoogle ↗
OBSERVEDComparison
ClickHouse Cloud pricing compute credits hourly usage officialGoogle ↗
OBSERVEDComparison
Amazon Athena pricing per terabyte scanned official query pricingGoogle ↗
OBSERVEDComparison
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)
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
official pricing models Snowflake credits BigQuery bytes processed Databricks DBU ClickHouse Cloud pricing query consumption 2026 Google ↗
official documentation BigQuery on-demand pricing bytes processed per query Snowflake credit consumption pricing Databricks SQL serverless pricing Google ↗
Databricks SQL pricing DBU per second serverless SQL warehouse official pricing Google ↗
ClickHouse Cloud pricing compute credits hourly usage official Google ↗
Amazon Athena pricing per terabyte scanned official query pricing Google ↗
- BigQuery · cloud.google.com
- Introduction to workload management | BigQuery | Google Cloud Documentation · docs.cloud.google.com
- BigQuery | AI data platform · cloud.google.com
- BigQuery pricing · cloud.google.com
- Understanding compute cost · docs.snowflake.com
- Snowflake Service Consumption Table · snowflake.com
- Snowflake Pricing Calculator · snowflake.com
- Snowflake pricing · snowflake.com
- Databricks Pricing: Flexible Plans for Data and AI Solutions · databricks.com
- Pricing Calculator Page · databricks.com
- Monitor the cost of serverless compute · docs.databricks.com
- Databricks pricing · databricks.com
- Amazon Athena FAQs – Serverless Interactive Query Service · aws.amazon.com
- Amazon Athena Pricing · aws.amazon.com
- Athena pricing · aws.amazon.com
- clickhouse-docs/docs/cloud/reference/03_billing/01_billing_overview.md at main · ClickHouse/clickhouse-docs · github.com
- ClickHouse pricing · clickhouse.com
Queries
5 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
official pricing models Snowflake credits BigQuery bytes processed Databricks DBU ClickHouse Cloud pricing query consumption 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
official documentation BigQuery on-demand pricing bytes processed per query Snowflake credit consumption pricing Databricks SQL serverless pricing OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
Databricks SQL pricing DBU per second serverless SQL warehouse official pricing OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
ClickHouse Cloud pricing compute credits hourly usage official OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
Amazon Athena pricing per terabyte scanned official query pricing OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 |