Real ChatGPT answer · index seedU1fvpru4EawcompleteB2B software · data and analytics platformscommercial
Which modern analytics suites currently offer the best balance of low SQL query costs and high performance for heavy reporting workloads?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Which modern analytics suites currently offer the best balance of low SQL query costs and high performance for heavy reporting workloads?
7 real searches · 1 real-search pass
2026 analytics warehouse pricing compute storage query cost performance benchmark Snowflake BigQuery Databricks SQL Amazon Redshift ClickHouse Cloud FireboltGoogle ↗
OBSERVEDComparison
2026 cloud data warehouse pricing query costs performance benchmark BigQuery Snowflake Redshift Databricks SQL ClickHouse Cloud Firebolt heavy reporting workloadsGoogle ↗
OBSERVEDComparison
2026 ClickHouse Cloud official pricing autoscaling concurrency materialized views documentationGoogle ↗
OBSERVEDOther / navigational
2026 BigQuery editions on-demand pricing query performance concurrency official documentationGoogle ↗
OBSERVEDComparison
2026 Snowflake warehouse pricing auto suspend multi-cluster warehouses query acceleration officialGoogle ↗
OBSERVEDOther / navigational
2026 Databricks SQL serverless pricing performance Photon concurrency officialGoogle ↗
OBSERVEDComparison
2026 Amazon Redshift Serverless pricing concurrency scaling materialized views officialGoogle ↗
OBSERVEDReason
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 (7)
Classes come from the query-classifier (a local Laya model). 7 of 7 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT7 real searches · gpt-6
2026 analytics warehouse pricing compute storage query cost performance benchmark Snowflake BigQuery Databricks SQL Amazon Redshift ClickHouse Cloud Firebolt Google ↗
2026 cloud data warehouse pricing query costs performance benchmark BigQuery Snowflake Redshift Databricks SQL ClickHouse Cloud Firebolt heavy reporting workloads Google ↗
2026 ClickHouse Cloud official pricing autoscaling concurrency materialized views documentation Google ↗
2026 BigQuery editions on-demand pricing query performance concurrency official documentation Google ↗
2026 Snowflake warehouse pricing auto suspend multi-cluster warehouses query acceleration official Google ↗
2026 Databricks SQL serverless pricing performance Photon concurrency official Google ↗
2026 Amazon Redshift Serverless pricing concurrency scaling materialized views official Google ↗
- How the 5 major cloud data warehouses compare on cost-performance · clickhouse.com
- TPC-H for less than a cent: ClickHouse Cloud vs. Snowflake, Databricks, BigQuery, and Redshift · clickhouse.com
- What is a Data Warehouse? A Deep Dive for Data Engineers · firebolt.io
- Understand BigQuery editions | Google Cloud Documentation · docs.cloud.google.com
- Introduction to workload management | BigQuery | Google Cloud Documentation · docs.cloud.google.com
- Estimate and control costs | BigQuery | Google Cloud Documentation · docs.cloud.google.com
- SQL warehouse types · docs.databricks.com
- SQL warehouse types · docs.databricks.com
Semantic map
Every query placed by meaning (EmbeddingGemma 2, 256-d). Shaded regions are topics, nearby points are near-paraphrases, and a circle's size is how often the query came back.
Colour
SimulatedReal search
Hover a query to see its counterpart · zoom with Ctrl/⌘ + scroll, a pinch, double-click or +
Queries
7 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
2026 analytics warehouse pricing compute storage query cost performance benchmark Snowflake BigQuery Databricks SQL Amazon Redshift ClickHouse Cloud Firebolt OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
2026 cloud data warehouse pricing query costs performance benchmark BigQuery Snowflake Redshift Databricks SQL ClickHouse Cloud Firebolt heavy reporting workloads OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
2026 ClickHouse Cloud official pricing autoscaling concurrency materialized views documentation OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
2026 BigQuery editions on-demand pricing query performance concurrency official documentation OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
2026 Snowflake warehouse pricing auto suspend multi-cluster warehouses query acceleration official OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
2026 Databricks SQL serverless pricing performance Photon concurrency official OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
2026 Amazon Redshift Serverless pricing concurrency scaling materialized views official OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 |