Real ChatGPT answer · index seed9S8EADxxWKIcompleteB2B software · data and analytics platformscomparison
Can you compare BigQuery and Snowflake on query performance for messy JSON data since I am building a data pipeline for my thesis?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Can you compare BigQuery and Snowflake on query performance for messy JSON data since I am building a data pipeline for my thesis?
3 real searches · 1 real-search pass
BigQuery JSON data type performance limitations partition clustering JSON_VALUE official documentationGoogle ↗
OBSERVED
Snowflake VARIANT semi structured data performance micro partition pruning FLATTEN official documentationGoogle ↗
OBSERVED
BigQuery vs Snowflake semi structured JSON benchmark performanceGoogle ↗
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
BigQuery JSON data type performance limitations partition clustering JSON_VALUE official documentation Google ↗
Snowflake VARIANT semi structured data performance micro partition pruning FLATTEN official documentation Google ↗
BigQuery vs Snowflake semi structured JSON benchmark performance Google ↗
- JSON documentation · docs.cloud.google.com
- semi-structured data documentation · docs.snowflake.com
- How BigQuery powers semi-structured data storage · cloud.google.com
- The Status-Quo in nested data processing for high-energy physics | The VLDB Journal · link.springer.com
- Introduction to clustered tables | BigQuery | Google Cloud Documentation · docs.cloud.google.com
- Micro-partitions & Data Clustering · docs.snowflake.com
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
BigQuery JSON data type performance limitations partition clustering JSON_VALUE official documentation OBSERVED | Google ↗ AI Mode ↗ | — | — | — | — | 1x of 1 | |
Snowflake VARIANT semi structured data performance micro partition pruning FLATTEN official documentation OBSERVED | Google ↗ AI Mode ↗ | — | — | — | — | 1x of 1 | |
BigQuery vs Snowflake semi structured JSON benchmark performance OBSERVED | Google ↗ AI Mode ↗ | — | — | — | — | 1x of 1 |