Real ChatGPT answer · index seedaDIR1SDQqXAcompleteB2B software · data and analytics platformsinformational
Can you explain how autoscaling works in Databricks and how workspace admins can prevent runaway compute costs during heavy querying?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Can you explain how autoscaling works in Databricks and how workspace admins can prevent runaway compute costs during heavy querying?
2 real searches · 1 real-search pass
site:docs.databricks.com autoscaling compute clusters SQL warehouses maximum clusters serverless workspace admins cost controls budgets policies query historyGoogle ↗
OBSERVEDOther / navigational
site:docs.databricks.com/aws/en/admin budget policies account budgets alerts billing usage compute cost limits SQL statement timeout query resource managementGoogle ↗
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 (2)
Classes come from the query-classifier (a local Laya model). 1 of 2 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT2 real searches · gpt-6
site:docs.databricks.com autoscaling compute clusters SQL warehouses maximum clusters serverless workspace admins cost controls budgets policies query history Google ↗
site:docs.databricks.com/aws/en/admin budget policies account budgets alerts billing usage compute cost limits SQL statement timeout query resource management Google ↗
- SQL warehouse sizing, scaling, and queuing behavior · docs.databricks.com
- SQL warehouse sizing, scaling, and queuing behavior · docs.databricks.com
- Query history system table reference · docs.databricks.com
- Example queries for monitoring SQL warehouse activity · docs.databricks.com
- System tables reference · docs.databricks.com
- Create a SQL warehouse · docs.databricks.com
- Best practices for cost optimization · docs.databricks.com
- SQL warehouse admin settings · docs.databricks.com
- SQL serving cheat sheet · docs.databricks.com
- Create and manage compute policies · docs.databricks.com
- Create and monitor budgets · docs.databricks.com
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
site:docs.databricks.com autoscaling compute clusters SQL warehouses maximum clusters serverless workspace admins cost controls budgets policies query history OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
site:docs.databricks.com/aws/en/admin budget policies account budgets alerts billing usage compute cost limits SQL statement timeout query resource management OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 |