Firebolt to Google BigQuery Integration
AI-first ETL from Firebolt into Google BigQuery. Governed entities, incremental sync, typed landing tables.
How Datrise loads Firebolt into Google BigQuery
Datrise syncs Firebolt's databases, tables, aggregating indexes, query jobs, table schemas, and partitions into Google BigQuery as a partitioned table per source entity. Flexible or custom fields land in JSON or nested/repeated (STRUCT) columns, and timestamps such as created, updated, and status changes are typed as TIMESTAMP.
Sync is incremental: Datrise uses appends to a staging table, then MERGE on stable id into the partitioned target, so re-runs update only what changed. Partition by ingestion or event date and cluster by entity id to keep scanned bytes low. BigQuery bills by bytes scanned, so Datrise partitions and clusters every table to keep query costs predictable.
Ideal for Google-stack analytics and ML on serverless infrastructure.
Endpoints
Firebolt: Cloud data warehouse tuned for fast analytics.
Google BigQuery: Serverless analytics warehouse on GCP.
How Firebolt entities map to Google BigQuery
| Firebolt entity | Google BigQuery object | Notes |
|---|---|---|
| databases | firebolt_databases | id PK · custom fields → JSON or nested/repeated (STRUCT) columns |
| tables | firebolt_tables | id PK · linked to firebolt_databases |
| aggregating indexes | firebolt_aggregating_indexes | id PK · linked to firebolt_databases |
| query jobs | firebolt_query_jobs | id PK · linked to firebolt_databases |
FAQ
How does Datrise handle Firebolt's custom fields in Google BigQuery?
Flexible values are stored as JSON or nested/repeated (STRUCT) columns, so new fields don't require a migration; strongly-typed fields — dates, numbers, and references — are promoted to native Google BigQuery types.
How does the Firebolt to Google BigQuery sync stay up to date?
It runs incrementally — Datrise uses appends to a staging table, then MERGE on stable id into the partitioned target.
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Early access
Connect Firebolt to Google BigQuery the easy way
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