AWS CloudTrail to Databricks SQL Warehouse Integration
AI-first ETL from AWS CloudTrail into Databricks SQL Warehouse. Governed entities, incremental sync, typed landing tables.
How Datrise loads AWS CloudTrail into Databricks SQL Warehouse
Datrise syncs AWS CloudTrail's API events, identities, resources, event sources, error codes, and request parameters into Databricks SQL Warehouse as a Delta Lake table per source entity. Flexible or custom fields land in VARIANT or STRUCT columns, and timestamps such as created, updated, and status changes are typed as TIMESTAMP.
Sync is incremental: Datrise uses a Delta MERGE on stable id, with change history available via time travel, so re-runs update only what changed. Delta partitioning by load date with OPTIMIZE/Z-ORDER on query keys. Datrise writes Unity Catalog–governed Delta tables, so lineage and permissions are managed centrally rather than per-notebook.
Ideal for lakehouse analytics and ML feature tables on Databricks.
Endpoints
AWS CloudTrail: AWS account activity and API audit logging.
Databricks SQL Warehouse: Lakehouse SQL endpoints over Delta tables.
How AWS CloudTrail entities map to Databricks SQL Warehouse
| AWS CloudTrail entity | Databricks SQL Warehouse object | Notes |
|---|---|---|
| API events | aws_cloudtrail_api_events | TIMESTAMP events |
| identities | aws_cloudtrail_identities | id PK · linked to aws_cloudtrail_api_events |
| resources | aws_cloudtrail_resources | id PK · linked to aws_cloudtrail_api_events |
| event sources | aws_cloudtrail_event_sources | TIMESTAMP events |
FAQ
How does Datrise handle AWS CloudTrail's custom fields in Databricks SQL Warehouse?
Flexible values are stored as VARIANT or STRUCT columns, so new fields don't require a migration; strongly-typed fields — dates, numbers, and references — are promoted to native Databricks SQL Warehouse types.
How does the AWS CloudTrail to Databricks SQL Warehouse sync stay up to date?
It runs incrementally — Datrise uses a Delta MERGE on stable id, with change history available via time travel.
Related pipelines
More destinations for AWS CloudTrail
- AWS CloudTrail → ClickHouse
- AWS CloudTrail → DuckDB
- AWS CloudTrail → Amazon Athena
- AWS CloudTrail → Amazon S3 Data Lake
- AWS CloudTrail → Azure Data Lake Storage
- AWS CloudTrail → Azure Synapse
- AWS CloudTrail → Spreadsheets
- AWS CloudTrail → Airtable
- AWS CloudTrail → CSV Files
- AWS CloudTrail → MongoDB
- AWS CloudTrail → Supabase
- AWS CloudTrail → Neon
More sources for Databricks SQL Warehouse
- Azure Table Storage → Databricks SQL Warehouse
- Azure Blob Storage → Databricks SQL Warehouse
- Babelforce → Databricks SQL Warehouse
- BigCommerce → Databricks SQL Warehouse
- Google BigQuery → Databricks SQL Warehouse
- Branch → Databricks SQL Warehouse
- Braze → Databricks SQL Warehouse
- Bronto → Databricks SQL Warehouse
- CallRail → Databricks SQL Warehouse
- Campaign Monitor → Databricks SQL Warehouse
- Cart → Databricks SQL Warehouse
- ChartMogul → Databricks SQL Warehouse
Early access
Connect AWS CloudTrail to Databricks SQL Warehouse the easy way
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