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Connect Your Database

❖ SDV Enterprise Bundle. This feature is available as part of the AI Connectors Bundle, an optional add-on to SDV Enterprise. For more information, please visit the AI Connectors Bundle page.

We recommend connecting SDV to your database for the smoothest experience. After integration, SDV is automatically able to create metadata based on the database schema and import data to be used for training an SDV synthesizer.

from sdv.io.database import AlloyDBConnector

# 1. Integration: Create a connector and set your config
connector = AlloyDBConnector()
connector.set_import_config('source_db_config.yaml')
connector.set_export_config('destination_db_config.yaml')

# 2. Usage: Use the API create metadata, import training data, and export synthetic data
metadata = connector.create_metadata(table_names=['users', 'transactions', 'sessions'])
data = connector.import_random_subset(metadata=metadata)
...
connector.export(synthetic_data)

❖ Browse Databases

Use the AI Connectors feature to directly connect to your database and import your data into SDV. Later you can use the same connector to export synthetic data into a new database.

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❖ AlloyDB

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❖ BigQuery

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❖ MSSQL

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❖ Oracle

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❖ PostgreSQL

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❖ Spanner

Request additional databases. If your database provider is not covered by the list above, please leave us a request. If approved our team is able to add a connector for a relational database in a few weeks.

We prioritize requests made by customers who are using AI Connectors.

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