Integration Highlight: Databricks Delta Tables
Blog post from Unstructured
Building effective retrieval-augmented generation (RAG) systems involves transforming unstructured data into a consistent, organized format for easy retrieval, and the integration of Unstructured Platform with Databricks Delta Tables aims to address challenges in this process. This integration facilitates seamless extraction and transformation of unstructured data into Delta Tables, ensuring proper schema handling and metadata management, which are essential for RAG applications. Delta Tables in Databricks offer a robust data storage solution with ACID transactions, versioning, and schema enforcement, combining the reliability of traditional databases with the scalability of data lakes. When paired with Unity Catalog, Delta Tables provide enhanced governance and security features, crucial for enterprise RAG deployments. The integration supports direct streaming of processed documents into Delta Tables, automatic schema compliance, and flexible configuration options, with authentication supported through both personal access tokens and Databricks managed service principals. Users can set up this integration via the Unstructured Platform UI or its API, with support available for tailored setups to optimize implementation for specific use cases.