Databricks
Move structured and unstructured data into AI-ready Delta tables on Databricks. Unify data engineering and AI workloads with Airbyte—your lakehouse, your models, your control.



Unified platform for data and AI
Combine operational data from MongoDB and Postgres with unstructured sources like PDFs, images, and customer communications, all in Delta Lake tables. Train LLMs and deploy AI agents on the same platform where your data lands.
Reliable pipelines for analytics and ML
Deploy Airbyte to write directly into Delta tables with ACID transactions and versioning. Build reliable pipelines that support both analytics and batch ML training without data duplication or quality issues.
Open standards for data portability
Connect enterprise systems using open formats like Delta Lake and Apache Iceberg. Maintain portability across clouds while leveraging Databricks' Unity Catalog for governance and Airbyte for connector breadth.
Delivering value across industries

Financial institutions deploy agentic AI with complete transaction context
After integrating core banking systems, payment networks, and customer interactions with Airbyte, banks build autonomous AI agents in Databricks that detect fraud patterns and automate compliance reporting.

Media companies personalize content with unified audience data
Telemetry, CRM records, and social media signals flow through Airbyte into Delta tables, where content teams train recommendation models that increase viewer engagement and subscription retention.

SCM leaders enhance operations with IoT and ERP integration
SAP logistics combined with IoT sensor data using Airbyte allows manufacturers to deploy predictive maintenance models in Databricks that reduce downtime while keeping production systems running.