{"slug":"bayada-builds-a-unified-ai-ready-platform-for-compassionate-care","url":"https://findausecase.com/use-cases/bayada-builds-a-unified-ai-ready-platform-for-compassionate-care","title":"BAYADA Builds a Unified, AI-Ready Platform for Compassionate Care","description":"BAYADA Home Health Care is consolidating three separate legacy data platforms (multiple practice management systems, an on-prem ODS, and Snowflake) and 65+ enterprise data sources into a single Databricks Lakehouse under its Data Modernization program, using medallion tiers, Lakeflow Jobs, Asset Bundles, and Unity Catalog governance. As part of the migration, BAYADA uses an LLM-powered code converter and Databricks Assistant to automate SQL and stored-procedure translation, and applies a machine learning-based data mastering accelerator to create golden Client, Payor, Candidate, and Referrer records. BAYADA reports roughly 30% better workload performance and cost efficiency versus its prior Snowflake environment, and is laying a governed foundation for AI agents supporting payroll validation, compliance monitoring, and operational insights, separately from its roadmap for AI-assisted chart review and risk prediction.","company":"BAYADA Home Health Care","industry":"Healthcare","aiCapabilities":["Generative AI"],"technology":["Databricks SQL","Lakeflow Jobs","Unity Catalog","Databricks Assistant"],"deployment":"Public Cloud","problemStatement":"BAYADA's legacy landscape—multiple practice management systems, an on-prem ODS, Snowflake, and legacy cubes—made it hard to answer even simple questions with confidence. Teams pulled from different systems, and analysts spent hours reconciling conflicting numbers before weekly reviews.","solutionApproach":"Through its Data Modernization program, BAYADA is building a unified Databricks Lakehouse foundation structured as medallion tiers, with Lakeflow Jobs and Asset Bundles managing orchestration and CI/CD. An LLM-powered code converter and Databricks Assistant automate large portions of SQL and stored procedure migration, and a data mastering accelerator applies machine learning to create golden Client, Payor, Candidate, and Referrer records.","businessValue":"BAYADA reports roughly 30% better workload performance and cost efficiency compared to Snowflake, with 65+ enterprise data sources unified into a single Databricks SQL environment and three separate data platforms consolidated into one governed warehouse on DBSQL.","evidence":{"band":"high"},"sourceUrl":"https://www.databricks.com/customers/bayada","dates":{"publishedAt":"2026-09-07T09:01:22.868Z","publishedAtSource":"pipeline","updatedAt":"2026-09-07T09:01:22.868Z"},"license":"Open for reading and citing with a link to https://findausecase.com/use-cases/bayada-builds-a-unified-ai-ready-platform-for-compassionate-care. Bulk republication requires permission."}