Title
BAYADA Builds a Unified, AI-Ready Platform for Compassionate Care
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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.
…ke 65+ Enterprise data sources unified into a single Databricks SQL environment 3 Separate data platforms consolidated into one governed warehouse on DBSQL BAYADA Home Health Care delivers clinical, assistive, and hospice services to t…
…transition, BAYADA and its partners are using tightly integrated accelerators. An LLM-powered code converter and Databricks Assistant automate large portions of SQL and stored procedure migration, improving speed and translation accuracy. T-Validator automates much of test coverage, compressing integration testing an…
…USTOMER STORY BAYADA builds a unified, AI‑ready platform for compassionate care ~30% Better workload performance and cost efficiency compared to Snowflake 65+ Enterprise data sources unified into a single Databricks SQL environment 3…
Company
BAYADA Home Health Care
…rity and Trust Ready to get started? Get a Demo Login Contact Us Try Databricks Customer Stories / Bayada CUSTOMER STORY BAYADA builds a unified, AI‑ready platform for compassionate car…
Industry
Healthcare
…on that promise today—and extend it for years to come. Share this post Details Industry : Healthcare and Life Sciences Use Case : Data + AI Platform Product : Databricks SQL , Lakeflow Jobs , Unity…
Problem
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.
…I-enabled care. From fragmented reporting to a unified data foundation for care 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. The Databricks Lakehouse consolidates data from practice systems, Workday, Risk…
Solution
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.
…nalytics tools made it difficult to see the whole picture and slowed decisions. Through its Data Modernization program, BAYADA is building a unified Databricks Lakehouse foundation to support trusted insights, scalable operations, and future AI-enabled care. F…
…ely refined from raw capture to analytics- and AI-ready form with full lineage. Lakeflow Jobs and Asset Bundles manage orchestration and CI/CD, while an operational store supports analytical and operational workloads on th…
…e, compressing integration testing and increasing confidence in Lakehouse data. A data mastering accelerator applies machine learning to create golden Client, Payor, Candidate, and Referrer records. Together, these capabilities remove Snowflake processing and on-prem dependenci…
Business value
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.
…USTOMER STORY BAYADA builds a unified, AI‑ready platform for compassionate care ~30% Better workload performance and cost efficiency compared to Snowflake 65+ Enterprise data sources unified into a single Databricks SQL environment 3…
…care ~30% Better workload performance and cost efficiency compared to Snowflake 65+ Enterprise data sources unified into a single Databricks SQL environment 3 Separate data platforms consolidated into one governed warehouse on DBSQL BAY…
…ke 65+ Enterprise data sources unified into a single Databricks SQL environment 3 Separate data platforms consolidated into one governed warehouse on DBSQL BAYADA Home Health Care delivers clinical, assistive, and hospice services to t…
AI capabilities
Generative AI
…transition, BAYADA and its partners are using tightly integrated accelerators. An LLM-powered code converter and Databricks Assistant automate large portions of SQL and stored procedure migration, improving speed and translation accuracy. T-Validator automates much of test c…
Technology
Databricks SQL, Lakeflow Jobs, Unity Catalog, Databricks Assistant
…t Details Industry : Healthcare and Life Sciences Use Case : Data + AI Platform Product : Databricks SQL , Lakeflow Jobs , Unity Catalog Ready to get started? Try Databricks for free Talk to an expert Why Databricks…
Deployment options
cloud
…the whole picture and slowed decisions. Through its Data Modernization program, BAYADA is building a unified Databricks Lakehouse foundation to support trusted insights, scalable operations, and future AI-enabled care. From fragmented reporting to a unified data foundation for care BAYADA’s legacy…
Implementation approach
Source systems feed a standardized ingestion layer into medallion tiers—Landing/Raw, Bronze, Silver, Enriched, Master Data, and Gold—so data is progressively refined from raw capture to analytics- and AI-ready form with full lineage. With core migration largely complete, BAYADA's roadmap focuses on finishing practice onboarding, completing entity mastering, migrating stored procedures, decommissioning legacy platforms, and expanding self-service.
…ecture is designed as an enterprise backbone, not a one-time warehouse upgrade. Source systems feed a standardized ingestion layer into medallion tiers—Landing/Raw, Bronze, Silver, Enriched, Master Data, and Gold—so data is progressively refined from raw capture to analytics- and AI-ready form with full lineage. Lakeflow Jobs and Asset Bundles manage orchestration and CI/CD, while an operat…
…, equity, and experience. Roadmap: from a trusted foundation to AI-enabled care With core migration largely complete, BAYADA’s roadmap focuses on finishing practice onboarding, completing entity mastering, migrating stored procedures, decommissioning legacy platforms, and expanding Sigma-based self-service. As the foundation stabilizes, emphasis shifts to AI-infused operations and care…
Headline outcome
…USTOMER STORY BAYADA builds a unified, AI‑ready platform for compassionate care ~30% Better workload performance and cost efficiency compared to Snowflake 65+ Enterprise data sources unified into a single Databricks SQL environment 3…
Use case type
Workflow automation
…transition, BAYADA and its partners are using tightly integrated accelerators. An LLM-powered code converter and Databricks Assistant automate large portions of SQL and stored procedure migration, improving speed and translation accuracy. T-Validator automates much of test c…
Capture details
- Captured
- 03 Sept 2026, 19:30 UTC
- Extractor
- fetch-strip@1
- Snapshot hash
- 5c0ef3e8dd3302f905883ad468953ebf66dd017835b4e2066ec4b06c01ea3776