{"slug":"tmbthanachart-bank-invests-in-smarter-personalization-with-advanced-analytics-on-databricks","url":"https://findausecase.com/use-cases/tmbthanachart-bank-invests-in-smarter-personalization-with-advanced-analytics-on-databricks","title":"TMBThanachart Bank invests in smarter personalization with advanced analytics on Databricks","description":"Thai bank TMBThanachart migrated its in-house Delphi personalization engine to Azure Databricks with Unity Catalog and Lakeflow Jobs, reaching 5.5 million customers (up from 500,000), achieving a 10x increase in targeted offer capacity and 2x faster digital sales growth, while cutting insight latency from two days to under one.","company":"TMBThanachart Bank","industry":"Financial Services","country":"Thailand","aiCapabilities":["Recommendation & Personalization","Fraud & Anomaly Detection","Predictive Analytics"],"technology":["Delta Lake","Lakeflow Jobs","Unity Catalog"],"deployment":"Public Cloud","problemStatement":"TTB's on-premises data infrastructure limited personalized products and services to just 500,000 customers, with batch processing causing a two-day data latency lag, shared resource constraints raising system breakdown risk, and numerous dependencies making the architecture too inflexible to quickly deploy new features.","solutionApproach":"TTB migrated their in-house Delphi personalization engine to a unified lakehouse on Azure Databricks, integrating with Google Cloud Pub/Sub and Azure Event Hub, adopting Unity Catalog for centralized data governance across teams and partners, and using Databricks Lakeflow Jobs to orchestrate and automate data pipelines, enabling real-time processing for hyperpersonalized recommendations, fraud detection and propensity scoring.","businessValue":"Personalized products and services now reach 5.5 million customers, up from the previous 500K limit, with TTB achieving a 10x increase in card generation capacity for highly targeted offers and a 2x acceleration in digital sales growth, while insight latency dropped from two days to about one day and TTB reached 100% adoption of Unity Catalog.","evidence":{"band":"high"},"sourceUrl":"https://www.databricks.com/customers/tmbthanachart-bank","dates":{"publishedAt":"2026-09-11T09:03:56.242Z","publishedAtSource":"pipeline","updatedAt":"2026-09-11T09:03:56.242Z"},"license":"Open for reading and citing with a link to https://findausecase.com/use-cases/tmbthanachart-bank-invests-in-smarter-personalization-with-advanced-analytics-on-databricks. Bulk republication requires permission."}