{"slug":"shift-builds-real-time-credit-decisioning-with-machine-learning-on-azure-databricks","url":"https://findausecase.com/use-cases/shift-builds-real-time-credit-decisioning-with-machine-learning-on-azure-databricks","title":"Shift builds real-time credit decisioning with machine learning on Azure Databricks","description":"Shift, an Australian business finance company, used the Azure Databricks Data + AI Platform and Delta Lake to consolidate disparate bank transactional data and build proprietary in-house classification models, enabling real-time credit approvals, 24x faster time-to-market for new solutions, and 90% faster data processing.","company":"Shift","industry":"Financial Services","aiCapabilities":["Machine Learning","Predictive Analytics"],"technology":["Azure Databricks","Delta Lake","Tableau"],"deployment":"Public Cloud","problemStatement":"Shift needed a consolidated view of bank transactional data from disparate sources, but transferring and processing the different data sources was slow, making it difficult to get a consolidated picture of customer insights; structuring and running ETL pipelines also required staff to stay past business hours.","solutionApproach":"Shift used the Azure Databricks Data + AI Platform and Delta Lake to centralize disparate data sources within a unified, scalable infrastructure, building back-end data pools overlaid with proprietary in-house classification models with machine learning capabilities to automate processing and enable real-time decisioning.","businessValue":"Shift achieved 24x faster time-to-market for new solutions, implemented real-time credit decisioning for certain customer segments, cut data processing time by 90%, and reduced model iteration and retraining to within two days.","evidence":{"band":"high"},"sourceUrl":"https://www.databricks.com/customers/shift","dates":{"publishedAt":"2026-09-29T05:46:37.962Z","publishedAtSource":"pipeline","updatedAt":"2026-09-29T05:46:37.962Z"},"license":"Open for reading and citing with a link to https://findausecase.com/use-cases/shift-builds-real-time-credit-decisioning-with-machine-learning-on-azure-databricks. Bulk republication requires permission."}