Proven patterns we build for regulated and data-heavy industries. Each card shows the business problem, the Databricks features we use and the outcome.
Customer data sits in core banking, cards, loans and CRM, so no one sees the full relationship.
Lakeflow Connect · Delta Lake · Unity Catalog · GenieOne governed customer view that relationship managers can query in plain language.
Rule-based alerts arrive late and flood investigators with false positives.
Spark Declarative Pipelines (real-time mode) · MLflow · Model ServingStreaming risk scores that flag suspicious transactions as they happen.
Monthly regulatory returns are assembled by hand from spreadsheets.
Declarative Pipelines · Unity Catalog lineage · Databricks SQLRepeatable reports with lineage from every figure back to its source.
Loan stress shows up only after repayments are missed.
Feature engineering · MLflow · AI/BI dashboardsEarly-warning scores and dashboards for the credit team.
Adjusters review every claim the same way, whatever its risk.
Agent Bricks · Vector Search · MLflowClaims routed by risk and complexity, with suspicious ones flagged for review.
Key facts are locked in PDFs, forms and adjuster notes.
Agent Bricks information extraction · Unity CatalogStructured data from documents, ready for analytics and audit.
Pricing models run on old data extracts, outside governance.
Delta Lake · MLflow · Unity Catalog MetricsGoverned pricing features and models the actuarial team can reuse.
Sales data from each channel is reported separately and late.
Lakeflow Connect · AI/BI · GenieA single view of channel performance, refreshed daily.
Event volumes outgrow the transactional database and reporting slows.
ZeroBus Ingest · Delta Lake · Lakehouse real-time warehouseLow-latency analytics on every payment event.
Small compliance teams cannot keep up with alert volume.
Real-time pipelines · MLflow · GeniePrioritized alerts with the context investigators need.
Funnel and retention questions take days of manual SQL.
Databricks SQL · AI/BI · Genie spacesSelf-service answers on activation, retention and revenue.
App data in Postgres must be copied before anyone can analyse it.
Lakebase · Unity Catalog · Databricks AppsOperational and analytical work on governed data without fragile copies.
Retention offers go out after customers have already decided to leave.
Feature engineering · MLflow · Model ServingChurn scores that trigger timely, targeted retention offers.
Network event data is too large to analyse in existing tools.
Spark Structured Streaming · Delta Lake · AI/BINear real-time views of network quality by site and region.
Billing leakage is found months later, if at all.
Declarative Pipelines · Unity Catalog · Databricks SQLAutomated reconciliation between usage, rating and billing.
Agents search several systems for each customer question.
Agent Bricks · Vector Search · Databricks AppsAn assistant that answers from governed customer and product data.
Clinical, lab and administrative data live in separate systems.
Lakeflow Connect · Delta Lake · Unity CatalogA governed patient data foundation with strict access control.
Bed and staff planning relies on last year's averages.
MLflow · AI/BI dashboardsForecasts that help plan beds, staff and theatre time.
Clinicians and coders search long notes by hand.
Vector Search · Agent Bricks · Unity CatalogSecure, cited answers from clinical documentation.
Denied claims are discovered late and fixed slowly.
Databricks SQL · Genie · Unity Catalog MetricsEarly visibility of denial patterns and their causes.
Sensor and quality data are analysed long after production runs.
Streaming pipelines · Delta Lake · MLflowFaster detection of defects and process drift.
Teams check each product against country rules by hand.
Agent Bricks · Vector Search · Unity CatalogAn agent that checks products against regulations before shipping.
Stock decisions rely on spreadsheets and gut feel.
MLflow · AI/BI · Lakeflow JobsStore and SKU-level forecasts that feed replenishment.
Legacy warehouses are costly, slow and hard to extend to AI.
LakeBridge · Declarative Pipelines · Unity CatalogA modern lakehouse with validated parity and lower running costs.