Databricks Lakehouse Platform
Databricks
Databricks · Azure Australia East · Medallion Architecture

Databricks Consulting
Build a Governed Lakehouse That Your Teams All Trust

FI Digital designs and deploys Databricks lakehouse platforms on Azure Australia East. Medallion architecture. Delta Lake. Unity Catalog for governance. MLflow for ML tracking. Databricks SQL for analyst querying. Production systems for financial services, healthcare, and resources clients. Australian data residency guaranteed.

Azure AU East
100% Australian data residency — every deployment
Wk 8
Initial dashboards live — before full platform completes
APRA + ASIC
Unity Catalog audit logs satisfying regulatory requirements
200+
Engineers across Australia and India

Why Databricks for Australian Enterprise

The dominant lakehouse platform for organisations that need to combine data engineering, advanced analytics, and machine learning in a single governed environment.

Databricks has become the dominant lakehouse platform for Australian enterprises that need to combine large-scale data engineering, advanced analytics, and machine learning in a single governed environment. Its Delta Lake format brings ACID transactions and schema enforcement to data lake storage. Its Unity Catalog delivers centralised governance across all data assets.

Its MLflow integration provides experiment tracking, model versioning, and production model serving in the same platform your engineers use for data pipelines. FI Digital deploys Databricks on Azure Australia East, keeping your data in Australian infrastructure under Australian regulatory jurisdiction.

Our Databricks practice has delivered production platforms for financial services firms processing millions of transactions daily, healthcare organisations aggregating patient data across multiple providers, and resources companies building predictive maintenance models on equipment telemetry.

Financial Services

Millions of transactions processed daily through medallion pipelines. APRA-compliant audit trail on every record.

Healthcare

Patient data aggregated across multiple providers. Column-level PII security via Unity Catalog.

Resources & Mining

Equipment telemetry pipelines feeding predictive maintenance ML models. Edge-to-Gold in under 15 minutes.

Databricks
Medallion Architecture — How Your Data Flows
Sources
Operational DB
CRM / ERP
IoT / Telemetry
Files & APIs
Bronze
Databricks
Raw Ingestion
Layer 1 — Immutable source of truth
Exact as-received data
Timestamped on arrival
Never modified or deleted
Every source system
Delta Lake · Parquet format
Silver
Databricks
Validated & Clean
Layer 2 — Conformed and trusted
Deduplication applied
Schema enforcement
Business rules validated
PII masking & encryption
Auto Loader · Structured Streaming
Gold
Databricks
Business-Ready
Layer 3 — Served to consumers
Aggregated & pre-computed
Compliance-reportable
BI dashboard ready
AI model inputs
Databricks SQL · Power BI · Tableau
Consumers
BI Dashboards
ML Models
Compliance Reports
Databricks SQL
Unity CatalogGovernance across all layers · Column-level PII security · Full data lineage · APRA CPS 234 audit logs
Azure
Azure Australia East
Databricks

What We Build on Databricks

Five capabilities — each a production discipline our engineers have delivered for Australian regulated clients.

Our Databricks Delivery Approach

Four phases from Platform Assessment to Handover. Initial dashboards are live by Week 8.

01
Weeks 1–2
Platform Assessment
Audit of existing data landscape and source systems
Azure environment design and sizing
Unity Catalog governance model design
Production of a Platform Design Document

Frequently Asked Questions

Ready to build your governed lakehouse?

Start with a Databricks Platform Assessment. We audit your existing data landscape, design your Azure environment, and produce a Platform Design Document — before you commit to any engineering spend.