ETL pipelines and data warehousing for Australian businesses.
Custom ETL pipelines and data warehousing for Australian businesses who've outgrown live-API reporting and spreadsheet exports. We extract from your operational systems, transform the data into a clean warehouse, and hand it off to Power BI or Tableau for reliable, fast dashboards.
What a custom ETL and warehouse engagement covers
Source connectors
APIs, databases, CSV drops and SFTP feeds — connected and scheduled reliably.
Warehouse design
Star schemas, fact/dimension modelling and history preserved where it matters.
Incremental loads
No nightly full-table rebuilds — changes only, with proper watermark handling.
Retry & recovery
Failures are caught, retried and alerted — your pipeline survives ugly days.
Semantic layer
A clean, query-friendly schema so Power BI consumes it without pain.
Reporting automation
Scheduled refreshes, delivery and alerting — no more late-night CSV exports.
When a warehouse is the right tool
You need history
APIs often don't. A warehouse preserves change over time so trend reporting is honest.
Reports are slow
Live-API reports re-pull every refresh. A warehouse pre-computes the heavy lifting.
Multiple systems
Joining data across five tools live is painful. Joining in a warehouse is trivial.
Cost
API-based reporting services often cost more per month than a lean warehouse does once it's built.
ETL outcomes we've shipped
ETL and data warehousing — common questions
Often yes. Power BI can query sources directly, but an ETL pipeline into a warehouse makes refreshes faster, cheaper and more reliable. See Power BI consulting.
SQL Server / Azure SQL, Postgres or MySQL depending on your environment and scale. We're pragmatic — the right tool for the job, not a vendor preference.
Yes — we'll extend what you have where it's sensible, or we'll build a custom pipeline if off-the-shelf ETL is painting you into a corner.
Send us the source systems and the reports that keep breaking.
We'll come back with a practical ETL and warehouse plan.