Stop scraping ABS Excel by hand.
The data you need is already public. It just lives behind SDMX, brittle XLS workbooks and 11-step wizards. We turn all of it into JSON.
pip install ausdataioFeatured
Is Australia approving enough homes for the migration intake?
One API call. /v1/approvals-vs-migration cross-references ABS building approvals against net overseas migration. The migration-vs-supply indicator every property economist rebuilds by hand. Returns a coverage ratio with an honest caveat, not a verdict.
pandas-first
Every response is a flat array of points with ISO dates. One line to a DataFrame.
Real composed series
Real cash rate, real wages, inflation decomposition, wage-vs-rent gap, approvals-vs-migration. The calculations you do by hand every Tuesday, done already.
Cite the source
Every response includes the source agency, dataset id, and release date. Defensible in a footnote.