Research Base on the Bavarian Property Market

Finding Russian- and Ukrainian-speaking property professionals in Bavaria takes more than a search: the language appears in no directory. So a data base was built and filtered step by step.

Features

  • Inventory of agency cards from Bavaria, collected across 121 source pages
  • Filtering by language signals: name, profile text, languages offered
  • Each candidate checked by hand, with the outcome recorded
  • An outreach queue, ordered by proximity and fit
  • A single data source; selection, verification and the report are generated from it

Result

  • 1,449 agency cards in the inventory, 470 checked profiles in the queue
  • 145 candidates with a language signal, of which 3 confirmed and 24 checked and rejected
  • Rejections stay recorded — otherwise the same card gets checked twice

Stack: Data pipeline, JSON as the single source, PowerShell, HTML report

Description