← toxicbwi
Case · 2026 · Real-estate market analysts (RID Analytics)

Real-estate parser pipeline

13 city-developer parsers + monthly aggregation pipeline for new-build apartment market analysis. From naively 5min Playwright to 12-30s curl_cffi+API.

Result: 53 objects, 2093 apartments / month
PythonPlaywrightcurl_cffiopenpyxlCOM Excel

Monthly pipeline: monitor наш.дом.рф → new-object detection → run parsers (parsers/*.py per developer or add_rashet_from_pd.py from declarations) → fill_rashet → consolidated table → manual check → fill_baza.

Highlights

What you get

Industry-specific market data pipeline. Same shape works for any monthly aggregation: car listings, vacancy reports, FX rates — anything that has 10+ heterogeneous sources to homogenize.

Demo by request Want similar — let's talk