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From Direct Queries to Clean Repositories: Refactoring a Python Scraper’s Database Layer
How I replaced raw Postgres queries with a type-safe repository pattern in a production scraper—improving testability and long-term maintainability.
pythondatabase designweb scrapingclean architecturetesting
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