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- Remove duckduckgo-search dependency (unreliable results) - Add direct_search_service.py that scrapes sites' search pages directly - Add search_url and product_link_selector fields to SearchSite model - Add beautifulsoup4 and lxml for HTML parsing - Update schemas with new fields - Add database migration for new columns Direct search is more reliable as it queries each site's own search functionality instead of relying on external search engines.