I added database persistence to the scraper using Entity Framework Core with PostgreSQL. The Products table tracks scraped items with fields for pricing, timestamps, and posting status.

The scraper now saves products to the database, updating existing entries or creating new ones based on product ID. I also added logic to randomly select an unposted product and download its image for posting. This sets up the foundation for automating social media posts about sale items.