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One thing that you might wanna consider is using an actual search engine instead of a regular database for the search. We initially used Meilisearch because it's easy to set up, open-source and generally a newer alternative. Back then it still had some performance issues once we tried to index more than a few million URLs, but that might not be a problem any more. The other option would of course be elasticsearch, but aside from the performance it's not as comfortable to work with.
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