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Web scraping itself isn’t illegal; however, it’s legality depends on the ways you perform it and the targets you retrieve data from. As long as your web scraping activities don't violate laws or third-party rights, it shouldn’t cause legal concerns. In any case, we highly advise you to get professional legal advice before starting a scraping project in San Francisco.

If you’re interested in this topic, we suggest checking out “Is web scraping legal?” blog post.