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It depends on what you want to scrape. What do you hope to accomplish with an answer to this question? Do you intend to study/play around with a bunch of the libraries/tools mentioned? Do you have some sort of project in mind? Are you trying to get us to write a 'top 10 web scraping' blog post for you?

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Hah! No, not trying to get a blog post written, but if any patterns emerge for pain points or missing docs, examples, or resources for learning I might create a page or an ebook project on GitHub that covers that area.

I probably will play around with the tools that are new to me regardless.

UPDATE: Updated the OP.

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