What Should I Consider for Ethical Web Scraping?

If you're serious about keeping it ethical, there are a few guidelines you should definitely consider. First, try to scrape at a speed that mirrors human browsing habits to avoid overloading servers. Second, think about giving back to the website owners in some way, whether that's sharing your findings or something similar. Also, check whether the sites have APIs you can use instead of scraping, which is always a cleaner option.

It's super important to respect the rules laid out in robots.txt files as well as any 'noindex' tags you find on pages. You should also read each website's terms of use to see if scraping is allowed. Finally, try to minimize the frequency of your scraping to lessen the load on the site's server; it's just good manners!

Keep in mind that ethically, you should avoid training your models on content that isn't openly licensed, like many academic papers. I've seen it firsthand; the ethics of using such data can be pretty murky, and you might encounter a lot of gray areas in terms of permissions from publishers or authors.

Generally speaking, scraping without permission isn’t great practice. You should always have a clear understanding and respect for site owners' terms. Be sure to anonymize any sensitive data you gather and never sell it. Big tech companies might navigate these issues with ease, but as an indie developer, you’ve got to tread lightly.

You could always look into existing datasets from resources like Common Crawl. If you do decide to proceed with your own scraper, make sure you identify it in the User-Agent string, keep the website owners informed, and stop scraping if they request it. Overwhelming a site can get your IP banned, and that's definitely something you want to avoid!