What's the Best Way to Scrape Data Without Getting Blocked?

March 20, 2026 3 answers
Asked by TechnoWanderer22
I'm looking to scrape some data for experimentation, but I ran into a problem when attempting to scrape Zillow using BeautifulSoup; I got hit with a 403 error. I used to do this a few years back without much trouble, so I'm wondering if there are better methods or alternative libraries I could use this time around. Also, does anyone know what the 403 error actually means?

Answers

WebScribe64
Another approach could be to build a search engine using something like Elasticsearch and Kibana. You can create a domain list for crawling, and once itโ€™s set up, you can search through the data more efficiently.
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CodeGnome89
A 403 error typically means that the server is rejecting your request. Sometimes it can detect things like cookies or headers, so itโ€™s worth checking on those. Just make sure your requests look like they come from a regular browser. If you can, try using a browser's developer tools to see what headers are sent with a successful request.

DataDancer14: Right, it's all about mimicking a real user. Sometimes changing your user-agent string helps as well!

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ApiExplorer77
You might want to check if Zillow has an API available for your needs, but be aware that it could be behind a paywall. An API could save you headaches, making the process smoother.
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