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The ScrapingBee Shopee scraper API lets you extract structured product data from Shopee pages without building and maintaining your own scraping setup.

Instead of handling page rendering, anti-bot measures, proxies, retries, and parsing yourself, you send the API a Shopee product URL and get structured JSON back. The response can include fields such as the product titl...


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When a scraper breaks, the reflex is to reach for a language model. For zero-shot e-commerce scraping, that reflex is usually the most expensive move you can make: a model call per page cost me about 30 seconds on local hardware. The product data is often already in the page as JSON, and much of the drift that follows a site change heals without a model. The local LLM belongs...


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Google /goto redirect URLs are starting to appear in Search results instead of direct destination links, often carrying opaque CAES tokens that are not immediately useful to scrapers.

In this article, we'll look at how to decode Google /goto URLs, what the CAES token actually contains, when these redirects tend to appear, and how to resolve them efficiently in Python. ...


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A deep research workflow is only as good as the sources it can retrieve. Open systems like Local Deep Research, gpt-researcher, and LangChain's deep agents use a similar loop: a search API finds URLs, then a downloader retrieves each one. That retrieval stage is wh...


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A CAPTCHA solver is a tool or service that completes CAPTCHA challenges and returns a valid response to the target website. When automated scraping workflows hit security gates like reCAPTCHA or hCaptcha, developers use these solvers to process visual, audio, or token challenges programmatically.

A developer's natural instinct is to answer the challenge; however, that'...


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