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How to apply Open Operator's techniques in e-commerce crawler scenarios?

2025-09-10 1.8 K

A practical guide to e-commerce data collection

Handling the anti-crawl mechanism of e-commerce websites with Open Operator requires special configurations and skill sets:

Core implementation program

  1. Dynamic behavioral simulation:
    Create ecommerce.ts in the examples directory and configure it using Agent:
    - Stochastic rolling amplitude
    - Non-uniform mouse trajectory
    - Fluctuations in page dwell time
    These parameters can significantly reduce the probability of being recognized.
  2. Data Extraction Strategy:
    Combined with Stagehand's DOM monitoring capabilities:
    1. Listen to the MutationObserver event of the product list.
    2. Using XPath to locate dynamic elements such as price/inventory
    3. Addressing access frequency limitations through proxy IP rotation
  3. Distributed Scaling:
    Combining the Browserbase Cloud Browser with Kubernetes to realize:
    - Example of Auto Scaling Browser
    - Geographically Distributed IP Allocation
    - Asynchronous task queue management

Typical code examples show how to bypass Cloudflare validation: perform manual operation simulation training before applying a reinforcement learning model to generate a sequence of operations.

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