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HomeBackend DevelopmentPython TutorialDynamic web page elements XPath and Class names change frequently. How to stably crawl the target a tag?

Dynamic web page elements XPath and Class names change frequently. How to stably crawl the target a tag?

Selenium crawler puzzle: Challenges for dynamic web element positioning

Many crawler engineers often encounter a problem when crawling dynamic web pages: the structure and properties of the target element (XPath path, Class name, etc.) may change after each page refresh. This article uses a case of crawling a tag on a web page using Selenium as an example to explore how to overcome the challenges brought by instability of XPath paths and Class names.

Problem description:

The developer uses the Selenium library to crawl a tag in a web page, which is the page jump button. However, the XPath path of the tag changes after each page refresh. For example: during the first visit, XPath may be //*[@id="layoutPage"]/div[1]/div[2]/div[11]/div[2]/div[3]/div[2]/div/div[1]/div[1]/a ; after the second refresh, the path may become //*[@id="layoutPage"]/div[1]/div[2]/div[11]/div[2]/div[4]/div[2]/div/div[1]/div[1]/a , etc. Even if you try to locate using class attribute, it will be invalid due to the change of class name. This change may be related to the website's dynamic content loading mechanism or anti-crawling measures.

Solution:

Directly relying on XPath path or class attributes for positioning is unreliable in dynamic web environments. This may be an anti-crawling strategy for the website, for example, using dynamic loading techniques or font anti-crawling techniques.

Therefore, it is necessary to find more stable elemental features for positioning. If no other stable attributes or text information is available on the page, you can only consider the following strategies:

  1. Collect all possible A tags, and then perform post-processing: collect all a tags on the page, and then filter them based on the text content, link address and other information of the tag to find the target a tag. This method is relatively resource-consuming, but it is an effective solution in the face of no other stable characteristics.

  2. Analyze page loading mechanism: In-depth analysis of the loading order of web pages and dynamic content update mechanisms, such as JavaScript code, and try to find some relatively stable element features or attributes as the basis for positioning.

  3. Use a more robust positioning strategy: consider using a CSS selector or other more stable positioning methods, such as positioning based on the element's text content, partial attribute values, etc., rather than relying entirely on XPath paths or class attributes.

  4. Wait for the element to load: Use Selenium's WebDriverWait mechanism to ensure that the target element is fully loaded before positioning, avoiding positioning failures because the element is not loaded.

Choosing the right solution requires judgment based on the specific web page structure and anti-crawling measures. A deep understanding of the dynamic loading mechanism of a website is the key to solving such problems.

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