Dynamic web crawling can be achieved through an analysis interface or a simulated browser. 1. Use browser developer tools to view XHR/Fetch requests in the Network, find the interface that returns JSON data, and use requests to get it; 2. If the page is rendered by the front-end framework and has no independent interface, you can start the browser with Selenium and wait for the elements to be loaded and extracted; 3. In the face of the anti-crawling mechanism, headers should be added, frequency control, proxy IP should be used, and verification codes or JS rendering detection should be carried out according to the situation. Mastering these methods can effectively deal with most dynamic web crawling scenarios.
Web crawling of dynamic content is indeed more complicated than static pages, but as long as you master the methods, it is actually not difficult. The core is to figure out how the data is loaded and then find the right way to get it.

Use browser developer tools to view requests
Many dynamic contents are obtained from the backend through AJAX or Fetch requests. At this time, you open the browser's "Developer Tools" (F12), switch to the Network tab, refresh the page, and see if there are any XHR or Fetch type requests.
Usually these requests return JSON data, with clear structure and easier to parse than HTML. You can directly copy the URL of this request and call it in Python using requests
to get the desired data.

For example:
- Open a product details page
- Find requests like
/api/product/details
in the Network panel - Check whether its response content is the data you want
- If so, record the interface address and request parameters
This way you don't need to deal with the HTML structure of the entire web page.

Simulate browser operations with Selenium
If the website uses complex front-end frameworks (such as Vue, React) and the data is not loaded through independent interfaces, then you cannot just rely on the analysis interface to obtain the data. You can use Selenium at this time.
Selenium can simulate the behavior of a real browser and extract content after the page is fully loaded. Common practices are:
- Install Selenium and WebDriver for the corresponding browser
- Start the browser and access the destination URL
- Wait for a specific element to load (WebDriverWait is recommended)
- Use
find_element
orfind_elements
to extract data
It should be noted that Selenium is heavier, slower and has a high resource utilization. If it is not particularly necessary, try to give priority to the interface method.
Some websites limit crawling behavior
Many websites now have anti-crawling mechanisms, such as detecting frequent requests, verifying whether they are real browsers, or even IP bans.
There are a few things you can do at this time:
- Add headers to the request to imitate browser access
- Control the frequency of requests, don't send requests in a crazy way
- Use proxy IP rotation to avoid blocking of single IP
- If the page has a verification code, it may be necessary to combine it with a coding platform or manual intervention
In addition, some websites have high requirements for JavaScript rendering, and Selenium may also be recognized as an automated script. At this time, you can consider Puppeteer's Python version pyppeteer, or find out if there are any startup parameters that can bypass the detection.
Basically these ideas. The key is to judge how the content of the target website is loaded, and then choose the right tool to deal with it. Not complicated, but details are easy to ignore.
The above is the detailed content of Python web scraping dynamic content. For more information, please follow other related articles on the PHP Chinese website!

Hot AI Tools

Undress AI Tool
Undress images for free

Undresser.AI Undress
AI-powered app for creating realistic nude photos

AI Clothes Remover
Online AI tool for removing clothes from photos.

Clothoff.io
AI clothes remover

Video Face Swap
Swap faces in any video effortlessly with our completely free AI face swap tool!

Hot Article

Hot Tools

Notepad++7.3.1
Easy-to-use and free code editor

SublimeText3 Chinese version
Chinese version, very easy to use

Zend Studio 13.0.1
Powerful PHP integrated development environment

Dreamweaver CS6
Visual web development tools

SublimeText3 Mac version
God-level code editing software (SublimeText3)

Hot Topics

std::chrono is used in C to process time, including obtaining the current time, measuring execution time, operation time point and duration, and formatting analysis time. 1. Use std::chrono::system_clock::now() to obtain the current time, which can be converted into a readable string, but the system clock may not be monotonous; 2. Use std::chrono::steady_clock to measure the execution time to ensure monotony, and convert it into milliseconds, seconds and other units through duration_cast; 3. Time point (time_point) and duration (duration) can be interoperable, but attention should be paid to unit compatibility and clock epoch (epoch)

ToaccessenvironmentvariablesinPHP,usegetenv()orthe$_ENVsuperglobal.1.getenv('VAR_NAME')retrievesaspecificvariable.2.$_ENV['VAR_NAME']accessesvariablesifvariables_orderinphp.iniincludes"E".SetvariablesviaCLIwithVAR=valuephpscript.php,inApach

PHPhasthreecommentstyles://,#forsingle-lineand/.../formulti-line.Usecommentstoexplainwhycodeexists,notwhatitdoes.MarkTODO/FIXMEitemsanddisablecodetemporarilyduringdebugging.Avoidover-commentingsimplelogic.Writeconcise,grammaticallycorrectcommentsandu

HashMap implements key-value pair storage through hash tables in Java, and its core lies in quickly positioning data locations. 1. First use the hashCode() method of the key to generate a hash value and convert it into an array index through bit operations; 2. Different objects may generate the same hash value, resulting in conflicts. At this time, the node is mounted in the form of a linked list. After JDK8, the linked list is too long (default length 8) and it will be converted to a red and black tree to improve efficiency; 3. When using a custom class as a key, the equals() and hashCode() methods must be rewritten; 4. HashMap dynamically expands capacity. When the number of elements exceeds the capacity and multiplies by the load factor (default 0.75), expand and rehash; 5. HashMap is not thread-safe, and Concu should be used in multithreaded

There are three key ways to avoid the "undefinedindex" error: First, use isset() to check whether the array key exists and ensure that the value is not null, which is suitable for most common scenarios; second, use array_key_exists() to only determine whether the key exists, which is suitable for situations where the key does not exist and the value is null; finally, use the empty merge operator?? (PHP7) to concisely set the default value, which is recommended for modern PHP projects, and pay attention to the spelling of form field names, use extract() carefully, and check the array is not empty before traversing to further avoid risks.

When using PHP preprocessing statements to execute queries with IN clauses, 1. Dynamically generate placeholders according to the length of the array; 2. When using PDO, you can directly pass in the array, and use array_values to ensure continuous indexes; 3. When using mysqli, you need to construct type strings and bind parameters, pay attention to the way of expanding the array and version compatibility; 4. Avoid splicing SQL, processing empty arrays, and ensuring data types match. The specific method is: first use implode and array_fill to generate placeholders, and then bind parameters according to the extended characteristics to safely execute IN queries.

High-frequency questions in Java interviews are mainly focused on basic syntax, object-oriented, multithreaded, JVM and collection frameworks. The most common questions include: 1. There are 8 basic Java data types, such as byte, short, int, long, float, double, char and boolean. It is necessary to note that String is not the basic data type; 2. Final is used to modify classes, methods or variables to represent immutable, and finally is used to ensure code execution in exception processing. Finalize is an Object class method for cleaning before garbage collection; 3. Multi-thread synchronization can be achieved through synchronized keywords, ReentrantLock, and vo.

Reasons and solutions for the header function jump failure: 1. There is output before the header, and all pre-outputs need to be checked and removed or ob_start() buffer is used; 2. The failure to add exit causes subsequent code interference, and exit or die should be added immediately after the jump; 3. The path error should be used to ensure correctness by using absolute paths or dynamic splicing; 4. Server configuration or cache interference can be tried to clear the cache or replace the environment test.
