AI crawler technology: AI-powered proxy crawlers

When reptiles meet AI: it's kind of fun!

Folks know that it's not easy to engage in data collection now, and the anti-climbing system of the website is stricter than the cell access control. Ordinary crawlers are like visitors with expired access cards, which will be stopped by the security guards in minutes. At this time, if the crawler is equipped withAI brainrespond in singingProxy IP Rotation, things are completely different.

Take a real case: an e-commerce data team with traditional crawler to catch the price, every day was blocked 300 + times. Later they added a behavioral prediction model to the crawler, with ipipgo's dynamic residential agent, the success rate of the request soared directly from 37% to 89%. this is not a metaphysics, but theAI learns the laws of website protection+IP camouflage technologyThe chemistry of the

Smart Play with Proxy IP

Don't think that proxy IP is just changing IP address, there are a lot of things to be said here. I'll show you a real-world configuration:

import ai_crawler
from ipipgo import ProxyPool

 Initialize the AI decision model
behavior_model = ai_crawler.load_behavior_model('v3')

 Connect to ipipgo's proxy pool
proxy_pool = ProxyPool(
    api_key="your_ipipgo_key",
    strategy="smart_rotation", smart_rotation strategy
    region_filter=["mobile"] Prioritize mobile network IPs
)

 Set the request parameters
crawler = ai_crawler.SmartCrawler(
    proxy_handler=proxy_pool,
    request_delay=ai_crawler.RandomDelay(2,5), random delay
    retry_strategy=behavior_model.predict_retry()
)

This configuration of theThe three best tricks of the trade::
1. ipipgo's mobile IPs naturally resemble real users
2. AI models dynamically adjust retry strategies
3. Stochastic delays avoid mechanical operational features

Practical tips to prevent banning

I've seen too many people fall prey to the IP blocking problem, here are a fewknow-how to survive::

① IP warm-up mechanism: Newly acquired IP first visit a few normal pages, do not come up to catch sensitive data. Just like a new cell phone number has to make a few normal phone calls first, otherwise it will be easily tagged.

② The Flow Ratio Mystery: Don't use all IPs for crawling data, take out 20% IPs for cover traffic and randomly visit non-targeted pages of the site

(iii) Abnormal Fuse StrategyIf an IP fails 3 times in a row, immediately switch and mark the IP, and ipipgo's backend will automatically quarantine the problem node.

Frequently Asked Questions QA

Q: Will using a proxy IP slow down the collection speed?
A: Good question! ipipgo'slong connectivity technologyIt can keep a single proxy session for 5-10 minutes, which is faster than the traditional short connection of 40% or more. However, remember to set a reasonable number of concurrency, it is recommended that no more than 3 concurrency per IP

Q: How to judge the quality of proxy IP?
A: These three indicators are the most tangible:
1. First time connection success rate (ipipgo can do 92%+)
2. Average response time (typically within 800ms for mobile IP)
3. Duration of survival (residential IPs are recommended to be used for no more than 30 minutes in a single session)

Q: What should I do if I encounter a CAPTCHA?
A: This is where AI comes into its own! In conjunction with ipipgo'sReal-life operation simulation IP, divert CAPTCHA requests to a clean IP pool. Also train a simple CAPTCHA recognition model that specializes in common sliding validations (don't touch complex CAPTCHAs, they tend to trigger defense upgrades)

Choose the right tool for the job

It's not for nothing that I've used 7 or 8 proxy services and ended up using ipipgo for the long term. TheirScenario-based IP libraryIt's indeed sweet, especially the e-commerce data collection specificShopping Behavior IP Pool, with real shopping history, the anti-crawler system can't tell if it's a real person or a crawler.

recently updatedIntelligent Routing FunctionWhat's more, it can automatically select the optimal IP type according to the target website. For example, crawling enterprise information with enterprise private line IP, grabbing social media data with home broadband IP, this feature at least helped me save 60% configuration time.

In the business of data collection, a good choice of tools is equivalent to half of the success. Next time you configure an AI crawler, remember to put ipipgo'sIntelligent Scheduling APIPick up, you will find a lot of headaches in fact have long been the solution. After all, using technology to defeat technology is the king's way!