
First, why does your crawler project need to automatically switch proxy IP?
If you have done network data collection, you know that frequent use of a fixed IP to access the target site, the light is encountered CAPTCHA blocking, the heavy is directly blocked IP. especially the need for long-term operation of the crawler project, manually replace the proxy IP is neither realistic nor efficient. At this time, you need to change the proxy IP manually throughThe program automatically switches proxy IPsto maintain stable operation.
Take e-commerce price monitoring as an example, suppose you want to capture the price data of 100,000 items of a platform in real time:
| take | Fixed IP risk | Advantages of automatic switching |
|---|---|---|
| High Frequency Visits | Trigger the wind control mechanism | Rotating IPs to circumvent detection |
| long term | IP is permanently banned | Continuous provisioning of available IPs |
| Geographical limitation | Unable to access specific data | Flexible switching of regional IPs |
Second, Python to realize the proxy IP automatic switching of the 3 methods
Here is a list of all of the products that are available in theipipgo Dynamic Residential IPAs an example, to demonstrate the specific implementation:
Method 1: Dynamically change IP before request
import requests
from ipipgo import get_proxy Assume this is the SDK provided by ipipgo.
def crawler(url): proxy = get_proxy()
proxy = get_proxy() get new IP per request
proxies = {"http": f "http://{proxy['user']}:{proxy['pass']}@{proxy['ip']}:{proxy['port']}"}
response = requests.get(url, proxies=proxies)
return response.text
Method 2: Failure automatic retry mechanism
MAX_RETRY = 3
def retry_crawler(url):: for _ in range(MAX_RETRY)
for _ in range(MAX_RETRY):
try: proxy = get_proxy()
proxy = get_proxy()
response = requests.get(url, proxies=proxies, timeout=10)
return response
except Exception as e.
print(f "IP {proxy['ip']} failed, auto switching")
return None
Method 3: Rotate the IP pool regularly
import time
from threading import Thread
class IPManager.
def __init__(self).
self.ip_pool = []
Thread(target=self._refresh_ips).start() start background update thread
def _refresh_ips(self).
Start the background update thread. while True: self.ip_pool = get_ip_pool.
self.ip_pool = get_proxy(count=50) bulk IP acquisition
time.sleep(300) update IP pool every 5 minutes
III. Best Practices for Integrating Proxy IP with the Scrapy Framework
In Scrapy projects, it is recommended to use middleware for automated management:
class IPIPGoProxyMiddleware.
def process_request(self, request, spider): proxy = get_proxy().
proxy = get_proxy()
request.meta['proxy'] = f "http://{proxy['ip']}:{proxy['port']}"
request.headers['Proxy-Authorization'] = basic_auth_header(proxy['user'], proxy['pass'])
def process_exception(self, request, exception, spider):
return request.replace(dont_filter=True) auto-retry new ip
configureipipgo dynamic ipAttention is required when:
- Set concurrency in settings.py (recommended ≤ 3 requests per second for a single IP)
- Enable RetryMiddleware for use with
- It is recommended to turn on the automatic de-weighting function
IV. Selection Strategies for Dynamic vs. Static Agents
| comparison dimension | Dynamic Residential IP | Static Data Center IP |
|---|---|---|
| Applicable Scenarios | High Frequency Data Acquisition | Long-term login session |
| IP Survival Cycle | Replacement on demand | Fixed long-term |
| Success rate of visits | >98% | Dependent on IP quality |
| cost-effectiveness | volumetric billing | monthly subscription |
ipipgo provides two types of proxies at the same time, according to business needs can be switched at any time in the console, and supports HTTP/HTTPS/SOCKS5 all protocols to meet the needs of different technology stacks.
V. Frequently Asked Questions QA
Q: How to handle automatically when the proxy IP is invalid?
A: It is recommended to incorporate an exception retry mechanism to immediately re-initiate the request with a new IP when a connection timeout, 403 status code, etc. is captured.
Q: How can I avoid being recognized by websites as proxy traffic?
A: ipipgo's residential IPs are all from real home networks and work better with the following measures:
1. Randomization of User-Agent settings
2. Controlling the frequency of requests
3. Simulating browser behavior
Q: How are multi-region IPs scheduled?
A: Just specify the country/city parameter when getting the proxy, for example:
proxy = get_proxy(country='us', city='los_angeles')
Q: How do I ensure stability when I need a large number of IPs?
A: It is recommended to use the IP pool rotation mechanism to obtain bulk IP resources in advance, together with connection pool management tools (such as aiohttp) to achieve efficient reuse.

