根据scrapy官方文档:http://doc.scrapy.org/en/master/topics/practices.html#avoiding-getting-banned里面的描述,要防止scrapy被ban,主要有以下几个策略。
- 动态设置user agent
- 禁用cookies/启用cookie
- 设置延迟下载
- 使用Google cache (未记录)
- 使用IP地址池(Tor project、VPN和代理IP)
- 利用第三方平台crawlera做scrapy爬虫防屏蔽 (未记录)
动态设置user agent
# -*- coding:utf-8 -*-
import random
def get_headers():
useragent_list = [
'Mozilla/5.0 (Windows NT 6.1; rv,2.0.1) Gecko/20100101 Firefox/4.0.1',
'Opera/9.80 (Macintosh; Intel Mac OS X 10.6.8; U; en) Presto/2.8.131 Version/11.11',
'Mozilla/5.0 (Windows; U; Windows NT 6.1; en-us) AppleWebKit/534.50 (KHTML, like Gecko) Version/5.1 Safari/534.50',
'Mozilla/5.0 (Windows NT 6.1; rv,2.0.1) Gecko/20100101 Firefox/4.0.1',
'Mozilla/5.0 (Windows NT 6.1; WOW64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/51.0.2704.106 Safari/537.36',
'Mozilla/5.0 (Windows NT 6.1; WOW64) AppleWebKit/537.36 (KHTML, like Gecko) Maxthon/4.9.2.1000 Chrome/39.0.2146.0 Safari/537.36',
'Mozilla/5.0 (X11; CrOS i686 2268.111.0) AppleWebKit/536.11 (KHTML, like Gecko) Chrome/20.0.1132.57 Safari/536.11',
'Mozilla/5.0 (Windows NT 6.1; WOW64) AppleWebKit/536.3 (KHTML, like Gecko) Chrome/19.0.1063.0 Safari/536.3',
'Mozilla/5.0 (Macintosh; Intel Mac OS X 10_8_0) AppleWebKit/536.3 (KHTML, like Gecko) Chrome/19.0.1063.0 Safari/536.3',
'Mozilla/5.0 (Macintosh; Intel Mac OS X 10_8_0) AppleWebKit/532.3 (KHTML, like Gecko) Chrome/19.0.1063.0 Safari/532.3',
'Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/536.5 (KHTML, like Gecko) Chrome/19.0.1084.9 Safari/536.5',
'Mozilla/5.0 (Windows NT 10.0; WOW64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/58.0.3029.81 Safari/537.36'
]
useragent = random.choice(useragent_list)
header = {'User-Agent': useragent}
return header
禁用cookies/启用cookie
cookies(来自维基百科)因为HTTP协议是无状态的,即服务器不知道用户上一次做了什么,这严重阻碍了交互式Web应用程序的实现。在典型的网上购物场景中,用户浏览了几个页面,买了一盒饼干和两饮料。最后结帐时,由于HTTP的无状态性,不通过额外的手段,服务器并不知道用户到底买了什么。 所以Cookie就是用来绕开HTTP的无状态性的“额外手段”之一。服务器可以设置或读取Cookies中包含信息,借此维护用户跟服务器会话中的状态。
Cookie另一个典型的应用是当登录一个网站时,网站往往会请求用户输入用户名和密码,并且用户可以勾选“下次自动登录”。如果勾选了,那么下次访问同一网站时,用户会发现没输入用户名和密码就已经登录了。这正是因为前一次登录时,服务器发送了包含登录凭据(用户名加密码的某种加密形式)的Cookie到用户的硬盘上。第二次登录时,(如果该Cookie尚未到期)浏览器会发送该Cookie,服务器验证凭据,于是不必输入用户名和密码就让用户登录了。
采用selenium + PhantomJS 模拟浏览器登录Lagou,获取cookie
# -*- coding:utf-8 -*-
import sys
import time
import random
from selenium import webdriver
reload(sys)
sys.setdefaultencoding('utf-8')
def random_sleep_time():
sleeptime = random.randint(0, 10)
return time.sleep(sleeptime)
def get_headers_with_cookie():
driver = webdriver.PhantomJS(executable_path="D:\phantomjs-2.1.1-windows\\bin\phantomjs.exe") #需下载PhantomJS并解压到某一路径
url_login = 'https://passport.lagou.com/login/login.html'
driver.get(url_login)
driver.find_element_by_xpath('/html/body/section/div[1]/form/div/div[1]/input').clear()
driver.find_element_by_xpath('/html/body/section/div[1]/form/div/div[1]/input').send_keys('username') #需替换可用账户
random_sleep_time()
driver.find_element_by_xpath('/html/body/section/div[1]/form/div/div[2]/input').clear()
driver.find_element_by_xpath('/html/body/section/div[1]/form/div/div[2]/input').send_keys('password') #需替换可用账户
random_sleep_time()
driver.find_element_by_xpath('/html/body/section/div[1]/form/div/div[5]/input').click()
random_sleep_time()
cookies = "; ".join([item["name"] + "=" + item["value"] for item in driver.get_cookies()])
headers = get_headers()
headers['cookie'] = cookies.encode('utf-8')
return headers
XPath解析 Copy XPath技巧
参考向右奔跑-009 - 使用XPath解析网页
driver.find_element_by_xpath('/html/body/section/div[1]/form/div/div[1]/input')
driver.find_element_by_xpath('/html/body/section/div[1]/form/div/div[2]/input')
driver.find_element_by_xpath('/html/body/section/div[1]/form/div/div[5]/input')
Scrapy 禁用Cookie
在setting.py
中设置
COOKIES_ENABLED=False
代理设置 PROXIES
在setting.py
中设置
PROXIES = [
{'ip_port': '111.11.228.75:80', 'user_pass': ''},
{'ip_port': '120.198.243.22:80', 'user_pass': ''},
{'ip_port': '111.8.60.9:8123', 'user_pass': ''},
{'ip_port': '101.71.27.120:80', 'user_pass': ''},
{'ip_port': '122.96.59.104:80', 'user_pass': ''},
{'ip_port': '122.224.249.122:8088', 'user_pass': ''},
]
设置下载延迟
在setting.py
中设置
DOWNLOAD_DELAY=3
创建中间件(middlewares.py)
import random
import base64
from settings import PROXIES
class RandomUserAgent(object):
"""Randomly rotate user agents based on a list of predefined ones"""
def __init__(self, agents):
self.agents = agents
@classmethod
def from_crawler(cls, crawler):
return cls(crawler.settings.getlist('USER_AGENTS'))
def process_request(self, request, spider):
# print "**************************" + random.choice(self.agents)
request.headers.setdefault('User-Agent', random.choice(self.agents))
class ProxyMiddleware(object):
def process_request(self, request, spider):
proxy = random.choice(PROXIES)
if proxy['user_pass'] is not None:
request.meta['proxy'] = "http://%s" % proxy['ip_port']
encoded_user_pass = base64.encodestring(proxy['user_pass'])
request.headers['Proxy-Authorization'] = 'Basic ' + encoded_user_pass
print "**************ProxyMiddleware have pass************" + proxy['ip_port']
else:
print "**************ProxyMiddleware no pass************" + proxy['ip_port']
request.meta['proxy'] = "http://%s" % proxy['ip_port']
设置下载中间件
DOWNLOADER_MIDDLEWARES = {
# 'myproject.middlewares.MyCustomDownloaderMiddleware': 543,
'myproject.middlewares.RandomUserAgent': 1,
'scrapy.contrib.downloadermiddleware.httpproxy.HttpProxyMiddleware': 110,
# 'scrapy.downloadermiddlewares.httpproxy.HttpProxyMiddleware': 110,
'myproject.middlewares.ProxyMiddleware': 100,
}
参考资料
[1] 如何让你的scrapy爬虫不再被ban
[2] 为何大量网站不能抓取?爬虫突破封禁的6种常见方法
[3] 互联网网站的反爬虫策略浅析
[4] 用 Python 爬虫抓站的一些技巧总结
[5] 如何识别PhantomJs爬虫
[6] 麻袋理财之反爬虫实践
[7] 中间件