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10 个必藏的 Python 爬虫库,第 7 个 90% 的人不知道!

  • 2026-03-29 19:12:07
10 个必藏的 Python 爬虫库,第 7 个 90% 的人不知道!

"Python 爬虫用什么库?"

新手:requests 老手:aiohttp + scrapy 高手:这 10 个库组合使用

今天分享 10 个我私藏的 Python 爬虫库,每一个都能让你的效率翻倍


1️⃣ requests - 基础必备

安装

pip install requests

用法

import requestsresponse = requests.get('https://api.github.com/users/openclaw')data = response.json()print(data['login'])  # openclaw

适用场景:简单 HTTP 请求


2️⃣ aiohttp - 异步并发

安装

pip install aiohttp

用法

import aiohttpimport asyncioasyncdeffetch(session, url):asyncwith session.get(url) as response:returnawait response.json()asyncdefmain():asyncwith aiohttp.ClientSession() as session:        tasks = [fetch(session, f'https://api.github.com/users/{user}'for user in ['openclaw''torvalds''guido']]        results = await asyncio.gather(*tasks)return resultsdata = asyncio.run(main())

适用场景:高并发爬虫


3️⃣ BeautifulSoup - HTML 解析

安装

pip install beautifulsoup4

用法

from bs4 import BeautifulSoupimport requestshtml = requests.get('https://github.com/trending').textsoup = BeautifulSoup(html, 'html.parser')for row in soup.select('article.Box-row'):    name = row.select_one('h2 a').text.strip()    stars = row.select_one('[aria-label="Stars"]').text.strip()print(f"{name}{stars}")

适用场景:静态网页解析


4️⃣ Scrapy - 爬虫框架

安装

pip install scrapy

用法

import scrapyclassGithubSpider(scrapy.Spider):    name = 'github'    start_urls = ['https://github.com/trending']defparse(self, response):for row in response.css('article.Box-row'):yield {'name': row.css('h2 a::text').get(),'stars': row.css('[aria-label="Stars"]::text').get()            }

适用场景:大型爬虫项目


5️⃣ Playwright - 浏览器自动化

安装

pip install playwrightplaywright install

用法

from playwright.sync_api import sync_playwrightwith sync_playwright() as p:    browser = p.chromium.launch()    page = browser.new_page()    page.goto('https://github.com/trending')    page.screenshot(path='trending.png')    browser.close()

适用场景:动态网页/需要 JavaScript


6️⃣ Selenium - 老牌自动化

安装

pip install selenium

用法

from selenium import webdriverfrom selenium.webdriver.common.by import Bydriver = webdriver.Chrome()driver.get('https://github.com/trending')elements = driver.find_elements(By.CSS_SELECTOR, 'article.Box-row')for el in elements:print(el.text)driver.quit()

适用场景:老项目维护


7️⃣ httpx - 现代 HTTP 客户端 ⭐

安装

pip install httpx

用法

import httpx# 同步with httpx.Client() as client:    response = client.get('https://api.github.com/users/openclaw')print(response.json())# 异步asyncwith httpx.AsyncClient() as client:    response = await client.get('https://api.github.com/users/openclaw')print(response.json())

为什么好用

  • ✅ 支持同步和异步
  • ✅ API 类似 requests
  • ✅ 性能更好
  • ✅ 支持 HTTP/2

90% 的人不知道这个库!


8️⃣ fake-useragent - 伪造 UA

安装

pip install fake-useragent

用法

from fake_useragent import UserAgentua = UserAgent()headers = {'User-Agent': ua.random}print(headers['User-Agent'])# Mozilla/5.0 (Windows NT 10.0; Win64; x64) ...

适用场景:绕过 UA 检测


9️⃣ retrying - 自动重试

安装

pip install retrying

用法

from retrying import retryimport requests@retry(stop_max_attempt_number=3, wait_fixed=2000)deffetch_url(url):    response = requests.get(url)    response.raise_for_status()return response.textdata = fetch_url('https://api.github.com/users/openclaw')

适用场景:网络不稳定


🔟 proxy-pool - 代理池

安装

pip install proxy-pool

用法

import requestsproxies = {'http''http://proxy.example.com:8080','https''http://proxy.example.com:8080',}response = requests.get('https://www.example.com', proxies=proxies)

适用场景:防封 IP


📊 库对比总结

用途
难度
推荐度
requests
HTTP 请求
⭐⭐⭐⭐⭐
aiohttp
异步并发
⭐⭐⭐
⭐⭐⭐⭐
beautifulsoup4
HTML 解析
⭐⭐⭐⭐⭐
scrapy
爬虫框架
⭐⭐⭐⭐
⭐⭐⭐⭐
playwright
浏览器自动化
⭐⭐⭐
⭐⭐⭐⭐⭐
selenium
浏览器自动化
⭐⭐
⭐⭐⭐
httpx
HTTP 客户端
⭐⭐
⭐⭐⭐⭐⭐
fake-useragent
伪造 UA
⭐⭐⭐⭐
retrying
自动重试
⭐⭐⭐⭐
proxy-pool
代理池
⭐⭐
⭐⭐⭐

🎁 组合推荐

新手组合

requests + BeautifulSoup + fake-useragent

进阶组合

httpx + BeautifulSoup + retrying + proxy-pool

高级组合

aiohttp + Scrapy + Playwright

你还知道哪些好用的爬虫库?评论区分享~

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  1. CONNECT:[ UseTime:0.000426s ] mysql:host=127.0.0.1;port=3306;dbname=f_mffb;charset=utf8mb4
  2. SHOW FULL COLUMNS FROM `fenlei` [ RunTime:0.000774s ]
  3. SELECT * FROM `fenlei` WHERE `fid` = 0 [ RunTime:0.000247s ]
  4. SELECT * FROM `fenlei` WHERE `fid` = 63 [ RunTime:0.000311s ]
  5. SHOW FULL COLUMNS FROM `set` [ RunTime:0.000494s ]
  6. SELECT * FROM `set` [ RunTime:0.000210s ]
  7. SHOW FULL COLUMNS FROM `article` [ RunTime:0.000703s ]
  8. SELECT * FROM `article` WHERE `id` = 483895 LIMIT 1 [ RunTime:0.000609s ]
  9. UPDATE `article` SET `lasttime` = 1774825015 WHERE `id` = 483895 [ RunTime:0.002240s ]
  10. SELECT * FROM `fenlei` WHERE `id` = 66 LIMIT 1 [ RunTime:0.000247s ]
  11. SELECT * FROM `article` WHERE `id` < 483895 ORDER BY `id` DESC LIMIT 1 [ RunTime:0.000416s ]
  12. SELECT * FROM `article` WHERE `id` > 483895 ORDER BY `id` ASC LIMIT 1 [ RunTime:0.000402s ]
  13. SELECT * FROM `article` WHERE `id` < 483895 ORDER BY `id` DESC LIMIT 10 [ RunTime:0.003726s ]
  14. SELECT * FROM `article` WHERE `id` < 483895 ORDER BY `id` DESC LIMIT 10,10 [ RunTime:0.001227s ]
  15. SELECT * FROM `article` WHERE `id` < 483895 ORDER BY `id` DESC LIMIT 20,10 [ RunTime:0.001774s ]
0.107086s