{"id":10059,"date":"2025-07-04T10:02:06","date_gmt":"2025-07-04T02:02:06","guid":{"rendered":"https:\/\/www.cloudbypass.com\/tutorial\/?p=10059"},"modified":"2025-07-04T10:02:06","modified_gmt":"2025-07-04T02:02:06","slug":"%e6%95%b0%e6%8d%ae%e7%a7%91%e5%ad%a6%e5%ae%b6%e7%9a%84%e5%b7%a5%e4%bd%9c%e6%b5%81-%e4%bb%8e%e8%a2%abcloudflare%e6%8b%a6%e6%88%aa%e5%88%b0%e8%8e%b7%e5%be%97%e5%8f%af%e6%93%8d%e4%bd%9c%e6%b4%9e","status":"publish","type":"post","link":"https:\/\/www.cloudbypass.com\/tutorial\/10059.html","title":{"rendered":"\u6570\u636e\u79d1\u5b66\u5bb6\u7684\u5de5\u4f5c\u6d41 &#8211; 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Notebook\u56e0\u4e3a\u4e00\u4e2a\u7b80\u5355\u7684HTTP\u8bf7\u6c42\u5931\u8d25\u800c\u5361\u4f4f\u65f6\uff0c\u518d\u7cbe\u5999\u7684\u7b97\u6cd5\u4e5f\u65e0\u7528\u6b66\u4e4b\u5730\u3002<\/p>\n\n\n\n<p>\u672c\u6587\u5c06\u4ece\u4e00\u4f4d\u6570\u636e\u79d1\u5b66\u5bb6\u7684\u89c6\u89d2\uff0c\u8ffd\u8e2a\u4e00\u4e2a\u5178\u578b\u7684\u6570\u636e\u9879\u76ee\uff0c\u662f\u5982\u4f55\u4ece\u88abCloudflare\u62e6\u622a\u7684\u56f0\u5883\uff0c\u901a\u8fc7\u5f15\u5165<strong>\u4e13\u4e1a\u7ea7\u53cd\u53cd\u722c\u89e3\u51b3\u65b9\u6848<\/strong>\u2014\u2014\u7a7f\u4e91API\uff0c\u6700\u7ec8\u8d70\u5411\u6210\u529f\uff0c\u4ea7\u51fa\u5b9d\u8d35\u5546\u4e1a\u4ef7\u503c\u7684\u5b8c\u6574\u5386\u7a0b\u3002<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter\"><img decoding=\"async\" src=\"https:\/\/www.cloudbypass.com\/tutorial\/wp-content\/uploads\/2025\/05\/image-2025-05-07T101140.178.jpg\" alt=\"\" title=\"\"><\/figure>\n<\/div>\n\n\n<h4 class=\"wp-block-heading\"><strong>\u7b2c\u4e00\u9636\u6bb5\uff1a\u5047\u8bbe\u7684\u63d0\u51fa\u4e0e\u6570\u636e\u7684\u201c\u78b0\u58c1\u201d<\/strong><\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u573a\u666f<\/strong>\uff1a\u4e00\u4f4d\u7535\u5546\u516c\u53f8\u7684\u6570\u636e\u79d1\u5b66\u5bb6\uff0c\u63d0\u51fa\u4e86\u4e00\u4e2a\u5047\u8bbe\uff1a\u201c\u7ade\u4e89\u5bf9\u624b\u7684\u4fc3\u9500\u6d3b\u52a8\u9891\u7387\u548c\u6298\u6263\u529b\u5ea6\uff0c\u4e0e\u6211\u4eec\u540c\u7c7b\u76ee\u5546\u54c1\u7684\u9500\u552e\u989d\u4e0b\u964d\u5b58\u5728\u5f3a\u76f8\u5173\u6027\u3002\u201d<\/li>\n\n\n\n<li><strong>\u8ba1\u5212<\/strong>\uff1a\u4e3a\u4e86\u9a8c\u8bc1\u8fd9\u4e2a\u5047\u8bbe\uff0c\u4ed6\u9700\u8981\u91c7\u96c6\u672a\u6765\u4e00\u4e2a\u6708\u5185\uff0c\u4e3b\u8981\u7ade\u4e89\u5bf9\u624b\u7f51\u7ad9\u4e0a\u6240\u6709\u4fc3\u9500\u5546\u54c1\u7684\u4ef7\u683c\u548c\u6298\u6263\u4fe1\u606f\u3002<\/li>\n\n\n\n<li><strong>\u7b2c\u4e00\u6b21\u5c1d\u8bd5<\/strong>\uff1a\u4ed6\u6253\u5f00Jupyter Notebook\uff0c\u719f\u7ec3\u5730\u4f7f\u7528<code>requests<\/code>\u548c<code>BeautifulSoup<\/code>\u7f16\u5199\u4e86\u4e00\u4e2a\u7b80\u5355\u7684\u722c\u866b\u811a\u672c\u3002\u7136\u800c\uff0c\u5f53\u4ed6\u8fd0\u884c\u7b2c\u4e00\u4e2a\u5355\u5143\u683c\u65f6\uff0c\u8fd4\u56de\u7684\u4e0d\u662f\u671f\u671b\u7684HTML\uff0c\u800c\u662f\u4e00\u4e2a<code>403 Forbidden<\/code>\u9519\u8bef\uff0c\u6216\u8005\u662f\u4e00\u4e2a\u5305\u542b\u201c\u6b63\u5728\u68c0\u67e5\u60a8\u7684\u6d4f\u89c8\u5668&#8230;\u201d\u5b57\u6837\u7684\u5b57\u7b26\u4e32\u3002<\/li>\n\n\n\n<li><strong>\u56f0\u5883<\/strong>\uff1a\u4ed6\u7684\u6574\u4e2a\u9879\u76ee\uff0c\u5728\u6570\u636e\u83b7\u53d6\u8fd9\u4e00\u8d77\u59cb\u9636\u6bb5\uff0c\u5c31\u5b8c\u5168\u5361\u4f4f\u4e86\u3002\u4ed6\u662f\u4e00\u4f4d\u7cbe\u901a\u7edf\u8ba1\u3001\u56de\u5f52\u5206\u6790\u548c\u673a\u5668\u5b66\u4e60\u7684\u4e13\u5bb6\uff0c\u4f46\u73b0\u5728\uff0c\u4ed6\u5374\u88ab\u8feb\u8981\u53bb\u9762\u5bf9\u4e00\u4e2a\u5b8c\u5168\u964c\u751f\u7684\u201c\u7f51\u7edc\u653b\u9632\u201d\u95ee\u9898\u3002<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>\u7b2c\u4e8c\u9636\u6bb5\uff1a\u5f92\u52b3\u7684\u6280\u672f\u201c\u7ed5\u8def\u201d<\/strong><\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u6323\u624e<\/strong>\uff1a\u8fd9\u4f4d\u6570\u636e\u79d1\u5b66\u5bb6\u82b1\u8d39\u4e86\u6570\u5929\u65f6\u95f4\uff0c\u5728Stack Overflow\u548c\u6280\u672f\u535a\u5ba2\u4e0a\u5b66\u4e60\u5173\u4e8e\u4ee3\u7406IP\u3001User-Agent\u4f2a\u88c5\u7684\u77e5\u8bc6\uff0c\u751a\u81f3\u5c1d\u8bd5\u5b89\u88c5\u548c\u914d\u7f6e<code>Selenium<\/code>\u3002<\/li>\n\n\n\n<li><strong>\u7ed3\u679c<\/strong>\uff1a\u8fd9\u4e9b\u201c\u7ed5\u8def\u201d\u7684\u5c1d\u8bd5\uff0c\u4e0d\u4ec5\u6d88\u8017\u4e86\u4ed6\u5927\u91cf\u5b9d\u8d35\u7684\u65f6\u95f4\uff0c\u8ba9\u4ed6\u65e0\u6cd5\u4e13\u6ce8\u4e8e\u6838\u5fc3\u7684\u5206\u6790\u5de5\u4f5c\uff0c\u800c\u4e14\u6536\u6548\u751a\u5fae\u3002<code>Selenium<\/code>\u8ba9\u4ed6\u7684\u811a\u672c\u53d8\u5f97\u5f02\u5e38\u7f13\u6162\u548c\u4e0d\u7a33\u5b9a\uff0c\u800c\u4ed6\u8d2d\u4e70\u7684\u5ec9\u4ef7\u4ee3\u7406IP\uff0c\u4e5f\u5f88\u5feb\u88abCloudflare\u5c01\u7981\u3002\u4ed6\u610f\u8bc6\u5230\uff0c\u81ea\u5df1\u6b63\u5728\u7528\u201c\u4e1a\u4f59\u201d\u7684\u52aa\u529b\uff0c\u53bb\u6311\u6218\u4e00\u4e2a\u201c\u4e13\u4e1a\u201d\u7684\u96be\u9898\u3002<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>\u7b2c\u4e09\u9636\u6bb5\uff1a\u5f15\u5165\u4e13\u4e1a\u5de5\u5177\uff0c\u56de\u5f52\u6838\u5fc3\u5de5\u4f5c\u6d41<\/strong><\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u8f6c\u6298\u70b9<\/strong>\uff1a\u5728\u4e0e\u5de5\u7a0b\u90e8\u95e8\u6c9f\u901a\u540e\uff0c\u4ed6\u4eec\u51b3\u5b9a\u91c7\u7528\u4e00\u4e2a\u66f4\u4e13\u4e1a\u7684\u89e3\u51b3\u65b9\u6848\u2014\u2014\u5c06\u6570\u636e\u91c7\u96c6\u7684\u7f51\u7edc\u8bf7\u6c42\u5c42\uff0c\u5b8c\u5168\u5916\u5305\u7ed9<strong>\u7a7f\u4e91API<\/strong>\u3002<\/li>\n\n\n\n<li><strong>\u65b0\u7684\u5de5\u4f5c\u6d41<\/strong>\uff1a\n<ol start=\"1\" class=\"wp-block-list\">\n<li>\u6570\u636e\u79d1\u5b66\u5bb6\u7684Python\u811a\u672c\uff0c\u4e0d\u518d\u76f4\u63a5\u8bf7\u6c42\u7ade\u54c1\u7f51\u7ad9\u3002<\/li>\n\n\n\n<li>\u4ed6\u53ea\u9700\u8c03\u7528\u7a7f\u4e91API\u7684\u63a5\u53e3\uff0c\u4f20\u5165\u76ee\u6807URL\u3002<\/li>\n\n\n\n<li><strong>\u7a7f\u4e91API<\/strong>\u5728\u4e91\u7aef\uff0c\u4e3a\u4ed6\u5904\u7406\u6389\u6240\u6709Cloudflare\u7684<strong>\u4e94\u79d2\u76fe<\/strong>\u3001<strong>Turnstile\u9a8c\u8bc1<\/strong>\u548c<strong>IP\u5c01\u9501<\/strong>\u7b49\u95ee\u9898\u3002<\/li>\n\n\n\n<li>\u51e0\u79d2\u949f\u540e\uff0c\u4ed6\u7684\u811a\u672c\u6536\u5230\u4e86\u4e00\u4e2a\u5e72\u51c0\u3001\u53ef\u4f9b\u89e3\u6790\u7684HTML\u3002<\/li>\n<\/ol>\n<\/li>\n\n\n\n<li><strong>\u53d8\u5316<\/strong>\uff1a\u6570\u636e\u83b7\u53d6\uff0c\u4ece\u4e00\u4e2a\u5145\u6ee1\u4e0d\u786e\u5b9a\u6027\u7684\u3001\u4ee4\u4eba\u6cae\u4e27\u7684\u201c\u969c\u788d\u201d\uff0c\u53d8\u6210\u4e86\u4e00\u4e2a\u7a33\u5b9a\u3001\u53ef\u9760\u3001\u53ef\u9884\u6d4b\u7684\u201c\u51fd\u6570\u8c03\u7528\u201d\u3002<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>\u7b2c\u56db\u9636\u6bb5\uff1a\u4ece\u6570\u636e\u5230\u6d1e\u5bdf\u7684\u201c\u6700\u540e\u4e00\u516c\u91cc\u201d<\/strong><\/h4>\n\n\n\n<p>\u73b0\u5728\uff0c\u8fd9\u4f4d\u6570\u636e\u79d1\u5b66\u5bb6\u7ec8\u4e8e\u53ef\u4ee5\u505a\u4ed6\u6700\u64c5\u957f\u3001\u4e5f\u6700\u5e94\u8be5\u505a\u7684\u4e8b\u60c5\u4e86\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u6570\u636e\u89e3\u6790<\/strong>\uff1a\u4f7f\u7528<code>pandas.read_html<\/code>\u6216<code>BeautifulSoup<\/code>\uff0c\u8f7b\u677e\u5730\u5c06\u5e72\u51c0\u7684HTML\u89e3\u6790\u6210\u7ed3\u6784\u5316\u7684DataFrame\u3002<\/li>\n\n\n\n<li><strong>\u6570\u636e\u6e05\u6d17<\/strong>\uff1a\u5904\u7406\u7f3a\u5931\u503c\uff0c\u8f6c\u6362\u6570\u636e\u7c7b\u578b\u3002<\/li>\n\n\n\n<li><strong>\u63a2\u7d22\u6027\u5206\u6790\uff08EDA\uff09<\/strong>\uff1a\u4f7f\u7528<code>Matplotlib<\/code>\u6216<code>Seaborn<\/code>\u8fdb\u884c\u53ef\u89c6\u5316\uff0c\u521d\u6b65\u89c2\u5bdf\u4ef7\u683c\u5206\u5e03\u548c\u4fc3\u9500\u9891\u7387\u3002<\/li>\n\n\n\n<li><strong>\u5efa\u6a21\u4e0e\u9a8c\u8bc1<\/strong>\uff1a\u5efa\u7acb\u65f6\u95f4\u5e8f\u5217\u5206\u6790\u6216\u56de\u5f52\u6a21\u578b\uff0c\u91cf\u5316\u5730\u9a8c\u8bc1\u4e86\u4ed6\u6700\u521d\u7684\u5047\u8bbe\uff0c\u5e76\u5f97\u51fa\u4e86\u201c\u5f53\u7ade\u54c1\u6298\u6263\u8d85\u8fc730%\u65f6\uff0c\u6211\u65b9\u540c\u7c7b\u5546\u54c1\u9500\u552e\u989d\u5728\u540e\u7eed48\u5c0f\u65f6\u5185\u5e73\u5747\u4e0b\u964d12%\u201d\u7684\u7cbe\u51c6\u6d1e\u5bdf\u3002<\/li>\n\n\n\n<li><strong>\u4ef7\u503c\u4ea7\u51fa<\/strong>\uff1a\u57fa\u4e8e\u8fd9\u4e2a\u6d1e\u5bdf\uff0c\u516c\u53f8\u8fc5\u901f\u8c03\u6574\u4e86\u81ea\u8eab\u7684\u4fc3\u9500\u8ddf\u8fdb\u7b56\u7565\uff0c\u6709\u6548\u51cf\u5c11\u4e86\u9500\u552e\u989d\u7684\u6d41\u5931\u3002<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>\u7ed3\u8bed<\/strong><\/h4>\n\n\n\n<p>\u6570\u636e\u79d1\u5b66\u5bb6\u7684\u6838\u5fc3\u4ef7\u503c\uff0c\u5728\u4e8e\u201c\u79d1\u5b66\u201d\uff0c\u800c\u975e\u201c\u6570\u636e\u5de5\u7a0b\u7684\u7410\u4e8b\u201d\u3002\u4e00\u4e2a\u4f18\u79c0\u7684\u6570\u636e\u79d1\u5b66\u56e2\u961f\uff0c\u5e94\u8be5\u50cf\u4e00\u4e2a\u9ad8\u6548\u7684\u5916\u79d1\u624b\u672f\u56e2\u961f\uff0c\u4ed6\u4eec\u9700\u8981\u7684\u662f\u4e00\u628a\u7531\u4ed6\u4eba\u78e8\u597d\u7684\u3001\u9012\u5230\u624b\u4e0a\u7684\u3001\u950b\u5229\u65e0\u6bd4\u7684\u201c\u624b\u672f\u5200\u201d\uff0c\u800c\u4e0d\u662f\u5728\u624b\u672f\u53f0\u4e0a\u81ea\u5df1\u4ece\u96f6\u5f00\u59cb\u6253\u94c1\u3002\u7a7f\u4e91API\u4e3a\u4f60\u626e\u6f14\u7684\uff0c\u6b63\u662f\u90a3\u4e2a\u4e3a\u4f60\u63d0\u4f9b\u6700\u7cbe\u826f\u201c\u5de5\u5177\u201d\u7684\u89d2\u8272\uff0c\u8ba9\u4f60\u80fd\u4e13\u6ce8\u4e8e\u5c55\u73b0\u4f60\u771f\u6b63\u7684\u3001\u4e0d\u53ef\u66ff\u4ee3\u7684\u4e13\u4e1a\u4ef7\u503c\u3002<\/p>\n\n\n\n<p>\u5e0c\u671b\u8fd9\u7bc7\u989d\u5916\u7684\u5185\u5bb9\u60a8\u80fd\u559c\u6b22\u3002\u5f88\u9ad8\u5174\u4eca\u665a\u80fd\u4e3a\u60a8\u670d\u52a1\uff0c\u671f\u5f85\u6211\u4eec\u7684\u4e0b\u4e00\u6b21\u5408\u4f5c\uff01<\/p>\n\n\n\n<p><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u5f15\u8a00 \u5bf9\u4e8e\u73b0\u4ee3\u6570\u636e\u79d1\u5b66\u5bb6\u800c\u8a00\uff0c\u4ed6\u4eec\u7684\u6838\u5fc3\u4ef7\u503c\u5728\u4e8e\u4ece\u6570\u636e\u4e2d\u6316\u6398\u6a21\u5f0f\u3001\u6784\u5efa\u6a21\u578b\u3001\u5e76\u63d0\u70bc\u51fa\u80fd\u591f\u9a71\u52a8\u5546\u4e1a\u51b3\u7b56\u7684\u201c\u53ef\u64cd\u4f5c&#8230;<\/p>\n<p class=\"more-link-wrap\"><a href=\"https:\/\/www.cloudbypass.com\/tutorial\/10059.html\" class=\"more-link\">Read More<span class=\"screen-reader-text\"> &ldquo;\u6570\u636e\u79d1\u5b66\u5bb6\u7684\u5de5\u4f5c\u6d41 &#8211; \u4ece\u88abCloudflare\u62e6\u622a\u5230\u83b7\u5f97\u53ef\u64cd\u4f5c\u6d1e\u5bdf&rdquo;<\/span> 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