{"id":39924,"date":"2026-07-30T13:40:54","date_gmt":"2026-07-30T13:40:54","guid":{"rendered":"https:\/\/nodemaven.com\/?p=39924"},"modified":"2026-08-28T13:45:03","modified_gmt":"2026-08-28T13:45:03","slug":"how-to-scrape-amazon-reviews-and-prices","status":"publish","type":"post","link":"https:\/\/nodemaven.com\/zh\/blog\/how-to-scrape-amazon-reviews-and-prices\/","title":{"rendered":"\u5982\u4f55\u7528 Python \u722c\u53d6 Amazon \u4ea7\u54c1\u8bc4\u8bba\u548c\u4ef7\u683c"},"content":{"rendered":"<p class=\"wp-block-paragraph\">Amazon \u638c\u63e1\u7684\u4ea7\u54c1\u6570\u636e\uff0c\u6bd4\u4efb\u4f55\u5355\u4e2a\u7814\u7a76\u56e2\u961f\u9760\u4eba\u5de5\u6240\u80fd\u6536\u96c6\u7684\u90fd\u8981\u591a\u3002\u4ef7\u683c\u6bcf\u5c0f\u65f6\u90fd\u5728\u53d8\u52a8\u3002\u8bc4\u8bba\u4ee5\u6570\u5343\u8ba1\u5730\u4e0d\u65ad\u7d2f\u79ef\u3002\u5982\u679c\u4f60\u60f3\u8ffd\u8e2a\u7ade\u4e89\u5bf9\u624b\u3001\u4e3a\u60c5\u611f\u5206\u6790\u6a21\u578b\u63d0\u4f9b\u6570\u636e\uff0c\u6216\u6784\u5efa\u4e00\u6b3e\u4ef7\u683c\u63d0\u9192\u5de5\u5177\uff0c\u4f60\u5c31\u9700\u8981 <strong>\u4e00\u79cd\u81ea\u52a8\u6293\u53d6\u8fd9\u4e9b\u6570\u636e\u7684\u65b9\u6cd5<\/strong>.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u672c\u6307\u5357\u6db5\u76d6\u4e86\u8fd9\u9879\u5de5\u4f5c\u7684\u4e24\u4e2a\u65b9\u9762\uff1a<\/strong> \u4ec5\u4f7f\u7528 Python\u3001Requests \u548c BeautifulSoup \u6293\u53d6\u5b9e\u65f6\u4ef7\u683c\u548c\u6293\u53d6\u8bc4\u8bba\u3002\u5176\u4e2d\u5927\u90e8\u5206\u5de5\u4f5c\u65e0\u9700\u65e0\u5934\u6d4f\u89c8\u5668\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8bfb\u5b8c\u672c\u6587\uff0c\u60a8\u5c06\u62e5\u6709\u4e00\u4e2a\u53ef\u7528\u7684\u6293\u53d6\u7a0b\u5e8f\uff0c\u80fd\u591f\u83b7\u53d6\u5546\u54c1\u8be6\u60c5\u548c\u8bc4\u8bba\u6570\u636e\u3001\u5904\u7406\u5206\u9875\u3001\u91cd\u8bd5\u5931\u8d25\u8bf7\u6c42\uff0c\u5e76\u5c06\u6240\u6709\u5185\u5bb9\u5bfc\u51fa\u4e3a CSV\u3002\u6211\u4eec\u8fd8\u4f1a\u8bb2\u89e3\u4e3a\u4ec0\u4e48\u539f\u59cb HTTP \u8bf7\u6c42\u5728 Amazon \u4e0a\u4f1a\u88ab\u62e6\u622a\uff0c\u4ee5\u53ca\u771f\u6b63\u6709\u6548\u7684\u89e3\u51b3\u529e\u6cd5\u3002\u5982\u679c\u60a8\u9700\u8981\u4e00\u4efd\u65b0\u624b\u5165\u95e8\u6307\u5357\uff0c\u8bf7\u67e5\u770b\u6211\u4eec\u7684 <a href=\"https:\/\/nodemaven.com\/zh\/blog\/how-to-scrape-amazon\/\">Amazon \u6570\u636e\u6293\u53d6\u6559\u7a0b<\/a>.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u6240\u7528\u6280\u672f\uff1a<\/strong> requests \u7528\u4e8e\u53d1\u8d77 HTTP \u8c03\u7528\uff0cBeautifulSoup \u548c lxml \u7528\u4e8e\u89e3\u6790\uff0cpandas \u7528\u4e8e\u5bfc\u51fa\u5e72\u51c0\u7684\u6570\u636e\u96c6\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5927\u591a\u6570\u4e9a\u9a6c\u900a\u6293\u53d6\u6559\u7a0b\u90fd\u4f1a\u9009\u8fb9\u7ad9\u3002\u5b83\u4eec\u8981\u4e48\u4e13\u6ce8\u4e8e\u4ef7\u683c\uff0c\u628a\u8bc4\u8bba\u5f53\u4f5c\u6b21\u8981\u7684\u8865\u5145\uff1b\u8981\u4e48\u6df1\u5165\u7814\u7a76\u8bc4\u8bba\u6587\u672c\uff0c\u5b8c\u5168\u8df3\u8fc7\u4ef7\u683c\u3002\u8fd9\u79cd\u5272\u88c2\u4e0e\u6570\u636e\u7684\u5b9e\u9645\u4f7f\u7528\u65b9\u5f0f\u5e76\u4e0d\u76f8\u7b26\u3002\u4e00\u4e2a\u6ca1\u6709\u8bc4\u8bba\u80cc\u666f\u7684\u4ef7\u683c\u6570\u636e\u96c6\u53ea\u80fd\u544a\u8bc9\u4f60\u4e1c\u897f\u503c\u591a\u5c11\u94b1\uff0c\u5374\u65e0\u6cd5\u8bf4\u660e\u4e70\u5bb6\u4e3a\u4ec0\u4e48\u4f1a\u9009\u62e9\u67d0\u4e2a\u5546\u54c1\u5217\u8868\u800c\u4e0d\u662f\u53e6\u4e00\u4e2a\u3002\u672c\u6307\u5357\u5c06\u4e24\u8005\u89c6\u4e3a\u540c\u7b49\u91cd\u8981\uff0c <strong>\u6bcf\u4e00\u9879\u90fd\u6709\u4e13\u95e8\u7684\u6b65\u9aa4\u3001\u4e13\u95e8\u7684\u4ee3\u7801\u548c\u4e13\u95e8\u7684\u6545\u969c\u6392\u67e5<\/strong>.<\/p>\n\n\n<div\n\t\t\t\n\t\t\tclass=\"so-widget-rhinocore-addons-rhino-alert-banner so-widget-rhinocore-addons-rhino-alert-banner-default-d75171398898\"\n\t\t\t\n\t\t><div class=\"rhino-widget rhino-widget--rhinocore-addons-rhino-alert-banner section-alert\"    style=\"--alert-background-color: #E6E6FF\"\n>\n            <div class=\"section-alert__icon\">\n            <img decoding=\"async\" src=\"https:\/\/nodemaven.com\/wp-content\/uploads\/2026\/02\/icon-4.svg\" alt=\"\" loading=\"lazy\" width=\"64\" height=\"64\">        <\/div>\n    \n            <div class=\"section-alert__main\">\n            \n                            <div class=\"section-alert__description\"><p class=\"PDq2pG_selectionAnchorContainer\" data-start=\"186\" data-end=\"296\"><strong>\u4f7f\u7528\u5e72\u51c0\u7684\u4f4f\u5b85\u4ee3\u7406\u548c\u79fb\u52a8\u4ee3\u7406\u6293\u53d6 Amazon\uff0c\u51cf\u5c11\u88ab\u62e6\u622a\u3002<\/strong><br data-start=\"219\" data-end=\"222\" \/><strong>\u4ee5 $3.50 \u8bd5\u7528 NodeMaven\uff0c\u5e76\u83b7\u8d60 750 MB \u6d41\u91cf<\/strong><\/p>\n<\/div>\n                    <\/div>\n    \n            <a\n            class=\"section-alert__button b-btn b-btn--static-xl b-btn--secondary-black\"\n            href=\"https:\/\/dashboard.nodemaven.com\/checkout\/pag\/trial\/\"\n            >\n            \u5f00\u59cb\u8bd5\u7528        <\/a>\n    <\/div>\n<\/div>\n\n\n<h2 class=\"wp-block-heading\" id=\"h-why-scrape-amazon-product-reviews-and-prices\">\u4e3a\u4ec0\u4e48\u8981\u6293\u53d6 Amazon \u7684\u4ea7\u54c1\u8bc4\u8bba\u548c\u4ef7\u683c\uff1f<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Amazon \u4ea7\u54c1\u9875\u9762\u662f\u4e92\u8054\u7f51\u4e0a\u6700\u4e30\u5bcc\u7684\u516c\u5f00\u6570\u636e\u6765\u6e90\u4e4b\u4e00\u3002\u5355\u4e2a\u5546\u54c1\u5217\u8868\u5c31\u80fd\u544a\u8bc9\u4f60\u4ef7\u683c\u3001\u5212\u7ebf\u4ef7\u6240\u6697\u793a\u7684\u6298\u6263\u5386\u53f2\u3001\u661f\u7ea7\u8bc4\u5206\uff0c\u4ee5\u53ca\u771f\u5b9e\u4e70\u5bb6\u7684\u770b\u6cd5\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fd9\u91cc\u5c31\u662f\u8fd9\u4e9b\u6570\u636e\u5b9e\u9645\u6d3e\u4e0a\u7528\u573a\u7684\u5730\u65b9\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u7535\u5546\u5b9a\u4ef7\u3002<\/strong> \u5356\u5bb6\u4f1a\u8ffd\u8e2a\u7ade\u4e89\u5bf9\u624b\u7684\u4ef7\u683c\uff0c\u4ee5\u4fdd\u6301\u5728Buy Box\u4e2d\u7684\u6392\u540d\u3002<\/li>\n\n\n\n<li><strong>\u7ade\u4e89\u5bf9\u624b\u76d1\u63a7\u3002<\/strong> \u5404\u54c1\u724c\u90fd\u5728\u5173\u6ce8\u7ade\u4e89\u5bf9\u624b\u5982\u4f55\u4e3a\u540c\u7c7b\u4ea7\u54c1\u5b9a\u4ef7\u548c\u8fdb\u884c\u5e02\u573a\u5b9a\u4f4d\u3002<\/li>\n\n\n\n<li><strong>\u4ef7\u683c\u8ffd\u8e2a\u5de5\u5177\u3002<\/strong> \u4f18\u60e0\u7f51\u7ad9\u548c\u6d4f\u89c8\u5668\u6269\u5c55\u4f9d\u8d56\u4e8e\u5386\u53f2\u4ef7\u683c\u6570\u636e\u3002<\/li>\n\n\n\n<li><strong>\u60c5\u611f\u5206\u6790\u3002<\/strong> \u8bc4\u8bba\u63ed\u793a\u4e86\u5ba2\u6237\u771f\u6b63\u62b1\u6028\u7684\u95ee\u9898\uff0c\u800c\u4e0d\u662f\u8425\u9500\u6587\u6848\u6240\u5ba3\u79f0\u7684\u5185\u5bb9\u3002<\/li>\n\n\n\n<li><strong><a href=\"https:\/\/nodemaven.com\/zh\/use-cases\/proxies-for-market-research\/\">\u5e02\u573a\u8c03\u7814\u3002<\/a><\/strong> \u8986\u76d6\u6574\u4e2a\u54c1\u7c7b\u7684\u8bc4\u8bba\u548c\u4ef7\u683c\u6570\u636e\uff0c\u80fd\u5728\u9700\u6c42\u8d8b\u52bf\u51fa\u73b0\u5728\u9500\u552e\u62a5\u8868\u4e4b\u524d\u5c31\u5c06\u5176\u66b4\u9732\u51fa\u6765\u3002<\/li>\n\n\n\n<li><strong>AI \u8bad\u7ec3\u6570\u636e\u96c6\u3002<\/strong> \u7ed3\u6784\u5316\u7684\u4ea7\u54c1\u548c\u8bc4\u8bba\u6587\u672c\u5bf9\u4e8e\u6784\u5efa\u63a8\u8350\u6a21\u578b\u548c NLP \u6570\u636e\u96c6\u975e\u5e38\u6709\u7528\u3002<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u4ef7\u683c\u548c\u8bc4\u8bba\u56de\u7b54\u7684\u662f\u4e0d\u540c\u7684\u95ee\u9898\u3002\u4ef7\u683c\u6570\u636e\u544a\u8bc9\u4f60\u5e02\u573a\u613f\u610f\u652f\u4ed8\u591a\u5c11\u3002\u8bc4\u8bba\u6570\u636e\u544a\u8bc9\u4f60\u5ba2\u6237\u4e3a\u4f55\u8d2d\u4e70,\u6216\u4e3a\u4f55\u9000\u8d27\u3002\u4f60\u901a\u5e38\u9700\u8981\u4e24\u8005\u517c\u5907,\u624d\u80fd\u52fe\u52d2\u51fa\u5b8c\u6574\u7684\u753b\u9762\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4ee5\u4e00\u4f4d\u8ffd\u8e2a\u7ade\u4e89\u5bf9\u624b\u5546\u54c1\u7684\u5356\u5bb6\u4e3a\u4f8b\u3002\u4ef7\u683c\u80fd\u544a\u8bc9\u4ed6\u4eec\u672c\u5468\u81ea\u5df1\u7684\u5b9a\u4ef7\u662f\u504f\u4f4e\u8fd8\u662f\u504f\u9ad8\u3002\u8bc4\u8bba\u5219\u80fd\u544a\u8bc9\u4ed6\u4eec\u7ade\u4e89\u5bf9\u624b\u662f\u5426\u5728\u8d28\u91cf\u3001\u53d1\u8d27\u901f\u5ea6\u6216\u5305\u88c5\u4e0a\u66f4\u80dc\u4e00\u7b79\uff0c\u800c\u8fd9\u4e9b\u90fd\u65e0\u6cd5\u4ec5\u51ed\u4ef7\u683c\u6570\u636e\u4f53\u73b0\u51fa\u6765\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u628a\u4e24\u7ec4\u6570\u636e\u96c6\u90fd\u62c9\u53d6\u4e0b\u6765\uff0c\u4f60\u5c31\u80fd\u66f4\u5168\u9762\u5730\u4e86\u89e3\u4e3a\u4ec0\u4e48\u67d0\u4e2a\u5546\u54c1\u5217\u8868\u7684\u8868\u73b0\u4f18\u4e8e\u4f60\u7684\u3002<\/strong><\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-what-amazon-data-can-you-extract\">\u4f60\u53ef\u4ee5\u63d0\u53d6\u54ea\u4e9b Amazon \u6570\u636e?<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u6211\u4eec\u628a\u5b83\u62c6\u5206\u6210\u4e24\u4e2a\u6570\u636e\u96c6\u3002\u6bcf\u4e2a\u6570\u636e\u96c6\u5bf9\u5e94\u4ea7\u54c1\u9875\u9762\u7684\u4e0d\u540c\u90e8\u5206\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-product-data\">\u4ea7\u54c1\u6570\u636e<\/h3>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><td><strong>\u5b57\u6bb5<\/strong><\/td><td><strong>\u63cf\u8ff0<\/strong><\/td><\/tr><\/thead><tbody><tr><td>\u6807\u9898<\/td><td>\u5b8c\u6574\u5546\u54c1\u540d\u79f0<\/td><\/tr><tr><td>\u5f53\u524d\u4ef7\u683c<\/td><td>\u6b64\u523b\u5411\u4e70\u5bb6\u5c55\u793a\u7684\u4ef7\u683c<\/td><\/tr><tr><td>\u539f\u4ef7<\/td><td>\u6298\u6263\u524d\u7684\u6807\u4ef7\uff08\u5982\u6709\u663e\u793a\uff09<\/td><\/tr><tr><td>\u6298\u6263<\/td><td>\u6298\u6263\u767e\u5206\u6bd4\uff0c\u53ef\u4ee5\u8ba1\u7b97\u5f97\u51fa\u6216\u76f4\u63a5\u6293\u53d6<\/td><\/tr><tr><td>\u8bc4\u5206<\/td><td>5 \u5206\u5236\u7684\u5e73\u5747\u661f\u7ea7\u8bc4\u5206<\/td><\/tr><tr><td>\u8bc4\u8bba\u6570\u91cf<\/td><td>\u8bc4\u5206\u603b\u6570<\/td><\/tr><tr><td>\u53ef\u7528\u6027<\/td><td>\u6709\u8d27\u3001\u5e93\u5b58\u6709\u9650\u6216\u7f3a\u8d27<\/td><\/tr><tr><td>\u54c1\u724c<\/td><td>\u5236\u9020\u5546\u6216\u5e97\u94fa\u540d\u79f0<\/td><\/tr><tr><td>ASIN<\/td><td>Amazon \u7684\u552f\u4e00\u4ea7\u54c1\u6807\u8bc6\u7b26<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-review-data\">\u8bc4\u8bba\u6570\u636e<\/h3>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><td><strong>\u5b57\u6bb5<\/strong><\/td><td><strong>\u63cf\u8ff0<\/strong><\/td><\/tr><\/thead><tbody><tr><td>\u4f5c\u8005<\/td><td>\u8bc4\u8bba\u8005\u7684\u663e\u793a\u540d\u79f0<\/td><\/tr><tr><td>\u8bc4\u8bba\u6807\u9898<\/td><td>\u8bc4\u8bba\u8005\u64b0\u5199\u7684\u7b80\u77ed\u6807\u9898<\/td><\/tr><tr><td>\u8bc4\u8bba\u6b63\u6587<\/td><td>\u8bc4\u8bba\u7684\u5b8c\u6574\u6b63\u6587<\/td><\/tr><tr><td>\u8bc4\u5206<\/td><td>\u8bc4\u8bba\u8005\u7ed9\u51fa\u7684\u661f\u7ea7\u8bc4\u5206<\/td><\/tr><tr><td>\u5df2\u9a8c\u8bc1\u8d2d\u4e70<\/td><td>Amazon \u662f\u5426\u786e\u8ba4\u4e70\u5bb6\u8d2d\u4e70\u4e86\u8be5\u5546\u54c1<\/td><\/tr><tr><td>\u8bc4\u8bba\u65e5\u671f<\/td><td>\u8bc4\u8bba\u53d1\u5e03\u7684\u65e5\u671f<\/td><\/tr><tr><td>\u56fe\u7247<\/td><td>\u8bc4\u8bba\u6240\u9644\u4efb\u4f55\u7167\u7247\u7684 URL<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e24\u4e2a\u6570\u636e\u96c6\u5171\u4eab\u4e00\u4e2a\u952e\uff0c\u5373 <strong>ASIN.<\/strong> \u8fd9\u6b63\u662f\u8ba9\u4f60\u968f\u540e\u80fd\u591f\u5728 pandas \u4e2d\u5173\u8054\u4ea7\u54c1\u6570\u636e\u548c\u8bc4\u8bba\u6570\u636e\u7684\u5173\u952e\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-common-challenges-when-scraping-amazon\">\u6293\u53d6 Amazon \u65f6\u7684\u5e38\u89c1\u6311\u6218<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Amazon \u662f\u6700\u96be\u53ef\u9760\u6293\u53d6\u7684\u7f51\u7ad9\u4e4b\u4e00<\/strong>\uff0c\u800c\u4e14\u96be\u5ea6\u968f\u7740\u65f6\u95f4\u63a8\u79fb\u4e0d\u65ad\u52a0\u5927\u3002\u4ee5\u4e0b\u662f\u4f60\u4f1a\u9047\u5230\u7684\u60c5\u51b5\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-changing-html-structure\">\u6539\u53d8 HTML \u7ed3\u6784<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Amazon \u4f1a\u4e0d\u65ad\u5bf9\u9875\u9762\u5e03\u5c40\u8fdb\u884c A\/B \u6d4b\u8bd5\u3002\u4eca\u5929\u6709\u6548\u7684\u9009\u62e9\u5668\uff0c\u4e0b\u5468\u53ef\u80fd\u4ec0\u4e48\u90fd\u8fd4\u56de\u4e0d\u4e86\u3002\u8bf7\u628a\u4f60\u7684\u6293\u53d6\u5668\u8bbe\u8ba1\u6210\u5728\u67d0\u4e2a\u5b57\u6bb5\u8fd4\u56de\u4e3a\u7a7a\u65f6\u4f1a\u660e\u786e\u62a5\u9519\uff0c\u800c\u4e0d\u662f\u6084\u65e0\u58f0\u606f\u5730\u5931\u8d25\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u505a\u4e00\u6b21\u5feb\u901f\u7684\u5408\u7406\u6027\u68c0\u67e5\uff0c\u6bd4\u5982\u5728\u4fdd\u5b58\u4e00\u884c\u6570\u636e\u524d\u786e\u8ba4\u6807\u9898\u5b57\u6bb5\u4e0d\u4e3a\u7a7a\uff0c\u5c31\u80fd\u5728\u8fd9\u4e9b\u5f02\u5e38\u6c61\u67d3\u4f60\u7684\u6570\u636e\u96c6\u4e4b\u524d\u62e6\u4e0b\u5176\u4e2d\u7684\u5927\u591a\u6570\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-captchas-and-robot-checks\">CAPTCHA \u548c\u673a\u5668\u4eba\u9a8c\u8bc1<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u5f53\u4e9a\u9a6c\u900a\u5c06\u67d0\u4e2a\u8bf7\u6c42\u6807\u8bb0\u4e3a\u81ea\u52a8\u5316\u8bf7\u6c42\u65f6\uff0c\u5b83\u4f1a\u7528\u4e00\u4e2a\u201cRobot Check\u201d\u9875\u9762\u66ff\u6362\u6389\u4ea7\u54c1\u9875\u9762\u3002\u68d8\u624b\u7684\u662f\uff0c\u8fd9\u4e2a\u9875\u9762\u4ecd\u7136\u8fd4\u56de HTTP 200\u3002\u4f60\u7684\u811a\u672c\u4f1a\u4ee5\u4e3a\u8bf7\u6c42\u6210\u529f\u4e86\uff0c\u7136\u540e\u5374\u5728 HTML \u4e2d\u627e\u4e0d\u5230\u6807\u9898\u3001\u627e\u4e0d\u5230\u4ef7\u683c\uff0c\u4e5f\u627e\u4e0d\u5230\u8bc4\u8bba\u3002\u8fd9\u5c31\u662f\u4e3a\u4ec0\u4e48\u4ec5\u9760\u72b6\u6001\u7801\u68c0\u67e5\u8fd8\u4e0d\u591f\u3002 <strong>\u4f60\u8fd8\u9700\u8981\u9a8c\u8bc1\u6293\u53d6\u5230\u7684\u5185\u5bb9\u662f\u5426\u786e\u5b9e\u5bf9\u5e94\u4e00\u4e2a\u771f\u5b9e\u7684\u4ea7\u54c1\u9875\u9762\u3002<\/strong><\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-http-403-and-503-responses\">HTTP 403 \u548c 503 \u54cd\u5e94<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">403 \u901a\u5e38\u610f\u5473\u7740\u4f60\u7684\u8bf7\u6c42\u88ab\u76f4\u63a5\u62d2\u7edd\uff0c\u5f80\u5f80\u662f\u56e0\u4e3a\u7f3a\u5c11\u8bf7\u6c42\u5934\u6216\u8bf7\u6c42\u5934\u53ef\u7591\u3002503 \u5219\u610f\u5473\u7740\u670d\u52a1\u5668\u62d2\u7edd\u63d0\u4f9b\u8be5\u9875\u9762\uff0c\u6709\u65f6\u662f\u4e00\u79cd\u8f6f\u6027\u7684\u901f\u7387\u9650\u5236\u4fe1\u53f7\uff0c\u800c\u975e\u786c\u6027\u5c01\u9501\u3002\u5728\u91cd\u8bd5\u903b\u8f91\u4e2d\u533a\u522b\u5bf9\u5f85\u8fd9\u4e24\u79cd\u60c5\u51b5\uff0c\u800c\u4e0d\u662f\u628a\u6240\u6709\u975e 200 \u7684\u54cd\u5e94\u4e00\u6982\u800c\u8bba\uff0c\u80fd\u8ba9\u4f60\u66f4\u6e05\u695a\u5730\u4e86\u89e3\u5230\u5e95\u54ea\u91cc\u51fa\u4e86\u95ee\u9898\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-rate-limits-and-ip-reputation\">\u901f\u7387\u9650\u5236\u4e0eIP\u4fe1\u8a89<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u4ece\u4e00\u4e2a IP \u53d1\u9001\u8fc7\u591a\u3001\u8fc7\u5feb\u7684\u8bf7\u6c42\uff0c\u4e9a\u9a6c\u900a\u5c31\u4f1a\u5bf9\u4f60\u8fdb\u884c\u9650\u901f\u6216\u5c01\u7981\u3002IP \u7684\u5386\u53f2\u8bb0\u5f55\u4e5f\u5f88\u91cd\u8981\u3002\u4e00\u4e2a <a href=\"https:\/\/nodemaven.com\/zh\/proxies\/residential-proxies\/\">\u4f4f\u5b85 IP<\/a> \u4ece\u672a\u53d1\u51fa\u8fc7\u5f02\u5e38\u8bf7\u6c42\u7684 IP\uff0c\u6bd4\u4e00\u4e2a\u6709\u6293\u53d6\u5386\u53f2\u7684\u6570\u636e\u4e2d\u5fc3 IP \u66f4\u53d7\u4fe1\u4efb\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Amazon \u7684\u7cfb\u7edf\u5982\u4eca\u4f1a\u7efc\u5408\u6743\u8861\u591a\u4e2a\u4fe1\u53f7\uff0c\u5305\u62ec\u8bf7\u6c42\u901f\u7387\u3001\u8bf7\u6c42\u5934\u4e00\u81f4\u6027\u548c\u6d4f\u89c8\u6a21\u5f0f\uff0c\u800c\u4e0d\u518d\u4f9d\u8d56\u4efb\u4f55\u5355\u4e00\u89e6\u53d1\u6761\u4ef6\u6765\u6807\u8bb0\u67d0\u4e2a\u4f1a\u8bdd\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-dynamic-and-regional-pricing\">\u52a8\u6001\u5b9a\u4ef7\u4e0e\u5730\u533a\u5b9a\u4ef7<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u4ef7\u683c\u4f1a\u56e0\u5e93\u5b58\u6c34\u5e73\u3001\u65f6\u6bb5\u4e43\u81f3\u4e70\u5bb6\u7684\u8868\u9762\u6240\u5728\u5730\u800c\u53d8\u5316\u3002\u4f60\u7528\u7f8e\u56fd IP \u6293\u53d6\u5230\u7684\u4ef7\u683c\uff0c\u53ef\u80fd\u4e0e\u82f1\u56fd IP \u5728\u540c\u4e00\u5546\u54c1\u9875\u9762\u4e0a\u770b\u5230\u7684\u4e0d\u540c\u3002\u5982\u679c\u4f60\u7684\u4f7f\u7528\u573a\u666f\u4f9d\u8d56\u5730\u533a\u51c6\u786e\u7684\u4ef7\u683c\uff0c\u8fd9\u5c31\u4e0d\u662f\u4e00\u4e2a\u5c0f\u7ec6\u8282\u3002\u5982\u679c\u4f60\u4e0d\u80fd\u63a7\u5236\u8bf7\u6c42\u770b\u8d77\u6765\u6e90\u81ea\u4f55\u5904\uff0c\u5b83\u4f1a\u6084\u7136\u626d\u66f2\u6574\u4e2a\u4ef7\u683c\u6570\u636e\u96c6\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-project-setup\">\u9879\u76ee\u642d\u5efa<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u8ba9\u6211\u4eec\u6765\u5b89\u88c5\u6240\u9700\u7684\u7ec4\u4ef6\u3002 <strong>\u6253\u5f00\u4e00\u4e2a\u7ec8\u7aef\u5e76\u8fd0\u884c\uff1a<\/strong><\/p>\n\n\n<figure class=\"rhino-code-snippet\" data-lang=\"bash\"><button type=\"button\" class=\"rhino-code-snippet__copy\" aria-label=\"Copy code to clipboard\"><svg class=\"rhino-code-snippet__icon-copy\" viewbox=\"0 0 24 24\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"2\" stroke-linecap=\"round\" stroke-linejoin=\"round\" aria-hidden=\"true\"><rect x=\"9\" y=\"9\" width=\"13\" height=\"13\" rx=\"2\" ry=\"2\"><\/rect><path d=\"M5 15H4a2 2 0 0 1-2-2V4a2 2 0 0 1 2-2h9a2 2 0 0 1 2 2v1\"><\/path><\/svg><svg class=\"rhino-code-snippet__icon-check\" viewbox=\"0 0 24 24\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"2.5\" stroke-linecap=\"round\" stroke-linejoin=\"round\" aria-hidden=\"true\"><polyline points=\"20 6 9 17 4 12\"><\/polyline><\/svg><\/button><span class=\"rhino-code-snippet__sr\" aria-live=\"polite\"><\/span><pre class=\"line-numbers\"><code class=\"language-bash\" data-rhino-code=\"pip%20install%20requests%20beautifulsoup4%20pandas%20lxml\"><\/code><\/pre><\/figure>\n\n\n<p class=\"wp-block-paragraph\"><strong>\u4ee5\u4e0b\u662f\u6bcf\u4e00\u9879\u88ab\u7eb3\u5165\u6280\u672f\u6808\u7684\u539f\u56e0\uff1a<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>requests:<\/strong> \u8d1f\u8d23\u53d1\u9001HTTP\u8bf7\u6c42\uff0c\u5e76\u5904\u7406\u8bf7\u6c42\u5934\u3001cookie\u548c\u4f1a\u8bdd\u3002<\/li>\n\n\n\n<li><strong>beautifulsoup4:<\/strong> \u5c06 HTML \u89e3\u6790\u4e3a\u4e00\u68f5\u53ef\u641c\u7d22\u7684\u6811,\u4ee5\u4fbf\u4f60\u63d0\u53d6\u7279\u5b9a\u7684\u6807\u7b7e\u548c\u5c5e\u6027\u3002<\/li>\n\n\n\n<li><strong>lxml:<\/strong> \u4e00\u4e2a BeautifulSoup \u5728\u5e95\u5c42\u4f7f\u7528\u7684\u5feb\u901f\u89e3\u6790\u5f15\u64ce\u3002\u5728\u5904\u7406\u5927\u578b\u9875\u9762\u65f6\uff0c\u5b83\u660e\u663e\u6bd4\u9ed8\u8ba4\u7684 Python \u89e3\u6790\u5668\u66f4\u5feb\u3002<\/li>\n\n\n\n<li><strong>pandas:<\/strong> \u80fd\u628a\u4f60\u6293\u53d6\u5230\u7684\u5b57\u5178\u548c\u5217\u8868\u8f6c\u6362\u6210\u6574\u6d01\u7684\u8868\u683c\uff0c\u7136\u540e\u5bfc\u51fa\u4e3aCSV\u3002<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u521b\u5efa\u4e00\u4e2a\u5305\u542b\u4e24\u4e2a\u6587\u4ef6\u7684\u9879\u76ee\u6587\u4ef6\u5939: <strong><em>scraper.py<\/em><\/strong> \u8d1f\u8d23\u5904\u7406\u903b\u8f91\uff0c\u8fd8\u6709\u4e00\u4e2a\u7a7a\u7684 <strong><em>output\/<\/em><\/strong> \u7528\u4e8e\u5b58\u653e CSV \u5bfc\u51fa\u6587\u4ef6\u7684\u6587\u4ef6\u5939\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-step-1-find-the-product-asin\">\u7b2c 1 \u6b65\u3002\u67e5\u627e\u4ea7\u54c1 ASIN<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u6bcf\u4ef6 Amazon \u5546\u54c1\u90fd\u6709\u4e00\u4e2a ASIN\uff08Amazon \u6807\u51c6\u8bc6\u522b\u7801\uff09\u3002\u5b83\u662f\u4e00\u4e2a 10 \u4f4d\u5b57\u7b26\u7684\u7f16\u7801\uff0c\u80fd\u552f\u4e00\u6807\u8bc6\u67d0\u4e2a\u5546\u54c1\uff0c\u4e0e URL \u522b\u540d\u6216\u5e02\u573a\u57df\u540d\u65e0\u5173\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4f60\u53ef\u4ee5\u5728 URL \u4e2d\u7d27\u968f\u5176\u540e\u7684\u4f4d\u7f6e\u53d1\u73b0\u5b83 <strong><em>\/dp\/<\/em><\/strong> \u6216 <strong><em>\/gp\/product\/:<\/em><\/strong><\/p>\n\n\n<figure class=\"rhino-code-snippet\" data-lang=\"plaintext\"><button type=\"button\" class=\"rhino-code-snippet__copy\" aria-label=\"Copy code to clipboard\"><svg class=\"rhino-code-snippet__icon-copy\" viewbox=\"0 0 24 24\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"2\" stroke-linecap=\"round\" stroke-linejoin=\"round\" aria-hidden=\"true\"><rect x=\"9\" y=\"9\" width=\"13\" height=\"13\" rx=\"2\" ry=\"2\"><\/rect><path d=\"M5 15H4a2 2 0 0 1-2-2V4a2 2 0 0 1 2-2h9a2 2 0 0 1 2 2v1\"><\/path><\/svg><svg class=\"rhino-code-snippet__icon-check\" viewbox=\"0 0 24 24\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"2.5\" stroke-linecap=\"round\" stroke-linejoin=\"round\" aria-hidden=\"true\"><polyline points=\"20 6 9 17 4 12\"><\/polyline><\/svg><\/button><span class=\"rhino-code-snippet__sr\" aria-live=\"polite\"><\/span><pre class=\"line-numbers\"><code class=\"language-plaintext\" data-rhino-code=\"https%3A%2F%2Fwww.amazon.com%2FExample-Product-Name%2Fdp%2FB0C1234XYZ%2F%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%E2%86%91%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20ASIN\"><\/code><\/pre><\/figure>\n\n<div\n\t\t\t\n\t\t\tclass=\"so-widget-rhinocore-addons-rhino-alert-banner so-widget-rhinocore-addons-rhino-alert-banner-default-d75171398898\"\n\t\t\t\n\t\t><div class=\"rhino-widget rhino-widget--rhinocore-addons-rhino-alert-banner section-alert\"    style=\"--alert-background-color: #E6E6FF\"\n>\n            <div class=\"section-alert__icon\">\n            <img decoding=\"async\" src=\"https:\/\/nodemaven.com\/wp-content\/uploads\/2026\/02\/icon-4.svg\" alt=\"\" loading=\"lazy\" width=\"64\" height=\"64\">        <\/div>\n    \n            <div class=\"section-alert__main\">\n            \n                            <div class=\"section-alert__description\"><p class=\"PDq2pG_selectionAnchorContainer\" data-start=\"186\" data-end=\"296\"><strong>\u4f7f\u7528\u9ad8\u8d28\u91cf\u7684\u4f4f\u5b85\u4ee3\u7406\u548c\u79fb\u52a8\u4ee3\u7406\uff0c\u51cf\u5c11Amazon\u7684CAPTCHA\u9a8c\u8bc1\u3002<\/strong><br data-start=\"415\" data-end=\"418\" \/><strong>\u5f00\u542f\u4f60\u7684 NodeMaven \u8bd5\u7528\uff0c$3.50 \u5373\u53ef\u83b7\u5f97 750 MB \u6d41\u91cf<\/strong><\/p>\n<\/div>\n                    <\/div>\n    \n            <a\n            class=\"section-alert__button b-btn b-btn--static-xl b-btn--secondary-black\"\n            href=\"https:\/\/dashboard.nodemaven.com\/checkout\/pag\/trial\/\"\n            >\n            \u5f00\u59cb\u8bd5\u7528        <\/a>\n    <\/div>\n<\/div>\n\n\n<p class=\"wp-block-paragraph\"><strong>\u4e00\u4e2a\u7b80\u77ed\u7684\u8f85\u52a9\u51fd\u6570\u7528\u6b63\u5219\u8868\u8fbe\u5f0f\u5c06\u5176\u63d0\u53d6\u51fa\u6765:<\/strong><\/p>\n\n\n<figure class=\"rhino-code-snippet\" data-lang=\"python\"><button type=\"button\" class=\"rhino-code-snippet__copy\" aria-label=\"Copy code to clipboard\"><svg class=\"rhino-code-snippet__icon-copy\" viewbox=\"0 0 24 24\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"2\" stroke-linecap=\"round\" stroke-linejoin=\"round\" aria-hidden=\"true\"><rect x=\"9\" y=\"9\" width=\"13\" height=\"13\" rx=\"2\" ry=\"2\"><\/rect><path d=\"M5 15H4a2 2 0 0 1-2-2V4a2 2 0 0 1 2-2h9a2 2 0 0 1 2 2v1\"><\/path><\/svg><svg class=\"rhino-code-snippet__icon-check\" viewbox=\"0 0 24 24\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"2.5\" stroke-linecap=\"round\" stroke-linejoin=\"round\" aria-hidden=\"true\"><polyline points=\"20 6 9 17 4 12\"><\/polyline><\/svg><\/button><span class=\"rhino-code-snippet__sr\" aria-live=\"polite\"><\/span><pre class=\"line-numbers\"><code class=\"language-python\" data-rhino-code=\"import%20re%0Afrom%20typing%20import%20Optional%0A%0Adef%20extract_asin%28url%3A%20str%29%20-%3E%20Optional%5Bstr%5D%3A%0A%20%20%20%20%22%22%22%0A%20%20%20%20Extract%20the%2010-character%20Amazon%20ASIN%20from%20a%20product%20URL.%0A%0A%20%20%20%20Supported%20URL%20formats%3A%0A%20%20%20%20-%20https%3A%2F%2Fwww.amazon.com%2Fdp%2FB0C1234XYZ%0A%20%20%20%20-%20https%3A%2F%2Fwww.amazon.com%2Fgp%2Fproduct%2FB0C1234XYZ%0A%20%20%20%20%22%22%22%0A%0A%20%20%20%20match%20%3D%20re.search%28%0A%20%20%20%20%20%20%20%20r%22%2F%28%3F%3Adp%7Cgp%2Fproduct%29%2F%28%5BA-Z0-9%5D%7B10%7D%29%22%2C%0A%20%20%20%20%20%20%20%20url%2C%0A%20%20%20%20%20%20%20%20re.IGNORECASE%0A%20%20%20%20%29%0A%0A%20%20%20%20return%20match.group%281%29.upper%28%29%20if%20match%20else%20None%0A%0A%0Aurl%20%3D%20%22https%3A%2F%2Fwww.amazon.com%2FExample-Product-Name%2Fdp%2FB0C1234XYZ%2F%22%0A%0Aasin%20%3D%20extract_asin%28url%29%0A%0Aprint%28f%22ASIN%3A%20%7Basin%7D%22%29\"><\/code><\/pre><\/figure>\n\n\n<p class=\"wp-block-paragraph\">\u83b7\u53d6\u5230 ASIN \u540e\uff0c\u4f60\u53ef\u4ee5\u4e3a\u5546\u54c1\u9875\u9762\u548c\u8bc4\u8bba\u9875\u9762\u91cd\u65b0\u6784\u5efa\u5e72\u51c0\u7684\u89c4\u8303 URL\uff0c\u4ece\u800c\u907f\u514d\u8ddf\u8e2a\u53c2\u6570\u5806\u79ef\u3001\u6270\u4e71\u8bf7\u6c42\u7684\u95ee\u9898\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-step-2-send-a-request-to-amazon\">\u7b2c 2 \u6b65\u3002\u5411 Amazon \u53d1\u9001\u8bf7\u6c42<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e00\u4e2a\u4e0d\u52a0\u4efb\u4f55\u4fee\u9970\u7684 <strong><em>requests.get(url)<\/em><\/strong> \u8c03\u7528\u5728\u4e9a\u9a6c\u900a\u4e0a\u51e0\u4e4e\u603b\u4f1a\u5931\u8d25\u3002\u4f60\u9700\u8981\u7c7b\u4f3c\u771f\u5b9e\u6d4f\u89c8\u5668\u7684\u8bf7\u6c42\u5934\u3001\u4e00\u4e2a\u8d85\u65f6\u8bbe\u7f6e\u4ee5\u9632\u5361\u4f4f\u7684\u8bf7\u6c42\u8ba9\u4f60\u7684\u811a\u672c\u6c38\u8fdc\u6302\u8d77\uff0c\u4ee5\u53ca\u4e00\u4e2a\u9488\u5bf9\u90a3\u4e9b\u4ecd\u7136\u5931\u8d25\u7684\u8bf7\u6c42\u7684\u91cd\u8bd5\u7b56\u7565\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"h-headers-that-matter\">\u91cd\u8981\u7684\u8bf7\u6c42\u5934<\/h4>\n\n\n\n<p class=\"wp-block-paragraph\">\u6700\u91cd\u8981\u7684\u8bf7\u6c42\u5934\u662f <strong><em>User-Agent<\/em><\/strong>\u3002\u5982\u679c\u6ca1\u6709\u5b83\uff0cAmazon\u5728\u51e0\u6beb\u79d2\u5185\u5c31\u80fd\u8bc6\u522b\u51fa\u8be5\u8bf7\u6c42\u6765\u81ea\u811a\u672c\u3002 <strong><em>Accept-Language<\/em><\/strong> \u548c <strong><em>\u63a5\u53d7<\/em><\/strong> \u5171\u540c\u6784\u6210\u4e00\u7ec4\u66f4\u63a5\u8fd1\u771f\u5b9e\u6d4f\u89c8\u5668\u6807\u7b7e\u9875\u7684\u8bf7\u6c42\u5934\u3002<\/p>\n\n\n<figure class=\"rhino-code-snippet\" data-lang=\"python\"><button type=\"button\" class=\"rhino-code-snippet__copy\" aria-label=\"Copy code to clipboard\"><svg class=\"rhino-code-snippet__icon-copy\" viewbox=\"0 0 24 24\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"2\" stroke-linecap=\"round\" stroke-linejoin=\"round\" aria-hidden=\"true\"><rect x=\"9\" y=\"9\" width=\"13\" height=\"13\" rx=\"2\" ry=\"2\"><\/rect><path d=\"M5 15H4a2 2 0 0 1-2-2V4a2 2 0 0 1 2-2h9a2 2 0 0 1 2 2v1\"><\/path><\/svg><svg class=\"rhino-code-snippet__icon-check\" viewbox=\"0 0 24 24\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"2.5\" stroke-linecap=\"round\" stroke-linejoin=\"round\" aria-hidden=\"true\"><polyline points=\"20 6 9 17 4 12\"><\/polyline><\/svg><\/button><span class=\"rhino-code-snippet__sr\" aria-live=\"polite\"><\/span><pre class=\"line-numbers\"><code class=\"language-python\" data-rhino-code=\"HEADERS%20%3D%20%7B%0A%20%20%20%20%22User-Agent%22%3A%20%28%0A%20%20%20%20%20%20%20%20%22Mozilla%2F5.0%20%28Windows%20NT%2010.0%3B%20Win64%3B%20x64%29%20%22%0A%20%20%20%20%20%20%20%20%22AppleWebKit%2F537.36%20%28KHTML%2C%20like%20Gecko%29%20%22%0A%20%20%20%20%20%20%20%20%22Chrome%2F125.0.0.0%20Safari%2F537.36%22%0A%20%20%20%20%29%2C%0A%20%20%20%20%22Accept-Language%22%3A%20%22en-US%2Cen%3Bq%3D0.9%22%2C%0A%20%20%20%20%22Accept%22%3A%20%22text%2Fhtml%2Capplication%2Fxhtml%2Bxml%2Capplication%2Fxml%3Bq%3D0.9%2C%2A%2F%2A%3Bq%3D0.8%22%2C%0A%20%20%20%20%22Connection%22%3A%20%22keep-alive%22%2C%0A%7D\"><\/code><\/pre><\/figure>\n\n\n<h4 class=\"wp-block-heading\" id=\"h-timeouts-and-retry-strategy\">\u8d85\u65f6\u4e0e\u91cd\u8bd5\u7b56\u7565<\/h4>\n\n\n\n<p class=\"wp-block-paragraph\">\u6ca1\u6709\u8bbe\u7f6e\u8d85\u65f6\u7684\u8bf7\u6c42\u5728\u670d\u52a1\u5668\u505c\u6ede\u65f6\u53ef\u80fd\u4f1a\u65e0\u9650\u671f\u6302\u8d77\u3002\u5e26\u9000\u907f\u7684\u91cd\u8bd5\u5faa\u73af\u53ef\u4ee5\u5728\u4e0d\u731b\u70c8\u51b2\u51fb\u670d\u52a1\u5668\u7684\u60c5\u51b5\u4e0b\u5904\u7406\u8bf8\u5982 503 \u4e4b\u7c7b\u7684\u4e34\u65f6\u6027\u6545\u969c\u3002<\/p>\n\n\n<figure class=\"rhino-code-snippet\" data-lang=\"python\"><button type=\"button\" class=\"rhino-code-snippet__copy\" aria-label=\"Copy code to clipboard\"><svg class=\"rhino-code-snippet__icon-copy\" viewbox=\"0 0 24 24\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"2\" stroke-linecap=\"round\" stroke-linejoin=\"round\" aria-hidden=\"true\"><rect x=\"9\" y=\"9\" width=\"13\" height=\"13\" rx=\"2\" ry=\"2\"><\/rect><path d=\"M5 15H4a2 2 0 0 1-2-2V4a2 2 0 0 1 2-2h9a2 2 0 0 1 2 2v1\"><\/path><\/svg><svg class=\"rhino-code-snippet__icon-check\" viewbox=\"0 0 24 24\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"2.5\" stroke-linecap=\"round\" stroke-linejoin=\"round\" aria-hidden=\"true\"><polyline points=\"20 6 9 17 4 12\"><\/polyline><\/svg><\/button><span class=\"rhino-code-snippet__sr\" aria-live=\"polite\"><\/span><pre class=\"line-numbers\"><code class=\"language-python\" data-rhino-code=\"import%20random%0Aimport%20time%0Afrom%20typing%20import%20Optional%0A%0Aimport%20requests%0A%0A%0Adef%20fetch_page%28%0A%20%20%20%20url%3A%20str%2C%0A%20%20%20%20session%3A%20requests.Session%2C%0A%20%20%20%20max_retries%3A%20int%20%3D%204%2C%0A%29%20-%3E%20Optional%5Brequests.Response%5D%3A%0A%20%20%20%20%22%22%22%0A%20%20%20%20Download%20an%20Amazon%20product%20page%20with%20retry%20logic%20and%20exponential%20backoff.%0A%20%20%20%20%22%22%22%0A%0A%20%20%20%20for%20attempt%20in%20range%281%2C%20max_retries%20%2B%201%29%3A%0A%20%20%20%20%20%20%20%20try%3A%0A%20%20%20%20%20%20%20%20%20%20%20%20response%20%3D%20session.get%28%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20url%2C%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20headers%3DHEADERS%2C%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20timeout%3D10%2C%0A%20%20%20%20%20%20%20%20%20%20%20%20%29%0A%0A%20%20%20%20%20%20%20%20except%20requests.RequestException%20as%20exc%3A%0A%20%20%20%20%20%20%20%20%20%20%20%20print%28f%22Attempt%20%7Battempt%7D%3A%20Connection%20error%20%28%7Bexc%7D%29%22%29%0A%20%20%20%20%20%20%20%20%20%20%20%20time.sleep%282%20%2A%2A%20attempt%29%0A%20%20%20%20%20%20%20%20%20%20%20%20continue%0A%0A%20%20%20%20%20%20%20%20if%20response.status_code%20%3D%3D%20200%3A%0A%20%20%20%20%20%20%20%20%20%20%20%20return%20response%0A%0A%20%20%20%20%20%20%20%20if%20response.status_code%20in%20%28403%2C%20503%29%3A%0A%20%20%20%20%20%20%20%20%20%20%20%20wait%20%3D%20%282%20%2A%2A%20attempt%29%20%2B%20random.uniform%280%2C%201%29%0A%20%20%20%20%20%20%20%20%20%20%20%20print%28%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20f%22Attempt%20%7Battempt%7D%3A%20Received%20HTTP%20%7Bresponse.status_code%7D.%20%22%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20f%22Retrying%20in%20%7Bwait%3A.1f%7D%20seconds...%22%0A%20%20%20%20%20%20%20%20%20%20%20%20%29%0A%20%20%20%20%20%20%20%20%20%20%20%20time.sleep%28wait%29%0A%20%20%20%20%20%20%20%20%20%20%20%20continue%0A%0A%20%20%20%20%20%20%20%20print%28f%22Unexpected%20HTTP%20status%3A%20%7Bresponse.status_code%7D%22%29%0A%20%20%20%20%20%20%20%20return%20None%0A%0A%20%20%20%20print%28%22Maximum%20number%20of%20retries%20reached.%22%29%0A%20%20%20%20return%20None\"><\/code><\/pre><\/figure>\n\n\n<p class=\"wp-block-paragraph\">\u6ce8\u610f\u5728\u9000\u907f\u65f6\u95f4\u4e2d\u52a0\u5165\u4e86\u968f\u673a\u6296\u52a8\u3002\u56fa\u5b9a\u7684\u5ef6\u8fdf\u6a21\u5f0f\u672c\u8eab\u5c31\u662f\u4e00\u79cd\u673a\u5668\u4eba\u4fe1\u53f7\u3002\u7a0d\u5fae\u5c06\u5176\u968f\u673a\u5316\u4f1a\u8ba9\u4f60\u7684\u6d41\u91cf\u66f4\u96be\u88ab\u6307\u7eb9\u8bc6\u522b\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-step-3-scrape-product-prices-and-information\">\u7b2c 3 \u6b65\u3002\u6293\u53d6\u4ea7\u54c1\u4ef7\u683c\u548c\u4fe1\u606f<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u62ff\u5230\u6709\u6548\u7684 HTML \u54cd\u5e94\u540e\uff0c\u5c31\u8be5\u5bf9\u5b83\u8fdb\u884c\u89e3\u6790\u4e86\u3002Amazon \u628a\u5927\u591a\u6570\u4ea7\u54c1\u6570\u636e\u5305\u88f9\u5728\u53ef\u9884\u6d4b\u7684\u5143\u7d20 ID \u4e2d\uff0c\u4e0d\u8fc7\u7c7b\u540d\u7684\u53d8\u52a8\u66f4\u4e3a\u9891\u7e41\u3002<\/p>\n\n\n<figure class=\"rhino-code-snippet\" data-lang=\"python\"><button type=\"button\" class=\"rhino-code-snippet__copy\" aria-label=\"Copy code to clipboard\"><svg class=\"rhino-code-snippet__icon-copy\" viewbox=\"0 0 24 24\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"2\" stroke-linecap=\"round\" stroke-linejoin=\"round\" aria-hidden=\"true\"><rect x=\"9\" y=\"9\" width=\"13\" height=\"13\" rx=\"2\" ry=\"2\"><\/rect><path d=\"M5 15H4a2 2 0 0 1-2-2V4a2 2 0 0 1 2-2h9a2 2 0 0 1 2 2v1\"><\/path><\/svg><svg class=\"rhino-code-snippet__icon-check\" viewbox=\"0 0 24 24\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"2.5\" stroke-linecap=\"round\" stroke-linejoin=\"round\" aria-hidden=\"true\"><polyline points=\"20 6 9 17 4 12\"><\/polyline><\/svg><\/button><span class=\"rhino-code-snippet__sr\" aria-live=\"polite\"><\/span><pre class=\"line-numbers\"><code class=\"language-python\" data-rhino-code=\"import%20re%0Afrom%20bs4%20import%20BeautifulSoup%0A%0A%0Adef%20parse_product%28html%3A%20str%2C%20asin%3A%20str%29%20-%3E%20dict%3A%0A%20%20%20%20%22%22%22%0A%20%20%20%20Extract%20product%20details%20from%20an%20Amazon%20product%20page.%0A%20%20%20%20%22%22%22%0A%0A%20%20%20%20soup%20%3D%20BeautifulSoup%28html%2C%20%22lxml%22%29%0A%0A%20%20%20%20def%20text_or_none%28selector%2C%20attr%3DNone%29%3A%0A%20%20%20%20%20%20%20%20tag%20%3D%20soup.select_one%28selector%29%0A%20%20%20%20%20%20%20%20if%20not%20tag%3A%0A%20%20%20%20%20%20%20%20%20%20%20%20return%20None%0A%0A%20%20%20%20%20%20%20%20if%20attr%3A%0A%20%20%20%20%20%20%20%20%20%20%20%20value%20%3D%20tag.get%28attr%29%0A%20%20%20%20%20%20%20%20%20%20%20%20return%20value.strip%28%29%20if%20value%20else%20None%0A%0A%20%20%20%20%20%20%20%20return%20tag.get_text%28strip%3DTrue%29%0A%0A%20%20%20%20%23%20Product%20title%0A%20%20%20%20title%20%3D%20text_or_none%28%22%23productTitle%22%29%0A%0A%20%20%20%20%23%20Current%20price%0A%20%20%20%20price_whole%20%3D%20text_or_none%28%22span.a-price-whole%22%29%0A%20%20%20%20price_fraction%20%3D%20text_or_none%28%22span.a-price-fraction%22%29%0A%0A%20%20%20%20current_price%20%3D%20None%0A%0A%20%20%20%20if%20price_whole%3A%0A%20%20%20%20%20%20%20%20current_price%20%3D%20%28%0A%20%20%20%20%20%20%20%20%20%20%20%20price_whole.replace%28%22%2C%22%2C%20%22%22%29.rstrip%28%22.%22%29%0A%20%20%20%20%20%20%20%20%20%20%20%20%2B%20%22.%22%0A%20%20%20%20%20%20%20%20%20%20%20%20%2B%20%28price_fraction%20or%20%2200%22%29%0A%20%20%20%20%20%20%20%20%29%0A%0A%20%20%20%20%23%20Original%20%28list%29%20price%0A%20%20%20%20original_price%20%3D%20text_or_none%28%0A%20%20%20%20%20%20%20%20%22span.a-price.a-text-price%20span.a-offscreen%22%0A%20%20%20%20%29%0A%0A%20%20%20%20%23%20Currency%0A%20%20%20%20currency%20%3D%20%22%24%22%20if%20current_price%20else%20None%0A%0A%20%20%20%20%23%20Product%20rating%0A%20%20%20%20rating_text%20%3D%20text_or_none%28%22span.a-icon-alt%22%29%0A%20%20%20%20rating%20%3D%20rating_text.split%28%22%20out%20of%22%29%5B0%5D%20if%20rating_text%20else%20None%0A%0A%20%20%20%20%23%20Review%20count%0A%20%20%20%20review_count_text%20%3D%20text_or_none%28%22%23acrCustomerReviewText%22%29%0A%20%20%20%20review_count%20%3D%20None%0A%0A%20%20%20%20if%20review_count_text%3A%0A%20%20%20%20%20%20%20%20review_count%20%3D%20re.sub%28r%22%5CD%22%2C%20%22%22%2C%20review_count_text%29%0A%0A%20%20%20%20%23%20Availability%0A%20%20%20%20availability%20%3D%20text_or_none%28%22%23availability%20span%22%29%0A%0A%20%20%20%20%23%20Brand%0A%20%20%20%20brand%20%3D%20text_or_none%28%22%23bylineInfo%22%29%0A%0A%20%20%20%20if%20brand%3A%0A%20%20%20%20%20%20%20%20brand%20%3D%20brand.replace%28%22Brand%3A%22%2C%20%22%22%29.strip%28%29%0A%0A%20%20%20%20%23%20Calculate%20discount%0A%20%20%20%20discount%20%3D%20None%0A%0A%20%20%20%20try%3A%0A%20%20%20%20%20%20%20%20if%20current_price%20and%20original_price%3A%0A%20%20%20%20%20%20%20%20%20%20%20%20current%20%3D%20float%28current_price%29%0A%20%20%20%20%20%20%20%20%20%20%20%20original%20%3D%20float%28%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20re.sub%28r%22%5B%5E%5Cd.%5D%22%2C%20%22%22%2C%20original_price%29%0A%20%20%20%20%20%20%20%20%20%20%20%20%29%0A%0A%20%20%20%20%20%20%20%20%20%20%20%20if%20original%20%3E%20current%3A%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20discount%20%3D%20round%28%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%28%28original%20-%20current%29%20%2F%20original%29%20%2A%20100%2C%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%201%2C%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%29%0A%0A%20%20%20%20except%20ValueError%3A%0A%20%20%20%20%20%20%20%20pass%0A%0A%20%20%20%20return%20%7B%0A%20%20%20%20%20%20%20%20%22asin%22%3A%20asin%2C%0A%20%20%20%20%20%20%20%20%22title%22%3A%20title%2C%0A%20%20%20%20%20%20%20%20%22current_price%22%3A%20current_price%2C%0A%20%20%20%20%20%20%20%20%22original_price%22%3A%20original_price%2C%0A%20%20%20%20%20%20%20%20%22currency%22%3A%20currency%2C%0A%20%20%20%20%20%20%20%20%22discount%22%3A%20discount%2C%0A%20%20%20%20%20%20%20%20%22rating%22%3A%20rating%2C%0A%20%20%20%20%20%20%20%20%22review_count%22%3A%20review_count%2C%0A%20%20%20%20%20%20%20%20%22availability%22%3A%20availability%2C%0A%20%20%20%20%20%20%20%20%22brand%22%3A%20brand%2C%0A%20%20%20%20%7D\"><\/code><\/pre><\/figure>\n\n\n<p class=\"wp-block-paragraph\"><strong>\u5173\u4e8e\u8fd9\u4e9b\u9009\u62e9\u5668\u7684\u51e0\u70b9\u8bf4\u660e\uff1a<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u4ef7\u683c\u88ab\u62c6\u5206\u5230\u4e24\u4e2a span \u4e2d<\/strong>,\u5373\u6574\u6570\u90e8\u5206\u548c\u5c0f\u6570\u90e8\u5206\u3002Amazon \u8fd9\u6837\u505a\u662f\u4e3a\u4e86\u8ba9\u7f8e\u5206\u90e8\u5206\u7684\u6837\u5f0f\u6bd4\u7f8e\u5143\u90e8\u5206\u663e\u5f97\u66f4\u5c0f\u3002<\/li>\n\n\n\n<li><strong>\u539f\u4ef7\u53ea\u5728\u6709\u6b63\u5728\u8fdb\u884c\u7684\u6298\u6263\u65f6\u624d\u4f1a\u51fa\u73b0<\/strong>\u3002\u5982\u679c\u9009\u62e9\u5668\u4ec0\u4e48\u90fd\u6ca1\u8fd4\u56de\uff0c\u8bf7\u5c06\u5176\u89c6\u4e3a\u201c\u65e0\u6298\u6263\u201d\u800c\u4e0d\u662f\u9519\u8bef\u3002<\/li>\n\n\n\n<li><strong>\u8bc4\u5206\u6587\u5b57\u7c7b\u4f3c\u201c4.5 out of 5 stars\u201d\uff085\u661f\u4e2d\u76844.5\u661f\uff09\u3002<\/strong> \u6309 \u201cout of\u201d \u62c6\u5206\u6bd4\u76f4\u63a5\u5c1d\u8bd5\u89e3\u6790\u6570\u5b57\u66f4\u53ef\u9760\uff0c\u56e0\u4e3a\u7a7a\u683c\u95f4\u9694\u5404\u4e0d\u76f8\u540c\u3002<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u6ce8\u610f\uff1a<\/strong> if <strong><em>text_or_none(\u201c#productTitle\u201d)<\/em><\/strong> \u8fd4\u56de\u4e3a\u7a7a\uff0c\u90a3\u4e48\u4f60\u5f88\u53ef\u80fd\u9047\u5230\u7684\u662f Robot Check\uff08\u673a\u5668\u4eba\u9a8c\u8bc1\uff09\u9875\u9762\uff0c\u800c\u4e0d\u662f\u67d0\u4e2a\u5b57\u6bb5\u7f3a\u5931\u3002\u5728\u4fe1\u4efb\u5176\u4f59\u89e3\u6790\u6570\u636e\u4e4b\u524d\uff0c\u8bf7\u52a1\u5fc5\u68c0\u67e5\u6807\u9898\u662f\u5426\u4e3a null\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6293\u53d6\u5f53\u524d\u4ef7\u683c\u53ea\u662f\u7b2c\u4e00\u6b65\u3002\u8981\u76d1\u63a7\u4ef7\u683c\u968f\u65f6\u95f4\u7684\u53d8\u5316,\u8bf7\u67e5\u770b\u6211\u4eec\u5173\u4e8e\u6784\u5efa <a href=\"https:\/\/nodemaven.com\/zh\/blog\/amazon-price-tracker-python\/\">Amazon\u4ef7\u683c\u8ffd\u8e2a\u5668 <\/a>\u5b83\u4f1a\u5b58\u50a8\u5386\u53f2\u4ef7\u683c\u5e76\u53d1\u9001\u964d\u4ef7\u63d0\u9192\u3002<\/p>\n\n\n<div\n\t\t\t\n\t\t\tclass=\"so-widget-rhinocore-addons-rhino-alert-banner so-widget-rhinocore-addons-rhino-alert-banner-default-d75171398898\"\n\t\t\t\n\t\t><div class=\"rhino-widget rhino-widget--rhinocore-addons-rhino-alert-banner section-alert\"    style=\"--alert-background-color: #E6E6FF\"\n>\n            <div class=\"section-alert__icon\">\n            <img decoding=\"async\" src=\"https:\/\/nodemaven.com\/wp-content\/uploads\/2026\/02\/icon-4.svg\" alt=\"\" loading=\"lazy\" width=\"64\" height=\"64\">        <\/div>\n    \n            <div class=\"section-alert__main\">\n            \n                            <div class=\"section-alert__description\"><p class=\"PDq2pG_selectionAnchorContainer\" data-start=\"186\" data-end=\"296\"><strong>\u501f\u52a9\u4f18\u8d28\u4f4f\u5b85\u4ee3\u7406\uff0c\u66f4\u53ef\u9760\u5730\u91c7\u96c6 Amazon \u7684\u4ef7\u683c\u548c\u8bc4\u8bba\u3002<\/strong><br data-start=\"642\" data-end=\"645\" \/><strong>\u4ee5 $3.50 \u5f00\u59cb\u4f7f\u7528 NodeMaven\uff0c\u5e76\u83b7\u8d60 750 MB \u6d41\u91cf\u3002<\/strong><\/p>\n<\/div>\n                    <\/div>\n    \n            <a\n            class=\"section-alert__button b-btn b-btn--static-xl b-btn--secondary-black\"\n            href=\"https:\/\/dashboard.nodemaven.com\/checkout\/pag\/trial\/\"\n            >\n            \u5f00\u59cb\u8bd5\u7528        <\/a>\n    <\/div>\n<\/div>\n\n\n<h3 class=\"wp-block-heading\" id=\"h-step-4-scrape-amazon-product-reviews\">\u7b2c 4 \u6b65\u3002\u6293\u53d6 Amazon \u5546\u54c1\u8bc4\u8bba<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u8bc4\u8bba\u5b58\u653e\u5728\u4e00\u4e2a\u5355\u72ec\u7684 URL \u6a21\u5f0f\u4e0b\uff0c\u901a\u5e38\u662f <strong><em>\/product-reviews\/{ASIN}<\/em><\/strong>\u3002\u6bcf\u6761\u8bc4\u8bba\u90fd\u4f4d\u4e8e\u4e00\u4e2a\u91cd\u590d\u7684\u533a\u5757\u5185,\u8fd9\u4f7f\u5b83\u975e\u5e38\u9002\u5408\u5bf9\u5339\u914d\u7684\u5143\u7d20\u8fdb\u884c\u5faa\u73af\u904d\u5386\u3002<\/p>\n\n\n<figure class=\"rhino-code-snippet\" data-lang=\"python\"><button type=\"button\" class=\"rhino-code-snippet__copy\" aria-label=\"Copy code to clipboard\"><svg class=\"rhino-code-snippet__icon-copy\" viewbox=\"0 0 24 24\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"2\" stroke-linecap=\"round\" stroke-linejoin=\"round\" aria-hidden=\"true\"><rect x=\"9\" y=\"9\" width=\"13\" height=\"13\" rx=\"2\" ry=\"2\"><\/rect><path d=\"M5 15H4a2 2 0 0 1-2-2V4a2 2 0 0 1 2-2h9a2 2 0 0 1 2 2v1\"><\/path><\/svg><svg class=\"rhino-code-snippet__icon-check\" viewbox=\"0 0 24 24\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"2.5\" stroke-linecap=\"round\" stroke-linejoin=\"round\" aria-hidden=\"true\"><polyline points=\"20 6 9 17 4 12\"><\/polyline><\/svg><\/button><span class=\"rhino-code-snippet__sr\" aria-live=\"polite\"><\/span><pre class=\"line-numbers\"><code class=\"language-python\" 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class=\"wp-block-paragraph\">\u8be5 <strong><em>data-hook<\/em><\/strong> \u5c5e\u6027\u5728\u8fd9\u91cc\u6bd4\u7c7b\u540d\u66f4\u7a33\u5b9a\u3002Amazon \u5185\u90e8\u4f7f\u7528\u5b83\u4eec\u8fdb\u884c\u5206\u6790\uff0c\u56e0\u6b64\u5b83\u4eec\u5f80\u5f80\u6bd4 CSS \u7c7b\u66f4\u80fd\u7ecf\u53d7\u4f4f\u5e03\u5c40\u7684\u53d8\u5316\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5546\u5e97 <strong><em>image_urls<\/em><\/strong> \u6682\u65f6\u5148\u7528\u5217\u8868\u5f62\u5f0f\u4fdd\u5b58\u3002\u6211\u4eec\u4f1a\u5728\u5bfc\u51fa\u524d\u5c06\u5176\u5c55\u5e73\u4e3a\u9017\u53f7\u5206\u9694\u7684\u5b57\u7b26\u4e32\uff0c\u56e0\u4e3a CSV \u5355\u5143\u683c\u66f4\u9002\u5408\u5b58\u653e\u7eaf\u5b57\u7b26\u4e32\uff0c\u800c\u4e0d\u662f\u5d4c\u5957\u5217\u8868\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-step-5-handle-multiple-review-pages\">\u7b2c 5 \u6b65\u3002\u5904\u7406\u591a\u4e2a\u8bc4\u8bba\u9875\u9762<\/h3>\n\n\n\n<p 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class=\"rhino-code-snippet__icon-check\" viewbox=\"0 0 24 24\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"2.5\" stroke-linecap=\"round\" stroke-linejoin=\"round\" aria-hidden=\"true\"><polyline points=\"20 6 9 17 4 12\"><\/polyline><\/svg><\/button><span class=\"rhino-code-snippet__sr\" aria-live=\"polite\"><\/span><pre class=\"line-numbers\"><code class=\"language-python\" data-rhino-code=\"import%20random%0Aimport%20time%0Aimport%20requests%0A%0A%0Adef%20scrape_all_reviews%28%0A%20%20%20%20asin%3A%20str%2C%0A%20%20%20%20session%3A%20requests.Session%2C%0A%20%20%20%20max_pages%3A%20int%20%3D%2020%2C%0A%20%20%20%20sort_by%3A%20str%20%3D%20%22recent%22%2C%0A%29%20-%3E%20list%5Bdict%5D%3A%0A%20%20%20%20%22%22%22%0A%20%20%20%20Scrape%20reviews%20from%20multiple%20Amazon%20review%20pages.%0A%0A%20%20%20%20Stops%20when%3A%0A%20%20%20%20-%20the%20request%20fails%0A%20%20%20%20-%20no%20reviews%20are%20returned%0A%20%20%20%20-%20max_pages%20is%20reached%0A%20%20%20%20%22%22%22%0A%0A%20%20%20%20all_reviews%20%3D%20%5B%5D%0A%0A%20%20%20%20for%20page%20in%20range%281%2C%20max_pages%20%2B%201%29%3A%0A%0A%20%20%20%20%20%20%20%20url%20%3D%20%28%0A%20%20%20%20%20%20%20%20%20%20%20%20f%22https%3A%2F%2Fwww.amazon.com%2Fproduct-reviews%2F%7Basin%7D%22%0A%20%20%20%20%20%20%20%20%20%20%20%20f%22%3FpageNumber%3D%7Bpage%7D%22%0A%20%20%20%20%20%20%20%20%20%20%20%20f%22%26sortBy%3D%7Bsort_by%7D%22%0A%20%20%20%20%20%20%20%20%29%0A%0A%20%20%20%20%20%20%20%20response%20%3D%20fetch_page%28url%2C%20session%29%0A%0A%20%20%20%20%20%20%20%20if%20response%20is%20None%3A%0A%20%20%20%20%20%20%20%20%20%20%20%20print%28f%22Stopping%20at%20page%20%7Bpage%7D%3A%20Request%20failed.%22%29%0A%20%20%20%20%20%20%20%20%20%20%20%20break%0A%0A%20%20%20%20%20%20%20%20page_reviews%20%3D%20parse_reviews%28response.text%2C%20asin%29%0A%0A%20%20%20%20%20%20%20%20if%20not%20page_reviews%3A%0A%20%20%20%20%20%20%20%20%20%20%20%20print%28%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20f%22No%20reviews%20found%20on%20page%20%7Bpage%7D.%20%22%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%20%22Reached%20the%20end%20of%20the%20review%20list.%22%0A%20%20%20%20%20%20%20%20%20%20%20%20%29%0A%20%20%20%20%20%20%20%20%20%20%20%20break%0A%0A%20%20%20%20%20%20%20%20all_reviews.extend%28page_reviews%29%0A%0A%20%20%20%20%20%20%20%20print%28%0A%20%20%20%20%20%20%20%20%20%20%20%20f%22Page%20%7Bpage%7D%3A%20%22%0A%20%20%20%20%20%20%20%20%20%20%20%20f%22%7Blen%28page_reviews%29%7D%20reviews%20collected%20%22%0A%20%20%20%20%20%20%20%20%20%20%20%20f%22%28%7Blen%28all_reviews%29%7D%20total%29.%22%0A%20%20%20%20%20%20%20%20%29%0A%0A%20%20%20%20%20%20%20%20%23%20Random%20delay%20between%20requests%0A%20%20%20%20%20%20%20%20time.sleep%28random.uniform%282%2C%205%29%29%0A%0A%20%20%20%20return%20all_reviews\"><\/code><\/pre><\/figure>\n\n\n<p 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class=\"wp-block-heading\" id=\"h-important-note\">\u91cd\u8981\u63d0\u793a<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Amazon \u4f1a\u9891\u7e41\u66f4\u65b0\u5176 HTML \u7ed3\u6784\u3001CSS \u9009\u62e9\u5668\u548c\u53cd\u722c\u866b\u9632\u62a4\u3002\u6587\u4e2d\u7684\u793a\u4f8b\u5728 <strong>\u672c\u6307\u5357\u6f14\u793a\u4e86\u6574\u4f53\u6293\u53d6\u5de5\u4f5c\u6d41\u7a0b<\/strong>\uff0c\u4f46\u4e2a\u522b\u9009\u62e9\u5668\u6216\u8bf7\u6c42\u6a21\u5f0f\u53ef\u80fd\u9700\u8981\u968f\u65f6\u95f4\u63a8\u79fb\u8fdb\u884c\u66f4\u65b0<strong>\u3002\u5982\u679c\u4f60\u7684\u6293\u53d6\u5de5\u5177\u5f00\u59cb\u8fd4\u56de\u7a7a\u7ed3\u679c\u6216\u7f3a\u5931\u5b57\u6bb5\uff0c\u8bf7\u68c0\u67e5\u6700\u65b0\u7684\u9875\u9762\u6e90\u4ee3\u7801\uff0c\u8c03\u6574\u9009\u62e9\u5668\uff0c\u5e76\u786e\u8ba4 Amazon \u6ca1\u6709\u8fd4\u56de CAPTCHA \u6216\u673a\u5668\u4eba\u9a8c\u8bc1\u9875\u9762\u6765\u4ee3\u66ff\u6240\u8bf7\u6c42\u7684\u5185\u5bb9\u3002<\/strong><\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-common-errors-and-troubleshooting\">\u5e38\u89c1\u9519\u8bef\u4e0e\u6545\u969c\u6392\u67e5<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u7f51\u9875\u6293\u53d6\u5e76\u975e\u4e00\u6b21\u6027\u7684\u5b9e\u73b0\u5de5\u4f5c\u3002Amazon \u4f1a\u5b9a\u671f\u66f4\u6539\u5176\u9875\u9762\u5e03\u5c40\u3001\u5c1d\u8bd5 A\/B \u6d4b\u8bd5\u5e76\u52a0\u5f3a\u53cd\u673a\u5668\u4eba\u9632\u62a4\u3002\u5373\u4f7f\u662f\u4eca\u5929\u80fd\u6b63\u5e38\u8fd0\u884c\u7684\u6293\u53d6\u5de5\u5177\uff0c\u5c06\u6765\u4e5f\u53ef\u80fd\u9700\u8981\u5bf9\u9009\u62e9\u5668\u8fdb\u884c\u5c0f\u5e45\u66f4\u65b0\u3002<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><td><strong>Symptom<\/strong><\/td><td><strong>\u53ef\u80fd\u7684\u539f\u56e0<\/strong><\/td><td><strong>\u4fee\u590d<\/strong><\/td><\/tr><\/thead><tbody><tr><td>HTTP 403<\/td><td>\u7f3a\u5931\u6216\u53ef\u7591\u7684\u8bf7\u6c42\u5934<\/td><td>\u6dfb\u52a0\u771f\u5b9e\u53ef\u4fe1\u7684 User-Agent \u548c Accept-Language \u8bf7\u6c42\u5934<\/td><\/tr><tr><td>HTTP 503<\/td><td>\u8f6f\u6027\u901f\u7387\u9650\u5236\u6216\u7ebf\u8def\u8fc7\u8f7d<\/td><td>\u5e26\u6296\u52a8\u5730\u9000\u907f,\u964d\u4f4e\u8bf7\u6c42\u901f\u7387<\/td><\/tr><tr><td>\u9875\u9762\u52a0\u8f7d\u4e86\uff0c\u4f46\u5b57\u6bb5\u4e3a\u7a7a<\/td><td>\u673a\u5668\u4eba\u9a8c\u8bc1\u9875\u9762\uff0c\u800c\u4e0d\u662f\u771f\u5b9e\u7684\u5546\u54c1\u5217\u8868<\/td><td>\u68c0\u67e5\u6807\u9898\u662f\u5426\u4e3a null,\u8f6e\u6362 IP,\u6dfb\u52a0\u4ee3\u7406<\/td><\/tr><tr><td>\u7a33\u5b9a\u6293\u53d6\u6570\u5468\u540e\u9009\u62e9\u5668\u7a81\u7136\u5931\u6548<\/td><td>Amazon \u5728\u4e00\u6b21 A\/B \u6d4b\u8bd5\u4e2d\u66f4\u6539\u4e86\u5e03\u5c40<\/td><td>\u91cd\u65b0\u68c0\u67e5\u9875\u9762,\u66f4\u65b0\u9009\u62e9\u5668,\u6dfb\u52a0\u5907\u7528\u9009\u62e9\u5668<\/td><\/tr><tr><td>\u7a7a\u7684 HTML \u54cd\u5e94<\/td><td>\u8fde\u63a5\u5728\u8bf7\u6c42\u8fc7\u7a0b\u4e2d\u88ab\u4e2d\u65ad\u6216\u963b\u6b62<\/td><td>\u7528 try\/except \u5305\u88f9\u8bf7\u6c42\uff0c\u5e76\u4f7f\u7528\u5168\u65b0\u7684\u4f1a\u8bdd\u91cd\u8bd5<\/td><\/tr><tr><td>\u4ef7\u683c\u4e0e\u4f60\u5728\u6d4f\u89c8\u5668\u4e2d\u770b\u5230\u7684\u4e0d\u540c<\/td><td>\u4e0eIP\u4f4d\u7f6e\u6302\u94a9\u7684\u533a\u57df\u5b9a\u4ef7<\/td><td>\u4f7f\u7528\u4f4d\u4e8e\u76ee\u6807\u56fd\u5bb6\/\u5730\u533a\u7684\u4ee3\u7406<\/td><\/tr><tr><td>\u7ffb\u4e86\u51e0\u9875\u4e4b\u540e\u8bc4\u8bba\u6570\u91cf\u4e0d\u518d\u589e\u957f<\/td><td>\u8fbe\u5230\u4e86 max_pages \u4e0a\u9650\uff0c\u6216\u8005\u8bc4\u8bba\u786e\u5b9e\u5df2\u7ecf\u6293\u53d6\u5b8c\u6bd5<\/td><td>\u5728\u65ad\u5b9a\u662f bug \u4e4b\u524d\uff0c\u5148\u68c0\u67e5\u89e3\u6790\u51fa\u7684\u5217\u8868\u662f\u5426\u4e3a\u7a7a<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-how-to-scale-amazon-scraping\">\u5982\u4f55\u6269\u5c55 Amazon \u6293\u53d6\u89c4\u6a21<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u5728\u4f60\u7b14\u8bb0\u672c\u4e0a\u9002\u7528\u4e8e\u5355\u4e2a\u4ea7\u54c1\u7684\u811a\u672c\uff0c\u5728\u6bcf\u5929\u5904\u7406 10,000 \u4e2a\u4ea7\u54c1\u65f6\u7684\u8868\u73b0\u4f1a\u622a\u7136\u4e0d\u540c\u3002\u6269\u5c55\u89c4\u6a21\u610f\u5473\u7740\u8981\u5728\u5904\u7406\u6d77\u91cf\u8bf7\u6c42\u7684\u540c\u65f6\uff0c\u4e0d\u89e6\u53d1\u4e9a\u9a6c\u900a\u7684\u9632\u62a4\u673a\u5236\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-rotating-ips\">\u8f6e\u6362 IP<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u6765\u81ea\u540c\u4e00\u4e2a IP \u7684\u6bcf\u4e00\u6b21\u8bf7\u6c42\u90fd\u4f1a\u7d2f\u52a0\u5230\u8be5 IP \u7684\u98ce\u9669\u8bc4\u5206\u4e0a\u3002\u901a\u8fc7\u5728\u5e9e\u5927\u7684 IP \u6c60\u4e2d\u8f6e\u6362\uff0c\u53ef\u4ee5\u5206\u6563\u4f60\u7684\u8bf7\u6c42\u91cf\uff0c\u4ece\u800c\u4f7f\u4efb\u4f55\u5355\u4e2a\u5730\u5740\u90fd\u4e0d\u4f1a\u663e\u5f97\u53ef\u7591\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-sticky-sessions\">\u7c98\u6027\u4f1a\u8bdd<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u8f6e\u6362\u5e76\u4e0d\u603b\u662f\u6b63\u786e\u7684\u505a\u6cd5\u3002\u7ffb\u9605\u5355\u4e2a\u4ea7\u54c1\u7684\u8bc4\u8bba\u65f6\uff0c\u5728\u8be5\u4f1a\u8bdd\u671f\u95f4\u4f7f\u7528\u5355\u4e00\u3001\u7a33\u5b9a\u7684 IP \u6548\u679c\u66f4\u597d\uff0c\u56e0\u4e3a\u5728\u4f1a\u8bdd\u4e2d\u9014\u5207\u6362 IP \u672c\u8eab\u5c31\u53ef\u80fd\u663e\u5f97\u4e0d\u81ea\u7136\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-real-browser-headers\">\u771f\u5b9e\u7684\u6d4f\u89c8\u5668\u8bf7\u6c42\u5934<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u4fdd\u6301\u4f60\u7684\u8bf7\u6c42\u5934\u96c6\u5408\u5904\u4e8e\u6700\u65b0\u72b6\u6001\u3002User-Agent \u5b57\u7b26\u4e32\u4e2d\u7684\u6d4f\u89c8\u5668\u7248\u672c\u5f88\u5feb\u5c31\u4f1a\u8fc7\u65f6\uff0c\u800c\u8fc7\u65f6\u7684\u7248\u672c\u5f88\u5bb9\u6613\u88ab\u8bc6\u522b\u51fa\u6765\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-random-delays-and-retry-logic\">\u968f\u673a\u5ef6\u8fdf\u548c\u91cd\u8bd5\u903b\u8f91<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u6211\u4eec\u5df2\u7ecf\u4ecb\u7ecd\u8fc7\u6296\u52a8\uff08jitter\uff09\u548c\u9000\u907f\uff08backoff\uff09\u3002\u5728\u5927\u89c4\u6a21\u64cd\u4f5c\u65f6\uff0c\u8bf7\u5bf9\u6574\u4e2a\u8bf7\u6c42\u961f\u5217\u5e94\u7528\u540c\u6837\u7684\u903b\u8f91\uff0c\u800c\u4e0d\u4ec5\u4ec5\u662f\u5728\u5355\u4e2a\u4ea7\u54c1\u7684\u8bc4\u8bba\u9875\u9762\u5185\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-parallel-scraping-and-session-persistence\">\u5e76\u884c\u6293\u53d6\u4e0e\u4f1a\u8bdd\u4fdd\u6301<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u5e76\u53d1\u8fd0\u884c\u8bf7\u6c42\u53ef\u4ee5\u52a0\u5feb\u901f\u5ea6\uff0c\u4f46\u6bcf\u4e2a\u5de5\u4f5c\u7ebf\u7a0b\u6216\u8fdb\u7a0b\u90fd\u9700\u8981\u81ea\u5df1\u7684\u4f1a\u8bdd\uff0c\u7406\u60f3\u60c5\u51b5\u4e0b\u8fd8\u9700\u8981\u81ea\u5df1\u7684 IP\u3002\u5728\u591a\u4e2a\u5e76\u53d1\u5de5\u4f5c\u7ebf\u7a0b\u4e4b\u95f4\u6df7\u7528\u5171\u4eab\u4f1a\u8bdd\u662f\u610f\u5916\u89e6\u53d1\u901f\u7387\u9650\u5236\u7684\u5e38\u89c1\u539f\u56e0\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6b63\u662f\u5728\u8fd9\u91cc\uff0c\u4ee3\u7406\u57fa\u7840\u8bbe\u65bd\u53d8\u5f97\u4e0d\u518d\u53ef\u6709\u53ef\u65e0\u3002\u4e00\u4e2a\u6bcf\u5929\u53d1\u51fa\u6570\u5343\u6b21\u8bf7\u6c42\u7684\u6570\u636e\u4e2d\u5fc3 IP \u4f1a\u5f88\u5feb\u88ab\u6807\u8bb0\uff0c\u65e0\u8bba\u4f60\u7684\u8bf7\u6c42\u5934\u548c\u91cd\u8bd5\u903b\u8f91\u505a\u5f97\u591a\u597d\u3002<\/p>\n\n\n<div\n\t\t\t\n\t\t\tclass=\"so-widget-rhinocore-addons-rhino-alert-banner so-widget-rhinocore-addons-rhino-alert-banner-default-d75171398898\"\n\t\t\t\n\t\t><div class=\"rhino-widget rhino-widget--rhinocore-addons-rhino-alert-banner section-alert\"    style=\"--alert-background-color: #E6E6FF\"\n>\n            <div class=\"section-alert__icon\">\n            <img decoding=\"async\" src=\"https:\/\/nodemaven.com\/wp-content\/uploads\/2026\/02\/icon-4.svg\" alt=\"\" loading=\"lazy\" width=\"64\" height=\"64\">        <\/div>\n    \n            <div class=\"section-alert__main\">\n            \n                            <div class=\"section-alert__description\"><p class=\"PDq2pG_selectionAnchorContainer\" data-start=\"186\" data-end=\"296\"><strong>\u501f\u52a9\u53ef\u9760\u7684\u4f4f\u5b85\u4ee3\u7406\u548c\u79fb\u52a8\u4ee3\u7406\uff0c\u6269\u5c55\u4f60\u7684 Python Amazon \u6293\u53d6\u5668\u3002<\/strong><br data-start=\"867\" data-end=\"870\" \/><strong>\u4ee5 $3.50 \u8bd5\u7528 NodeMaven\uff0c\u542b 750 MB \u6d41\u91cf<\/strong><\/p>\n<\/div>\n                    <\/div>\n    \n            <a\n            class=\"section-alert__button b-btn b-btn--static-xl b-btn--secondary-black\"\n            href=\"https:\/\/dashboard.nodemaven.com\/checkout\/pag\/trial\/\"\n            >\n            \u5f00\u59cb\u8bd5\u7528        <\/a>\n    <\/div>\n<\/div>\n\n\n<p class=\"wp-block-paragraph\"><a href=\"https:\/\/nodemaven.com\/zh\/proxies\/residential-proxies\/\">\u4f4f\u5b85\u4ee3\u7406<\/a> \u5c06\u4f60\u7684\u6d41\u91cf\u8def\u7531\u5230\u771f\u5b9e\u7684\u5bb6\u5ead IP \u5730\u5740\uff0c\u4e0e\u670d\u52a1\u5668\u6258\u7ba1\u7684 IP \u76f8\u6bd4\uff0c\u8fd9\u7c7b\u5730\u5740\u5728 Amazon \u7684\u673a\u5668\u4eba\u68c0\u6d4b\u4e2d\u88ab\u5224\u5b9a\u7684\u98ce\u9669\u5206\u6570\u8981\u4f4e\u5f97\u591a\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><a href=\"https:\/\/nodemaven.com\/zh\/proxies\/mobile-proxies\/\">\u79fb\u52a8\u4ee3\u7406<\/a> \u5728\u5e94\u5bf9\u6700\u68d8\u624b\u7684\u76ee\u6807\u65f6\u66f4\u8fdb\u4e00\u6b65,\u6bd4\u5982\u5356\u5bb6\u8d44\u6599\u9875\u9762\u6216\u6309\u5730\u533a\u9501\u5b9a\u7684\u641c\u7d22\u7ed3\u679c,\u56e0\u4e3a\u8fd0\u8425\u5546 IP \u7531\u6210\u5343\u4e0a\u4e07\u90e8\u771f\u5b9e\u624b\u673a\u5171\u4eab,\u5f88\u5c11\u4f1a\u88ab\u5927\u8303\u56f4\u5c01\u9501\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u65e0\u8bba\u54ea\u79cd\u65b9\u5f0f\uff0c\u6293\u53d6\u4ee3\u7801\u90fd\u5b8c\u5168\u76f8\u540c\u3002\u552f\u4e00\u6539\u53d8\u7684\u662f\u80cc\u540e\u4f7f\u7528\u7684\u662f\u54ea\u4e2a IP \u5730\u5740 <strong><em>requests.Session<\/em><\/strong> \u5bf9\u8c61,\u901a\u5e38\u901a\u8fc7\u4f20\u5165\u6bcf\u4e2a\u8bf7\u6c42\u7684 proxies \u5b57\u5178\u8fdb\u884c\u914d\u7f6e\u3002 <strong>\u8fd9\u53ea\u662f\u5f88\u5c0f\u7684\u4ee3\u7801\u6539\u52a8\uff0c\u5374\u80fd\u5728\u5927\u89c4\u6a21\u6293\u53d6\u65f6\u5e26\u6765\u53ef\u9760\u6027\u7684\u5927\u5e45\u63d0\u5347<\/strong>.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-why-use-nodemaven-for-amazon-scraping\">\u4e3a\u4ec0\u4e48\u4f7f\u7528 NodeMaven \u8fdb\u884c Amazon \u6293\u53d6?<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e0a\u4e00\u8282\u7684\u6240\u6709\u5185\u5bb9\u90fd\u6307\u5411\u540c\u4e00\u4e2a\u7ed3\u8bba\u3002\u5373\u4f7f\u4f60\u7684\u4ee3\u7801\u5b8c\u7f8e\u65e0\u7f3a\uff0c\u5982\u679c\u4f60\u7684 IP \u770b\u8d77\u6765\u6709\u95ee\u9898\uff0c\u4f60\u4ecd\u7136\u4f1a\u88ab\u5c01\u9501<strong>\u3002NodeMaven \u6b63\u662f\u56f4\u7ed5\u89e3\u51b3\u8fd9\u4e00\u5177\u4f53\u95ee\u9898\u800c\u6253\u9020\u7684\u3002<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong><a href=\"https:\/\/nodemaven.com\/zh\/features\/zip-level-targeting\/\">\u5730\u7406\u5b9a\u5411<\/a>.<\/strong> \u6309\u56fd\u5bb6\u3001\u57ce\u5e02\u6216 ZIP \u90ae\u7f16\u5b9a\u4f4d\uff0c\u5f53\u4f60\u9700\u8981\u67e5\u770b\u7279\u5b9a\u5730\u533a\u7684\u4e70\u5bb6\u4f1a\u770b\u5230\u7684\u786e\u5207\u4ef7\u683c\u65f6\uff0c\u8fd9\u4e00\u70b9\u5c24\u4e3a\u91cd\u8981\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"1014\" height=\"879\" src=\"https:\/\/nodemaven.com\/wp-content\/uploads\/2026\/07\/tt1-6.png\" alt=\"NodeMaven \u4eea\u8868\u677f \" class=\"wp-image-39925\" style=\"aspect-ratio:1.1536010068203961;width:649px;height:auto\" srcset=\"https:\/\/nodemaven.com\/wp-content\/uploads\/2026\/07\/tt1-6.png 1014w, https:\/\/nodemaven.com\/wp-content\/uploads\/2026\/07\/tt1-6-300x260.png 300w, https:\/\/nodemaven.com\/wp-content\/uploads\/2026\/07\/tt1-6-768x666.png 768w, https:\/\/nodemaven.com\/wp-content\/uploads\/2026\/07\/tt1-6-14x12.png 14w\" sizes=\"auto, (max-width: 1014px) 100vw, 1014px\" \/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u7c98\u6027\u4f1a\u8bdd\u3002<\/strong> \u5728\u8bc4\u8bba\u7ffb\u9875\u4efb\u52a1\u9700\u8981\u7684\u65f6\u95f4\u5185\u4fdd\u6301\u4f7f\u7528\u540c\u4e00\u4e2a IP\uff0c\u7136\u540e\u4e3a\u4e0b\u4e00\u4e2a\u5546\u54c1\u8f6e\u6362 IP\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong><a href=\"https:\/\/nodemaven.com\/zh\/features\/ip-quality-filter\/\">IP \u8d28\u91cf\u8fc7\u6ee4\u3002<\/a><\/strong> \u6bcf\u4e2a IP \u5728\u4ea4\u4ed8\u7ed9\u4f60\u4e4b\u524d\u90fd\u4f1a\u7ecf\u8fc7\u68c0\u6d4b\uff0c\u4ece\u800c\u51cf\u5c11\u4e86\u56f0\u6270\u5ec9\u4ef7\u4ee3\u7406\u6c60\u7684\u90a3\u4e9b\u5931\u6548\u6216\u5df2\u88ab\u6807\u8bb0\u7684\u5730\u5740\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u8fd9\u4e00\u5207\u90fd\u65e0\u6cd5\u66ff\u4ee3\u826f\u597d\u7684\u6293\u53d6\u5668\u8bbe\u8ba1<\/strong>\u3002\u91cd\u8bd5\u903b\u8f91\u3001\u8bf7\u6c42\u5934\u548c\u8282\u594f\u63a7\u5236\u4f9d\u7136\u91cd\u8981\u3002\u4f46\u628a\u53ef\u9760\u7684\u4ee3\u7801\u4e0e\u4e13\u4e3a\u6293\u53d6\u6253\u9020\u7684\u4ee3\u7406\u6c60\u642d\u914d\u4f7f\u7528\uff0c\u624d\u80fd\u8ba9\u4e00\u4e2a\u53ea\u80fd\u6491\u4e00\u4e0b\u5348\u7684\u811a\u672c\uff0c\u53d8\u6210\u6bcf\u5929\u90fd\u80fd\u7a33\u5b9a\u8fd0\u884c\u7684\u7a0b\u5e8f\u3002<\/p>\n\n\n<div\n\t\t\t\n\t\t\tclass=\"so-widget-rhinocore-addons-rhino-alert-banner so-widget-rhinocore-addons-rhino-alert-banner-default-d75171398898\"\n\t\t\t\n\t\t><div class=\"rhino-widget rhino-widget--rhinocore-addons-rhino-alert-banner section-alert\"    style=\"--alert-background-color: #E6E6FF\"\n>\n            <div class=\"section-alert__icon\">\n            <img decoding=\"async\" src=\"https:\/\/nodemaven.com\/wp-content\/uploads\/2026\/02\/icon-4.svg\" alt=\"\" loading=\"lazy\" width=\"64\" height=\"64\">        <\/div>\n    \n            <div class=\"section-alert__main\">\n            \n                            <div class=\"section-alert__description\"><p class=\"PDq2pG_selectionAnchorContainer\" data-start=\"186\" data-end=\"296\"><strong>\u7528\u5e72\u51c0\u7684\u4f4f\u5b85 IP \u548c\u79fb\u52a8 IP \u8ba9\u4f60\u7684 Amazon \u6293\u53d6\u5668\u6301\u7eed\u8fd0\u884c\u3002<\/strong><br data-start=\"1058\" data-end=\"1061\" \/><strong>\u4ee5 $3.50 \u5f00\u542f\u60a8\u7684 NodeMaven \u8bd5\u7528\uff0c\u5e76\u4eab\u53d7\u5305\u542b\u7684 750 MB \u6d41\u91cf\u3002<\/strong><\/p>\n<\/div>\n                    <\/div>\n    \n            <a\n            class=\"section-alert__button b-btn b-btn--static-xl b-btn--secondary-black\"\n            href=\"https:\/\/dashboard.nodemaven.com\/checkout\/pag\/trial\/\"\n            >\n            \u5f00\u59cb\u8bd5\u7528  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class=\"section-faq__question\">\u5982\u4f55\u7528 Python \u6293\u53d6 Amazon \u8bc4\u8bba?<\/span>\n                                    <svg width=\"28\" height=\"28\" viewbox=\"0 0 28 28\" fill=\"none\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" aria-hidden=\"true\" focusable=\"false\">\n                                        <path d=\"M7 10.5L14 17.5L21 10.5\" stroke=\"#5D5D5D\" stroke-width=\"2\" stroke-linecap=\"round\" stroke-linejoin=\"round\" \/>\n                                    <\/svg>\n                                <\/button>\n                            <\/h3>\n                            <div class=\"section-faq__content\">\n                                <div class=\"section-faq__answer\">\n                                    <p>\u4f7f\u7528 ASIN \u5411\u8be5\u4ea7\u54c1\u7684\u8bc4\u8bba\u9875\u9762\u53d1\u9001\u8bf7\u6c42\uff0c\u7528 BeautifulSoup \u89e3\u6790 HTML\uff0c\u5b9a\u4f4d\u5230 <strong><em>data-hook=&#8221;review&#8221;<\/em><\/strong> 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