{"id":14080,"date":"2021-11-26T07:35:40","date_gmt":"2021-11-25T23:35:40","guid":{"rendered":"https:\/\/www.vpon.com\/what-is-big-data\/"},"modified":"2023-10-31T14:57:37","modified_gmt":"2023-10-31T06:57:37","slug":"what-is-big-data","status":"publish","type":"post","link":"https:\/\/www.vpon.com\/zh-hant\/blogs\/what-is-big-data\/","title":{"rendered":"\u5927\u6578\u64da\u662f\u4ec0\u9ebc\uff1f\u4e00\u7bc7\u5206\u6790\u5927\u6578\u64da\u5728\u5404\u9818\u57df\u7684\u61c9\u7528"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"14080\" class=\"elementor elementor-14080 elementor-9424\" data-elementor-post-type=\"post\">\n\t\t\t\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-a18b1cc elementor-section-stretched elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"a18b1cc\" data-element_type=\"section\" data-settings=\"{&quot;stretch_section&quot;:&quot;section-stretched&quot;}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-wider\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-e7bb267\" data-id=\"e7bb267\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-5a37884 elementor-widget elementor-widget-text-editor\" data-id=\"5a37884\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<style>\/*! elementor - v3.18.0 - 08-12-2023 *\/\n.elementor-widget-text-editor.elementor-drop-cap-view-stacked .elementor-drop-cap{background-color:#69727d;color:#fff}.elementor-widget-text-editor.elementor-drop-cap-view-framed .elementor-drop-cap{color:#69727d;border:3px 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data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-inner-column elementor-element elementor-element-5810bf8\" data-id=\"5810bf8\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-c4818b8 elementor-widget elementor-widget-heading\" data-id=\"c4818b8\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">\u70ba\u4ec0\u9ebc\u9700\u8981\u5927\u6578\u64da\u5206\u6790\uff1f<\/h2>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-78638b9 elementor-widget elementor-widget-text-editor\" data-id=\"78638b9\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p><span style=\"font-size: 16px; font-style: inherit; font-weight: inherit; color: var( --e-global-color-text );\">\u96a8\u8457\u6578\u4f4d\u5316\u6d6a\u6f6e\u6301\u7e8c\u767c\u9175\uff0c\u6578\u64da\u9700\u6c42\u53ca\u61c9\u7528\u8d8a\u8da8\u63d0\u5347\uff0c\u6839\u64daIDG\u5831\u544a\u6307\u51fa\uff0c\u5168\u7403\u6578\u64da\u9810\u6e2c\u91cf\u9010\u5e74\u905e\u589e\uff0c\u9810\u8a082025\u5e74\u7576\u5e74\u5ea6\u7684\u6578\u64da\u91cf\u6703\u9054\u5230175ZB\uff081ZB= 109TB\uff09\uff0c\u7b49\u540c2010\u81f32020\u5e74\u5341\u5e74\u9593\u7684\u6578\u64da\u7e3d\u91cf\uff0c\u6210\u9577\u5feb\u901f\u3002<\/span><\/p><p>\u7136\u800c\uff0c\u5927\u90e8\u5206\u7684\u4f01\u696d\u53ca\u6c11\u773e\u90fd\u8a8d\u540c\u4e14\u610f\u8b58\u5230\u5927\u6578\u64da\u7684\u91cd\u8981\u6027\uff0c\u4f46\u50c5\u6709\u5c11\u6578\u4f01\u696d\u53ef\u6709\u6548\u8655\u7406\u53d6\u5f97\u7684\u6578\u64da\u8cc7\u8a0a\uff0c\u5e02\u5834\u4e0a\u7684\u6578\u64da\u9700\u6c42\uff0c\u4e3b\u8981\u5206\u70ba\u56db\u500b\u968e\u6bb5\uff1a\u6578\u64da\u8490\u96c6\u3001\u6578\u64da\u5206\u6790\u3001\u6578\u64da\u61c9\u7528\u4ee5\u53ca\u6578\u64da\u8b8a\u73fe\uff0c\u5c07\u8490\u96c6\u5230\u7684\u6578\u64da\u9032\u884c\u5c08\u696d\u5206\u6790\uff0c\u4e26\u61c9\u7528\u65bc\u5404\u9818\u57df\u53ca\u7522\u696d\u4e2d\uff0c\u624d\u80fd\u9054\u5230\u5be6\u8cea\u6210\u6548\u5e6b\u52a9\u3002<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-c4e19b5 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"c4e19b5\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-98d1c1b\" data-id=\"98d1c1b\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-b7bbaa5 elementor-widget elementor-widget-heading\" data-id=\"b7bbaa5\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">\u5982\u4f55\u904b\u7528\u5927\u6578\u64da\uff1f\u5927\u6578\u64da\u61c9\u75283\u968e\u6bb5<\/h2>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-e31cc5c elementor-widget elementor-widget-text-editor\" data-id=\"e31cc5c\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p>\u6578\u4f4d\u6d6a\u6f6e\u4e0b\uff0c\u5404\u7522\u696d\u90fd\u958b\u59cb\u601d\u8003\u5982\u4f55\u904b\u7528\u5927\u6578\u64da\u4f86\u5e6b\u52a9\u696d\u52d9\u7684\u6210\u9577\u4ee5\u53ca\u653f\u7b56\u7684\u64ec\u5b9a\u3002\u7136\u800c\u5982\u4f55\u6709\u6548\u7684\u904b\u7528\u5927\u6578\u64da\uff1f\u900f\u904eVpon\u5a01\u670b\u7684\u6578\u64da\u670d\u52d9\u5c31\u53ef\u5feb\u901f\u7684\u5b8c\u6210\uff1a\u6578\u64da\u8490\u96c6\u3001\u6578\u64da\u5206\u6790\uff0c\u8207\u6578\u64da\u904b\u7528\u3002<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-e19164d elementor-widget elementor-widget-text-editor\" data-id=\"e19164d\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<h3>1. \u6578\u64da\u8490\u96c6<\/h3><p>\u6240\u8b02\u5927\u6578\u64da\uff0c\u5373\u662f\u900f\u904e\u4e0d\u540c\u4f86\u6e90\u3001\u6e20\u9053\u53d6\u5f97\u7684\u6d77\u91cf\u6578\u64da\u8cc7\u6599\uff0c\u73fe\u4eca\u4f01\u696d\u5982\u679c\u60f3\u505a\u6578\u64da\u8490\u96c6\u7684\u65b9\u6cd5\u8b8a\u5f97\u975e\u5e38\u591a\u5143\uff0c\u9664\u4e86\u50b3\u7d71\u7684\u7528\u6236\u8cc7\u6599\u5efa\u6a94\u3001\u554f\u5377\u8abf\u67e5\u5916\uff0c\u7db2\u9801\u8207App\u61c9\u7528\u7a0b\u5f0f\u7684\u700f\u89bd\u884c\u70ba\u8ffd\u8e64\u6280\u8853\u3001IoT\u8a2d\u5099\u904b\u7528\u7b49\uff0c\u90fd\u53ef\u4ee5\u8490\u96c6\u5230\u4f86\u81ea\u7528\u6236\u7684\u7b2c\u4e00\u65b9\u6578\u64da\u3002\u6b64\u5916\uff0c\u6709\u66f4\u591a\u53ef\u6355\u6349\u7528\u6236\u7ad9\u5916\u8cc7\u8a0a\u7684\u975e\u7b2c\u4e00\u65b9\u6578\u64da\u4e5f\u6f38\u6f38\u88ab\u91cd\u8996\uff0c\u5305\u542b\u900f\u904e\u4ea4\u63db\u5171\u4eab\u5f97\u5230\u7684\u7b2c\u4e8c\u65b9\u6578\u64da\uff0c\u4ee5\u53ca\u5176\u5b83\u4efb\u4f55\u8207\u5546\u696d\u9700\u6c42\u6709\u95dc\u7684\u7b2c\u4e09\u65b9\u6578\u64da\u7b49\u3002<br \/>\u4f46\u4e5f\u56e0\u70ba\u6578\u64da\u7684\u591a\u5143\u5316\uff0c\u540c\u6642\u96a8\u8457\u53d6\u5f97\u6578\u64da\u7684\u9580\u6abb\u964d\u4f4e\uff0c\u8b93\u4f01\u696d\u6578\u64da\u8490\u96c6\u7684\u9700\u6c42\u5927\u5e45\u63d0\u5347\uff0c\u9032\u800c\u884d\u751f\u51fa\u6578\u64da\u5132\u5b58\u8207\u904b\u7528\u9700\u6c42\u3002\u5728\u5927\u6578\u64da\u7684\u898f\u6a21\u4e0b\uff0c\u8d8a\u4f86\u8d8a\u591a\u4f01\u696d\u958b\u59cb\u9078\u64c7\u900f\u904e\u96f2\u7aef\u670d\u52d9\u4f86\u8490\u96c6\u8207\u5132\u5b58\u6578\u64da\uff0c\u552f\u6709\u900f\u904e\u9ad8\u5f48\u6027\u3001\u53ef\u64f4\u5145\u7684\u96f2\u7aef\u670d\u52d9\uff0c\u624d\u80fd\u5b8c\u6210\u5927\u6578\u64da\u74b0\u5883\u7684\u5efa\u7f6e\u3002<\/p><h3>2. \u6578\u64da\u5206\u6790<\/h3><p>\u900f\u904e\u591a\u5143\u6e20\u9053\u7372\u53d6\u5927\u91cf\u6578\u64da\u8cc7\u6599\u5f80\u5f80\u662f\u539f\u59cb\u6578\u64da\uff08raw data\uff09\uff0c\u7121\u6cd5\u76f4\u63a5\u4f7f\u7528\uff0c\u5fc5\u9808\u7d93\u904e\u4e00\u5c64\u53c8\u4e00\u5c64\u7684\u8655\u7406\u904e\u7a0b\uff0c\u5305\u542b\uff1a<\/p><p><img decoding=\"async\" class=\"emoji\" role=\"img\" src=\"https:\/\/s.w.org\/images\/core\/emoji\/13.0.1\/svg\/2705.svg\" alt=\"\u2705\" \/> <strong>\u6578\u64da\u6aa2\u67e5\uff08data inspecting\uff09<\/strong><\/p><p><img decoding=\"async\" class=\"emoji\" role=\"img\" src=\"https:\/\/s.w.org\/images\/core\/emoji\/13.0.1\/svg\/2705.svg\" alt=\"\u2705\" \/> <strong>\u6578\u64da\u6e05\u7406\uff08data cleansing\uff09<\/strong><\/p><p><img decoding=\"async\" class=\"emoji\" role=\"img\" src=\"https:\/\/s.w.org\/images\/core\/emoji\/13.0.1\/svg\/2705.svg\" alt=\"\u2705\" \/> <strong>\u6578\u64da\u8f49\u63db\uff08data transforming\uff09<\/strong><\/p><p>\u7b49\uff0c\u901a\u5e38\u4ef0\u8cf4\u6578\u64da\u5de5\u7a0b\u5e2b\u6216\u6578\u64da\u79d1\u5b78\u5bb6\u4f86\u5b8c\u6210\u3002\u800c\u539f\u59cb\u6578\u64da\u53c8\u5305\u542b\u975e\u7d50\u69cb\u5316\u6578\u64da\uff08unstructured data\uff09\u8207\u7d50\u69cb\u5316\u6578\u64da\uff08structured data\uff09\uff0c\u4ee5\u6700\u4fbf\u6377\u7684\u65b9\u5f0f\u5b58\u653e\u5728\u96f2\u7aef\u74b0\u5883\u4e2d\u7684\u8cc7\u6599\u6e56\uff08Data Lake\uff09\uff0c\u7531\u65bc\u9019\u500b\u968e\u6bb5\u7684\u6578\u64da\u8f03\u70ba\u7e41\u96dc\uff0c\u6578\u64da\u5206\u6790\u7684\u6280\u8853\u9580\u6abb\u4e5f\u76f8\u5c0d\u8f03\u9ad8\uff0c\u6578\u64da\u5206\u6790\u4eba\u54e1\u5fc5\u9808\u900f\u904e\u8f03\u5177\u6709\u5f48\u6027\u7684\u8cc7\u6599\u79d1\u5b78\u76f8\u95dc\u7a0b\u5f0f\u8a9e\u8a00\uff08\u5982\uff1aScala, Python, R\u7b49\uff09\u4f86\u9032\u884c\u6578\u64da\u5206\u6790\u3002<\/p><p>\u7d93\u904e\u521d\u6b65\u8655\u7406\u5f8c\u7684\u6578\u64da\uff0c\u6703\u4f9d\u7167\u6578\u64da\u985e\u578b\u5b58\u653e\u5728\u8cc7\u6599\u5009\u5132\uff08Data Warehouse\uff09\u4e2d\uff0c\u5e38\u898b\u7684\u5927\u6578\u64da\u8cc7\u6599\u5009\u5132\u70ba\u4ee5Hadoop\u70ba\u57fa\u790e\u7684Hive\uff0c\u6b64\u6642\u6578\u64da\u5373\u70ba\u7d50\u69cb\u5316\u6578\u64da\uff08structured data\uff09\uff0c\u5927\u6578\u64da\u5206\u6790\u4eba\u54e1\u53ef\u900f\u904eSQL\uff08Structured Query Language \u7d50\u69cb\u5316\u67e5\u8a62\u8a9e\u8a00\uff09\u5feb\u901f\u7684\u5b8c\u6210\u5927\u6578\u64da\u5206\u6790\u5de5\u4f5c\u3002\u5176\u4e2d\uff0c\u6578\u64da\u5206\u6790\u53c8\u53ef\u7c21\u55ae\u5206\u70ba\u63cf\u8ff0\u6027\u5206\u6790\uff08descriptive analytics\uff09\u8207\u9810\u6e2c\u6027\u5206\u6790\uff08predictive analytics\uff09\u3002\u6839\u64da\u6578\u64da\u5448\u73fe\u7684\u7d50\u679c\u5236\u5b9a\u9069\u5408\u7684\u89e3\u6c7a\u65b9\u6848\uff0c\u4ee5\u9054\u5230\u73fe\u6cc1\u512a\u5316\u53ca\u6539\u5584\u3002<\/p><h3>3. \u6578\u64da\u61c9\u7528<\/h3><p>\u5c07\u6578\u64da\u5206\u6790\u8cc7\u6599\u8996\u89ba\u5316\u5448\u73fe\uff0c\u4e26\u63a1\u53d6\u884c\u52d5\u9032\u884c\u9a57\u8b49\uff0c\u5546\u696d\u4e0a\u5e38\u898b\u7684\u6578\u64da\u904b\u7528\u5305\u542b\uff1a\u7528\u6236\u5206\u7fa4\u5206\u773e\u3001\u6578\u64da\u5831\u544a\u3001\u6578\u64da\u5100\u8868\u677f\u7b49\u3002\u900f\u904e\u5927\u6578\u64da\u5206\u6790\u4ee5\u53caAI\u6f14\u7b97\u6cd5\uff0c\u53ef\u4ee5\u5c07\u7528\u6236\u4f9d\u7167\u4e0d\u540c\u7684\u5c6c\u6027\u3001\u504f\u597d\u3001\u884c\u70ba\u7b49\u8cbc\u4e0a\u6a19\u7c64\uff0c\u7528\u4ee5\u63cf\u8ff0\u4e0d\u540c\u8f2a\u5ed3\u7684\u4f7f\u7528\u8005\uff0c\u5c07\u7528\u6236\u5206\u7fa4\u5206\u773e\uff0c\u4f86\u5b8c\u6210\u884c\u92b7\u63a8\u5ee3\u7684\u76ee\u7684\u3002\u4f8b\u5982\uff1a\u900f\u904eAI\u6f14\u7b97\u6cd5\u5340\u5206\u51fa\u4e0d\u540c\u6d88\u8cbb\u80fd\u529b\u7684\u7528\u6236\u5f8c\uff0c\u4f9d\u4e0d\u540c\u6d88\u8cbb\u80fd\u529b\u7d66\u4e88\u7528\u6236\u9069\u7576\u7684\u8cc7\u8a0a\u8207\u670d\u52d9\u3002<\/p><p>\u6578\u64da\u5831\u544a\u5247\u662f\u4f5c\u70ba\u5546\u696d\u4e0a\u6c7a\u7b56\u652f\u63f4\uff08supporting decision-making\uff09\u7684\u91cd\u8981\u8cc7\u8a0a\u4f86\u6e90\uff0c\u900f\u904e\u5927\u6578\u64da\u5206\u6790\uff0c\u5c07\u9ad4\u91cf\u5927\u4e14\u591a\u7dad\u5ea6\u7684\u6578\u64da\uff0c\u8403\u53d6\u51fa\u91cd\u8981\u95dc\u9375\u7684\u8cc7\u8a0a\u5f8c\uff0c\u4ee5\u5207\u5165\u5546\u696d\u554f\u984c\u7684\u89d2\u5ea6\uff0c\u627e\u51fa\u89e3\u6c7a\u554f\u984c\u7684\u7b56\u7565\u3002\u5e38\u898b\u7684\u6578\u64da\u5831\u544a\u904b\u7528\u65b9\u6cd5\u70baPDCA\u6d41\u7a0b\uff0c\u4ea6\u5373Plan, Do, Check, and Action\uff0c\u898f\u5283\u76ee\u6a19\u3001\u958b\u767c\u57f7\u884c\u3001\u7d50\u679c\u9a57\u8b49\u3001\u8207\u7b56\u7565\u8abf\u6574\u7684\u6d41\u7a0b\u3002<\/p><p>\u9664\u4e86\u6578\u64da\u5831\u544a\u5916\uff0c\u6578\u64da\u5100\u8868\u677f\u4e5f\u662f\u5e38\u898b\u7684\u6c7a\u7b56\u652f\u63f4\u7cfb\u7d71\uff0c\u900f\u904e\u5177\u5f48\u6027\u3001\u53ef\u4e92\u52d5\u7684\u4f7f\u7528\u8005\u4ecb\u9762\uff0c\u63a2\u7d22\u5404\u7a2e\u6578\u64da\u7684\u6392\u5217\u7d44\u5408\u8207\u5206\u6790\u7d50\u679c\uff0c\u9032\u800c\u627e\u51fa\u89e3\u6c7a\u554f\u984c\u7684\u65b9\u91dd\uff0c\u5c0d\u65bc\u8a02\u5b9a\u884c\u92b7\u898f\u5283\u3001\u767c\u5c55\u8a08\u756b\u4e5f\u80fd\u4e8b\u534a\u529f\u500d\u3002<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-19639e2 elementor-section-full_width elementor-section-stretched elementor-section-height-default elementor-section-height-default\" data-id=\"19639e2\" data-element_type=\"section\" data-settings=\"{&quot;stretch_section&quot;:&quot;section-stretched&quot;,&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-wider\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-daabcf5\" data-id=\"daabcf5\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-ea709ae elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"ea709ae\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-inner-column elementor-element elementor-element-dd6f00d\" data-id=\"dd6f00d\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-c49e2df elementor-widget elementor-widget-heading\" data-id=\"c49e2df\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">\u5927\u6578\u64da\u5404\u9818\u57df\u61c9\u7528\u89e3\u6790<\/h2>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4807303 elementor-widget elementor-widget-text-editor\" data-id=\"4807303\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div 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class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p>2020\u5e74\u4e00\u6708\u53f0\u7063\u65b0\u51a0\u75ab\u60c5\u51fa\u73fe\u9996\u4f8b\u78ba\u8a3a\u8005\uff0c\u4e09\u6708\u75ab\u60c5\u5f71\u97ff\u9054\u5230\u7b2c\u4e00\u6ce2\u9ad8\u5cf0\u3002\u800c\u900f\u904eVpon\u5a01\u670b\u6578\u64da\u95dc\u6ce8\u75ab\u60c5\u4e0b\u6574\u9ad4\u5e02\u5834\u53ca\u6d88\u8cbb\u8005\u884c\u70ba\u8b8a\u5316\u3002\u767c\u73fe\u5728\u4e09\u6708\u75ab\u60c5\u7206\u767c\u5f8c\uff0c\u5eda\u5177\u3001\u5c45\u5bb6\u6e05\u6f54\u53ca\u5373\u98df\u6599\u7406\u7b49\u6210\u71b1\u9580\u63a1\u8cfc\u54c1\u9805\uff0c\u800c\u5bb6\u4ff1\u5be2\u98fe\u3001\u6236\u5916\u670d\u98fe\u7b49\u9700\u6c42\u92b3\u6e1b\u3002<\/p><p>\u9032\u4e00\u6b65\u89c0\u5bdf\u5404\u985e\u5225\u5546\u54c1\u7684\u6d88\u8cbb\u8da8\u52e2\u53ca\u8b8a\u5316\uff0c\u9032\u800c\u767c\u73fe\u53e6\u985e\u5546\u6a5f\uff0c\u50cf\u662f\u5b78\u7fd2\u985e\u66f8\u7c4d\u6d88\u8cbb\u5728\u75ab\u60c5\u671f\u9593\u660e\u986f\u589e\u52a0\uff0c\u4e3b\u56e0\u5f85\u5728\u5bb6\u4e2d\u6642\u9593\u62c9\u9577\uff0c\u95b1\u8b80\u98a8\u6c23\u6e67\u73fe\uff1b\u5c45\u5bb6\u81ea\u716e\u98a8\u6c23\u76db\uff0c\u66f4\u5e36\u52d5\u934b\u5177\u5546\u54c1\u6d88\u8cbb\u6f32\u5e45\u5927\u3002<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c9c939c elementor-widget elementor-widget-image\" data-id=\"c9c939c\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<style>\/*! elementor - v3.18.0 - 08-12-2023 *\/\n.elementor-widget-image{text-align:center}.elementor-widget-image a{display:inline-block}.elementor-widget-image a img[src$=\".svg\"]{width:48px}.elementor-widget-image img{vertical-align:middle;display:inline-block}<\/style>\t\t\t\t\t\t\t\t\t\t\t\t<img fetchpriority=\"high\" decoding=\"async\" width=\"2560\" height=\"1440\" src=\"https:\/\/www.vpon.com\/wp-content\/uploads\/SEO_2_1-scaled.jpg\" class=\"attachment-full size-full wp-image-24314\" alt=\"\" srcset=\"https:\/\/www.vpon.com\/wp-content\/uploads\/SEO_2_1-scaled.jpg 2560w, https:\/\/www.vpon.com\/wp-content\/uploads\/SEO_2_1-300x169.jpg 300w, https:\/\/www.vpon.com\/wp-content\/uploads\/SEO_2_1-1024x576.jpg 1024w, https:\/\/www.vpon.com\/wp-content\/uploads\/SEO_2_1-768x432.jpg 768w, https:\/\/www.vpon.com\/wp-content\/uploads\/SEO_2_1-1536x864.jpg 1536w, https:\/\/www.vpon.com\/wp-content\/uploads\/SEO_2_1-2048x1152.jpg 2048w\" sizes=\"(max-width: 2560px) 100vw, 2560px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-4a37e0e elementor-section-full_width elementor-section-stretched elementor-section-height-default elementor-section-height-default\" data-id=\"4a37e0e\" data-element_type=\"section\" data-settings=\"{&quot;stretch_section&quot;:&quot;section-stretched&quot;}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-wider\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column 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class=\"elementor-element elementor-element-b070987 elementor-widget elementor-widget-image\" data-id=\"b070987\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"1280\" height=\"720\" src=\"https:\/\/www.vpon.com\/wp-content\/uploads\/SEO_2_2-1.jpg\" class=\"attachment-full size-full wp-image-24318\" alt=\"\" srcset=\"https:\/\/www.vpon.com\/wp-content\/uploads\/SEO_2_2-1.jpg 1280w, https:\/\/www.vpon.com\/wp-content\/uploads\/SEO_2_2-1-300x169.jpg 300w, https:\/\/www.vpon.com\/wp-content\/uploads\/SEO_2_2-1-1024x576.jpg 1024w, https:\/\/www.vpon.com\/wp-content\/uploads\/SEO_2_2-1-768x432.jpg 768w\" sizes=\"(max-width: 1280px) 100vw, 1280px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-b919fd5 elementor-section-full_width elementor-section-stretched elementor-section-height-default elementor-section-height-default\" data-id=\"b919fd5\" data-element_type=\"section\" data-settings=\"{&quot;stretch_section&quot;:&quot;section-stretched&quot;,&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-wider\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-ddf6338\" data-id=\"ddf6338\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-7bda176 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"7bda176\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-inner-column elementor-element elementor-element-f75bc63\" data-id=\"f75bc63\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-bb19bc2 elementor-widget elementor-widget-heading\" data-id=\"bb19bc2\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">\u5927\u6578\u64da\u5728\u91d1\u878d\u7522\u696d\u7684\u61c9\u7528 - \u53f0\u7063\u53ca\u9999\u6e2f\u9280\u884c\u91d1\u878d\u5e02\u5834\u6982\u6cc1<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4ec6705 elementor-widget elementor-widget-text-editor\" data-id=\"4ec6705\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p>\u6578\u4f4d\u6642\u4ee3\u5d1b\u8d77\uff0c\u7db2\u8def\u79d1\u6280\u878d\u5165\u751f\u6d3b\uff0c\u4e5f\u5e36\u52d5\u91d1\u878d\u670d\u52d9\u578b\u614b\u8f49\u8b8a\u8207\u6539\u9769\uff0c\u52a0\u901f\u7d14\u7db2\u9280(\u9999\u6e2f\u7a31\u300c\u865b\u64ec\u9280\u884c\u300d)\u767c\u5c55\u30022020\u5e74\u9999\u6e2f\u516b\u5bb6\u865b\u64ec\u9280\u884c\u6b63\u5f0f\u958b\u696d\uff0c\u958b\u555f\u91d1\u878d\u79d1\u6280\u767c\u5c55\u7684\u5168\u65b0\u91cc\u7a0b\u7891\uff1b\u800c\u53d7\u5230\u65b0\u51a0\u75ab\u60c5\u5f71\u97ff\uff0c\u96f6\u63a5\u89f8\u670d\u52d9\u4e5f\u6210\u70ba\u53f0\u7063\u6c11\u773e\u65e5\u5e38\u751f\u6d3b\u4e3b\u6d41\uff0c\u50b3\u7d71\u9280\u884c\u88ab\u8feb\u5347\u7d1a\u66f4\u65b0\u4ee5\u7b26\u5408\u5927\u773e\u9700\u6c42\uff1b\u800c\u7d14\u7db2\u9280\u53ca\u6578\u4f4d\u9280\u884c\u5247\u63a8\u51fa\u5404\u9805\u512a\u60e0\u5229\u591a\uff0c\u9f13\u52f5\u6c11\u773e\u5584\u52a0\u5229\u7528\uff0c\u85c9\u6b64\u57f9\u990a\u5fe0\u5be6\u7528\u6236\uff0c\u63d0\u5347\u5e02\u5834\u6ef2\u900f\u7387\u3002Vpon\u5a01\u670b\u900f\u904e\u5927\u6578\u64da\u5206\u6790\u53f0\u7063\u53ca\u9999\u6e2f\u91d1\u878d\u985eApp\u5e02\u4f54\u7387\uff0c\u4ee5\u53ca\u4f7f\u7528\u8005\u8f2a\u5ed3\u3001\u6d3b\u8e8d\u4e0a\u7dda\u6642\u9593\u3001\u5ee3\u544a\u504f\u597d\u7b49\uff0c\u6d1e\u6089\u9280\u884c\u7522\u696d\u7684\u767c\u5c55\u3002\u9280\u884c\u696d\u8005\u53ef\u4ee5\u85c9\u7531\u5927\u6578\u64da\u5206\u6790\u6253\u9020\u7368\u4e00\u7121\u4e8c\u7684\u512a\u52e2\u3002\u900f\u904e\u4e86\u89e3\u7528\u6236\u7684\u504f\u597d\u3001\u8f2a\u5ed3\uff0c\u5ba2\u88fd\u5316\u76f8\u61c9\u7684\u91d1\u878d\u670d\u52d9\u53caApp\u7248\u9762\uff0c\u4e5f\u66f4\u80fd\u63a8\u51fa\u7b26\u5408\u671f\u671b\u7684\u5e02\u5834\u7b56\u7565\u548c\u512a\u60e0\uff0c\u6436\u653b\u7528\u6236\u5fc3\u4f54\u7387\u3002<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-4908434 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"4908434\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-inner-column elementor-element elementor-element-338e42f\" data-id=\"338e42f\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-220f90b elementor-widget elementor-widget-image\" data-id=\"220f90b\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"1280\" height=\"720\" src=\"https:\/\/www.vpon.com\/wp-content\/uploads\/SEO_2_3.jpg\" class=\"attachment-full size-full wp-image-24326\" alt=\"\" srcset=\"https:\/\/www.vpon.com\/wp-content\/uploads\/SEO_2_3.jpg 1280w, https:\/\/www.vpon.com\/wp-content\/uploads\/SEO_2_3-300x169.jpg 300w, https:\/\/www.vpon.com\/wp-content\/uploads\/SEO_2_3-1024x576.jpg 1024w, https:\/\/www.vpon.com\/wp-content\/uploads\/SEO_2_3-768x432.jpg 768w\" sizes=\"(max-width: 1280px) 100vw, 1280px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-inner-column elementor-element elementor-element-0176d82\" data-id=\"0176d82\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-c4ff67c elementor-widget elementor-widget-image\" data-id=\"c4ff67c\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"1280\" height=\"720\" src=\"https:\/\/www.vpon.com\/wp-content\/uploads\/SEO_2_4.jpg\" class=\"attachment-full size-full wp-image-24330\" alt=\"\" srcset=\"https:\/\/www.vpon.com\/wp-content\/uploads\/SEO_2_4.jpg 1280w, https:\/\/www.vpon.com\/wp-content\/uploads\/SEO_2_4-300x169.jpg 300w, https:\/\/www.vpon.com\/wp-content\/uploads\/SEO_2_4-1024x576.jpg 1024w, https:\/\/www.vpon.com\/wp-content\/uploads\/SEO_2_4-768x432.jpg 768w\" sizes=\"(max-width: 1280px) 100vw, 1280px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-d8f3cfa elementor-section-full_width elementor-section-stretched elementor-section-height-default elementor-section-height-default\" data-id=\"d8f3cfa\" data-element_type=\"section\" data-settings=\"{&quot;stretch_section&quot;:&quot;section-stretched&quot;}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-wider\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-7f87b12\" data-id=\"7f87b12\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-bf3fad4 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"bf3fad4\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-inner-column elementor-element elementor-element-4b99e35\" data-id=\"4b99e35\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-a79c7ff elementor-widget elementor-widget-heading\" data-id=\"a79c7ff\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">\u5927\u6578\u64da\u7684\u6311\u6230\u8207\u61c9\u5c0d\u65b9\u6cd5<\/h2>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-60c3d47 elementor-widget elementor-widget-text-editor\" data-id=\"60c3d47\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p>\u79d1\u6280\u9032\u6b65\u4f34\u96a8\u7522\u696d\u6578\u4f4d\u8f49\u578b\uff0c\u5927\u6578\u64da\u5728\u5404\u9818\u57df\u88ab\u5ee3\u6cdb\u904b\u7528\uff0c\u6578\u64da\u767c\u5c55\u53ca\u61c9\u7528\u8da8\u52e2\u65e5\u6f38\u84ec\u52c3\uff0c\u900f\u904e\u6578\u64da\u9a45\u52d5 (Data-driven) \u4f5c\u70ba\u6c7a\u7b56\u652f\u63f4 (Decision making) \u662f\u5728\u5927\u6578\u64da\u6642\u4ee3\u4e0b\u7684\u6838\u5fc3\u7cbe\u795e\u3002Vpon\u5a01\u670b\u5728\u5176\u4e2d\u626e\u6f14\u89d2\u8272\u5373\u70ba\u5354\u52a9\u653f\u5e9c\u3001\u91d1\u878d\u3001\u4ea4\u901a\u3001\u96f6\u552e\u3001\u89c0\u5149\u7b49\u5404\u985e\u5225\u7522\u696d\uff0c\u900f\u904e\u5927\u6578\u64da\u5256\u6790\u5e02\u5834\u8da8\u52e2\u548c\u76ee\u6a19\u53d7\u773e\u884c\u70ba\u8b8a\u5316\uff0c\u4ee5\u5c08\u696d\u7684\u6578\u64da\u5206\u6790\u6280\u8853\uff0c\u5236\u5b9a\u9069\u5207\u7684\u89e3\u6c7a\u65b9\u6848\u3002<\/p><p><b>\u5927\u6578\u64da\u9762\u81e8\u7684\u6311\u6230\uff1a\u6578\u64da\u5206\u6563<br \/><\/b><span style=\"background-color: var(--ast-global-color-5); color: var( --e-global-color-text ); font-style: inherit; font-weight: inherit;\">KYC\uff08Know Your Customer\uff09\u4e00\u76f4\u70ba\u4f01\u696d\u6240\u91cd\u8996\uff0c\u904e\u53bb\u900f\u904e\u5167\u90e8\u5efa\u7acb\u7684CRM\uff08Customer Relation Management\uff09\u7cfb\u7d71\u5373\u53ef\u5b8c\u6210\u5927\u90e8\u5206\u7684\u5de5\u4f5c\uff0c\u4f46\u5728\u4f7f\u7528\u8005\u6578\u4f4d\u884c\u70ba\u8d8a\u4f86\u8d8a\u983b\u7e41\u4e14\u7834\u788e\u7684\u60c5\u6cc1\u4e0b\uff0c\u66f4\u591a\u7684\u4f7f\u7528\u8005\u884c\u70ba\u6578\u64da\u6563\u843d\u5728\u4e0d\u540c\u5834\u666f\u3002\u6578\u64da\u8d8a\u4f86\u8d8a\u591a\u5143\u53ca\u591a\u6e90\uff0c\u5982\u4f55\u5c07\u4f7f\u7528\u8005\u7ad9\u5167\u8207\u7ad9\u5916\u7684\u8cc7\u8a0a\u4e32\u63a5\u5728\u4e00\u8d77\uff0c\u662f\u5728\u5927\u6578\u64da\u6642\u4ee3\u4e0b\u91cd\u8981\u7684\u6311\u6230\u4e4b\u4e00\u3002\u800c\u8981\u9762\u5c0d\u6b64\u6311\u6230\uff0c\u5247\u53ef\u900f\u904e\u4e0b\u97622\u7a2e\u5c0d\u7b56\uff1a<\/span><\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-fd2871e elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"fd2871e\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-inner-column elementor-element elementor-element-16072b2\" data-id=\"16072b2\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-20885c3 elementor-widget elementor-widget-text-editor\" data-id=\"20885c3\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p><b>1. \u9867\u5ba2\u7ad9\u5167\u5916\u6578\u64da\u6574\u5408<br \/><\/b><span style=\"font-style: inherit; font-weight: inherit; color: var( --e-global-color-text ); background-color: var(--ast-global-color-5);\">\u4f8b\u5982\uff1a\u9280\u884c\u696d\u8005\u900f\u904e\u9867\u5ba2\u958b\u6236\u3001\u5132\u84c4\u884c\u70ba\u3001\u5b58\u6b3e\u4ea4\u6613\u884c\u70ba\u7b49\u4e4b\u5916\uff0c\u5c0d\u65bc\u9867\u5ba2\u5728\u9280\u884c\u4e4b\u5916\u7684\u8cc7\u8a0a\u6beb\u7121\u6240\u77e5\uff0c\u900f\u904e\u7ad9\u5916\u6578\u64da\u7684\u8490\u96c6\u8207\u4e32\u63a5\uff0c\u53ef\u4ee5\u5927\u5e45\u589e\u52a0KYC\u7684\u6a5f\u6703\u3002<\/span><\/p><p>2. <b>\u820a\u5ba2\u7dad\u8b77\u8207\u65b0\u5ba2\u7372\u53d6<br \/><\/b><span style=\"font-style: inherit; font-weight: inherit; color: var( --e-global-color-text ); background-color: var(--ast-global-color-5);\">Customer Data Platform\u3001CDP\u9867\u5ba2\u6578\u64da\u5e73\u53f0\u5247\u662f\u8fd1\u5e7e\u5e74\u5e38\u898b\u7684\u7ba1\u7406\u5de5\u5177\u3002\u7559\u4f4f\u820a\u5ba2 \uff08Customer Retention\uff09 \u8207\u7372\u53d6\u65b0\u5ba2\uff08Customer Acquisition\uff09\u662f\u8a31\u591a\u4f01\u696d\u7684\u5169\u5927\u76ee\u6a19\u3002\u5176\u4e2d\uff0cCDP\u5373\u70ba\u7559\u4f4f\u820a\u5ba2\u5e38\u4f7f\u7528\u7684\u5de5\u5177\u5e73\u53f0\uff0c\u800c\u7372\u53d6\u65b0\u5ba2\u5c31\u5fc5\u9808\u900f\u904eCDP\u63a2\u7d22\u51fa\u95dc\u9375\u56e0\u7d20\uff0c\u9032\u800c\u900f\u904e\u884c\u92b7\u63a8\u5ee3\u4f86\u9054\u6210\u3002<\/span><\/p><p>\u884c\u92b7\u5e38\u898b\u7684\u6e20\u9053\u4e0d\u5916\u4e4e\u5404\u7a2e\u5ee3\u544a\u5e73\u53f0\uff0c\u50cf\u662f\u6578\u64da\u7ba1\u7406\u5e73\u53f0\uff08Data Management Platform\uff0c\u53c8\u7a31 DMP\uff09\uff0c\u9019\u4e9b\u5e73\u53f0\u901a\u5e38\u90fd\u6703\u6709\u76f8\u4f3c\u53d7\u773e\uff08Audience Lookalike\uff09\u7684\u529f\u80fd\uff0c\u5176\u6982\u5ff5\u5c31\u662f\u900f\u904e\u65e2\u6709\u9867\u5ba2\u7684\u884c\u70ba\u6578\u64da\uff0c\u627e\u51fa\u5171\u901a\u9ede\uff0c\u4ee5\u9019\u4e9b\u7279\u5fb5\u70ba\u57fa\u790e\u53bb\u6316\u6398\u51fa\u66f4\u591a\u7684\u76ee\u6a19\u53d7\u773e\u3002<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-8b32f60 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"8b32f60\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-inner-column elementor-element elementor-element-266fd36\" data-id=\"266fd36\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-b9c367b elementor-widget elementor-widget-text-editor\" data-id=\"b9c367b\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p>\u96d6\u6709\u4e0a\u8ff02\u7a2e\u65b9\u6cd5\uff0c\u4f46\u91cd\u9ede\u8ddf\u6311\u6230\u9084\u662f\u570d\u7e5e\u5728\u6578\u64da\u7684\u53d6\u5f97\u8207\u6574\u5408\u3002\u6bcf\u500b\u4eba\u6bcf\u5929\u5f9e\u4e00\u65e9\u958b\u59cb\u4f7f\u7528\u667a\u6167\u578b\u624b\u6a5f\u7684\u884c\u52d5\u88dd\u7f6e\u6578\u64da\u3001\u8cfc\u8cb7\u65e9\u9910\u7684\u6d88\u8cbb\u6578\u64da\u3001\u642d\u4e58\u4ea4\u901a\u5de5\u5177\u7684\u65c5\u904b\u6578\u64da\u3001\u4f7f\u7528\u96fb\u8166\u7684\u7db2\u9801\u700f\u89bd\u6578\u64da\u3001\u4f7f\u7528 IoT\u7a7f\u6234\u88dd\u7f6e\u7b49\uff0c\u6642\u6642\u523b\u523b\u90fd\u5728\u7d2f\u7a4d\u6578\u64da\uff0c\u9019\u4e9b\u6578\u64da\u5305\u542b\u7dda\u4e0a\uff0f\u7dda\u4e0b\u3001App\uff0fWebsite\u7b49\uff0c\u5982\u4f55\u900f\u904e\u5927\u6578\u64da\u76f8\u95dc\u7684\u6280\u8853\u53bb\u8490\u96c6\u3001\u6574\u5408\u3001\u5206\u6790\u8207\u61c9\u7528\u90fd\u662f\u4e00\u5927\u6311\u6230\u3002<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-7ee10958 elementor-section-full_width elementor-section-stretched elementor-section-height-default elementor-section-height-default\" data-id=\"7ee10958\" data-element_type=\"section\" data-settings=\"{&quot;stretch_section&quot;:&quot;section-stretched&quot;,&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-wider\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-7bf036fb\" data-id=\"7bf036fb\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-576ae2f elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"576ae2f\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-inner-column elementor-element elementor-element-304eed4\" data-id=\"304eed4\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-2dce809 elementor-widget elementor-widget-heading\" data-id=\"2dce809\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">\u5927\u6578\u64da\u8b70\u984c\u5e38\u898bQ&A<\/h2>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-715b0dd elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"715b0dd\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-inner-column elementor-element elementor-element-5aa17c1\" data-id=\"5aa17c1\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-145ec87 elementor-widget elementor-widget-text-editor\" data-id=\"145ec87\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<h3><strong style=\"font-size: 16px; font-style: inherit; color: var( --e-global-color-text );\"><em>Q1. <b>\u5927\u6578\u64da\u8a72\u5982\u4f55\u5132\u5b58\u8207\u61c9\u7528\uff1f\u9700\u5177\u5099\u4ec0\u9ebc\u8edf\u786c\u9ad4\u8a2d\u5099\u689d\u4ef6\uff1f<\/b><\/em><\/strong><\/h3><p>\u4e00\u822c\u800c\u8a00\uff0c\u5e38\u898b\u7684\u5927\u6578\u64da\u9700\u5132\u5b58\u5728\u96fb\u8166\u53e2\u96c6\uff08computer cluster\uff09\uff0c\u4e26\u4e14\u900f\u904e\u53e2\u96c6\u904b\u7b97\uff08cluster computing\uff09\uff0c\u4f86\u5b8c\u6210\u5927\u6578\u64da\u5132\u5b58\u8207\u61c9\u7528\u7684\u554f\u984c\u3002\u76ee\u524d\u4f9d\u4e0d\u540c\u7522\u696d\u3001\u4e0d\u540c\u9700\u6c42\uff0c\u6709\u5169\u7a2e\u9078\u64c7\uff1a<\/p><ul><li>\u672c\u5730\u90e8\u7f72\u4f3a\u670d\u5668(on-premise server )<\/li><li>\u96f2\u7aef\u90e8\u7f72\u4f3a\u670d\u5668 (cloud-based server)\u5982\uff1aAmazon Web Services (AWS)\u3001Google Cloud Platform (GCP)\u3001Microsoft Azure \u4e09\u500b\u670d\u52d9\u4f9b\u61c9\u5546\u3002<\/li><\/ul><p>\u6709\u4e86\u96fb\u8166\u53e2\u96c6\u7684\u8a2d\u5099\u689d\u4ef6\u5f8c\uff0c\u642d\u914d\u5206\u6563\u5f0f\u904b\u7b97(distributed computing) \u7684\u6846\u67b6(framework)\uff0c\u5c31\u53ef\u4ee5\u9054\u6210\u5927\u6578\u64da\u57fa\u790e\u5efa\u8a2d\u7684\u57fa\u672c\u8981\u7d20\uff0c\u5e38\u898b\u7684\u5206\u6563\u5f0f\u904b\u7b97\u6846\u67b6\u6709\uff1aHadoop, Spark, Flink\u7b49\u3002\u6216\u662f\u76f4\u63a5\u63a1\u7528\u96f2\u7aef\u670d\u52d9\u7576\u4e2d\u7684Massively Parallel Processing (MPP)\u4f5c\u70ba\u8cc7\u6599\u5009\u5132\uff0c\u4ee5\u964d\u4f4e\u81ea\u5efa\u5206\u6563\u5f0f\u904b\u7b97\u74b0\u5883\u7684\u8cc7\u6e90\uff0c\u5e38\u898b\u7684 MPP \u8cc7\u6599\u5009\u5132\u6709GCP\u7684BigQuery\uff0c\u4ee5\u53caAWS\u7684Redshift \u7b49\u3002<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-185e7c9 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"185e7c9\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-inner-column elementor-element elementor-element-b27311d\" data-id=\"b27311d\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-9af3586 elementor-widget elementor-widget-text-editor\" data-id=\"9af3586\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<h3><strong style=\"font-size: 16px; font-style: inherit; color: var( --e-global-color-text );\"><em>Q2. <\/em>\u4e00\u822c\u4f01\u696d\u5927\u6578\u64da\u7684\u4f86\u6e90\u6709\u54ea\u4e9b\uff1f\u5982\u4f55\u53d6\u5f97\uff1f<\/strong><\/h3><p>\u5f9eDMP\u7684\u5b9a\u7fa9\u5340\u5206\uff0c\u53ef\u5206\u70ba\u7b2c\u4e00\u65b9\u3001\u7b2c\u4e8c\u65b9\u53ca\u7b2c\u4e09\u65b9\u6578\u64da\u3002<\/p><ul><li>\u7b2c\u4e00\u65b9\u6578\u64da\uff1a<br \/>\u901a\u5e38\u70baCRM\u6703\u54e1\u6578\u64da\uff0c\u6216\u662f\u900f\u904e\u7db2\u7ad9\u3001App \u6240\u8490\u96c6\u5230\u7684\u4f7f\u7528\u8005\u700f\u89bd\u884c\u70ba\u6578\u64da\u3002<\/li><li>\u7b2c\u4e8c\u65b9\u6578\u64da\uff1a<br \/>\u5bb9\u6613\u88ab\u5ffd\u7565\uff0c\u4f46\u537b\u662f\u6700\u5e38\u4f7f\u7528\u5230\u7684\uff0c\u901a\u5e38\u8ddf\u7b2c\u4e00\u65b9\u6578\u64da\u76f8\u4f3c\uff0c\u4f46\u900f\u904e\u4ea4\u63db\u6216\u5171\u4eab\u7684\u65b9\u5f0f\u53d6\u5f97\u3002\u5e38\u898b\u70ba\u900f\u904e\u5ee3\u544a\u5e73\u53f0\u53d6\u5f97\u7684\u76f8\u95dc\u8cc7\u8a0a\u3002<\/li><li>\u7b2c\u4e09\u65b9\u6578\u64da\uff1a<br \/>\u901a\u5e38\u4f86\u81ea\u4f01\u696d\u4ee5\u5916\u7684\u6578\u64da\u8490\u96c6\uff0c\u5e38\u898b\u7684\u6709\u5e02\u5834\u8abf\u67e5\u6578\u64da\u3001\u516c\u958b\u6578\u64da (Open Data)\u3001\u6216\u662f\u5176\u4ed6\u8207\u7b2c\u4e00\u65b9\u6578\u64da\u7121\u76f4\u63a5\u76f8\u95dc\u7684\u6578\u64da\u4f86\u6e90\u3002<\/li><\/ul>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-fc3975f elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"fc3975f\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-inner-column elementor-element elementor-element-0a3810d\" data-id=\"0a3810d\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-7e392f1 elementor-widget elementor-widget-text-editor\" data-id=\"7e392f1\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<h3><strong style=\"font-size: 16px; font-style: inherit; color: var( --e-global-color-text );\"><em>Q3. <\/em>\u5927\u6578\u64da\u5206\u6790\u901a\u5e38\u9700\u8981\u5177\u5099\u54ea\u4e9b\u6280\u8853\uff1f\u5982\u4f55\u57f9\u990a\u4eba\u624d\uff1f<\/strong><\/h3><p>\u6578\u64da\u57fa\u790e\u67b6\u69cb\uff08Data Infrastructure\uff09\uff1a\u5927\u6578\u64da\u5206\u6790\u4ef0\u8cf4\u57fa\u790e\u67b6\u69cb\u7684\u74b0\u5883\uff0c\u5305\u542b\u4ee5\u4e0b4\u5927\u90e8\u5206\uff1a<\/p><p>1. \u96f2\u7aef\u4f3a\u670d\u5668\u3001\u6578\u64da\uff0c\u6240\u9700\u7684\u4eba\u624d\u5305\u542b\u6578\u64da\u5de5\u7a0b\u5e2b\uff08Data Engineer\uff09\u3001\u6578\u64da\u67b6\u69cb\u5e2b\uff08Data Architect\uff09\u7b49\u3002<\/p><p>2. \u7d71\u8a08\u5206\u6790\uff08Data Analysis\uff09\u6240\u9700\u7684\u4eba\u624d\u5305\u542b\u6578\u64da\u5206\u6790\u5e2b\uff08Data Analyst\uff09\u3001\u6578\u64da\u79d1\u5b78\u5bb6\uff08Data Scientist\uff09\u7b49\u3002<\/p><p>3. \u6a5f\u5668\u5b78\u7fd2\uff08Machine Learning\uff09\u5247\u9700\u8981\u6a5f\u5668\u5b78\u7fd2\u5de5\u7a0b\u5e2b\uff08Machine Learning Engineer\uff09\u3001\u6578\u64da\u79d1\u5b78\u5bb6\uff08Data Scientist\uff09\u7b49\u3002<\/p><p>4. \u5546\u696d\u6d1e\u5bdf\uff08Business Insights\uff09\u5247\u9700\u8981\u5546\u696d\u5206\u6790\u5e2b\u3001\u6578\u64da\u79d1\u5b78\u5bb6 \uff08Data Scientist\uff09\u3002<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-c6d8a82 elementor-section-full_width elementor-section-stretched elementor-section-height-default elementor-section-height-default\" data-id=\"c6d8a82\" data-element_type=\"section\" data-settings=\"{&quot;stretch_section&quot;:&quot;section-stretched&quot;}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-wider\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-9eaaad6\" data-id=\"9eaaad6\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-4031652 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"4031652\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-inner-column elementor-element elementor-element-f2ac8ac\" data-id=\"f2ac8ac\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-6159671 elementor-widget elementor-widget-text-editor\" data-id=\"6159671\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p>\u258d\u82e5\u60f3\u4e86\u89e3\u5927\u6578\u64da\u5206\u6790\u670d\u52d9\uff0c\u4e5f\u6b61\u8fce\u53c3\u8003Vpon\u5a01\u670b\u7684<a href=\"https:\/\/www.vpon.com\/zh-hant\/solutions\/\">\u6578\u64da\u89e3\u6c7a\u65b9\u6848<\/a>\u6216<a href=\"https:\/\/www.vpon.com\/zh-hant\/contact-us\/\">\u8207\u6211\u5011\u806f\u7e6b<\/a>\uff0c\u8b93\u5c08\u4eba\u70ba\u4f60\u63d0\u4f9b\u8a73\u7d30\u8aee\u8a62\u3002<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-19de624 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"19de624\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-c314695\" data-id=\"c314695\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-f7850f0 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"f7850f0\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-inner-column elementor-element elementor-element-908c46c\" data-id=\"908c46c\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-9fa4b80 elementor-widget elementor-widget-text-editor\" data-id=\"9fa4b80\" data-element_type=\"widget\" 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data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/www.vpon.com\/zh-hant\/taiwansbanking_report-2\/\">\n\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"800\" height=\"600\" src=\"https:\/\/www.vpon.com\/wp-content\/uploads\/800x600-8.jpg\" class=\"attachment-full size-full wp-image-21550\" alt=\"\" srcset=\"https:\/\/www.vpon.com\/wp-content\/uploads\/800x600-8.jpg 800w, https:\/\/www.vpon.com\/wp-content\/uploads\/800x600-8-300x225.jpg 300w, https:\/\/www.vpon.com\/wp-content\/uploads\/800x600-8-768x576.jpg 768w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/>\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-inner-column elementor-element elementor-element-051230b\" data-id=\"051230b\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-1baad9b elementor-widget elementor-widget-image\" data-id=\"1baad9b\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/www.vpon.com\/zh-hant\/lkk_showcase\/\">\n\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"800\" height=\"600\" src=\"https:\/\/www.vpon.com\/wp-content\/uploads\/2022\/07\/LKK_TW_cover_800x600.jpg\" class=\"attachment-full size-full wp-image-9055\" alt=\"\" srcset=\"https:\/\/www.vpon.com\/wp-content\/uploads\/2022\/07\/LKK_TW_cover_800x600.jpg 800w, https:\/\/www.vpon.com\/wp-content\/uploads\/2022\/07\/LKK_TW_cover_800x600-300x225.jpg 300w, https:\/\/www.vpon.com\/wp-content\/uploads\/2022\/07\/LKK_TW_cover_800x600-768x576.jpg 768w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/>\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>\u5728\u9019\u500b\u6578\u4f4d\u5316\u7684\u6642\u4ee3\uff0c\u4eba\u4eba\u90fd\u5728\u8ac7\u8ad6\u5927\u6578\u64da\u5206\u6790\uff0c\u4f46\u4f60\u771f\u7684\u6e05\u695a\u4ec0\u9ebc\u662f\u5927\u6578\u64da\uff0c\u4ee5\u53ca\u5927\u6578\u64da\u8a72\u5982\u4f55\u61c9\u7528\u5728\u5404\u500b\u9818\u57df\u55ce\uff1f\u900f\u904e\u672c &hellip;<\/p>\n<p class=\"read-more\"> <a class=\"\" href=\"https:\/\/www.vpon.com\/zh-hant\/blogs\/what-is-big-data\/\"> <span class=\"screen-reader-text\">\u5927\u6578\u64da\u662f\u4ec0\u9ebc\uff1f\u4e00\u7bc7\u5206\u6790\u5927\u6578\u64da\u5728\u5404\u9818\u57df\u7684\u61c9\u7528<\/span> \u95b1\u8b80\u5168\u6587 &raquo;<\/a><\/p>\n","protected":false},"author":8,"featured_media":9455,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"default","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center 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