{"id":77412,"date":"2026-08-17T12:10:57","date_gmt":"2026-08-17T04:10:57","guid":{"rendered":"https:\/\/masterconcept.ai\/?p=77412"},"modified":"2026-08-17T12:11:00","modified_gmt":"2026-08-17T04:11:00","slug":"data-ingestion-%e6%98%af%e4%bb%80%e9%ba%bc%e6%84%8f%e6%80%9d%ef%bc%9f%e6%95%b8%e6%93%9a%e6%94%9d%e5%8f%96%e7%9a%84%e5%ae%9a%e7%be%a9%e3%80%81%e6%96%b9%e6%b3%95%e5%8f%8acdp%e6%87%89%e7%94%a8","status":"publish","type":"post","link":"https:\/\/masterconcept.ai\/zh-hant\/blog\/data-ingestion-%e6%98%af%e4%bb%80%e9%ba%bc%e6%84%8f%e6%80%9d%e6%95%b8%e6%93%9a%e6%94%9d%e5%8f%96%e7%9a%84%e5%ae%9a%e7%be%a9%e6%96%b9%e6%b3%95%e5%8f%8acdp%e6%87%89%e7%94%a8\/","title":{"rendered":"Data Ingestion \u662f\u4ec0\u9ebc\u610f\u601d\uff1f\u6578\u64da\u651d\u53d6\u7684\u5b9a\u7fa9\u3001\u65b9\u6cd5\u53caCDP\u61c9\u7528"},"content":{"rendered":"\n<p class=\"wp-block-paragraph\">\u4f60\u7684\u96fb\u5546\u5e73\u53f0\u986f\u793a\u67d0\u4f4d\u5ba2\u6236\u4e0a\u9031\u8cb7\u4e86\u4e09\u4ef6\u7522\u54c1\uff0cCRM \u537b\u986f\u793a\u4ed6\u5f9e\u672a\u8f49\u5316\uff0c\u800c\u5ee3\u544a\u5e73\u53f0\u5247\u8aaa\u4ed6\u7684 ROAS \u662f\u96f6\u3002\u4e09\u500b\u7cfb\u7d71\uff0c\u7adf\u7136\u6709\u4e09\u500b\u7248\u672c\u7684\u300c\u4e8b\u5be6\u300d\u2014\u2014\u9019\u6b63\u662f\u8b93\u884c\u92b7\u8207 IT \u5718\u968a\u982d\u75db\u4e0d\u5df2\u7684\u300c\u6578\u64da\u5b64\u5cf6 (Data Silo)\u300d\u3002\u8981\u6253\u7834\u9019\u500b\u50f5\u5c40\uff0c\u7b2c\u4e00\u6b65\u5c31\u662f\u660e\u767d Data Ingestion \u610f\u601d\u4e26\u5efa\u7acb\u81ea\u52d5\u5316\u6a5f\u5236\uff0c\u5c07\u6563\u843d\u5404\u8655\u7684\u8cc7\u6599\u96c6\u4e2d\u8d77\u4f86\u3002\u5230\u5e95 Data Ingestion \u662f\u4ec0\u9ebc\uff0c\u800c\u6578\u64da\u651d\u53d6\u662f\u5982\u4f55\u904b\u4f5c\uff1f\u672c\u6587\u5c07\u70ba\u60a8\u4e00\u4e00\u89e3\u69cb\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u6578\u64da\u651d\u53d6\uff08Data Ingestion\uff09\u662f\u4ec0\u9ebc\uff1f<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u5728\u4f01\u696d\u5efa\u69cb\u6578\u64da\u9a45\u52d5\u6c7a\u7b56\u7684\u904e\u7a0b\u4e2d\uff0c\u8de8\u7cfb\u7d71\u7684\u8cc7\u6599\u50b3\u8f38\u5f80\u5f80\u662f\u6700\u5927\u7684\u74f6\u9838\u3002\u4e86\u89e3\u6578\u64da\u651d\u53d6\uff08Data Ingestion\uff09\u7684\u904b\u4f5c\u908f\u8f2f\uff0c\u4e0d\u4f46\u80fd\u5e6b\u4f01\u696d\u91d0\u6e05\u6578\u64da\u6d41\u8f49\u7684\u8d77\u9ede\uff0c\u66f4\u80fd\u70ba\u5f8c\u7e8c\u7684\u8cc7\u6599\u5206\u6790\u8207\u5546\u696d\u61c9\u7528\u6253\u4e0b\u5805\u5be6\u57fa\u790e\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u6280\u8853\u5c64\u9762\u7684\u5b9a\u7fa9<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u6578\u64da\u651d\u53d6\u662f\u4ec0\u9ebc\uff1f\u7c21\u55ae\u4f86\u8aaa\uff0cData Ingestion \u7684\u610f\u601d\u662f\u628a\u4f86\u81ea\u4e0d\u540c\u7cfb\u7d71\u548c\u683c\u5f0f\u7684\u6578\u64da\uff0c\u7a69\u5b9a\u79fb\u52d5\u5230\u4e00\u500b\u96c6\u4e2d\u5132\u5b58\u4f4d\u7f6e\uff08\u4f8b\u5982\u6578\u64da\u5009\u5eab\u3001Data Lake \u6216 CDP\uff09\u7684\u5b8c\u6574\u904e\u7a0b\u3002\u9019\u500b\u904e\u7a0b\u901a\u5e38\u5305\u542b\u4e09\u500b\u4e3b\u8981\u4f5c\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u64f7\u53d6<\/strong>\uff1a\u5f9e CRM\u3001\u96fb\u5546\u3001App \u6216\u5ee3\u544a\u5e73\u53f0\u8b80\u53d6\u539f\u59cb\u8cc7\u6599\u3002<\/li>\n\n\n\n<li><strong>\u50b3\u8f38<\/strong>\uff1a\u900f\u904e API \u6216\u8a0a\u606f\u4f47\u5217\uff08Message Queue\uff09\u5b89\u5168\u642c\u79fb\u8cc7\u6599\u3002<\/li>\n\n\n\n<li><strong>\u8f09\u5165<\/strong>\uff1a\u9806\u5229\u5beb\u5165\u76ee\u6a19\u5132\u5b58\u5eab\u3002<\/li>\n<\/ol>\n\n\n\n<div style=\"height:21px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<p class=\"wp-block-paragraph\">\u800c\u5b83\u8207\u5e38\u807d\u5230\u7684 ETL \u6709\u4f55\u4e0d\u540c\uff1f\u7c21\u55ae\u7684\u5206\u5225\u5c31\u662f\u6578\u64da\u651d\u53d6\u5c08\u6ce8\u65bc\u300c\u642c\u79fb\u8207\u6536\u96c6\u300d\u6578\u64da\uff0c\u800c ETL \u5247\u662f\u5728\u642c\u79fb\u7684\u904e\u7a0b\u4e2d\uff0c\u53e6\u5916\u52a0\u5165\u4e86\u8907\u96dc\u7684\u300c\u8cc7\u6599\u8f49\u63db\u300d\u6b65\u9a5f\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u6578\u64da\u5e1d\u570b\u7684\u4e2d\u592e\u7269\u6d41\u7cfb\u7d71<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u628a\u9019\u500b\u6982\u5ff5\u60f3\u50cf\u6210\u96f6\u552e\u5546\u7684\u7269\u6d41\u4e2d\u5fc3\u6703\u66f4\u5bb9\u6613\u7406\u89e3\u3002\u5404\u5927\u4f9b\u61c9\u5546\u6bcf\u5929\u51fa\u8ca8\uff0c\u4f46\u5982\u679c\u7269\u6d41\u4e2d\u5fc3\u6c92\u6709\u7d71\u4e00\u7684\u6536\u8ca8\u3001\u5206\u985e\u8207\u5165\u5eab\u6a5f\u5236\uff0c\u6700\u7d42\u53ea\u6703\u63db\u4f86\u4e00\u500b\u8ab0\u4e5f\u627e\u4e0d\u5230\u6771\u897f\u7684\u6df7\u4e82\u5009\u5eab\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4ee5\u4e00\u5bb6\u540c\u6642\u7d93\u71df\u7db2\u5e97\u3001\u5be6\u9ad4\u5e97\u548c WhatsApp 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https:\/\/masterconcept.ai\/wp-content\/uploads\/2026\/08\/image-13-300x169.png 300w, https:\/\/masterconcept.ai\/wp-content\/uploads\/2026\/08\/image-13-768x432.png 768w, https:\/\/masterconcept.ai\/wp-content\/uploads\/2026\/08\/image-13-1536x864.png 1536w, https:\/\/masterconcept.ai\/wp-content\/uploads\/2026\/08\/image-13.png 1672w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/noscript><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">\u70ba\u4f55\u6578\u64da\u651d\u53d6\u662f\u4f01\u696d\u6578\u64da\u6230\u7565\u7684\u57fa\u77f3\uff1f<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u6578\u64da\u4e0d\u53ea\u662f\u4f01\u696d\u7684\u8cc7\u7522\uff0c\u66f4\u662f\u9a45\u52d5\u5546\u696d\u6210\u9577\u7684\u71c3\u6599\uff1b\u7136\u800c\uff0c\u82e5\u7121\u6cd5\u53ca\u6642\u3001\u7cbe\u6e96\u4e14\u5408\u898f\u5730\u5c07\u6578\u64da\u532f\u5165\u6838\u5fc3\u7cfb\u7d71\uff0c\u9019\u4e9b\u8cc7\u7522\u4fbf\u7121\u6cd5\u767c\u63ee\u61c9\u6709\u7684\u50f9\u503c\u3002\u5efa\u7acb\u5b8c\u5584\u7684\u651d\u53d6\u67b6\u69cb\uff0c\u6b63\u662f\u5c07\u96dc\u4e82\u7121\u7ae0\u7684\u539f\u59cb\u8cc7\u6599\u8f49\u5316\u70ba\u9ad8\u50f9\u503c\u5546\u696d\u6d1e\u5bdf\u7684\u95dc\u9375\u6a1e\u7d10\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u6253\u7834\u6578\u64da\u5b64\u5cf6<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u73fe\u4ee3\u4f01\u696d\u901a\u5e38\u4f7f\u7528\u5341\u500b\u4ee5\u4e0a\u7684\u5e73\u53f0\u7ba1\u7406\u5ba2\u6236\u4e92\u52d5\uff0c\u800c\u4e14\u6bcf\u500b\u7cfb\u7d71\u90fd\u6709\u81ea\u5df1\u7684\u6578\u64da\u683c\u5f0f\u3002\u5728\u6c92\u6709\u7d50\u69cb\u5316\u7684\u6d41\u7a0b\u4e0b\uff0c\u5206\u6790\u5e2b\u6bcf\u661f\u671f\u53ea\u80fd\u624b\u52d5\u5c0e\u51fa CSV \u6a94\uff0c\u518d\u7528 Excel \u62fc\u63a5\uff0c\u5831\u544a\u5728\u9084\u6c92\u6709\u5b8c\u6210\u524d\u5c31\u5df2\u7d93\u904e\u6642\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u8ce6\u80fd\u5be6\u6642\u6c7a\u7b56\u8207\u500b\u4eba\u5316\u9ad4\u9a57<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u7576\u7528\u6236\u653e\u68c4\u8cfc\u7269\u8eca\u6642\uff0c\u6700\u6709\u6548\u7684\u633d\u56de\u6642\u6a5f\u662f\u63a5\u4e0b\u4f86\u7684\u5e7e\u5206\u9418\u3002\u900f\u904e\u5be6\u6642\u4e32\u6d41\u6280\u8853\uff0c\u7cfb\u7d71\u80fd\u5728\u5ba2\u6236\u884c\u52d5\u7684\u7576\u4e0b\u6355\u6349\u4e8b\u4ef6\uff0c\u4e26\u7acb\u523b\u89f8\u767c\u81ea\u52d5\u5316\u633d\u56de\u6d41\u7a0b\u3002\u9ea5\u80af\u932b\u6578\u64da\u986f\u793a\uff0c\u80fd\u63d0\u4f9b\u500b\u4eba\u5316\u9ad4\u9a57\u7684\u4f01\u696d\uff0c\u6536\u5165\u589e\u9577\u6bd4\u540c\u696d\u5feb 40%\uff0c\u800c\u500b\u4eba\u5316\u7684\u91cd\u8981\u524d\u63d0\uff0c\u5c31\u662f\u64c1\u6709\u5373\u6642\u53ef\u7528\u7684\u6578\u64da\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u63d0\u5347\u6578\u64da\u8cea\u91cf\u8207\u7ba1\u6cbb\u80fd\u529b<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u597d\u7684\u7ba1\u9053\u80fd\u540c\u6642\u628a\u95dc\u6578\u64da\u54c1\u8cea\uff1a\u5728\u6578\u64da\u9032\u5165\u6838\u5fc3\u5132\u5b58\u5eab\u4e4b\u524d\uff0c\u5c31\u5148\u57f7\u884c\u683c\u5f0f\u9a57\u8b49\u3001\u53bb\u91cd\u8207\u7570\u5e38\u5075\u6e2c\u3002\u7279\u5225\u662f\u5c0d\u65bc\u9700\u8981\u7b26\u5408\u9999\u6e2f\u300a\u500b\u4eba\u8cc7\u6599\uff08\u79c1\u96b1\uff09\u689d\u4f8b\u300b (PDPO) \u7684\u4f01\u696d\uff0c\u9019\u4e00\u5c64\u66f4\u662f\u5efa\u7acb\u7a3d\u6838\u8ecc\u8de1\u7684\u6700\u4f73\u9632\u7dda\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u6279\u6b21\uff08Batch\uff09vs. \u5be6\u6642\uff08Real-time\uff09<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e0d\u540c\u696d\u52d9\u5834\u666f\u5c0d\u6578\u64da\u7684\u6642\u6548\u6027\u9700\u6c42\u5927\u4e0d\u76f8\u540c\uff0c\u56e0\u6b64\u9078\u64c7\u5408\u9069\u7684\u50b3\u8f38\u6a5f\u5236\u662f\u5efa\u69cb\u6578\u64da\u7ba1\u9053\u6642\u7684\u91cd\u8981\u8003\u91cf\u3002\u638c\u63e1\u6279\u6b21\u8207\u5be6\u6642\u8655\u7406\u7684\u5dee\u7570\uff0c\u80fd\u5e6b\u52a9\u4f01\u696d\u5728\u6280\u8853\u6210\u672c\u3001\u7cfb\u7d71\u8907\u96dc\u5ea6\u8207\u5546\u696d\u6548\u76ca\u4e4b\u9593\u53d6\u5f97\u6700\u4f73\u5e73\u8861\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u6279\u6b21\u6578\u64da\u651d\u53d6 (Batch)<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u4ee5\u56fa\u5b9a\u9593\u9694\uff08\u6bcf\u5c0f\u6642\u3001\u6bcf\u65e5\uff09\u642c\u79fb\u5927\u91cf\u6578\u64da\u3002\u6280\u8853\u76f8\u7576\u6210\u719f\uff0c\u4e14\u6210\u672c\u8f03\u4f4e\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u9069\u7528\uff1a<\/strong>\u8ca1\u52d9\u6708\u7d50\u3001\u6bcf\u65e5\u92b7\u552e\u532f\u5165\u3001\u6b77\u53f2\u6578\u64da\u9077\u79fb\u3002<\/li>\n\n\n\n<li><strong>\u512a\u9ede\uff1a<\/strong>\u8655\u7406\u6548\u7387\u9ad8\u3001\u8cc7\u6e90\u6d88\u8017\u53ef\u9810\u6e2c\u3001\u6613\u65bc\u76e3\u63a7\u3002<\/li>\n\n\n\n<li><strong>\u7f3a\u9ede\uff1a<\/strong>\u5b58\u5728\u5ef6\u9072\u3001\u4e0d\u9069\u5408\u5373\u6642\u53cd\u61c9\u5834\u666f\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u5be6\u6642\u6578\u64da\u651d\u53d6\uff08Real-time \/ Streaming\uff09<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u6301\u7e8c\u4e14\u8fd1\u4e4e\u96f6\u5ef6\u9072\u5730\u50b3\u8f38\u6578\u64da\u3002\u5e38\u898b\u6280\u8853\u5305\u62ec Apache Kafka\u3001AWS Kinesis \u53ca\u5404\u5927 CDP \u7684\u539f\u751f\u4e8b\u4ef6\u4e32\u6d41\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u9069\u7528\uff1a<\/strong>\u7528\u6236\u884c\u70ba\u8ffd\u8e64\u3001\u5373\u6642\u8a50\u9a19\u5075\u6e2c\u3001\u8cfc\u7269\u8eca\u653e\u68c4\u89f8\u767c\u3002<\/li>\n\n\n\n<li><strong>\u512a\u9ede\uff1a<\/strong>\u6578\u64da\u5373\u6642\u53ef\u7528\u3001\u652f\u63f4\u5373\u6642\u81ea\u52d5\u5316\u3002<\/li>\n\n\n\n<li><strong>\u7f3a\u9ede\uff1a<\/strong>\u67b6\u69cb\u8907\u96dc\u3001\u904b\u71df\u6210\u672c\u8f03\u9ad8\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u4f01\u696d\u8a72\u5982\u4f55\u9078\u64c7\uff1f<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u5927\u591a\u6578\u6210\u719f\u7684\u67b6\u69cb\u6703\u540c\u6642\u4f7f\u7528\u5169\u8005\uff1a\u5229\u7528\u5be6\u6642\u4e32\u6d41\u6355\u6349\u7576\u4e0b\u7684\u7528\u6236\u884c\u70ba\u4e8b\u4ef6\uff0c\u518d\u7528\u6279\u6b21\u8655\u7406\u4f86\u5b9a\u671f\u6574\u5408\u4ea4\u6613\u6578\u64da\u3002\u5728\u57f7\u884c\u524d\uff0c\u60a8\u53ef\u4ee5\u5148\u554f\u81ea\u5df1\u4e00\u500b\u95dc\u9375\u554f\u984c\uff1a\u300c\u9019\u4efd\u6578\u64da\u5982\u679c\u5ef6\u9072\u4e00\u5c0f\u6642\u624d\u62ff\u5230\uff0c\u6703\u5f71\u97ff\u5546\u696d\u6c7a\u7b56\u6216\u5ba2\u6236\u9ad4\u9a57\u55ce\uff1f\u300d\u6703\u5f71\u97ff\uff0c\u5c31\u7528\u5be6\u6642\uff1b\u4e0d\u6703\u5f71\u97ff\uff0c\u6279\u6b21\u8655\u7406\u5c31\u5df2\u7d93\u8db3\u5920\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u6578\u64da\u651d\u53d6\u7684\u5e38\u898b\u6311\u6230<\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u6578\u64da\u4f86\u6e90\u591a\u6a23\u6027\uff08Data Variety\uff09<\/strong>\uff1aJSON\u3001CSV\u3001XML\u3001Webhook \u4e8b\u4ef6\u2026\u683c\u5f0f\u4e0d\u4e00\u662f\u6700\u5e38\u898b\u7684\u74f6\u9838\uff0c\u7ba1\u9053\u5fc5\u9808\u5177\u5099\u5f48\u6027\u67b6\u69cb\u4f86\u7d71\u4e00\u591a\u7a2e\u8f38\u5165\u683c\u5f0f\u3002<\/li>\n\n\n\n<li><strong>\u6578\u64da\u91cf\u8207\u64f4\u5c55\u6027\uff08Data Volume\uff09<\/strong>\uff1a\u64c1\u6709\u767e\u842c MAU \u7684\u61c9\u7528\u7a0b\u5f0f\u6bcf\u5929\u53ef\u7522\u751f\u6578\u5341\u5104\u4e8b\u4ef6\uff0c\u67b6\u69cb\u9700\u8981\u5728\u6d41\u91cf\u9ad8\u5cf0\u6642\u81ea\u52d5\u64f4\u5c55\uff0c\u4f4e\u5cf0\u6642\u6536\u7e2e\u8cc7\u6e90\u4ee5\u7bc0\u7701\u6210\u672c\u3002<\/li>\n\n\n\n<li><strong>\u5b89\u5168\u8207\u5408\u898f\uff08Security &amp; Compliance\uff09<\/strong>\uff1a\u8cc7\u6599\u50b3\u8f38\u904e\u7a0b\u5fc5\u9808\u52a0\u5bc6\u3002\u9999\u6e2f\u53d7 PDPO \u898f\u7bc4\uff0c\u9019\u4e00\u6b65\u662f\u57f7\u884c\u7528\u6236\u540c\u610f\u904e\u6ffe\u3001PII \u53bb\u8b58\u5225\u5316\u548c\u7d00\u9304\u5b58\u53d6\u65e5\u8a8c\u7684\u6700\u4f73\u57f7\u884c\u9ede\u3002<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">\u5c08\u70ba\u5ba2\u6236\u6578\u64da\u651d\u53d6\u800c\u8a2d\u7684\u89e3\u6c7a\u65b9\u6848<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u5982\u679c\u60a8\u60f3\u4e86\u89e3\u5728\u5be6\u969b\u61c9\u7528\u4e2d Data Ingestion \u662f\u4ec0\u9ebc\u6a23\u8c8c\uff0cCDP\uff08\u5ba2\u6236\u6578\u64da\u5e73\u53f0\uff09\u5c31\u662f\u6700\u5177\u4ee3\u8868\u6027\u7684\u4f8b\u5b50\uff1a<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u9810\u5efa\u9023\u63a5\u5668\u7c21\u5316\u6574\u5408<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u4ee5 Segment \u70ba\u4f8b\uff0c\u5b83\u63d0\u4f9b\u8d85\u904e 400 \u500b\u9810\u5efa\u9023\u63a5\u5668\uff0c\u6db5\u84cb\u4e3b\u6d41\u5ee3\u544a\u5e73\u53f0\u3001\u96fb\u5546\u3001CRM \u548c\u5206\u6790\u5de5\u5177\u3002\u5de5\u7a0b\u5e2b\u4e0d\u9700\u70ba\u6bcf\u500b\u8cc7\u6599\u6e90\u91cd\u65b0\u7de8\u5beb\u5b9a\u5236\u7ba1\u9053\uff0c\u53ea\u8981\u555f\u7528\u9023\u63a5\u5668\u5373\u53ef\u958b\u59cb\u63a5\u6536\u6578\u64da\u3002mParticle \u63d0\u4f9b\u76f8\u4f3c\u751f\u614b\uff0c\u4e26\u91dd\u5c0d\u884c\u52d5\u61c9\u7528\u4e8b\u4ef6\u8ffd\u8e64\u6709\u66f4\u6df1\u512a\u5316\uff0c\u5c07\u539f\u672c\u9700\u8981\u6578\u9031\u7684\u5de5\u7a0b\u5de5\u6642\uff0c\u58d3\u7e2e\u5230\u5e7e\u5c0f\u6642\u7684\u914d\u7f6e\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u540c\u6642\u9748\u6d3b\u8655\u7406\u6279\u6b21\u8207\u5be6\u6642\u6578\u64da\u6d41<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Segment \u7684 Connections \u80fd\u540c\u6642\u8655\u7406\u4e32\u6d41\u4e8b\u4ef6\u548c\u6279\u6b21\u6587\u4ef6\uff1bAmplitude \u4e5f\u5141\u8a31\u5de5\u7a0b\u5e2b\u900f\u904e HTTP API \u5373\u6642\u63a8\u9001\u4e8b\u4ef6\uff0c\u540c\u6642\u4ee5 CSV \u5c0e\u5165\u6b77\u53f2\u6578\u64da\uff0c\u8b93\u5169\u8005\u5b8c\u7f8e\u532f\u5165\u540c\u4e00\u500b\u7528\u6236 Profile \u4e2d\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u5728\u651d\u53d6\u904e\u7a0b\u4e2d\u57f7\u884c\u9a57\u8b49\u8207\u6e05\u6d17<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Segment \u7684 Protocols \u529f\u80fd\u53ef\u9810\u5148\u5b9a\u7fa9\u4e8b\u4ef6\u7684\u300c\u6a19\u6e96\u5408\u7d04\u300d\uff08\u5982\u5fc5\u586b\u6b04\u4f4d\u3001\u6578\u64da\u985e\u578b\uff09\u3002\u4efb\u4f55\u4e0d\u7b26\u6a19\u6e96\u7684\u7570\u5e38\u4e8b\u4ef6\u6703\u5728\u6700\u524d\u7aef\u88ab\u6514\u622a\uff0c\u800c\u4e0d\u662f\u9ed8\u9ed8\u5730\u6c61\u67d3\u6574\u500b\u6578\u64da\u5eab\uff0c\u7701\u53bb\u5f8c\u7e8c\u7dad\u8b77\u7684\u9f90\u5927\u6210\u672c\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u6e96\u5099\u597d\u70ba\u60a8\u7684\u4f01\u696d\u6253\u9020\u9ad8\u6548\u7387\u7684\u8cc7\u6599\u50b3\u8f38\u67b6\u69cb\u4e86\u55ce\uff1f<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u5728\u9019\u500b\u6578\u64da\u9a45\u52d5\u6c7a\u7b56\u7684\u6642\u4ee3\uff0c\u6e05\u695a\u77ad\u89e3\u6578\u64da\u651d\u53d6\u662f\u4ec0\u9ebc\u4e26\u638c\u63e1\u5176\u904b\u4f5c\u908f\u8f2f\uff0c\u662f\u4f01\u696d\u6253\u7834\u8cc7\u6599\u5b64\u5cf6\u3001\u91cb\u653e\u6578\u64da\u50f9\u503c\u7684\u95dc\u9375\u7b2c\u4e00\u6b65\u3002\u7406\u89e3 Data Ingestion \u610f\u601d\u4e0d\u4f46\u80fd\u5e6b\u52a9\u5718\u968a\u68b3\u7406\u5168\u6e20\u9053\u7684\u5ba2\u6236\u8db3\u8de1\uff0c\u66f4\u80fd\u900f\u904e\u81ea\u52d5\u5316\u7684\u6578\u64da\u651d\u53d6\u7ba1\u9053\uff0c\u70ba\u5f8c\u7e8c\u7684\u5206\u6790\u8207\u500b\u4eba\u5316\u884c\u92b7\u5960\u5b9a\u7a69\u56fa\u57fa\u790e\u3002\u82e5\u60a8\u60f3\u9032\u4e00\u6b65\u91d0\u6e05 Data Ingestion \u662f\u4ec0\u9ebc\uff0c\u4ee5\u53ca\u5982\u4f55\u70ba\u54c1\u724c\u6311\u9078\u6700\u5408\u9069\u7684 CDP \u89e3\u6c7a\u65b9\u6848\uff0c\u6b61\u8fce<a href=\"https:\/\/masterconcept.ai\/zh-hant\/contact-us\/\">\u7acb\u5373\u806f\u7e6b Master Concept <\/a>\u7684\u8cc7\u6599\u9867\u554f\u5718\u968a\uff0c\u8b93\u6211\u5011\u70ba\u60a8\u6253\u9020\u53ef\u64f4\u5c55\u7684\u6578\u64da\u67b6\u69cb\uff0c\u958b\u5275\u5168\u65b0\u7684\u696d\u52d9\u589e\u9577\u9ede\uff01<\/p>\n\n\n\n<div class=\"wp-block-buttons is-layout-flex wp-block-buttons-is-layout-flex\">\n<div class=\"wp-block-button has-custom-width wp-block-button__width-50\"><a class=\"wp-block-button__link has-white-color has-midnight-gradient-background has-text-color has-background has-link-color wp-element-button\" href=\"https:\/\/2231b.share.hsforms.com\/207fGl_f6R9qic99hPaukzg\" target=\"_blank\" rel=\"noreferrer noopener\">\u806f\u7d61\u6211\u5011\uff0c\u4e86\u89e3\u4f60\u7684Data Ingestion<\/a><\/div>\n<\/div>\n\n\n\n<h2 class=\"wp-block-heading\">\u5e38\u898b\u554f\u984c FAQ<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">\u6578\u64da\u651d\u53d6 (Data Ingestion) \u662f\u4ec0\u9ebc\u610f\u601d\uff1f<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u5b83\u662f\u6307\u628a\u4f86\u81ea\u4e0d\u540c\u7cfb\u7d71\u548c\u683c\u5f0f\u7684\u6578\u64da\uff0c\u79fb\u52d5\u5230\u4e00\u500b\u96c6\u4e2d\u5132\u5b58\u4f4d\u7f6e\uff08\u4f8b\u5982\u6578\u64da\u5009\u5eab\u3001Data Lake \u6216 CDP\uff09\u7684\u904e\u7a0b\u3002\u5b83\u4e3b\u8981\u7531\u300c\u64f7\u53d6\u8cc7\u6599\u3001\u5b89\u5168\u50b3\u8f38\u3001\u8f09\u5165\u5132\u5b58\u300d\u4e09\u500b\u4e3b\u8981\u52d5\u4f5c\u7d44\u6210\uff0c\u662f\u4f01\u696d\u6253\u7834\u6578\u64da\u5b64\u5cf6\u3001\u5efa\u7acb 360 \u5ea6\u7d71\u4e00\u5ba2\u6236\u8996\u5716\u6700\u95dc\u9375\u7684\u57fa\u790e\u7b2c\u4e00\u6b65\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Data Ingestion \u548c ETL \u6709\u4ec0\u9ebc\u5206\u5225\uff1f<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u5169\u8005\u7684\u6838\u5fc3\u5dee\u7570\u5728\u65bc\u300c\u662f\u5426\u5305\u542b\u8cc7\u6599\u8f49\u63db\u300d\uff1aData Ingestion \u5c08\u6ce8\u65bc\u8cc7\u6599\u7684\u642c\u79fb\uff0c\u800c ETL \u5247\u6703\u5728\u642c\u79fb\u9014\u4e2d\u9032\u884c\u8f49\u63db\u3002\u5be6\u52d9\u4e0a\u5169\u8005\u5e38\u7d50\u5408\u4f7f\u7528\uff0c\u5148\u900f\u904e Data Ingestion \u628a\u539f\u59cb\u6578\u64da\u7d0d\u5165\uff0c\u518d\u5229\u7528 ETL \u52a0\u5de5\u6210\u5206\u6790\u53ef\u7528\u7684\u683c\u5f0f\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u6279\u6b21\u651d\u53d6\u548c\u5be6\u6642\u651d\u53d6\u61c9\u8a72\u600e\u6a23\u9078\uff1f<\/h3>\n\n\n\n<p 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