{"id":17851,"date":"2025-11-14T11:21:07","date_gmt":"2025-11-14T03:21:07","guid":{"rendered":"https:\/\/www.microfusion.cloud\/case-study\/carrefour\/"},"modified":"2025-11-19T10:50:51","modified_gmt":"2025-11-19T02:50:51","slug":"carrefour","status":"publish","type":"case_study","link":"https:\/\/www.microfusion.cloud\/en\/case-study\/carrefour\/","title":{"rendered":"\u5bb6\u6a02\u798f"},"content":{"rendered":"
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\u5bb6\u6a02\u798f\u96fb\u5546\u5e73\u53f0 \u2014 \u96f2\u7aef AI \u8f49\u578b\u4e09\u90e8\u66f2<\/h2>\n <\/div>\n <\/div>\n
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\n \"carrefour <\/div>\n
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Cloud First, Google First \u7684\u524d\u77bb\u4f48\u5c40<\/h2>\n
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Carrefour \u5bb6\u6a02\u798f\u65bc 1989 \u5e74\u5728\u53f0\u958b\u8a2d\u7b2c\u4e00\u5bb6\u5206\u5e97\uff0c\u4f5c\u70ba\u5168\u7403\u77e5\u540d\u7684\u96f6\u552e\u5de8\u64d8\uff0c\u8fc5\u901f\u6210\u70ba\u53f0\u7063\u91cf\u8ca9\u5e97\u7684\u9818\u5c0e\u54c1\u724c\u3002\u6b77\u7d93\u6578\u5341\u5e74\u6df1\u8015\uff0c\u622a\u81f3 2025 \u5e74\uff0c\u5bb6\u6a02\u798f\u5df2\u5728\u5168\u81fa\u64c1\u6709\u8d85\u904e 300 \u5bb6\u4ee5\u4e0a\u5be6\u9ad4\u9580\u5e02\uff0c\u5546\u54c1\u6578\u91cf\u8d85\u904e 3 \u842c\u4ef6\uff0c\u7a69\u5c45\u5e02\u5834\u9f8d\u982d\u5730\u4f4d\u3002<\/span><\/p>\n

\u70ba\u61c9\u5c0d\u6578\u4f4d\u6d6a\u6f6e\uff0c\u5bb6\u6a02\u798f\u81ea 2015 \u5e74\u5373\u555f\u52d5\u6578\u4f4d\u8f49\u578b\uff0c\u63a8\u51fa\u96fb\u5546\u5e73\u53f0\u8207\u884c\u52d5\u61c9\u7528\uff0c\u7a4d\u6975\u6253\u9020\u591a\u5143\u8cfc\u7269\u9ad4\u9a57\u3002\u4e26\u65bc 2018 \u5e74\u9032\u4e00\u6b65\u78ba\u7acb\u4e86\u5168\u7403\u6027\u7684\u6578\u4f4d\u8f49\u578b\u6838\u5fc3\u7b56\u7565\uff0c\u5373 \u300cCloud First, Google First\u300d\u3002\u6b64\u4e00\u7b56\u7565\u5c55\u73fe\u4e86\u5bb6\u6a02\u798f\u7684\u6c7a\u5fc3\uff0c\u900f\u904e\u8207 Google Cloud\u3001\u5b8f\u5ead\u79d1\u6280\u7684\u6df1\u5ea6\u5408\u4f5c\uff0c\u5c07\u6838\u5fc3\u7cfb\u7d71\u4e0a\u96f2\uff0c\u70ba\u5f8c\u7e8c\u7684\u5927\u6578\u64da\u61c9\u7528\u8207 AI \u5275\u65b0\u5960\u5b9a\u5805\u5be6\u7684\u6280\u8853\u57fa\u790e\uff0c\u6301\u7e8c\u5f15\u9818\u53f0\u7063\u96f6\u552e\u7522\u696d\u7684\u8b8a\u9769\u3002<\/span><\/p>\n <\/div>\n <\/div>\n <\/div>\n <\/div>\n <\/div>\n\n\n<\/div>\n<\/div>\n

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\u5f9e\u57fa\u790e\u5efa\u8a2d\u5230 AI \u61c9\u7528\u7684\u8de8\u8d8a<\/h2>\n <\/div>\n
\n
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\u96a8\u8457\u96f2\u7aef\u57fa\u790e\u7684\u7a69\u5b9a\uff0c\u5bb6\u6a02\u798f\u7684\u6578\u4f4d\u8f49\u578b\u9032\u5165\u4e86 AI \u61c9\u7528\u5275\u65b0\u7684\u6df1\u6c34\u5340\uff0c\u958b\u59cb\u805a\u7126\u65bc\u5982\u4f55\u904b\u7528\u9f90\u5927\u7684\u5546\u54c1\u6578\u64da\u8207\u6703\u54e1\u57fa\u790e\u8f49\u5316\u70ba\u5be6\u8cea\u7684\u5546\u696d\u50f9\u503c<\/p>\n <\/div>\n <\/div>\n

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    \n
  1. \n

    \u57fa\u790e\u5efa\u8a2d\u8207\u9023\u7dda\u5ef6\u9072<\/p>\n

    \n 2020 \u5e74\u75ab\u60c5\u521d\u671f\uff0c\u5bb6\u6a02\u798f\u96fb\u5546\u5e73\u53f0\u670d\u52d9\u9762\u81e8\u6a5f\u623f\u8cc7\u6e90\u53ef\u7528\u5ea6\u6311\u6230\uff0c\u4e14\u56e0\u9023\u7dda\u7bc0\u9ede\u904e\u591a\uff0c\u5c0e\u81f4\u5ba2\u6236\u9023\u7dda\u901f\u5ea6\u8f03\u6162\uff0c\u6025\u9700\u89e3\u6c7a\u96fb\u5546\u5e73\u53f0\u9023\u7dda\u901f\u5ea6\u8207\u670d\u52d9\u9ad4\u9a57\u554f\u984c\u3002 <\/div>\n <\/li>\n
  2. \n

    \u884c\u92b7\u6548\u7387\u8207\u5c0e\u8cfc\u74f6\u9838<\/p>\n

    \n \u884c\u92b7\u5718\u968a\u5728\u65b0\u54c1\u548c\u4fc3\u92b7\u6a94\u671f\u6642\uff0c\u9700\u6295\u5165\u5927\u91cf\u4eba\u529b\u9032\u884c\u5167\u5bb9\u624b\u52d5\u5275\u5efa\uff08\u7be9\u9078\u5546\u54c1\u3001\u7522\u88fd\u5716\u7247\uff09\uff0c\u4e14\u6240\u6709\u9867\u5ba2\u770b\u5230\u7684\u7248\u4f4d\u5167\u5bb9\u7f3a\u4e4f\u500b\u4eba\u5316\uff0c\u5f71\u97ff\u5c0e\u8cfc\u8f49\u63db\u7387\u3002 <\/div>\n <\/li>\n
  3. \n

    \u7528\u6236\u9ad4\u9a57\u8207\u5834\u666f\u5275\u65b0<\/p>\n

    \n \u7f3a\u4e4f\u5275\u65b0\u7684\u3001\u9ad8\u4e92\u52d5\u6027\u7684 AI \u61c9\u7528\u4f86\u5e6b\u52a9\u6d88\u8cbb\u8005\u89e3\u6c7a\u8907\u96dc\u7684\u8cfc\u7269\u6c7a\u7b56\uff08\u5982\u9078\u9152\uff09\uff0c\u96e3\u4ee5\u63d0\u5347\u7528\u6236\u9ecf\u8457\u5ea6\u8207\u7cbe\u6e96\u92b7\u552e\u3002 <\/div>\n <\/li>\n <\/ol>\n <\/div>\n <\/div>\n <\/div>\n<\/div>\n
    \n
    \n\n\n

    <\/p>\n\n\n\n

    \u4e09\u5927 AI \u5275\u65b0\u5c08\u6848\u63a8\u52d5\u65b0\u96f6\u552e\u9032\u5316<\/strong><\/h2>\n\n\n\n

    \u5b8f\u5ead\u79d1\u6280\u6191\u85c9\u6df1\u539a\u7684 Google Cloud Platform \u5c08\u696d\u3001\u8cc7\u6599\u5de5\u7a0b\u8207\u751f\u6210\u5f0f AI \u6280\u8853<\/strong>\uff0c\u8207\u5bb6\u6a02\u798f\u7dca\u5bc6\u5408\u4f5c\uff0c\u6210\u529f\u843d\u5730\u4e86\u4e09\u5927\u95dc\u9375\u5c08\u6848\uff0c\u5168\u9762\u512a\u5316\u5176\u96fb\u5546\u5e73\u53f0\u8207\u5ba2\u6236\u9ad4\u9a57<\/p>\n\n\n

    \n
    \n
    \n

    \u6838\u5fc3\u670d\u52d9\u4e0a\u96f2\u8207\u96fb\u5546\u5e73\u53f0\u6548\u80fd\u512a\u5316<\/h2>\n <\/div>\n
    \n
    \n

    \u5b8f\u5ead\u79d1\u6280\u5354\u52a9\u5960\u5b9a\u5bb6\u6a02\u798f\u6578\u4f4d\u8f49\u578b\u7684\u96f2\u7aef\u57fa\u77f3\uff0c\u6709\u6548\u89e3\u6c7a\u4e86\u96fb\u5546\u5e73\u53f0\u9023\u7dda\u5ef6\u9072\u8207\u7cfb\u7d71\u7a69\u5b9a\u7684\u554f\u984c\u3002<\/p>\n <\/div>\n <\/div>\n <\/div>\n

    \n
    \n
    \n
    \n \"\"
    GCP \u5728\u5730\u512a\u52e2\uff0c\u9023\u7dda\u901f\u5ea6\u63d0\u901f 70%<\/h5>\n <\/div>\n
    \n

    \u5b8f\u5ead\u79d1\u6280\u5354\u52a9\u5c07\u96fb\u5546\u5e73\u53f0\u670d\u52d9\u9806\u5229\u9077\u79fb\u81f3 GCP\uff0c\u4e26\u5229\u7528 GCP \u5728\u5730\u6a5f\u623f\u7684\u4f4e\u5ef6\u9072\u512a\u52e2\uff0c\u5c07\u5ba2\u6236\u9023\u7dda\u901f\u5ea6\u52a0\u5feb\u4e86 70%\uff0c\u5927\u5e45\u63d0\u5347\u4e86\u96fb\u5546\u6d88\u8cbb\u9ad4\u9a57\uff0c\u540c\u6642\u6eff\u8db3\u4e86\u7e3d\u90e8\u5c0d\u65bc\u63d0\u5347\u8a2d\u5099\u898f\u683c\u8207\u9810\u7b97\u7684\u6311\u6230\u3002<\/p>\n <\/div>\n <\/div>\n\n <\/div>\n

    \n
    \n
    \n \"\"
    \u56b4\u8b39\u96f2\u7aef\u67b6\u69cb\u4e0b\u7684\u5b89\u5168\u8f49\u79fb<\/h5>\n <\/div>\n
    \n

    \u5728\u5bb6\u6a02\u798f\u7e3d\u90e8\u56b4\u683c\u7684\u8cc7\u5b89\u7b56\u7565\u8207\u898f\u7bc4\u4e0b\uff0c\u5c0e\u5165 Cloud Run\u3001Google Kubernetes Engine (GKE) \u7b49\u96f2\u7aef\u4ee3\u7ba1\u8207\u7121\u4f3a\u670d\u5668\u670d\u52d9\u3002\u78ba\u4fdd\u5728\u9032\u884c\u5ba2\u6236\u9a57\u8b49\u7b49\u6838\u5fc3\u7cfb\u7d71\u7684\u79fb\u8f49\u6642\uff0c\u517c\u9867\u4e86\u8cc7\u8a0a\u5b89\u5168\u8207\u7cfb\u7d71\u7a69\u5b9a\u6027\u3002<\/p>\n <\/div>\n <\/div>\n\n <\/div>\n <\/div>\n<\/div>\n\n

    \n
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    AI \u4f8d\u9152\u5e2b \u2014 \u9ad8\u4e92\u52d5\u3001\u9ad8\u8f49\u63db\u7684\u63a8\u85a6\u795e\u5668<\/h2>\n <\/div>\n
    \n
    \n

    \u91dd\u5c0d\u591a\u6b3e\u8461\u8404\u9152\u6b3e\u3001\u6d88\u8cbb\u8005\u96e3\u4ee5\u6289\u64c7\u7684\u75db\u9ede\uff0c\u5b8f\u5ead\u79d1\u6280\u5354\u52a9\u5bb6\u6a02\u798f\uff0c\u900f\u904e\u751f\u6210\u5f0f AI \u6280\u8853\u6253\u9020\u51fa\u96f6\u552e\u696d\u7684\u5275\u65b0\u5c0e\u8cfc\u5178\u7bc4\u3002<\/p>\n <\/div>\n <\/div>\n <\/div>\n

    \n
    \n
    \n
    \n \"\"
    AI \u5c0e\u8cfc\uff0c\u5275\u4e0b 70% \u9a5a\u4eba\u8f49\u63db\u7387<\/h5>\n <\/div>\n
    \n

    \u904b\u7528 Google Cloud AI Applications\u3001Gemini \u6a21\u578b\u6253\u9020 AI \u804a\u5929\u6a5f\u5668\u4eba\u3002\u6210\u529f\u89e3\u6c7a\u6d88\u8cbb\u8005\u9078\u9152\u75db\u9ede\uff0c\u5275\u4e0b\u8d85\u904e 3 \u842c\u540d\u6d88\u8cbb\u8005\u4f7f\u7528\uff0c\u4e26\u5be6\u73fe 70% \u7528\u6236\u5728\u7372\u5f97 AI \u5efa\u8b70\u5f8c\u5be6\u969b\u4e0b\u55ae\u8cfc\u8cb7\u3002<\/p>\n <\/div>\n <\/div>\n\n <\/div>\n

    \n
    \n
    \n \"\"
    Conversational Agent + AlloyDB \u78ba\u4fdd\u554f\u7b54\u5373\u6642\u8207\u7cbe\u6e96<\/h5>\n <\/div>\n
    \n

    \u5b8f\u5ead\u79d1\u6280\u904b\u7528 Conversational Agent \u8655\u7406\u9867\u5ba2\u7684\u81ea\u7136\u8a9e\u8a00\u8f38\u5165\uff0c\u78ba\u4fdd AI \u80fd\u66f4\u6df1\u5165\u7406\u89e3\u9078\u9152\u9700\u6c42\uff1b\u540c\u6642\u5354\u52a9\u5efa\u7acb AlloyDB \u8cc7\u6599\u5eab\uff0c\u5132\u5b58\u4e26\u7ba1\u7406\u5927\u91cf\u7684\u8461\u8404\u9152\u5411\u91cf\u8cc7\u8a0a\u4f9b AI \u53c3\u8003\uff0c\u78ba\u4fdd\u63a8\u85a6\u7684\u5373\u6642\u6027\u8207\u6e96\u78ba\u5ea6\u3002<\/p>\n <\/div>\n <\/div>\n\n <\/div>\n <\/div>\n<\/div>\n\n

    \n
    \n
    \n

    \u96fb\u5546\u5e73\u53f0\u500b\u4eba\u5316 AI \u5546\u54c1\u6ae5\u7a97 \u2014 \u5167\u5bb9\u81ea\u52d5\u5316\u5f15\u64ce<\/h2>\n <\/div>\n
    \n
    \n

    \u4ee5 AI \u6578\u64da\u70ba\u6838\u5fc3\uff0c\u5927\u5e45\u63d0\u5347\u884c\u92b7\u5718\u968a\u7684\u5167\u5bb9\u7522\u88fd\u6548\u7387\uff0c\u4e26\u7cbe\u6e96\u5f37\u5316\u96fb\u5546\u9996\u9801\u7248\u4f4d\u7684\u5c0e\u8cfc\u6210\u6548\u3002<\/p>\n <\/div>\n <\/div>\n <\/div>\n

    \n
    \n
    \n
    \n \"\"
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    \n

    \u904b\u7528 Gemini LLM \u9032\u884c\u4e3b\u984c\u751f\u6210\uff0c\u4e26\u81ea\u52d5\u7522\u88fd\u5ba3\u50b3\u5716\u7247\uff0c\u518d\u6574\u5408\u63a8\u85a6\u7cfb\u7d71\u81ea\u52d5\u7be9\u9078\u5408\u9069\u4e3b\u984c\u7684\u5546\u54c1\u3002\u884c\u92b7\u5718\u968a\u50c5\u9700\u63d0\u4f9b\u4e3b\u984c\uff0c\u5373\u53ef\u81ea\u52d5\u7372\u5f97\u5716\u7247\u548c\u7cbe\u9078\u5546\u54c1\u6e05\u55ae\uff0c\u5927\u5e45\u6e1b\u5c11\u624b\u52d5\u88fd\u4f5c\u6240\u9700\u7684\u6642\u9593\u548c\u8cc7\u6e90\u3002<\/p>\n <\/div>\n <\/div>\n\n <\/div>\n

    \n
    \n
    \n \"\"
    \u52d5\u614b\u500b\u4eba\u5316\u6392\u5e8f\u6a5f\u5236<\/h5>\n <\/div>\n
    \n

    \u6bcf\u65e5\u900f\u904e BigQuery \u8a08\u7b97\u9867\u5ba2\u500b\u4eba\u5316\u9ede\u64ca\u7387\uff0c\u4ee5\u6b64\u6578\u64da\u4f5c\u70ba\u6392\u5e8f\u908f\u8f2f\uff0c\u52d5\u614b\u8abf\u6574\u96fb\u5546\u5e73\u53f0\u9996\u9801\u7248\u4f4d\u7684\u5167\u5bb9\u5448\u73fe\uff0c\u5be6\u73fe\u7cbe\u6e96\u63a8\u85a6\uff0c\u5f9e\u800c\u6700\u5927\u5316\u5c0e\u8cfc\u6210\u6548\u3002<\/p>\n <\/div>\n <\/div>\n\n <\/div>\n

    \n
    \n
    \n \"\"
    Looker Studio \u6253\u9020\u53ef\u63a7\u5be9\u6838\u8207\u518d\u88fd\u6d41\u7a0b<\/h5>\n <\/div>\n
    \n

    \u900f\u904e Looker Studio \u5efa\u7acb\u7d71\u4e00\u7684\u5be9\u6838\u4ecb\u9762\uff0c\u4f9b\u96fb\u5546\u5e73\u53f0\u5718\u968a\u5c0d AI \u751f\u6210\u7684\u7522\u54c1\u6e05\u55ae\u548c\u5716\u7247\u9032\u884c\u9ad8\u6548\u5be9\u6838\uff1b\u4e26\u5167\u5efa\u81ea\u52d5\u89f8\u767c\u6a5f\u5236\uff0c\u8b93\u4e0d\u5408\u683c\u7684\u5716\u7247\u81ea\u52d5\u91cd\u65b0\u88fd\u4f5c\uff0c\u78ba\u4fdd\u5167\u5bb9\u54c1\u8cea\u7b26\u5408\u54c1\u724c\u8981\u6c42\u3002<\/p>\n <\/div>\n <\/div>\n\n <\/div>\n <\/div>\n<\/div>\n\n

    \n
    \n
    \n \"\" <\/div>\n
    \n
    \n

    \u96f2\u7aef\u5275\u65b0\u4e09\u90e8\u66f2 \u2014 \u5b8f\u5ead\u79d1\u6280\u52a9\u529b\u5bb6\u6a02\u798f\u6210\u5c31\u65b0\u96f6\u552e\u9818\u5c0e\u5730\u4f4d<\/h2>\n
    \n

    \u5bb6\u6a02\u798f\u4ee5\u5176\u524d\u77bb\u6027\u7684\u300cCloud First, Google First\u300d\u7b56\u7565\uff0c\u5728\u6578\u4f4d\u8f49\u578b\u7684\u9053\u8def\u4e0a\u4e0d\u65b7\u5f15\u9818\u96f6\u552e\u696d\u5275\u65b0\u3002\u9762\u5c0d\u63d0\u5347 \u96fb\u5546\u5e73\u53f0\u71df\u904b\u6548\u7387\u3001\u512a\u5316\u9867\u5ba2\u9ad4\u9a57\u8207\u5feb\u901f\u843d\u5730 AI \u61c9\u7528\u7684\u6311\u6230\uff0c\u5bb6\u6a02\u798f\u651c\u624b\u5b8f\u5ead\u79d1\u6280\uff0c\u5f9e\u7a69\u56fa\u7684 <\/span>Google Cloud Platform \u57fa\u790e\u5efa\u8a2d<\/b>\u3001\u63d0\u5347\u9023\u7dda\u901f\u5ea6 <\/span>70%<\/b>\uff0c\u5230\u6210\u529f\u90e8\u7f72\u5169\u5927\u9ad8\u6210\u6548\u7684 <\/span>\u751f\u6210\u5f0f AI \u61c9\u7528<\/b>\uff0c\u5be6\u73fe\u4e86\u5f9e\u6578\u64da\u5230\u667a\u80fd\u7684\u5168\u9762\u9032\u5316\u3002<\/span><\/p>\n

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