{"id":339,"date":"2024-12-16T07:30:25","date_gmt":"2024-12-15T23:30:25","guid":{"rendered":"http:\/\/www.itxiaolaba.com\/?p=339"},"modified":"2024-12-16T07:30:25","modified_gmt":"2024-12-15T23:30:25","slug":"%e4%b8%80%e6%96%87%e8%ae%b2%e9%80%8f%e6%95%b0%e6%8d%ae%e4%bb%93%e5%ba%93%e5%91%bd%e5%90%8d%e8%a7%84%e8%8c%83","status":"publish","type":"post","link":"http:\/\/www.itxiaolaba.com\/?p=339","title":{"rendered":"\u4e00\u6587\u8bb2\u900f\u6570\u636e\u4ed3\u5e93\u547d\u540d\u89c4\u8303"},"content":{"rendered":"




\u6b63\u6587\u5f00\u59cb
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\u672c\u6587\u65e8\u5728\u63d0\u4f9b\u4e00\u4e2a\u5168\u9762\u3001\u7cfb\u7edf\u7684\u6570\u636e\u4ed3\u5e93\u547d\u540d\u89c4\u8303\u6307\u5357,\u6db5\u76d6\u4ece\u6570\u636e\u4ed3\u5e93\u5404\u5c42\u5230\u5177\u4f53\u6570\u636e\u5bf9\u8c61\u7684\u547d\u540d\u7b56\u7565\u3002\u901a\u8fc7\u5b9e\u65bd\u8fd9\u4e9b\u89c4\u8303,\u4f01\u4e1a\u53ef\u4ee5\u663e\u8457\u63d0\u9ad8\u6570\u636e\u7684\u53ef\u8bfb\u6027\u3001\u53ef\u7ef4\u62a4\u6027\u548c\u53ef\u6269\u5c55\u6027,\u4ece\u800c\u66f4\u597d\u5730\u53d1\u6325\u6570\u636e\u4ed3\u5e93\u7684\u4ef7\u503c\u3002
\u4e8c\u3001\u547d\u540d\u89c4\u8303\u7684\u91cd\u8981\u6027
\u5236\u5b9a\u5e76\u9075\u5faa\u826f\u597d\u7684\u547d\u540d\u89c4\u8303\u5bf9\u4e8e\u6570\u636e\u4ed3\u5e93\u7684\u6210\u529f\u81f3\u5173\u91cd\u8981,\u5176\u91cd\u8981\u6027\u4f53\u73b0\u5728\u4ee5\u4e0b\u51e0\u4e2a\u65b9\u9762:
1\u3001\u63d0\u9ad8\u53ef\u8bfb\u6027\u548c\u7406\u89e3\u6027\uff1a\u6e05\u6670\u3001\u4e00\u81f4\u7684\u547d\u540d\u53ef\u4ee5\u5e2e\u52a9\u5f00\u53d1\u4eba\u5458\u3001\u5206\u6790\u5e08\u548c\u4e1a\u52a1\u7528\u6237\u66f4\u5bb9\u6613\u7406\u89e3\u6570\u636e\u7684\u542b\u4e49\u548c\u7528\u9014\u3002\u8fd9\u51cf\u5c11\u4e86\u8bef\u89e3\u7684\u53ef\u80fd\u6027,\u63d0\u9ad8\u4e86\u5de5\u4f5c\u6548\u7387\u3002
2\u3001\u589e\u5f3a\u53ef\u7ef4\u62a4\u6027\uff1a\u6807\u51c6\u5316\u7684\u547d\u540d\u4f7f\u5f97\u7cfb\u7edf\u66f4\u5bb9\u6613\u7ef4\u62a4\u3002\u5f53\u9700\u8981\u4fee\u6539\u6216\u66f4\u65b0\u65f6,\u5f00\u53d1\u4eba\u5458\u53ef\u4ee5\u5feb\u901f\u5b9a\u4f4d\u76f8\u5173\u5bf9\u8c61,\u51cf\u5c11\u9519\u8bef\u548c\u91cd\u590d\u5de5\u4f5c\u3002
3\u3001\u4fc3\u8fdb\u534f\u4f5c\uff1a\u7edf\u4e00\u7684\u547d\u540d\u89c4\u8303\u4e3a\u56e2\u961f\u6210\u5458\u63d0\u4f9b\u4e86\u5171\u540c\u7684\u8bed\u8a00,\u6709\u52a9\u4e8e\u4e0d\u540c\u89d2\u8272\u4e4b\u95f4\u7684\u6c9f\u901a\u548c\u534f\u4f5c\u3002
4\u3001\u652f\u6301\u6570\u636e\u6cbb\u7406\uff1a\u826f\u597d\u7684\u547d\u540d\u89c4\u8303\u662f\u6570\u636e\u6cbb\u7406\u7684\u57fa\u7840,\u6709\u52a9\u4e8e\u5efa\u7acb\u6570\u636e\u5b57\u5178,\u8ffd\u8e2a\u6570\u636e\u8840\u7f18,\u5b9e\u73b0\u5143\u6570\u636e\u7ba1\u7406\u3002
5\u3001\u63d0\u9ad8\u7cfb\u7edf\u6027\u80fd\uff1a\u5408\u7406\u7684\u547d\u540d\u53ef\u4ee5\u4f18\u5316\u6570\u636e\u5e93\u7684\u67e5\u8be2\u6027\u80fd\u3002\u4f8b\u5982,\u901a\u8fc7\u547d\u540d\u533a\u5206\u4e8b\u5b9e\u8868\u548c\u7ef4\u5ea6\u8868,\u53ef\u4ee5\u5e2e\u52a9\u67e5\u8be2\u4f18\u5316\u5668\u66f4\u597d\u5730\u5236\u5b9a\u6267\u884c\u8ba1\u5212\u3002
6\u3001\u4fbf\u4e8e\u7cfb\u7edf\u96c6\u6210\uff1a\u6807\u51c6\u5316\u7684\u547d\u540d\u4f7f\u5f97\u4e0d\u540c\u7cfb\u7edf\u4e4b\u95f4\u7684\u6570\u636e\u96c6\u6210\u53d8\u5f97\u66f4\u52a0\u5bb9\u6613,\u51cf\u5c11\u4e86\u6620\u5c04\u548c\u8f6c\u6362\u7684\u5de5\u4f5c\u91cf\u3002
7\u3001\u652f\u6301\u81ea\u52a8\u5316\uff1a\u4e00\u81f4\u7684\u547d\u540d\u6a21\u5f0f\u53ef\u4ee5\u652f\u6301\u81ea\u52a8\u5316\u5de5\u5177\u7684\u5f00\u53d1,\u5982\u81ea\u52a8\u751f\u6210\u6587\u6863\u3001\u6570\u636e\u8840\u7f18\u5206\u6790\u7b49\u3002
8\u3001\u51cf\u5c11\u9519\u8bef\uff1a\u89c4\u8303\u7684\u547d\u540d\u53ef\u4ee5\u51cf\u5c11\u7531\u4e8e\u547d\u540d\u4e0d\u5f53\u5bfc\u81f4\u7684\u9519\u8bef,\u5982\u91cd\u590d\u540d\u79f0\u3001\u542b\u4e49\u6a21\u7cca\u7b49\u95ee\u9898\u3002
9\u3001\u63d0\u9ad8\u5b89\u5168\u6027\uff1a\u901a\u8fc7\u547d\u540d\u89c4\u8303\u53ef\u4ee5\u66f4\u597d\u5730\u5b9e\u73b0\u6570\u636e\u8bbf\u95ee\u63a7\u5236,\u9632\u6b62\u654f\u611f\u6570\u636e\u7684\u610f\u5916\u6cc4\u9732\u3002
10\u3001\u652f\u6301\u4e1a\u52a1\u53d8\u5316\uff1a\u826f\u597d\u7684\u547d\u540d\u89c4\u8303\u53ef\u4ee5\u66f4\u597d\u5730\u9002\u5e94\u4e1a\u52a1\u7684\u53d8\u5316\u548c\u53d1\u5c55,\u4f7f\u6570\u636e\u6a21\u578b\u5177\u6709\u66f4\u5f3a\u7684\u6269\u5c55\u6027\u3002
\u901a\u8fc7\u5b9e\u65bd\u4e25\u683c\u7684\u547d\u540d\u89c4\u8303,\u4f01\u4e1a\u53ef\u4ee5\u5efa\u7acb\u4e00\u4e2a\u66f4\u52a0\u5065\u5eb7\u3001\u9ad8\u6548\u548c\u53ef\u6301\u7eed\u53d1\u5c55\u7684\u6570\u636e\u751f\u6001\u7cfb\u7edf\u3002\u8fd9\u4e0d\u4ec5\u53ef\u4ee5\u63d0\u9ad8\u65e5\u5e38\u8fd0\u8425\u6548\u7387,\u8fd8\u80fd\u4e3a\u6570\u636e\u9a71\u52a8\u7684\u51b3\u7b56\u63d0\u4f9b\u66f4\u53ef\u9760\u7684\u57fa\u7840\u3002
\u4e09\u3001\u547d\u540d\u7684\u57fa\u672c\u539f\u5219
\u5728\u5236\u5b9a\u6570\u636e\u4ed3\u5e93\u547d\u540d\u89c4\u8303\u65f6,\u5e94\u9075\u5faa\u4ee5\u4e0b\u57fa\u672c\u539f\u5219:
1\u3001\u4e00\u81f4\u6027\uff1a
\u5728\u6574\u4e2a\u6570\u636e\u4ed3\u5e93\u4e2d\u4fdd\u6301\u547d\u540d\u98ce\u683c\u7684\u4e00\u81f4\u6027\u3002
\u5bf9\u4e8e\u76f8\u540c\u6982\u5ff5\u7684\u5bf9\u8c61,\u4f7f\u7528\u76f8\u540c\u7684\u547d\u540d\u65b9\u5f0f\u3002
\u793a\u4f8b\uff1a\u5982\u679c\u4f7f\u7528”customer_id”\u4f5c\u4e3a\u5ba2\u6237\u6807\u8bc6,\u5c31\u4e0d\u5e94\u5728\u5176\u4ed6\u5730\u7528”cust_id”\u6216”client_id”\u3002
2\u3001\u6e05\u6670\u6027\uff1a
\u540d\u79f0\u5e94\u80fd\u6e05\u695a\u5730\u8868\u8fbe\u5176\u6240\u4ee3\u8868\u7684\u5185\u5bb9\u3002
\u907f\u514d\u4f7f\u7528\u6666\u6da9\u96be\u61c2\u7684\u7f29\u5199\u3002
\u793a\u4f8b\uff1a\u4f7f\u7528”total_sales_amount”\u800c\u4e0d\u662f”tsa”\u3002
3\u3001\u7b80\u6d01\u6027\uff1a
\u5728\u4fdd\u8bc1\u6e05\u6670\u7684\u524d\u63d0\u4e0b,\u5c3d\u91cf\u4f7f\u7528\u7b80\u77ed\u7684\u540d\u79f0\u3002
\u907f\u514d\u4e0d\u5fc5\u8981\u7684\u5197\u957f\u3002
\u793a\u4f8b\uff1a\u4f7f\u7528”order_date”\u800c\u4e0d\u662f”order_creation_date_time”\u3002
4\u3001\u89c4\u8303\u6027\uff1a
\u9075\u5faa\u9884\u5b9a\u4e49\u7684\u547d\u540d\u6a21\u5f0f\u548c\u7ed3\u6784\u3002
\u4f7f\u7528\u7edf\u4e00\u7684\u5927\u5c0f\u5199\u89c4\u5219\u3002
\u793a\u4f8b\uff1a\u5982\u679c\u7ea6\u5b9a\u4f7f\u7528\u4e0b\u5212\u7ebf\u5206\u9694\u5355\u8bcd,\u5c31\u5e94\u8be5\u59cb\u7ec8\u5982\u6b64,\u5982”customer_order_number”\u3002
5\u3001\u53ef\u8bfb\u6027\uff1a
\u4f7f\u7528\u5bb9\u6613\u8bfb\u61c2\u548c\u53d1\u97f3\u7684\u540d\u79f0\u3002
\u907f\u514d\u4f7f\u7528\u7279\u6b8a\u5b57\u7b26\u548c\u7a7a\u683c\u3002
\u793a\u4f8b\uff1a\u4f7f\u7528”monthly_report”\u800c\u4e0d\u662f”mnthly_rprt”\u3002
6\u3001\u4e1a\u52a1\u76f8\u5173\u6027\uff1a
\u540d\u79f0\u5e94\u53cd\u6620\u4e1a\u52a1\u6982\u5ff5\u800c\u4e0d\u662f\u6280\u672f\u5b9e\u73b0\u3002
\u4e0e\u4e1a\u52a1\u7528\u6237\u4f7f\u7528\u7684\u672f\u8bed\u4fdd\u6301\u4e00\u81f4\u3002
\u793a\u4f8b\uff1a\u4f7f\u7528”customer_lifetime_value”\u800c\u4e0d\u662f”clv_calculation_result”\u3002
7\u3001\u552f\u4e00\u6027\uff1a
\u5728\u540c\u4e00\u8303\u56f4\u5185(\u5982\u540c\u4e00schema),\u540d\u79f0\u5e94\u8be5\u662f\u552f\u4e00\u7684\u3002
\u907f\u514d\u91cd\u590d\u6216\u6781\u5176\u76f8\u4f3c\u7684\u540d\u79f0\u3002
\u793a\u4f8b\uff1a\u4e0d\u5e94\u540c\u65f6\u5b58\u5728”customer_info”\u548c”customer_information”\u8868\u3002
8\u3001\u53ef\u6269\u5c55\u6027\uff1a
\u547d\u540d\u5e94\u8003\u8651\u672a\u6765\u53ef\u80fd\u7684\u6269\u5c55\u3002
\u907f\u514d\u4f7f\u7528\u53ef\u80fd\u9650\u5236\u672a\u6765\u53d1\u5c55\u7684\u540d\u79f0\u3002
\u793a\u4f8b\uff1a\u4f7f\u7528”product_category”\u800c\u4e0d\u662f”product_type_1″\u3002
9\u3001\u65e0\u6b67\u4e49\u6027\uff1a
\u907f\u514d\u4f7f\u7528\u53ef\u80fd\u4ea7\u751f\u591a\u79cd\u89e3\u91ca\u7684\u540d\u79f0\u3002
\u5982\u6709\u5fc5\u8981,\u53ef\u4ee5\u6dfb\u52a0\u4fee\u9970\u8bcd\u4ee5\u6d88\u9664\u6b67\u4e49\u3002
\u793a\u4f8b\uff1a\u4f7f\u7528”shipping_address_city”\u548c”billing_address_city”\u800c\u4e0d\u662f\u7b80\u5355\u7684”city”\u3002
10\u3001\u9075\u5faa\u884c\u4e1a\u6807\u51c6\uff1a- \u5c3d\u53ef\u80fd\u9075\u5faa\u884c\u4e1a\u901a\u7528\u7684\u547d\u540d\u7ea6\u5b9a\u3002- \u5bf9\u4e8e\u7279\u5b9a\u9886\u57df\u7684\u672f\u8bed,\u4fdd\u6301\u4e0e\u884c\u4e1a\u6807\u51c6\u4e00\u81f4\u3002- \u793a\u4f8b\uff1a\u5728\u91d1\u878d\u9886\u57df\u4f7f\u7528”gl_account”\u8868\u793a\u603b\u8d26\u8d26\u6237\u3002
11\u3001\u907f\u514d\u4fdd\u7559\u5b57\uff1a- \u4e0d\u4f7f\u7528\u6570\u636e\u5e93\u7cfb\u7edf\u7684\u4fdd\u7559\u5b57\u4f5c\u4e3a\u5bf9\u8c61\u540d\u79f0\u3002- \u907f\u514d\u4f7f\u7528\u53ef\u80fd\u4e0e\u672a\u6765\u7cfb\u7edf\u51b2\u7a81\u7684\u540d\u79f0\u3002- \u793a\u4f8b\uff1a\u4e0d\u8981\u4f7f\u7528”user”\u3001”group”\u3001”order”\u7b49\u4f5c\u4e3a\u8868\u540d\u3002
12\u3001\u7248\u672c\u4e2d\u7acb\uff1a- \u907f\u514d\u5728\u540d\u79f0\u4e2d\u5305\u542b\u7248\u672c\u53f7\u6216\u65e5\u671f\u3002- \u4f7f\u7528\u5143\u6570\u636e\u6216\u5176\u4ed6\u673a\u5236\u6765\u7ba1\u7406\u7248\u672c\u4fe1\u606f\u3002- \u793a\u4f8b\uff1a\u4f7f\u7528”customer_dimension”\u800c\u4e0d\u662f”customer_dimension_v2″\u3002
13\u3001\u8bed\u8a00\u4e00\u81f4\u6027\uff1a- \u5728\u591a\u8bed\u8a00\u73af\u5883\u4e2d,\u9009\u62e9\u4e00\u79cd\u4e3b\u8981\u8bed\u8a00\u5e76\u59cb\u7ec8\u5982\u4e00\u5730\u4f7f\u7528\u3002- \u5bf9\u4e8e\u9700\u8981\u591a\u8bed\u8a00\u652f\u6301\u7684\u60c5\u51b5,\u53ef\u4ee5\u4f7f\u7528\u5143\u6570\u636e\u6765\u7ba1\u7406\u7ffb\u8bd1\u3002- \u793a\u4f8b\uff1a\u5982\u679c\u9009\u62e9\u82f1\u8bed\u4f5c\u4e3a\u4e3b\u8981\u8bed\u8a00,\u5c31\u4e0d\u5e94\u6df7\u7528”kunde”(\u5fb7\u8bed\u4e2d\u7684\u5ba2\u6237)\u3002
\u901a\u8fc7\u9075\u5faa\u8fd9\u4e9b\u57fa\u672c\u539f\u5219,\u53ef\u4ee5\u521b\u5efa\u4e00\u4e2a\u6e05\u6670\u3001\u4e00\u81f4\u4e14\u6613\u4e8e\u7ba1\u7406\u7684\u6570\u636e\u4ed3\u5e93\u547d\u540d\u4f53\u7cfb\u3002\u8fd9\u4e0d\u4ec5\u6709\u52a9\u4e8e\u63d0\u9ad8\u6570\u636e\u8d28\u91cf\u548c\u53ef\u7528\u6027,\u8fd8\u80fd\u663e\u8457\u6539\u5584\u56e2\u961f\u534f\u4f5c\u548c\u7cfb\u7edf\u7ef4\u62a4\u7684\u6548\u7387\u3002
\u56db\u3001\u6570\u636e\u4ed3\u5e93\u5404\u5c42\u547d\u540d\u89c4\u8303
\u6570\u636e\u4ed3\u5e93\u901a\u5e38\u5305\u542b\u591a\u4e2a\u5c42\u6b21,\u6bcf\u4e2a\u5c42\u6b21\u90fd\u6709\u5176\u7279\u5b9a\u7684\u76ee\u7684\u548c\u7279\u5f81\u3002\u4e3a\u4e86\u66f4\u597d\u5730\u7ec4\u7ec7\u548c\u7ba1\u7406\u8fd9\u4e9b\u5c42\u6b21,\u9700\u8981\u4e3a\u6bcf\u4e00\u5c42\u5236\u5b9a\u4e13\u95e8\u7684\u547d\u540d\u89c4\u8303\u3002\u4ee5\u4e0b\u662f\u6570\u636e\u4ed3\u5e93\u5404\u4e3b\u8981\u5c42\u6b21\u7684\u547d\u540d\u89c4\u8303\u6307\u5357:
4.1 \u539f\u59cb\u6570\u636e\u5c42\uff08ODS\uff09\u547d\u540d\u89c4\u8303
\u539f\u59cb\u6570\u636e\u5c42(Operational Data Store, ODS)\u662f\u6570\u636e\u4ed3\u5e93\u7684\u57fa\u7840,\u5b58\u50a8\u6765\u81ea\u5404\u79cd\u6e90\u7cfb\u7edf\u7684\u539f\u59cb\u6570\u636e\u3002
1\u3001\u6570\u636e\u5e93\u547d\u540d:
\u683c\u5f0f: ods_{source_system}
\u793a\u4f8b: ods_erp, ods_crm
2\u3001\u8868\u547d\u540d:
\u683c\u5f0f: ods_{source_system}_{table_name}
\u793a\u4f8b: ods_erp_sales_order, ods_crm_customer
3\u3001\u5b57\u6bb5\u547d\u540d:
\u4fdd\u6301\u4e0e\u6e90\u7cfb\u7edf\u4e00\u81f4,\u9664\u975e\u539f\u540d\u79f0\u8fdd\u53cd\u57fa\u672c\u547d\u540d\u539f\u5219
\u5982\u9700\u4fee\u6539,\u5e94\u5728\u5b57\u6bb5\u6ce8\u91ca\u4e2d\u8bf4\u660e\u539f\u56e0\u548c\u5bf9\u5e94\u5173\u7cfb
4\u3001\u5206\u533a\u8868\u547d\u540d:
\u683c\u5f0f: ods_{source_system}{table_name}{partition_key}
\u793a\u4f8b: ods_erp_sales_order_dt
4.2 \u6570\u636e\u4ed3\u5e93\u5c42\uff08DW\uff09\u547d\u540d\u89c4\u8303
\u6570\u636e\u4ed3\u5e93\u5c42(Data Warehouse, DW)\u662f\u7ecf\u8fc7\u6e05\u6d17\u3001\u8f6c\u6362\u548c\u96c6\u6210\u7684\u6570\u636e\u5b58\u50a8\u5c42\u3002
1\u3001\u6570\u636e\u5e93\u547d\u540d:
\u683c\u5f0f: dw_{subject_area}
\u793a\u4f8b: dw_sales, dw_finance
2\u3001\u4e8b\u5b9e\u8868\u547d\u540d:
\u683c\u5f0f: dw_fact_{business_process}
\u793a\u4f8b: dw_fact_sales, dw_fact_inventory
3\u3001\u7ef4\u5ea6\u8868\u547d\u540d:
\u683c\u5f0f: dw_dim_{dimension_name}
\u793a\u4f8b: dw_dim_customer, dw_dim_product
4\u3001\u5b57\u6bb5\u547d\u540d:
\u4f7f\u7528\u6e05\u6670\u3001\u63cf\u8ff0\u6027\u7684\u540d\u79f0
\u5bf9\u4e8e\u5ea6\u91cf,\u4f7f\u7528{measure}_{unit}\u7684\u683c\u5f0f
\u793a\u4f8b: total_sales_amount, quantity_sold
5\u3001\u805a\u5408\u8868\u547d\u540d:
\u683c\u5f0f: dw_agg_{business_process}_{granularity}
\u793a\u4f8b: dw_agg_sales_daily, dw_agg_inventory_monthly
4.3 \u6570\u636e\u96c6\u5e02\u5c42\uff08DM\uff09\u547d\u540d\u89c4\u8303
\u6570\u636e\u96c6\u5e02\u5c42(Data Mart, DM)\u662f\u9762\u5411\u7279\u5b9a\u4e1a\u52a1\u9886\u57df\u6216\u90e8\u95e8\u7684\u6570\u636e\u5b50\u96c6\u3002
1\u3001\u6570\u636e\u5e93\u547d\u540d:
\u683c\u5f0f: dm_{business_area}
\u793a\u4f8b: dm_marketing, dm_hr
2\u3001\u8868\u547d\u540d:
\u683c\u5f0f: dm_{business_area}_{table_purpose}
\u793a\u4f8b: dm_marketing_campaign_performance, dm_hr_employee_turnover
3\u3001\u89c6\u56fe\u547d\u540d:
\u683c\u5f0f: dm_v_{business_area}_{view_purpose}
\u793a\u4f8b: dm_v_marketing_customer_segmentation
4\u3001\u5b57\u6bb5\u547d\u540d:
\u4f7f\u7528\u4e1a\u52a1\u53cb\u597d\u7684\u672f\u8bed
\u4fdd\u6301\u4e0e\u6570\u636e\u4ed3\u5e93\u5c42\u7684\u4e00\u81f4\u6027,\u9664\u975e\u6709\u7279\u6b8a\u9700\u6c42
4.4 \u5e94\u7528\u5c42\uff08APP\uff09\u547d\u540d\u89c4\u8303
\u5e94\u7528\u5c42(Application Layer, APP)\u662f\u76f4\u63a5\u670d\u52a1\u4e8e\u5177\u4f53\u5e94\u7528\u6216\u62a5\u8868\u7684\u6570\u636e\u5c42\u3002
1\u3001\u6570\u636e\u5e93\u547d\u540d:
\u683c\u5f0f: app_{application_name}
\u793a\u4f8b: app_dashboard, app_reporting
2\u3001\u8868\u547d\u540d:
\u683c\u5f0f: app_{application_name}_{table_purpose}
\u793a\u4f8b: app_dashboard_sales_summary, app_reporting_financial_kpi
3\u3001\u89c6\u56fe\u547d\u540d:
\u683c\u5f0f: app_v_{application_name}_{view_purpose}
\u793a\u4f8b: app_v_dashboard_product_performance
4\u3001\u5b57\u6bb5\u547d\u540d:
\u4f7f\u7528\u6700\u7ec8\u7528\u6237\u719f\u6089\u7684\u672f\u8bed
\u53ef\u4ee5\u6839\u636e\u5e94\u7528\u9700\u6c42\u8fdb\u884c\u9002\u5f53\u7684\u91cd\u547d\u540d,\u4f46\u8981\u5728\u6587\u6863\u4e2d\u8bf4\u660e\u5bf9\u5e94\u5173\u7cfb
\u901a\u8fc7\u9075\u5faa\u8fd9\u4e9b\u547d\u540d\u89c4\u8303,\u53ef\u4ee5\u6e05\u6670\u5730\u533a\u5206\u6570\u636e\u4ed3\u5e93\u7684\u4e0d\u540c\u5c42\u6b21,\u4fbf\u4e8e\u7ba1\u7406\u548c\u4f7f\u7528\u3002\u540c\u65f6,\u8fd9\u79cd\u7ed3\u6784\u5316\u7684\u547d\u540d\u65b9\u5f0f\u4e5f\u6709\u52a9\u4e8e\u6570\u636e\u8840\u7f18\u8ffd\u8e2a\u548c\u5143\u6570\u636e\u7ba1\u7406\u3002\u9700\u8981\u6ce8\u610f\u7684\u662f,\u8fd9\u4e9b\u89c4\u8303\u5e94\u8be5\u6839\u636e\u4f01\u4e1a\u7684\u5177\u4f53\u60c5\u51b5\u8fdb\u884c\u9002\u5f53\u8c03\u6574,\u4ee5\u786e\u4fdd\u6700\u4f73\u7684\u9002\u7528\u6027\u548c\u53ef\u64cd\u4f5c\u6027\u3002
\u4e94\u3001\u6570\u636e\u5bf9\u8c61\u547d\u540d\u89c4\u8303
\u9664\u4e86\u6570\u636e\u4ed3\u5e93\u7684\u5404\u4e2a\u5c42\u6b21,\u8fd8\u9700\u8981\u4e3a\u5177\u4f53\u7684\u6570\u636e\u5bf9\u8c61\u5236\u5b9a\u8be6\u7ec6\u7684\u547d\u540d\u89c4\u8303\u3002\u8fd9\u4e9b\u5bf9\u8c61\u5305\u62ec\u6570\u636e\u5e93\u3001\u8868\u3001\u5b57\u6bb5\u3001\u7d22\u5f15\u3001\u89c6\u56fe\u3001\u5b58\u50a8\u8fc7\u7a0b\u548c\u51fd\u6570\u7b49\u3002
5.1 \u6570\u636e\u5e93\u547d\u540d\u89c4\u8303
1\u3001\u683c\u5f0f\uff1a{environment}{purpose}{description}
2\u3001\u793a\u4f8b\uff1a
prod_dw_sales (\u751f\u4ea7\u73af\u5883\u7684\u9500\u552e\u6570\u636e\u4ed3\u5e93)
dev_dm_finance (\u5f00\u53d1\u73af\u5883\u7684\u8d22\u52a1\u6570\u636e\u96c6\u5e02)
3\u3001\u539f\u5219\uff1a
\u4f7f\u7528\u5c0f\u5199\u5b57\u6bcd
\u7528\u4e0b\u5212\u7ebf\u5206\u9694\u5355\u8bcd
\u5305\u542b\u73af\u5883\u6807\u8bc6(\u5982prod, dev, test)
\u8868\u660e\u6570\u636e\u5e93\u7684\u7528\u9014(\u5982dw, dm, ods)
5.2 \u8868\u547d\u540d\u89c4\u8303
1\u3001\u683c\u5f0f\uff1a{layer}{table_type}{entity}_{description}
2\u3001\u793a\u4f8b\uff1a
dw_fact_order_sales (\u6570\u636e\u4ed3\u5e93\u5c42\u7684\u8ba2\u5355\u9500\u552e\u4e8b\u5b9e\u8868)
dw_dim_customer_profile (\u6570\u636e\u4ed3\u5e93\u5c42\u7684\u5ba2\u6237\u6863\u6848\u7ef4\u5ea6\u8868)
ods_erp_inventory_movement (ODS\u5c42\u7684ERP\u7cfb\u7edf\u5e93\u5b58\u79fb\u52a8\u8868)
3\u3001\u539f\u5219\uff1a
\u4f7f\u7528\u5c0f\u5199\u5b57\u6bcd\u548c\u4e0b\u5212\u7ebf
\u6e05\u6670\u8868\u793a\u8868\u7684\u7c7b\u578b(\u5982fact, dim, lookup)
\u5305\u542b\u4e1a\u52a1\u5b9e\u4f53\u540d\u79f0
\u907f\u514d\u4f7f\u7528\u7f29\u5199,\u9664\u975e\u662f\u5e7f\u4e3a\u4eba\u77e5\u7684\u7f29\u5199(\u5982CRM, ERP)
5.3 \u5b57\u6bb5\u547d\u540d\u89c4\u8303
1\u3001\u683c\u5f0f\uff1a{description}_{data_type}
2\u3001\u793a\u4f8b\uff1a
customer_id_int (\u6574\u6570\u7c7b\u578b\u7684\u5ba2\u6237ID)
order_date_dt (\u65e5\u671f\u7c7b\u578b\u7684\u8ba2\u5355\u65e5\u671f)
total_amount_dec (\u5c0f\u6570\u7c7b\u578b\u7684\u603b\u91d1\u989d)
3\u3001\u539f\u5219\uff1a
\u4f7f\u7528\u5c0f\u5199\u5b57\u6bcd\u548c\u4e0b\u5212\u7ebf
\u540d\u79f0\u5e94\u6e05\u6670\u63cf\u8ff0\u5b57\u6bb5\u5185\u5bb9
\u53ef\u4ee5\u5728\u5b57\u6bb5\u540d\u672b\u5c3e\u6dfb\u52a0\u6570\u636e\u7c7b\u578b\u7b80\u5199(\u5982int, dt, dec)
\u5bf9\u4e8e\u5916\u952e,\u4f7f\u7528{referenced_table}_{referenced_column}\u7684\u683c\u5f0f
\u4fdd\u6301\u4e00\u81f4\u6027,\u5982\u4f7f\u7528singular\u8fd8\u662fplural\u5f62\u5f0f
5.4 \u7d22\u5f15\u547d\u540d\u89c4\u8303
1\u3001\u683c\u5f0f\uff1aidx_{table_name}{column_list}{type}
2\u3001\u793a\u4f8b\uff1a
idx_fact_sales_order_date_btree (B\u6811\u7d22\u5f15)
idx_dim_product_product_code_unique (\u552f\u4e00\u7d22\u5f15)
3\u3001\u539f\u5219\uff1a
\u4f7f\u7528\u524d\u7f00”idx_”\u8868\u793a\u8fd9\u662f\u4e00\u4e2a\u7d22\u5f15
\u5305\u542b\u8868\u540d\u548c\u7d22\u5f15\u5217\u540d
\u53ef\u4ee5\u6dfb\u52a0\u7d22\u5f15\u7c7b\u578b(\u5982btree, hash, unique)
\u5bf9\u4e8e\u590d\u5408\u7d22\u5f15,\u4f7f\u7528\u591a\u4e2a\u5217\u540d,\u7528\u4e0b\u5212\u7ebf\u8fde\u63a5
5.5 \u89c6\u56fe\u547d\u540d\u89c4\u8303
1\u3001\u683c\u5f0f\uff1av_{purpose}{entity}{description}
2\u3001\u793a\u4f8b\uff1a
v_rpt_monthly_sales_summary (\u6708\u5ea6\u9500\u552e\u6c47\u603b\u62a5\u8868\u89c6\u56fe)
v_dim_active_customers (\u6d3b\u8dc3\u5ba2\u6237\u7ef4\u5ea6\u89c6\u56fe)
3\u3001\u539f\u5219\uff1a
\u4f7f\u7528\u524d\u7f00”v_”\u8868\u793a\u8fd9\u662f\u4e00\u4e2a\u89c6\u56fe
\u6e05\u6670\u63cf\u8ff0\u89c6\u56fe\u7684\u7528\u9014\u548c\u5185\u5bb9
\u53ef\u4ee5\u5305\u542b\u89c6\u56fe\u7684\u4e3b\u8981\u5b9e\u4f53\u6216\u4e1a\u52a1\u6982\u5ff5
5.6 \u5b58\u50a8\u8fc7\u7a0b\u548c\u51fd\u6570\u547d\u540d\u89c4\u8303
1\u3001\u683c\u5f0f\uff1a
\u5b58\u50a8\u8fc7\u7a0b\uff1asp_{verb}{entity}{description}
\u51fd\u6570\uff1afn_{verb}{entity}{description}
2\u3001\u793a\u4f8b\uff1a
sp_update_customer_status (\u66f4\u65b0\u5ba2\u6237\u72b6\u6001\u7684\u5b58\u50a8\u8fc7\u7a0b)
fn_calculate_total_revenue (\u8ba1\u7b97\u603b\u6536\u5165\u7684\u51fd\u6570)
3\u3001\u539f\u5219\uff1a
\u4f7f\u7528\u524d\u7f00”sp_”\u8868\u793a\u5b58\u50a8\u8fc7\u7a0b,”fn_”\u8868\u793a\u51fd\u6570
\u4ee5\u52a8\u8bcd\u5f00\u59cb,\u6e05\u6670\u63cf\u8ff0\u8fc7\u7a0b\u6216\u51fd\u6570\u7684\u884c\u4e3a
\u5305\u542b\u4e3b\u8981\u64cd\u4f5c\u7684\u5bf9\u8c61\u6216\u5b9e\u4f53
\u907f\u514d\u4f7f\u7528\u7f29\u5199,\u9664\u975e\u662f\u5e7f\u4e3a\u4eba\u77e5\u7684\u7f29\u5199
\u516d\u3001ETL\u4f5c\u4e1a\u547d\u540d\u89c4\u8303
ETL(Extract, Transform, Load)\u4f5c\u4e1a\u662f\u6570\u636e\u4ed3\u5e93\u4e2d\u7684\u5173\u952e\u7ec4\u4ef6,\u5176\u547d\u540d\u540c\u6837\u9700\u8981\u9075\u5faa\u4e00\u5b9a\u7684\u89c4\u8303\u3002
1\u3001\u683c\u5f0f\uff1aetl_{source}{target}{frequency}_{description}
2\u3001\u793a\u4f8b\uff1a
etl_erp_dw_daily_sales_order (\u6bcf\u65e5\u4eceERP\u7cfb\u7edf\u62bd\u53d6\u9500\u552e\u8ba2\u5355\u5230\u6570\u636e\u4ed3\u5e93\u7684ETL\u4f5c\u4e1a)
etl_crm_dm_weekly_customer_segmentation (\u6bcf\u5468\u4eceCRM\u66f4\u65b0\u5ba2\u6237\u5206\u7fa4\u5230\u6570\u636e\u96c6\u5e02\u7684ETL\u4f5c\u4e1a)
3\u3001\u539f\u5219\uff1a
\u4f7f\u7528\u524d\u7f00”etl_”\u8868\u793a\u8fd9\u662f\u4e00\u4e2aETL\u4f5c\u4e1a
\u5305\u542b\u6570\u636e\u6e90\u548c\u76ee\u6807\u4fe1\u606f
\u6307\u660e\u6267\u884c\u9891\u7387(\u5982daily, weekly, monthly)
\u7b80\u8981\u63cf\u8ff0\u4f5c\u4e1a\u7684\u4e3b\u8981\u529f\u80fd
\u5bf9\u4e8e\u590d\u6742\u7684ETL\u6d41\u7a0b,\u53ef\u4ee5\u4f7f\u7528\u5b50\u4f5c\u4e1a,\u5e76\u5728\u540d\u79f0\u4e2d\u4f53\u73b0\u5c42\u6b21\u5173\u7cfb
\u4e03\u3001\u547d\u540d\u89c4\u8303\u7684\u5b9e\u65bd\u548c\u7ba1\u7406
\u5236\u5b9a\u547d\u540d\u89c4\u8303\u53ea\u662f\u7b2c\u4e00\u6b65,\u66f4\u91cd\u8981\u7684\u662f\u5982\u4f55\u6709\u6548\u5730\u5b9e\u65bd\u548c\u7ba1\u7406\u8fd9\u4e9b\u89c4\u8303\u3002\u4ee5\u4e0b\u662f\u4e00\u4e9b\u5efa\u8bae:
1\u3001\u6587\u6863\u5316\uff1a
\u5c06\u6240\u6709\u547d\u540d\u89c4\u8303\u6574\u7406\u6210\u8be6\u7ec6\u7684\u6587\u6863
\u5305\u62ec\u89c4\u5219\u8bf4\u660e\u3001\u793a\u4f8b\u548c\u5e38\u89c1\u95ee\u9898\u89e3\u7b54
\u5b9a\u671f\u66f4\u65b0\u6587\u6863\u4ee5\u53cd\u6620\u6700\u65b0\u7684\u53d8\u5316
2\u3001\u57f9\u8bad\u548c\u5ba3\u5bfc\uff1a
\u5bf9\u6240\u6709\u76f8\u5173\u4eba\u5458\u8fdb\u884c\u57f9\u8bad,\u786e\u4fdd\u4ed6\u4eec\u7406\u89e3\u5e76\u80fd\u6b63\u786e\u5e94\u7528\u89c4\u8303
\u5b9a\u671f\u7ec4\u7ec7\u590d\u4e60\u548c\u66f4\u65b0\u57f9\u8bad
3\u3001\u5de5\u5177\u652f\u6301\uff1a
\u5f00\u53d1\u6216\u91c7\u7528\u81ea\u52a8\u5316\u5de5\u5177\u6765\u68c0\u67e5\u547d\u540d\u662f\u5426\u7b26\u5408\u89c4\u8303
\u5728\u6570\u636e\u5efa\u6a21\u5de5\u5177\u4e2d\u96c6\u6210\u547d\u540d\u89c4\u5219\u68c0\u67e5
4\u3001\u4ee3\u7801\u5ba1\u67e5\uff1a
\u5c06\u547d\u540d\u89c4\u8303\u68c0\u67e5\u7eb3\u5165\u4ee3\u7801\u5ba1\u67e5\u6d41\u7a0b
\u5efa\u7acb\u540c\u884c\u8bc4\u5ba1\u673a\u5236,\u786e\u4fdd\u89c4\u8303\u7684\u4e00\u81f4\u6027\u5e94\u7528
5\u3001\u6301\u7eed\u6539\u8fdb\uff1a
\u5b9a\u671f\u6536\u96c6\u53cd\u9988,\u8bc4\u4f30\u89c4\u8303\u7684\u6709\u6548\u6027
\u6839\u636e\u5b9e\u9645\u60c5\u51b5\u548c\u65b0\u9700\u6c42\u53ca\u65f6\u8c03\u6574\u89c4\u8303
6\u3001\u547d\u540d\u59d4\u5458\u4f1a\uff1a
\u6210\u7acb\u4e13\u95e8\u7684\u547d\u540d\u59d4\u5458\u4f1a,\u8d1f\u8d23\u89c4\u8303\u7684\u5236\u5b9a\u3001\u89e3\u91ca\u548c\u4ef2\u88c1
\u5904\u7406\u7279\u6b8a\u60c5\u51b5\u548c\u547d\u540d\u51b2\u7a81
7\u3001\u7248\u672c\u63a7\u5236\uff1a
\u5bf9\u547d\u540d\u89c4\u8303\u8fdb\u884c\u7248\u672c\u7ba1\u7406
\u8bb0\u5f55\u6bcf\u6b21\u53d8\u66f4\u7684\u539f\u56e0\u548c\u5f71\u54cd
8\u3001\u96c6\u6210\u5230\u5f00\u53d1\u6d41\u7a0b\uff1a
\u5c06\u547d\u540d\u89c4\u8303\u68c0\u67e5\u96c6\u6210\u5230CI\/CD\u6d41\u7a0b\u4e2d
\u5bf9\u4e0d\u7b26\u5408\u89c4\u8303\u7684\u547d\u540d\u8fdb\u884c\u81ea\u52a8\u8b66\u544a\u6216\u963b\u6b62
9\u3001\u5143\u6570\u636e\u7ba1\u7406\uff1a
\u4f7f\u7528\u5143\u6570\u636e\u7ba1\u7406\u7cfb\u7edf\u8bb0\u5f55\u548c\u7ba1\u7406\u6240\u6709\u6570\u636e\u5bf9\u8c61\u7684\u547d\u540d
\u5efa\u7acb\u6570\u636e\u5b57\u5178,\u5305\u542b\u547d\u540d\u7684\u89e3\u91ca\u548c\u4e1a\u52a1\u542b\u4e49
10\u3001\u5b9a\u671f\u5ba1\u8ba1\uff1a
\u5b9a\u671f\u5bf9\u73b0\u6709\u6570\u636e\u5bf9\u8c61\u8fdb\u884c\u547d\u540d\u5ba1\u8ba1
\u5236\u5b9a\u5e76\u6267\u884c\u91cd\u547d\u540d\u8ba1\u5212,\u9010\u6b65\u89c4\u8303\u5386\u53f2\u9057\u7559\u95ee\u9898
\u901a\u8fc7\u8fd9\u4e9b\u65b9\u6cd5,\u53ef\u4ee5\u786e\u4fdd\u547d\u540d\u89c4\u8303\u5728\u6574\u4e2a\u7ec4\u7ec7\u4e2d\u5f97\u5230\u4e00\u81f4\u548c\u6301\u7eed\u7684\u5e94\u7528,\u4ece\u800cmaximizing\u7cfb\u7edf\u7684\u53ef\u7ef4\u62a4\u6027\u548c\u53ef\u7528\u6027\u3002
\u516b\u3001\u6848\u4f8b\u7814\u7a76
\u4e3a\u4e86\u66f4\u597d\u5730\u7406\u89e3\u5982\u4f55\u5728\u5b9e\u9645\u9879\u76ee\u4e2d\u5e94\u7528\u8fd9\u4e9b\u547d\u540d\u89c4\u8303,\u8ba9\u6211\u4eec\u6765\u770b\u4e00\u4e2a\u5177\u4f53\u7684\u6848\u4f8b\u7814\u7a76\u3002
\u80cc\u666f\uff1a
\u67d0\u7535\u5b50\u5546\u52a1\u516c\u53f8\u6b63\u5728\u6784\u5efa\u4e00\u4e2a\u65b0\u7684\u6570\u636e\u4ed3\u5e93\u7cfb\u7edf,\u7528\u4e8e\u652f\u6301\u9500\u552e\u5206\u6790\u548c\u5ba2\u6237\u5173\u7cfb\u7ba1\u7406\u3002\u8be5\u7cfb\u7edf\u9700\u8981\u96c6\u6210\u6765\u81ea\u591a\u4e2a\u6e90\u7cfb\u7edf\u7684\u6570\u636e,\u5305\u62ec\u4ea4\u6613\u7cfb\u7edf\u3001CRM\u7cfb\u7edf\u548c\u7269\u6d41\u7cfb\u7edf\u3002
\u6848\u4f8b1: \u6570\u636e\u4ed3\u5e93\u5c42\u8bbe\u8ba1
1\u3001\u6570\u636e\u5e93\u547d\u540d\uff1a
\u539f\u59cb\u6570\u636e\u5c42: ods_ecommerce
\u6570\u636e\u4ed3\u5e93\u5c42: dw_sales
\u6570\u636e\u96c6\u5e02\u5c42: dm_customer
2\u3001\u8868\u547d\u540d\uff1a
ODS\u5c42:
ods_transactions_order
ods_crm_customer
ods_logistics_shipment
DW\u5c42:
dw_fact_sales
dw_dim_customer
dw_dim_product
DM\u5c42:
dm_customer_segmentation
dm_sales_performance
3\u3001\u5b57\u6bb5\u547d\u540d\u793a\u4f8b (dw_fact_sales\u8868):
order_id_int
customer_id_int
product_id_int
order_date_dt
quantity_sold_int
unit_price_dec
total_amount_dec
\u6848\u4f8b2: ETL\u4f5c\u4e1a\u8bbe\u8ba1
1\u3001\u4ece\u4ea4\u6613\u7cfb\u7edf\u52a0\u8f7d\u8ba2\u5355\u6570\u636e\u5230ODS\u5c42: etl_transactions_ods_daily_order_load
2\u3001\u4eceODS\u5c42\u8f6c\u6362\u6570\u636e\u5230\u6570\u636e\u4ed3\u5e93\u5c42: etl_ods_dw_daily_sales_fact_update
3\u3001\u66f4\u65b0\u5ba2\u6237\u7ef4\u5ea6\u8868: etl_crm_dw_daily_customer_dim_update
4\u3001\u751f\u6210\u5ba2\u6237\u5206\u7fa4\u6570\u636e\u96c6\u5e02: etl_dw_dm_weekly_customer_segmentation
\u6848\u4f8b3: \u5b58\u50a8\u8fc7\u7a0b\u548c\u51fd\u6570
1\u3001\u8ba1\u7b97\u5ba2\u6237\u7ec8\u8eab\u4ef7\u503c\u7684\u51fd\u6570: fn_calculate_customer_lifetime_value
2\u3001\u66f4\u65b0\u4ea7\u54c1\u5e93\u5b58\u72b6\u6001\u7684\u5b58\u50a8\u8fc7\u7a0b: sp_update_product_inventory_status
\u6848\u4f8b4: \u89c6\u56fe\u8bbe\u8ba1
1\u3001\u9500\u552edashboard\u6240\u9700\u7684\u6708\u5ea6\u9500\u552e\u6c47\u603b\u89c6\u56fe: v_rpt_monthly_sales_summary
2\u3001\u5ba2\u6237360\u89c6\u56fe: v_dim_customer_360
\u901a\u8fc7\u8fd9\u4e2a\u6848\u4f8b\u7814\u7a76,\u6211\u4eec\u53ef\u4ee5\u770b\u5230\u5982\u4f55\u5c06\u547d\u540d\u89c4\u8303\u5e94\u7528\u4e8e\u5b9e\u9645\u7684\u6570\u636e\u4ed3\u5e93\u9879\u76ee\u4e2d\u3002\u8fd9\u79cd\u4e00\u81f4\u4e14\u6709\u610f\u4e49\u7684\u547d\u540d\u65b9\u5f0f\u4e0d\u4ec5\u63d0\u9ad8\u4e86\u7cfb\u7edf\u7684\u53ef\u8bfb\u6027,\u8fd8\u4e3a\u540e\u7eed\u7684\u7ef4\u62a4\u548c\u6269\u5c55\u5960\u5b9a\u4e86\u57fa\u7840\u3002
\u4e5d\u3001\u5e38\u89c1\u95ee\u9898\u548c\u89e3\u51b3\u65b9\u6848
\u5728\u5b9e\u65bd\u6570\u636e\u4ed3\u5e93\u547d\u540d\u89c4\u8303\u7684\u8fc7\u7a0b\u4e2d,\u7ecf\u5e38\u4f1a\u9047\u5230\u4e00\u4e9b\u5e38\u89c1\u95ee\u9898\u3002\u4ee5\u4e0b\u662f\u4e00\u4e9b\u5178\u578b\u95ee\u9898\u53ca\u5176\u89e3\u51b3\u65b9\u6848:
1\u3001\u95ee\u9898: \u5982\u4f55\u5904\u7406\u5df2\u6709\u7cfb\u7edf\u7684\u975e\u6807\u51c6\u547d\u540d?
\u89e3\u51b3\u65b9\u6848:
\u5236\u5b9a\u6e10\u8fdb\u5f0f\u7684\u8fc1\u79fb\u8ba1\u5212,\u9010\u6b65\u91cd\u547d\u540d\u73b0\u6709\u5bf9\u8c61
\u4f7f\u7528\u89c6\u56fe\u6216\u540c\u4e49\u8bcd\u6765\u521b\u5efa\u7b26\u5408\u65b0\u89c4\u8303\u7684\u63a5\u53e3,\u540c\u65f6\u4fdd\u7559\u539f\u6709\u540d\u79f0
\u5728\u5143\u6570\u636e\u4e2d\u8bb0\u5f55\u65b0\u65e7\u540d\u79f0\u7684\u6620\u5c04\u5173\u7cfb
2\u3001\u95ee\u9898: \u547d\u540d\u8fc7\u957f\u5bfc\u81f4\u53ef\u8bfb\u6027\u4e0b\u964d
\u89e3\u51b3\u65b9\u6848:
\u8bbe\u5b9a\u6700\u5927\u957f\u5ea6\u9650\u5236,\u598230-50\u4e2a\u5b57\u7b26
\u5141\u8bb8\u4f7f\u7528\u5e7f\u4e3a\u4eba\u77e5\u7684\u7f29\u5199
\u5728\u6587\u6863\u4e2d\u89e3\u91ca\u590d\u6742\u540d\u79f0\u7684\u542b\u4e49
3\u3001\u95ee\u9898: \u591a\u8bed\u8a00\u73af\u5883\u4e0b\u7684\u547d\u540d\u6311\u6218
\u89e3\u51b3\u65b9\u6848:
\u9009\u62e9\u4e00\u79cd\u4e3b\u8981\u8bed\u8a00(\u901a\u5e38\u662f\u82f1\u8bed)\u4f5c\u4e3a\u547d\u540d\u6807\u51c6
\u4f7f\u7528\u5143\u6570\u636e\u5b58\u50a8\u591a\u8bed\u8a00\u7ffb\u8bd1
\u5bf9\u4e8e\u7279\u5b9a\u533a\u57df\u7684\u672c\u5730\u5316\u9700\u6c42,\u53ef\u4ee5\u521b\u5efa\u672c\u5730\u5316\u89c6\u56fe
4\u3001\u95ee\u9898: \u6280\u672f\u56e2\u961f\u548c\u4e1a\u52a1\u7528\u6237\u5bf9\u547d\u540d\u7684\u7406\u89e3\u5dee\u5f02
\u89e3\u51b3\u65b9\u6848:
\u5728\u547d\u540d\u8fc7\u7a0b\u4e2d\u9080\u8bf7\u4e1a\u52a1\u7528\u6237\u53c2\u4e0e
\u521b\u5efa\u4e1a\u52a1\u672f\u8bed\u8868,\u5c06\u6280\u672f\u540d\u79f0\u6620\u5c04\u5230\u4e1a\u52a1\u53cb\u597d\u7684\u540d\u79f0
\u4f7f\u7528\u89c6\u56fe\u6765\u63d0\u4f9b\u4e1a\u52a1\u53cb\u597d\u7684\u63a5\u53e3
5\u3001\u95ee\u9898: \u5982\u4f55\u5904\u7406\u8de8\u7cfb\u7edf\u7684\u547d\u540d\u4e00\u81f4\u6027
\u89e3\u51b3\u65b9\u6848:
\u5efa\u7acb\u4f01\u4e1a\u7ea7\u6570\u636e\u6807\u51c6\u59d4\u5458\u4f1a
\u4f7f\u7528\u4e2d\u592e\u5316\u7684\u5143\u6570\u636e\u5b58\u50a8\u5e93
\u5b9e\u65bd\u8de8\u7cfb\u7edf\u7684\u547d\u540d\u5ba1\u8ba1\u673a\u5236
6\u3001\u95ee\u9898: \u547d\u540d\u89c4\u8303\u53ef\u80fd\u9650\u5236\u7075\u6d3b\u6027
\u89e3\u51b3\u65b9\u6848:
\u5728\u89c4\u8303\u4e2d\u9884\u7559\u4e00\u5b9a\u7684\u7075\u6d3b\u6027,\u5141\u8bb8\u7279\u6b8a\u60c5\u51b5
\u5efa\u7acb\u4f8b\u5916\u5904\u7406\u673a\u5236,\u4f46\u9700\u8981\u6587\u6863\u5316\u7406\u7531
\u5b9a\u671f\u5ba1\u67e5\u89c4\u8303,\u6839\u636e\u9700\u6c42\u8fdb\u884c\u8c03\u6574
7\u3001\u95ee\u9898: \u56e2\u961f\u6210\u5458\u4e0d\u9075\u5b88\u547d\u540d\u89c4\u8303
\u89e3\u51b3\u65b9\u6848:
\u52a0\u5f3a\u57f9\u8bad\u548c\u5ba3\u5bfc
\u5c06\u547d\u540d\u89c4\u8303\u9075\u5b88\u60c5\u51b5\u7eb3\u5165\u7ee9\u6548\u8bc4\u4f30
\u5b9e\u65bd\u81ea\u52a8\u5316\u68c0\u67e5\u5de5\u5177,\u5728CI\/CD\u6d41\u7a0b\u4e2d\u5f3a\u5236\u6267\u884c
8\u3001\u95ee\u9898: \u5982\u4f55\u5904\u7406\u9057\u7559\u7cfb\u7edf\u96c6\u6210\u65f6\u7684\u547d\u540d\u51b2\u7a81
\u89e3\u51b3\u65b9\u6848:
\u4f7f\u7528\u524d\u7f00\u6216\u540e\u7f00\u6765\u533a\u5206\u4e0d\u540c\u6765\u6e90\u7684\u5bf9\u8c61
\u5728\u96c6\u6210\u5c42\u521b\u5efa\u6620\u5c04\u8868\u6216\u89c6\u56fe
\u4f7f\u7528\u522b\u540d\u673a\u5236\u6765\u5904\u7406\u51b2\u7a81
9\u3001\u95ee\u9898: \u7248\u672c\u53d8\u66f4\u5bfc\u81f4\u7684\u547d\u540d\u95ee\u9898
\u89e3\u51b3\u65b9\u6848:
\u907f\u514d\u5728\u540d\u79f0\u4e2d\u5305\u542b\u7248\u672c\u53f7
\u4f7f\u7528\u5143\u6570\u636e\u6765\u7ba1\u7406\u7248\u672c\u4fe1\u606f
\u5bf9\u4e8e\u91cd\u5927\u53d8\u66f4,\u8003\u8651\u521b\u5efa\u65b0\u5bf9\u8c61\u800c\u4e0d\u662f\u4fee\u6539\u73b0\u6709\u5bf9\u8c61
10\u3001\u95ee\u9898: \u5982\u4f55\u5728\u547d\u540d\u4e2d\u4f53\u73b0\u6570\u636e\u5b89\u5168\u548c\u9690\u79c1\u8981\u6c42
\u89e3\u51b3\u65b9\u6848:
\u5728\u654f\u611f\u6570\u636e\u5bf9\u8c61\u7684\u547d\u540d\u4e2d\u6dfb\u52a0\u7279\u5b9a\u524d\u7f00\u6216\u540e\u7f00(\u5982_pii\u8868\u793a\u4e2a\u4eba\u8eab\u4efd\u4fe1\u606f)
\u4f7f\u7528\u5143\u6570\u636e\u6807\u8bb0\u654f\u611f\u5b57\u6bb5
\u5b9e\u65bd\u57fa\u4e8e\u547d\u540d\u89c4\u5219\u7684\u8bbf\u95ee\u63a7\u5236\u7b56\u7565
\u901a\u8fc7\u89e3\u51b3\u8fd9\u4e9b\u5e38\u89c1\u95ee\u9898,\u53ef\u4ee5\u4f7f\u6570\u636e\u4ed3\u5e93\u547d\u540d\u89c4\u8303\u7684\u5b9e\u65bd\u66f4\u52a0\u987a\u5229,\u5e76\u6700\u5927\u5316\u5176\u5e26\u6765\u7684\u597d\u5904\u3002\u91cd\u8981\u7684\u662f\u8981\u4fdd\u6301\u7075\u6d3b\u6027,\u5e76\u6839\u636e\u5b9e\u9645\u60c5\u51b5\u4e0d\u65ad\u8c03\u6574\u548c\u6539\u8fdb\u547d\u540d\u7b56\u7565\u3002
\u5341\u3001\u7ed3\u8bba
\u5efa\u7acb\u548c\u5b9e\u65bd\u4e00\u4e2a\u5168\u9762\u7684\u6570\u636e\u4ed3\u5e93\u547d\u540d\u89c4\u8303\u662f\u4e00\u9879\u5177\u6709\u6311\u6218\u6027\u4f46\u53c8\u6781\u5176\u91cd\u8981\u7684\u4efb\u52a1\u3002\u5b83\u4e0d\u4ec5\u5173\u7cfb\u5230\u6570\u636e\u4ed3\u5e93\u7684\u65e5\u5e38\u8fd0\u8425\u548c\u7ef4\u62a4,\u8fd8\u76f4\u63a5\u5f71\u54cd\u5230\u6570\u636e\u7684\u53ef\u7528\u6027\u3001\u53ef\u7406\u89e3\u6027\u548c\u6574\u4f53\u8d28\u91cf\u3002\u901a\u8fc7\u672c\u6587\u7684\u8be6\u7ec6\u8ba8\u8bba,\u6211\u4eec\u53ef\u4ee5\u5f97\u51fa\u4ee5\u4e0b\u51e0\u70b9\u91cd\u8981\u7ed3\u8bba:
1\u3001\u4e00\u81f4\u6027\u662f\u5173\u952e\uff1a
\u8d2f\u7a7f\u6574\u4e2a\u6570\u636e\u4ed3\u5e93\u7684\u4e00\u81f4\u547d\u540d\u65b9\u5f0f\u53ef\u4ee5\u5927\u5927\u63d0\u9ad8\u7cfb\u7edf\u7684\u53ef\u8bfb\u6027\u548c\u53ef\u7ef4\u62a4\u6027\u3002\u8fd9\u79cd\u4e00\u81f4\u6027\u5e94\u8be5\u6db5\u76d6\u4ece\u6570\u636e\u5e93\u5230\u8868\u3001\u5b57\u6bb5,\u518d\u5230ETL\u4f5c\u4e1a\u7b49\u6240\u6709\u6570\u636e\u5bf9\u8c61\u3002
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