{"id":78008,"date":"2021-03-08T11:50:19","date_gmt":"2021-03-08T03:50:19","guid":{"rendered":"https:\/\/www.wingwill.com.tw\/?p=18541"},"modified":"2025-11-27T09:37:24","modified_gmt":"2025-11-27T01:37:24","slug":"blog-a63-data-warehouse","status":"publish","type":"products","link":"https:\/\/www.wingwill.com.tw\/en\/products\/blog-a63-data-warehouse\/","title":{"rendered":"Data Warehouse \u4e0a\u96f2\u8da8\u52e2"},"content":{"rendered":"

\u5728 2020\u5e74\u4e5d\u6708\uff0c\u8f5f\u52d5\u4e00\u6642\u7684 Snowflake IPO\u65b0\u805e\u4e8b\u4ef6\uff0c\u9023\u4ee5\u50f9\u503c\u6295\u8cc7\u898b\u9577\u7684\u5df4\u83f2\u7279 Warren Edward Buffett \u4e5f\u6295\u4e86\u81f3\u5c11\u516b\u5104\u7f8e\u91d1\uff0c\u4e09\u500b\u6708\u5f8c\u9019\u5bb6\u516c\u53f8\u7684\u80a1\u50f9\u6301\u7e8c\u4e0a\u6f32\uff0c\u7adf\u7136\u6c34\u6f32\u8239\u9ad8\u8d85\u8d8a\u4e86IBM\u8207AMD\u9019\u4e9b\u79d1\u6280\u5927\u5ee0\u3002\u672c\u6587\u4e0d\u8ac7\u6295\u8cc7\uff0c\u4f46\u662f\u6703\u5e36\u5927\u5bb6\u4f86\u4e86\u89e3\u8cc7\u6599\u5009\u5132\u5728\u96f2\u7aef\u7684\u76f8\u95dc\u61c9\u7528\uff0c\u4ee5\u53ca\u767c\u5c55\u7684\u8da8\u52e2\u3002<\/p>\n\n\n\n

\"microsoft<\/figure>\n\n\n\n

\u524d\u8a00\uff1a\u5ef6\u7e8cSnowflake \u7684\u65b0\u805e\uff0c\u5148\u7c21\u55ae\u5730\u4ecb\u7d39\u9019\u5bb6\u516c\u53f8\uff0c\u518d\u56de\u904e\u982d\u770b\u770b\u53f0\u7063\u96f2\u7aef\u7684\u767c\u5c55\u73fe\u6cc1\uff0c\u5c31\u80fd\u518d\u5c55\u958b\u8cc7\u6599\u5009\u5132\u7684\u6280\u8853\u7d30\u7bc0\u7d66\u5927\u5bb6\u2026<\/p>\n\n\n\n

\"snowflake-data-sources\"<\/figure>\n\n\n\n
  1. \u5982\u4e0a\u5716\uff0cSnowflake \u63d0\u4f9b\u4e86\u5ba2\u6236\u5728\u5546\u696d\u667a\u6167\u6240\u9700\u7684\u4e00\u689d\u9f8d\u670d\u52d9\u3002\u4f8b\u5982\uff0c\u8cc7\u6599\u5009\u5132\u4e3b\u8981\u662f\u8a2d\u8a08\u4f86\u89e3\u6c7a\u56db\u500b\u554f\u984c\uff0c\u5305\u62ec Subject-oriented\u4e3b\u984c\u5c0e\u5411(\u975e\u6b63\u898f\u5316\u88ab\u6253\u6563\u7684\u8cc7\u6599\uff0c\u800c\u4e14\u662f\u4e3b\u984c\u5f0f\u7684\u8cc7\u6599\u96c6\uff0c\u4f8b\u5982\u92b7\u552e\u3001\u5eab\u5b58\u3001\u884c\u92b7\u2026)\u3001Integrated\u6574\u5408(\u4e0d\u662f\u55ae\u7368\u90e8\u9580\uff0c\u800c\u662f\u6574\u5408\u5168\u516c\u53f8)\u3001Time-variant\u6642\u9593\u5dee\u7570\u6027(\u4f8b\u5982\u67d0\u500b\u7522\u54c1\u4e0d\u6703\u53ea\u6709\u4e00\u7b46\u4e00\u76f4\u88ab\u66f4\u65b0\u7684\u503c\uff0c\u800c\u662f\u6703\u6709\u4e0d\u540c\u6642\u9593\u9ede\u7684\u8cc7\u6599\uff0c\u4f86\u6eff\u8db3\u4f01\u696d\u5206\u6790\u7684\u9700\u6c42)\u3001Nonvolatile\u7a69\u5b9a(\u4e0d\u6703\u50cf\u5e33\u6236\u9918\u984d\u6bcf\u5206\u6bcf\u79d2\u8b8a\u4f86\u8b8a\u53bb\uff0c\u800c\u662f\u50cf\u6bcf\u5929\u7d50\u5e33\u5f8c\u7684\u91d1\u984d)\u3002OLAP\u7dda\u4e0a\u5206\u6790\u5c31\u662f\u57fa\u790e\u65bc\u8cc7\u6599\u5009\u5132\u63d0\u4f9b\u4f7f\u7528\u8005\uff0c\u5b9a\u671f\u7522\u51fa\u7684\u5206\u6790\uff0c\u4ee5\u53ca\u6eff\u8db3 Ad-hoc\u7576\u5834\u5206\u6790\u7684\u7cfb\u7d71\u3002Data science\u5247\u5305\u542b\u4e86\u50b3\u7d71\u7684 Data mining\u8207 AI\u4eba\u5de5\u667a\u6167\u2026<\/li>
  2. \u516c\u6709\u96f2\u5ee0\u5546\u70ba\u4e86\u56e0\u61c9\u5ba2\u6236\u5728\u5546\u696d\u667a\u6167\u9019\u500b\u7279\u6b8a\u9818\u57df\u7684\u8edf\u786c\u9ad4\u9700\u6c42\uff0c\u63d0\u4f9b\u4e86\u96f2\u7aef on demand \u7684\u89e3\u6c7a\u65b9\u6848\uff0c\u6709\u6548\u5730\u89e3\u6c7a\u5ba2\u6236\u5728\u6a5f\u623f\/\u786c\u9ad4\u8a2d\u5099\/\u7a7a\u9593\/\u8edf\u9ad4\u4f7f\u7528\u8005\u6388\u6b0a\u2026\u7684\u5404\u7a2e\u554f\u984c\uff0c\u5c24\u5176\u662f\u91dd\u5c0d\u9031\u671f\u6027\u7684\u55ae\u9ede\u5c16\u5cf0(\u6708\u3001\u5b63\u3001\u5e74\u5e95)\u8207\u9ad8\u6602\u7684\u8cc7\u6599\u5009\u5132\u6301\u6709\u6210\u672c\uff0c\u63d0\u51fa\u4e86\u66f4\u5f48\u6027\u5730\u6536\u8cbb\u6a21\u5f0f\u3002\u4f7f\u7528\u6642\u624d\u6536\u8cbb\u3001\u7528\u591a\u5c11\u4ed8\u591a\u5c11\u3001\u6c92\u6709\u4f4e\u6d88\u6210\u672c(\u50b3\u7d71\u8cc7\u6599\u5009\u5132\u4e00\u500b\u5c08\u6848\u90fd\u9700\u8981\u4e0a\u5343\u842c\u7684\u5efa\u7f6e\u91d1\u984d)<\/li>
  3. Snowflake \u65bc2012\u5e74\u6210\u7acb\u65bc\u7f8e\u570b\u52a0\u6d32\uff0c\u70ba\u4e86\u6eff\u8db3\u5927\u578b\u4f01\u696d\u5c0d\u65bc\u5546\u696d\u667a\u6167 BI\u7684\u9700\u6c42\uff0c\u5c24\u5176\u662f\u8457\u773c\u65bc\u4f01\u696d\u5728\u958b\u767c\u3001\u6e2c\u8a66\u3001\u4e0a\u7dda\u74b0\u5883\u91cd\u8986\u9ad8\u984d\u7684\u6295\u8cc7\u8207\u7dad\u904b\u4e0a\u6311\u6230\u8207\u56f0\u64fe\uff0c\u65bc\u4e09\u5e74\u5f8c\u5df2\u7d93\u6210\u70ba Gartner report Magic Quadrant \u9b54\u8853\u8c61\u9650\u4e2d DWaas(Data Warehouse as a Service) \u512a\u52dd\u7684\u89e3\u6c7a\u65b9\u6848\u5ee0\u5546\u3002\u62dc\u96f2\u7aef\u79d1\u6280\u7684\u666e\u53ca\uff0c\u63a5\u4e0b\u4f86\u7684\u5e7e\u5e74\uff0c\u9664\u4e86\u80fd\u540c\u6642\u652f\u63f4\u4e09\u5bb6\u4e3b\u6d41\u7684\u516c\u6709\u96f2(AWS, Azure, GCP)\uff0c\u505a\u5230\u8de8\u96f2\u5730\u7684\u8cc7\u6599\u4ea4\u63db\u3001\u8cc7\u6599\u63a2\u7d22\uff0c\u4ee5\u6700\u5feb\u901f\u4fbf\u6377\u7684\u65b9\u5f0f\u5c0e\u5165\u8cc7\u6599\u5009\u5132\uff0c\u4e26\u4e14\u4e0d\u6703\u88ab\u67d0\u4e00\u5bb6\u516c\u6709\u96f2\u5ee0\u5546\u800c\u7d81\u4f4f\u3002\u6240\u4ee5\u80fd\u5f9e\u5927\u578b\u4f01\u696d\u8fc5\u901f\u5730\u64f4\u5c55\u81f3\u4e2d\u5c0f\u4f01\u696d\u3002\u4e26\u4e14\u96a8\u8457\u5176\u696d\u52d9\u7684\u5feb\u901f\u6210\u9577\uff0c\u751a\u81f3\u9084\u80fd\u5438\u5f15\u5230\u96f2\u7aef\u7684\u5de8\u64d8 Salesforce \u7684\u6295\u8cc7\u6210\u70ba\u5176\u4e3b\u8981\u7684\u80a1\u6771\uff0c\u7136\u5f8c\u53c8\u9806\u5229\u7684\u8d70\u4e0a IPO\u5eb7\u838a\u5927\u9053\uff0c\u9054\u5230\u65b0\u7684\u91cc\u7a0b\u7891\u2026<\/li>
  4. Microsoft \u96d6\u7136\u6c92\u6709\u6b63\u5f0f\u5ba3\u4f48\u5728 SQL Server MPP\u4e00\u9ad4\u6a5f\u7684\u7279\u6b8a\u7248\u672c(\u4f8b\u5982\u65e9\u671f\u7684 PWD, APS)\u505c\u7522\uff0c\u4f46\u662f\u4f60 Road map \u4e2d\u4e0d\u96e3\u767c\u73fe\uff0c\u4ee5\u53caAPS \u5b98\u7db2\u7684 Redirect \u7db2\u9801\u7684\u518d\u5c0e\u5411\uff0c\u96f2\u7aef\u7684 Azure Synapse Analytics \u7522\u54c1\u624d\u662f\u76ee\u524d\u7684\u4e2d\u6d41\u7825\u67f1\u3002<\/li><\/ol>\n\n\n\n
    \"learn<\/figure>\n\n\n\n
    1. \u5373\u4f7f\u516c\u6709\u96f2\u5ee0\u5546\u9678\u9678\u7e8c\u7e8c\u5730\u5728\u53f0\u7063\u843d\u5730\uff0c\u4f46\u7531\u65bc\u5148\u5929\u4e0a\u53f0\u7063\u7684\u4eba\u53e3\u7a20\u5bc6\u8207\u7269\u6d41\u7684\u4fbf\u6377\uff0c\u518d\u52a0\u4e0a\u512a\u5148\u8003\u91cfCP\u503c\u7684\u4f01\u696d\u6587\u5316\uff0c\u9020\u6210\u4e86\u53f0\u7063\u5728\u96f2\u7aef\u666e\u53ca\u7387\u4f4e\u65bc\u4e94\u6210\u7684\u73fe\u8c61\uff0c\u5c24\u5176\u662f\u65b0\u7af9\u4ee5\u5317\u8207\u4ee5\u5357\u5b58\u5728\u8457\u6975\u5927\u7684\u5dee\u7570\u3002\u672a\u4f86\u53f0\u7063\u5357\u90e8\u7684\u96f2\u7aef\u5e02\u5834\u4e0a\u9084\u6709\u5f88\u5927\u7684\u6210\u9577\u7a7a\u9593\u2026<\/li><\/ol>\n\n\n\n

      \u8cc7\u6599\u5009\u5132\u61c9\u7528\u60c5\u5883\uff1a<\/strong><\/p>\n\n\n\n

      \"\u8cc7\u6599\u5009\u5132\u61c9\u7528\u60c5\u5883\"<\/figure>\n\n\n\n

      \u5728\u4e0a\u5716\u4e2d\uff0c\u7d05\u8272\u7684\u5340\u57df\u662f\u5fae\u8edf\u5c07\u5546\u696d\u667a\u6167\u61c9\u7528\u60c5\u5883\u7684\u6b78\u7d0d\u3002\u4e00\u822c\u4f86\u8aaa\uff0c\u5b83\u4f9d\u5e8f\u53ef\u80fd\u6703\u9019\u6a23\u7684\u767c\u751f\uff1a<\/p>\n\n\n\n

      1. \u96c6\u4e2d\u5f0f\u7684\u7ba1\u7406\uff1a\u4f01\u696d\u900f\u904e\u624b\u52d5\u63a5\u8457\u662f\u81ea\u52d5\u5316\u7684\u65b9\u5f0f\uff0c\u5c07 Operation \u71df\u904b\u7aef\u7684\u8cc7\u6599\u8490\u96c6\uff0c\u7136\u5f8c\u900f\u904e\u5f85\u6703\u8981\u4ecb\u7d39\u7684\u7da0\u8272\u5340\u57df\uff0c\u8f49\u63db\u70ba Business \u6c7a\u64da\u652f\u63f4\u7684\u6578\u64da\uff0c\u7531\u4e0a\u800c\u4e0b\uff0c\u5411\u4f01\u696d\u5167\u90e8\u9032\u884c\u6230\u7565\u6c7a\u7b56\u7684\u50b3\u9054<\/li>
      2. \u81ea\u52a9\u5206\u6790\uff1a\u4e0d\u540c\u7684\u90e8\u9580\uff0c\u61c9\u7528\u96c6\u4e2d\u7ba1\u7406\u7684 Data mart \u8cc7\u6599\u8d85\u5e02\u8cc7\u6599\uff0c\u4ee5\u81ea\u5df1\u7684\u89d2\u5ea6\u9032\u884c\u5206\u6790\uff0c\u7522\u51fa\u6230\u8853\u6027\u7684\u6578\u64da<\/li>
      3. \u591a\u4eba\u5354\u4f5c\uff1a\u900f\u904e\u6b0a\u9650\u7684\u7ba1\u7406\uff0c\u5c07\u6230\u7565\u3001\u6230\u8853\u7684\u6578\u64da\u505a\u8de8\u90e8\u9580\u6216\u662f\u90e8\u9580\u5167\u7684\u96c6\u601d\u5ee3\u7fa9\uff0c\u8b93\u6c7a\u7b56\u66f4\u52a0\u7684\u5468\u56b4\u8207\u5b8c\u6574<\/li>
      4. \u96a8\u624b\u53ef\u5f97\u7684\u884c\u52d5\u61c9\u7528\uff1a\u900f\u904e Web \u6216\u662f\u624b\u6a5f App \u7684\u67b6\u69cb\uff0c\u8b93\u54e1\u5de5\u53ef\u4ee5\u96a8\u6642\u96a8\u5730\u7684\u96c6\u601d\u5ee3\u7fa9<\/li>
      5. \u4eba\u5de5\u667a\u6167\u7684\u9810\u6e2c\uff1a\u4ee5\u50b3\u7d71\u7684 Data mining \u6216\u662f Machine learning\u6280\u8853\uff0c\u4ee5\u5229\u6c7a\u7b56\u7684\u652f\u63f4\u80fd\u66f4\u5177\u524d\u77bb\u6027<\/li><\/ol>\n\n\n\n

        \u5728\u4e0a\u5716\u4e2d\uff0c\u7da0\u8272\u7684\u5340\u57df\u662f\u5fae\u8edf\u5c07\u5546\u696d\u667a\u6167\u5728\u67e5\u8a62\u6280\u8853\u7684\u61c9\u7528\u3002\u5305\u62ec\u4e86\uff1a<\/p>\n\n\n\n

        1. ETL(Extract\/ Transform\/ Load)\uff1a\u5728\u975e Hadoop \u7684\u74b0\u5883\u4e0b\uff0c\u8cc7\u6599\u7531 OLTP\u9032\u5165 OLAP\u4f9d\u5e8f\u4f9d\u64da\u5546\u696d\u908f\u8f2f\uff0c\u4f86\u9032\u884c\u8cc7\u6599\u9023\u63a5\u8207\u8403\u53d6\u3001\u8cc7\u6599\u6e05\u7406\u8207\u8f49\u63db\u3001\u8cc7\u6599\u8f09\u5165(\u5305\u542b Truncate\u518d\u91cd\u65b0\u532f\u5165) \u4e09\u5927\u6d41\u7a0b <\/li>
        2. \u55ae\u4e00\u8cc7\u6599\u6e90\u7684\u67e5\u8a62\uff1a\u57fa\u790e\u65bcCube \u6216\u662f Tabular \u7684\u6a21\u578b\uff0c\u900f\u904e\u7c21\u55ae\u7684 SQL \u6216\u662f DMX(Data Mining Extensions) \u8a9e\u6cd5\u67e5\u8a62\uff0c\u4f86\u53d6\u5f97\u6240\u9700\u8cc7\u6599 <\/li>
        3. \u8de8\u8cc7\u6599\u6e90\u7684\u67e5\u8a62(\u88dc\u5145)\uff1a\u4ee5 Data virtualization \u6280\u8853\u5728 on the fly \u7684\u60c5\u6cc1\u4e0b\uff0c\u4f86\u53d6\u5f97\u6240\u9700\u7684\u8cc7\u6599 <\/li>
        4. \u8cc7\u6599\u54c1\u8cea\uff1a\u4ee5\u5b57\u5178\u3001Knowledge based\u3001\u81ea\u7136\u8a9e\u8a00\u3001Fuzzy\u7684\u65b9\u5f0f\uff0c\u4f86\u4fee\u6b63\u4eba\u5de5\u7684 Key in \u932f\u8aa4\uff0c\u4ee5\u63d0\u5347\u8cc7\u6599\u7684\u6b63\u78ba\u6027 <\/li>
        5. \u8cc7\u6599\u6574\u5408\uff1a\u5728 No code \u7684\u524d\u984c\u4e0b\uff0c\u6574\u5408\u4f01\u696d\u4e2d\u4e0d\u540c\u61c9\u7528\u7cfb\u7d71\uff0c\u4ee5\u6eff\u8db3\u4f7f\u7528\u8005\u5c0d\u65bc\u8cc7\u6599\u7684\u61c9\u7528\u9700\u6c42\uff0c\u4f8b\u5982 ERP, CRM, MRP, MES, KM \u2026<\/li><\/ol>\n\n\n\n

          \u5728\u4e0a\u5716\u4e2d\uff0c\u6a58\u8272\u7684\u5340\u57df\u662f\u5fae\u8edf\u5c07\u5546\u696d\u667a\u6167\u5728\u67e5\u8a62\u6280\u8853\u7684\u61c9\u7528\u3002\u5305\u62ec\u4e86\uff1a\u95dc\u806f\u5f0f\u8cc7\u6599\u5eab\u3001\u975e\u95dc\u806f\u5f0f\u8cc7\u6599\u5eab\u3001OLAP\u3001Streaming\u4e32\u6d41\u8cc7\u6599\u3001\u4f01\u696d\u5167\u5916\u90e8\u2026\u7b49\u4f86\u6e90\u7684\u7d50\u69cb\u5316\u8207\u975e\u7d50\u69cb\u5316\u8cc7\u6599<\/p>\n\n\n\n

          \u8cc7\u6599\u5009\u5132\u7cfb\u7d71\u67b6\u69cb\uff1a<\/strong><\/p>\n\n\n\n

          \"Data<\/figure>\n\n\n\n

          \u4ee5\u4e0b\u6211\u5011\u5c07\u4ecb\u7d39 Data Warehouse (\u4e0a\u5716\u7d05\u8272\u6846\u6846\u7684\u5340\u57df)\u5176\u4e2d\u7684\u6280\u8853\u67b6\u69cb\uff0c\u82e5\u5c0d\u4e0a\u5716\u7684\u5168\u8c8c\u6709\u8208\u8da3\u8005\uff0c\u53ef\u4ee5\u53c3\u8003\u4e4b\u524d\u5beb\u7684\u6587\u7ae0<\/a>
          <\/p>\n\n\n\n

          \u5982\u679c\u9810\u7b97\u8db3\u5920\uff0c\u4f01\u696d\u5c07\u6703\u63a1\u7528 MPP(Massively Parallel Processing) \u67b6\u69cb\u4e00\u9ad4\u6a5f\u7684\u89e3\u6c7a\u65b9\u6848\uff0c\u4ee5\u5730\u7aef\u7684 Microsoft  APS(Analytics Platform System) \u70ba\u4f8b(\u524d\u8eab\u70ba Parallel Data Warehouse \u7e2e\u5beb\u70baPDW)\uff0c\u4f01\u696d\u9700\u8981\u4f48\u7f72 Control node\u8207 Compute node\u4f86\u9032\u884c\u5206\u6563\u5f0f\u7684\u904b\u7b97\u3002\u7d93\u904e\u6bd4\u8f03 MPP \u6bd4\u8d77\u50b3\u7d71\u7684 SMP(Symmetric Multi-Processing) \u5927\u7d04\u53ef\u4ee5\u5feb\u4e0a50\u500d<\/p>\n\n\n\n

          \"Microsoft<\/figure>\n\n\n\n

          \u518d\u5c55\u958b\u5176\u7d30\u7bc0<\/strong><\/p>\n\n\n\n

          \"Microsoft<\/figure>\n\n\n\n

          \u8cc7\u6599\u5009\u5132\u8cc7\u6599\u6d41\uff1a
          <\/strong>\u8cc7\u6599\u5b58\u5132\u7cfb\u7d71\u662fMySql\u3001Oracle\u3001SQL Server\u9084\u662f\u5176\u4ed6\u7cfb\u7d71\u3002 \u8cc7\u6599\u5009\u5eab\u7d50\u69cb\u53ca\u5404\u5eab\u8868\u5982\u4f55\u95dc\u806f\uff0c\u661f\u578b\u3001\u96ea\u82b1\u578b\u9084\u662f\u5176\u4ed6\u3002\u7d30\u7bc0\u53ef\u4ee5\u53c3\u8003\u5fae\u8edf\u5b98\u7db2\u505a\u5ef6\u4f38\u7684\u95b1\u8b80\u2026 \u900f\u904e Fact table (Measure \u5927\u591a\u70ba\u6578\u503c\u578b\u6b04\u4f4d)\u70ba\u4e2d\u5fc3\uff0cDimension (\u53c8\u53ef\u7a31\u70ba\u985e\u5225\u578b\uff0c\u5927\u591a\u70ba\u6587\u5b57\u578b\u6b04\u4f4d)\u70ba\u5468\u908a\u3002\u9019\u6a23\u7684\u8a2d\u8a08\u53ef\u4ee5\u517c\u5177\uff0c\u672a\u4f86\u8cc7\u6599\u7a7a\u9593\u7684\u6210\u9577(Fact table \u6210\u9577\u7684\u6bd4\u8f03\u5feb)\u3001\u8cc7\u6599\u7279\u6027\u7684\u5340\u5206(\u8cc7\u6599\u5b58\u5132\u8207\u7d22\u5f15\u6bd4\u8f03\u6709\u6548\u7387)\u3001\u6613\u65bc\u8b8a\u5316\u8cc7\u6599\u7684\u9846\u7c92\u5ea6(\u5f9e\u81f3\u9ad8\u9ede\uff0c\u9010\u6f38\u5f80\u4e0b\u5c55\u958b)\u2026\u7b49\u512a\u52e2<\/p>\n\n\n\n

          \"star-schema-example1\"<\/figure>\n\n\n\n

          \u56e0\u6b64 Star schema \u7684\u95dc\u806f\u6027\u5c31\u6703\u662f\u7531\u4e2d\u5fc3\u4e00\u5c0d\u5468\u570d\u591a\u560d\uff01<\/p>\n\n\n\n

          \"star-schema-example2\"<\/figure>\n\n\n\n

          \u50cf\u662f\u968e\u5c64\u5f0f\u7684\u7522\u54c1\u5927\u985e\u3001\u7522\u54c1\u5b50\u985e\u3001\u7522\u54c1\u540d\u7a31\uff0c\u5c31\u5f88\u9069\u5408Snowflake<\/p>\n\n\n\n

          \"snowflake-design\"<\/figure>\n\n\n\n

          \u751f\u7522\u8cc7\u6599\u5eab\u63a5\u6536\u8cc7\u6599\u6642\u662f\u5426\u6709\u4e00\u5b9a\u898f\u5247\uff0c\u6bd4\u5982\u53ea\u63a5\u6536\u7279\u5b9a\u985e\u578b\u6b04\u4f4d\u3002
          \u751f\u7522\u8cc7\u6599\u5eab\u9762\u5c0d\u7570\u5e38\u503c\u5982\u4f55\u8655\u7406\uff0c\u5f37\u5236\u8f49\u63db\u3001\u7559\u7a7a\u9084\u662f\u8fd4\u56de\u932f\u8aa4\u3002
          \u751f\u7522\u8cc7\u6599\u5eab\u53ca\u8cc7\u6599\u5009\u5eab\u7cfb\u7d71\u5982\u4f55\u5b58\u5132\u8cc7\u6599\uff0c\u540d\u7a31\u3001\u542b\u7fa9\u3001\u985e\u578b\u3001\u9577\u5ea6\u3001\u7cbe\u5ea6\u3001\u662f\u5426\u53ef\u70ba\u7a7a\u3001\u662f\u5426\u552f\u4e00\u3001\u5b57\u5143\u7de8\u78bc\u3001\u7d04\u675f\u689d\u4ef6\u898f\u5247\u662f\u4ec0\u9ebc\u3002
          \u63a5\u89f8\u5230\u7684\u8cc7\u6599\u662f\u539f\u59cb\u8cc7\u6599\u9084\u662fETL\u5f8c\u7684\u8cc7\u6599\uff0cETL\u898f\u5247\u662f\u4ec0\u9ebc\u3002
          \u8cc7\u6599\u5009\u5eab\u8cc7\u6599\u7684\u66f4\u65b0\u66f4\u65b0\u6a5f\u5236\u662f\u4ec0\u9ebc\uff0c\u5168\u91cf\u66f4\u65b0\u9084\u662f\u589e\u91cf\u66f4\u65b0\u3002
          \u4e0d\u540c\u8cc7\u6599\u5eab\u548c\u5eab\u8868\u4e4b\u9593\u7684\u540c\u6b65\u898f\u5247\u662f\u4ec0\u9ebc\uff0c\u54ea\u4e9b\u56e0\u7d20\u6703\u9020\u6210\u8cc7\u6599\u5dee\u7570\uff0c\u5982\u4f55\u8655\u7406\u5dee\u7570\u7684\u3002<\/p>\n\n\n\n

          \u8cc7\u6599\u5009\u5132\u4e3b\u8981 Player\uff1a<\/strong><\/p>\n\n\n\n

          \"magic-quadrant-for-data-management-solutions-gartner\"<\/figure>\n\n\n\n

          \u8cc7\u6599\u5009\u5132\u4e0a\u96f2\u7684\u597d\u8655\uff1a<\/strong><\/p>\n\n\n\n

          \"\u8cc7\u6599\u5009\u5132\u4e0a\u96f2\u7684\u597d\u8655\"<\/figure>\n\n\n\n
          1. \u4f01\u696d\u7b49\u7d1a\u7684\u96f2\u7aef\u8cc7\u6599\u5009\u5132\u670d\u52d9\uff1a\u9664\u4e86\u5c0b\u627e\u9ad8\u53ef\u7528\u6027\u7684\u89e3\u6c7a\u65b9\u6848\uff0c\u4f01\u696d\u66f4\u5e0c\u671b\u53ef\u4ee5\u82b1\u9322\u8cb7\u5230\u5c08\u696d\u7684\u670d\u52d9\u4f86\u6d88\u9664\u5c08\u6848\u4e2d\u7684\u4e0d\u78ba\u6027\u98a8\u96aa\uff0cAzure \u5c31\u80fd\u63d0\u4f9b\u4e86\u9019\u6a23\u7684\u89e3\u6c7a\u65b9\u6848<\/li>
          2. \u80fd\u5c07\u5132\u5b58\u8207\u904b\u7b97\u5206\u958b\u8a08\u50f9\uff1a\u9019\u662f\u96f2\u7aef\u5f88\u57fa\u790e\u7684\u512a\u52e2\uff0c\u5728\u50b3\u7d71\u7684\u5730\u7aef\u67b6\u69cb\u4e0b\uff0c\u53d7\u9650\u65bc\u786c\u9ad4\u63d2\u69fd\u7684\u6578\u91cf\u9650\u5236\uff0c\u6240\u4ee5 CPU + RAM \u7684\u904b\u7b97\u91cf\u8207\u786c\u789f\u7684\u5132\u5b58\u7a7a\u9593\u4e5f\u6703\u662f\u5ba2\u6236\u7684\u56f0\u64fe\u4e4b\u4e00\uff0c\u4f8b\u5982\u8cc7\u6599\u91cf\u5927\uff0c\u5373\u4f7f\u8a08\u7b97\u76ee\u524d\u4e0d\u8907\u96dc\uff0c\u9084\u662f\u8981\u63a1\u8cfc\u5927\u91cf\u7684\u904b\u7b97\u8cc7\u6e90\uff0c\u4ee5\u514d\u5c07\u4f86\u7684\u64f4\u5145\u6210\u672c\u6216\u662f\u63a1\u8cfc lead time \u592a\u9577\u62d6\u5f88\u4e45\u624d\u5230\u8ca8\u2026<\/li>
          3.  \u53ef\u66ab\u505c\u670d\u52d9\u4f86\u7bc0\u7701\u6210\u672c\uff1a\u96f2\u7aef\u5f37\u8abf\u7528\u591a\u5c11\u7b97\u591a\u5c11\uff0c\u4f46\u7528\u7562\u5982\u679c\u4f60\u79fb\u5f97\u4e0d\u5920\u4e7e\u6de8\u80fd\u662f\u8981\u7b97\u9322\u3002\u4f46\u662f\u5fae\u8edf\u5c0d\u65bc\u9ad8\u55ae\u50f9\u7684\u96f2\u7aef\u8cc7\u6599\u5009\u5132\uff0c\u63d0\u4f9b\u4e86\u8f03\u5f48\u6027\u7684\u8a08\u50f9\uff0c\u7576\u4f60\u6309\u4e0b\u66ab\u505c\uff0c\u4e00\u5207\u5c31\u975c\u6b62\u4e86\u3002\u6bd4\u8d77 VM \u865b\u64ec\u6a5f\u5668\uff0c\u70ba\u4e86\u7bc0\u7701\u6210\u672c\uff0c\u4f60\u9700\u8981\u5378\u9664\u96f2\u7aef\u7684\u7db2\u8def\u3001IP\u3001\u904b\u7b97\u898f\u683c\u3001\u5132\u5b58\u7a7a\u9593\u2026\u7b49\u52d5\u4f5c\uff0c\u4f60\u53ea\u9700\u8981\u6301\u7e8c\u5730\u7e73\u7d0d\u5c11\u5c11\u7684 Azure data storage \u4e26\u6309\u4e0b Resume \u56de\u5fa9\uff0c\u5c31\u80fd\u8d95\u5feb\u7b97\u51fa\u6708\u7d50\u5206\u6790\uff0c\u4e0d\u5fc5\u518d\u8cbb\u5fc3 Debug \u54ea\u500b\u74b0\u5883\u7d30\u7bc0\u6c92\u6709\u88ab\u91cd\u65b0\u5efa\u7f6e\u56de\u4f86\u2026<\/li>
          4. \u900f\u904e PolyBase \u6574\u5408\u8cc7\u6599\u66f4\u65b9\u4fbf\uff1a\u57fa\u790e\u65bc\u5730\u7aef\u5df2\u7d93\u767c\u5c55\u591a\u5e74\u7684\u6280\u8853\uff0c\u5728\u96f2\u7aef\u53ef\u4ee5\u8f15\u6613\u5730\u4eab\u53d7 Data virtualiaztion \u7684\u4fbf\u5229\u8207\u597d\u8655<\/li>
          5. \u652f\u63f4 Hybrid infrastructure\uff1a\u8b93\u4f01\u696d\u7684\u5546\u696d\u6a21\u5f0f\u4e0d\u540c\u9650\uff0c\u4e0d\u7ba1\u662f Cloud native\u7684\u65b0\u5275\uff0c\u9084\u662f\u767e\u5e74\u4f01\u696d\uff0c\u5168\u96f2\/\u5168\u5730\/\u96f2\u5730\u5404\u534a\u2026 \u5728Azure \u7684\u74b0\u5883\u4e0b\u90fd\u80fd\u652f\u63f4<\/li><\/ol>\n\n\n\n

            \u8cc7\u6599\u5009\u5132\u767c\u5c55\u8da8\u52e2\uff1a<\/strong><\/p>\n\n\n\n

            \u9664\u4e86\u8cc7\u6599\u5206\u6790\u7684\u672c\u8cea\uff0c\u96a8\u8457\u6cd5\u898f\u8207\u4f01\u696d\u71df\u904b\u7684\u8907\u96dc\u5316\uff0c\u9084\u5e36\u51fa\u4e86\u8a31\u591a\u9031\u908a\u7684\u9700\u6c42\u2026<\/p>\n\n\n\n

            1. \u4f01\u696d\u8cc7\u6599\u670d\u52d9\u6574\u5408<\/li>
            2. \u6392\u7a0b\u4f5c\u696d\u81ea\u52d5\u5316<\/li>
            3. \u5143\u6578\u64da\u7ba1\u7406<\/font><\/font><\/li>
            4. \u8cc7\u6599\u4fdd\u8b77\u8207\u6cd5\u898f\u9075\u5faa<\/li>
            5. \u8cc7\u6599\u54c1\u8cea\u7ba1\u7406<\/li>
            6. \u5927\u6578\u64da\u754c\u63a5\u8207\u7ba1\u7406<\/li>
            7. \u6587\u5b57\u63a2\u52d8<\/font><\/font><\/li><\/ol>\n\n\n\n

              \u7d50\u8ad6\uff1a<\/strong><\/p>\n\n\n\n

              \u96a8\u8457 Power BI\u3001Tableau\u2026\u7b49\u8cc7\u6599\u8996\u89ba\u5316\u7684\u5f37\u8005\uff0c\u88e1\u9762\u5167\u5efa\u7684 VertiPaq \u6216\u662f Hyper\u6280\u8853\uff0c\u8b93\u53f0\u7063\u7684\u8a31\u591a\u4e2d\u5c0f\u4f01\u696d\uff0c\u5728\u8cc7\u6599\u91cf\u4e0d\u5927(\u5c0f\u65bc20TB)\u7684\u72c0\u6cc1\u4e0b\uff0c\u900f\u904e ODS \u77ed\u671f\u5167\u5c31\u80fd\u505a\u51fa\u4e0d\u932f\u7684\u5546\u696d\u667a\u6167\u6210\u6548\u4e86\u3002\u96a8\u8457\u6642\u9593\uff0c\u4f60\u6703\u767c\u73fe\u6c92\u6709\u5c08\u696d\u7684BI\u5831\u8868\u8a2d\u8a08\u5e2b\u3001DBA\u3001Cloud\u5c08\u5bb6\u7684\u8077\u52d9\u914d\u7f6e\uff0c\u5831\u8868\u6703\u5c31\u6703\u6108\u8dd1\u6108\u6162\u3002\u6240\u5e78\u96f2\u7aef\u4e0d\u50cf\u5730\u7aef\uff0c\u53ef\u80fd\u8981\u6d6a\u8cbb\u4e4b\u524d\u7684\u6295\u8cc7\uff0c\u91cd\u8cb7\u66f4\u5927\u7684\u4f3a\u670d\u5668\u4f86\u89e3\u6c7a\uff0c\u53ea\u8981\u52a0\u9322\u52a0\u9805\u76ee\u5c31\u53ef\u4ee5\u89e3\u6c7a\u3002\u4f46\u662f\u5982\u679c\u4f60\u662f\u4e8c\u5cb8\u4e09\u5730\u7684\u53f0\u5546\uff0c\u53c8\u6709\u5c08\u7dda\u3001\u8cc7\u6599\u7de8\u78bc(GB\u3001Big5\u3001UTF16)\u3001ERP\u3001MES\u8cc7\u6599\u540c\u6b65\u7684\u9700\u6c42\uff0c\u8cc7\u6599\u5009\u5132\u8207OLAP\u624d\u80fd\u89e3\u6c7a\u4f60\u7684\u554f\u984c\u3002 <\/p>\n\n\n\n

              \u8cc7\u6599\u5c31\u50cf\u6c34\u4e00\u6a23\uff0c\u5728\u4f60\u5c07\u8cc7\u6599\u96c6\u4e1f\u9032\u8996\u89ba\u5316\u5de5\u5177\u4e4b\u524d\uff0c\u8acb\u5148\u60f3\u4e00\u4e0b\u4f60\u7684\u539f\u6599\uff01\u5206\u6790\u6642\uff0c\u5728\u6c34\u4e0d\u591a\u6642 Excel \u5c31\u53ef\u4ee5\u641e\u5b9a\uff1b\u9047\u5230\u4e0d\u540c\u7684\u5730\u5f62\u5730\u8c8c\uff0c\u6c34\u958b\u59cb\u6709\u4e86\u8edf\u6c34\u3001\u786c\u6c34\u3001\u6de1\u6c34\u3001\u6d77\u6c34\uff1b\u4f60\u9700\u8981\u80fd\u898f\u5283\u51fa\uff0c\u5152\u7ae5\u6c60(\u6700\u8fd1\u4e09\u500b\u6708\u6216\u662f\u6bcf\u534a\u5c0f\u6642\u4e00\u6b21\u7684\u6230\u5831)\u3001\u6210\u4eba\u6c60(\u71b1\u8cc7\u6599\u5340\uff0c\u900f\u904e\u8fd1\u4e8c\u5e74\u7684\u8cc7\u6599\uff0c\u53ef\u652f\u63f4\u4f01\u696d\u9032\u884c\u77ed\u671f\u6c7a\u7b56)\u3001\u4e94\u516c\u5c3a\u6f5b\u6c34\u6c60(\u51b7\u8cc7\u6599\u5340\uff0c\u5b58\u653e\u5927\u91cf\u6b77\u53f2\u8cc7\u6599\uff0c\u53ef\u652f\u63f4\u4f01\u696d\u9032\u884c\u4e2d\u9577\u671f\u6c7a\u7b56)\u3001SPA\u6c60(\u5916\u90e8\u8cc7\u6599\uff0c\u5929\u6c23\u3001\u65b0\u805e\u2026\u7b49\u516c\u958b\u8cc7\u8a0a\u6216\u4ed8\u8cbb\u7684\u7522\u696d\u5206\u6790\uff0c\u4f86\u5354\u52a9\u8861\u91cf\u4f01\u696d\u81ea\u8eab\u8207\u7af6\u722d\u5c0d\u624b\u7684\u5dee\u8ddd\uff0c\u6216\u662f\u9032\u884c\u4eba\u5de5\u667a\u6167\u5206\u6790)\u3001\u84b8\u6c7d\u5ba4(Streaming data \u5373\u6642\u6230\u60c5\u5ba4)\uff0c\u65b9\u80fd\u96a8\u5fc3\u6240\u6b32\uff0c\u5118\u60c5\u5206\u6790\uff01<\/p>\n\n\n\n

              \u767c\u4f48\u65e5\u671f : 2021-03-08
              \u672c\u6587\u7d93\u5408\u4f5c\u5925\u4f34 \u6388\u6b0a\u8f49\u8f09\u81ea Data Warehouse \u4e0a\u96f2\u8da8\u52e2<\/a><\/span> (Christian Lee)<\/p>","protected":false},"excerpt":{"rendered":"

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