{"id":947,"date":"2020-04-08T18:49:36","date_gmt":"2020-04-08T10:49:36","guid":{"rendered":"http:\/\/cleardatascience.com\/build-your-own-best-fit-data-repository\/"},"modified":"2020-04-09T10:14:42","modified_gmt":"2020-04-09T02:14:42","slug":"%e5%bb%ba%e7%ab%8b%e6%9c%80%e8%b2%bc%e5%bf%83%e7%9a%84%e6%95%b8%e6%93%9a%e5%ad%98%e5%8f%96%e5%b9%b3%e5%8f%b0","status":"publish","type":"post","link":"https:\/\/cleardatascience.com\/zh-hant\/%e5%bb%ba%e7%ab%8b%e6%9c%80%e8%b2%bc%e5%bf%83%e7%9a%84%e6%95%b8%e6%93%9a%e5%ad%98%e5%8f%96%e5%b9%b3%e5%8f%b0\/","title":{"rendered":"\u5efa\u7acb\u6700\u8cbc\u5fc3\u7684\u6578\u64da\u5b58\u53d6\u5e73\u53f0"},"content":{"rendered":"<p>\u532f\u667a\u6578\u64da\u79d1\u5b78\u7684\u6280\u8853\u5718\u968a\uff0c\u662f\u9577\u671f\u6df7\u5408\u4f7f\u7528\u5546\u7528\u8edf\u4ef6\u53ca\u958b\u6e90\u8edf\u4ef6\u4f5c\u70ba\u63d0\u4f9b\u4e88\u5ba2\u6236\u7684\u65b9\u6848\u53ca\u5c08\u696d\u670d\u52d9\u6642\u4f7f\u7528\u3002<\/p>\n<p>\u57fa\u65bc\u958b\u6e90\u8edf\u4ef6\u7684\u6280\u8853\u6025\u901f\u767c\u5c55\uff0c\u53ef\u4ee5\u6709\u66f4\u591a\u7684\u9078\u64c7\u8b93\u4f01\u696d\u53ca\u6a5f\u69cb\u7528\u4f5c\u5efa\u7acb\u6578\u64da\u5009\u5eab\u53ca\uff0f\u6216\u5927\u6578\u64da\u5e73\u53f0\u3002\u9019\u88e1\u6709\u5e7e\u500b\u7531\u6211\u5011\u6280\u8853\u5718\u968a\u5efa\u7acb\u7684\u5be6\u969b\u6848\u4f8b\uff1a<\/p>\n<ol>\n<li>\u73fe\u4ee3\u6578\u64da\u5009\u5eab (Modern Data Warehouse)<\/li>\n<li>\u7269\u806f\u7db2\u4f7f\u7528\u7684NoSQL\u6578\u64da\u5eab (NoSQL Database for IoT)<\/li>\n<li>\u5927\u6578\u64da\u5132\u5b58 (Big Data Repository)<\/li>\n<li>\u6578\u64da\u6e56\u6cca (Data Lake)<\/li>\n<\/ol>\n<p><strong>\u73fe\u4ee3\u6578\u64da\u5009\u5eab<\/strong><\/p>\n<p>\u5728\u4eca\u5e74\uff0c\u6211\u5011\u5229\u7528\u4e86PostgreSQL\u8cc7\u6599\u5eab\u53bb\u70ba\u4e00\u5bb6\u8cc7\u7522\u7ba1\u7406\u516c\u53f8\u5efa\u7acb\u4e00\u500b\u73fe\u4ee3\u6578\u64da\u5009\u5eab\u3002\u9019\u500bPostgreSQL\u6578\u64da\u5eab\uff0c\u5728\u4e00\u500b\u5168SSD\u7684\u4f3a\u670d\u5668\u7fa4\u96c6\u4e4b\u4e0a\u5b58\u53d6\u5546\u54c1\u50f9\u683c\u53ca\u4ea4\u6613\u6b77\u53f2\u3002\u7f6e\u65bc\u4e00\u500b\u73fe\u4ee3\u6578\u64da\u5009\u5eab\uff0c\u5b83\u662f\u61c9\u7576\u53ef\u4ee5\u63a5\u5408Apache Cassandra\u6216Hadoop\u7684\u5927\u6578\u64da\u5e73\u53f0\u7528\u4f86\u5132\u5b58\u534a\u7d50\u69cb\u6027\u751a\u6216\u662f\u975e\u7d50\u69cb\u6027\u6578\u64da\uff0c\u4ee5\u4fbf\u672a\u4f86\u9032\u4e00\u6b65\u62d3\u5c55\u3002PostgreSQL\u662f\u4e00\u500b\u975e\u5e38\u597d\u7684\u65b9\u6848\uff0c\u9084\u6709\u53e6\u4e00\u500b\u958b\u6e90\u6578\u64da\u5eab\u4f9b\u61c9\u5546MariaDB\u4f5c\u70ba\u53e6\u4e00\u500b\u53ef\u9760\u7684\u9078\u9805\uff0c\u73fe\u6642\u7684\u958b\u6e90\u8edf\u4ef6\u4e5f\u6709\u4e0d\u5c11\u63d0\u4f9b\u4f01\u696d\u7d1a\u7684\u6280\u8853\u652f\u63f4\u670d\u52d9\u3002\u3000\u4e0d\u904e\uff0c\u6700\u65b0\u7248\u672c\u7684MariaDB\uff0c\u5df2\u7d93\u4e0d\u518d\u5b98\u65b9\u652f\u63f4Apache Cassandra NoSQL\u7684\u76f4\u63a5\u9023\u7dda\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-940 size-full aligncenter\" src=\"https:\/\/cleardatascience.comwp-content\/uploads\/2020\/04\/cleardatascience-moderndata_warehouse.png\" alt=\"\" width=\"624\" height=\"351\" srcset=\"https:\/\/cleardatascience.com\/wp-content\/uploads\/2020\/04\/cleardatascience-moderndata_warehouse.png 624w, https:\/\/cleardatascience.com\/wp-content\/uploads\/2020\/04\/cleardatascience-moderndata_warehouse-300x169.png 300w, https:\/\/cleardatascience.com\/wp-content\/uploads\/2020\/04\/cleardatascience-moderndata_warehouse-150x84.png 150w\" sizes=\"auto, (max-width: 624px) 100vw, 624px\" \/><\/p>\n<p style=\"text-align: center;\">\u4e00\u500b\u5178\u578b\u7684\u6578\u64da\u5009\u5eab\u67b6\u69cb<\/p>\n<p><strong>\u7269\u806f\u7db2\u4f7f\u7528\u7684NoSQL\u6578\u64da\u5eab<\/strong><\/p>\n<p>\u6211\u5011\u5354\u52a9\u4e00\u5bb6\u901f\u905e\u516c\u53f8\uff0c\u5229\u7528\u4e86GPS\u50b3\u611f\u5668\u53bb\u8ffd\u8e64\u6bcf\u4e00\u8f1b\u5728\u8def\u4e0a\u8ca8\u8eca\u7684\u53bb\u5411\u3002\u7136\u800c\uff0c\u6bcf\u8f1b\u8ca8\u8eca\u7684\u8def\u7dda\u90fd\u6703\u88ab\u8a18\u9304\u53ca\u4e0a\u50b3\u81f3\u4e00\u500bApache Cassandra NoSQL\u7684\u6578\u64da\u5eab\u4f5c\u70ba\u5206\u6790\u500b\u5225\u53f8\u6a5f\u8868\u73fe\u53ca\u4ea4\u901a\u72c0\u6cc1\u3002\u5c0d\u65bcNoSQL\u6578\u64da\u5eab\uff0c\u6211\u5011\u4e5f\u6703\u4f7f\u7528Redis\u4f86\u8a18\u9304\u4e0d\u540c\u6578\u64da\u4e2d\u5fc3\u53ca\u96fb\u8166\u5be6\u9a57\u5ba4\u7684\u6eab\u5ea6\u548c\u6fd5\u5ea6\uff0c\u4f5c\u70ba\u76e3\u63a7\u53ca\u81ea\u52d5\u8abf\u7bc0\u51b7\u6c23\u6eab\u5ea6\u7684\u57fa\u790e\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-938 aligncenter\" src=\"https:\/\/cleardatascience.comwp-content\/uploads\/2020\/04\/cleardatascience-GPS_sensor.png\" alt=\"\" width=\"246\" height=\"232\" srcset=\"https:\/\/cleardatascience.com\/wp-content\/uploads\/2020\/04\/cleardatascience-GPS_sensor.png 246w, https:\/\/cleardatascience.com\/wp-content\/uploads\/2020\/04\/cleardatascience-GPS_sensor-150x141.png 150w\" sizes=\"auto, (max-width: 246px) 100vw, 246px\" \/><\/p>\n<p style=\"text-align: center;\">GPS\u611f\u61c9\u5668<\/p>\n<p><strong>\u5927\u6578\u64da\u5e73\u53f0<\/strong><\/p>\n<p>\u70ba\u4e86\u61c9\u4ed8\u5927\u91cf\u975e\u7d50\u69cb\u6578\u64da\uff0c\u5176\u4e2d\u4e00\u500b\u6700\u6709\u6548\u7387\u65b9\u6cd5\u53bb\u5b58\u5132\u6578\u64da\u5c31\u662fHadoop\u3002\u6211\u5011\u5354\u52a9\u4e0d\u540c\u5ba2\u6236\uff0c\u5305\u62ec\u591a\u5bb6\u96f6\u552e\u5546\u53bb\u53d6\u5b58\u793e\u4ea4\u5a92\u9ad4\u7684\u65e5\u8a8c\u4f86\u5206\u6790\u60c5\u7dd2\uff0c\u4ee5\u4fbf\u63d0\u9ad8\u5ba2\u6236\u670d\u52d9\u8cea\u7d20\u3002\u63a5\u4e0b\u4f86\uff0c\u4ed6\u5011\u6703\u4e32\u6d41\u6578\u64da\u4f5c\u5be6\u6642\u7684\u5206\u6790\u3002\u9019\u662f\u975e\u5e38\u91cd\u8981\u7684\uff0c\u53ef\u4ee5\u5c0d\u7121\u8ad6\u7dda\u4e0a\u6216\u7dda\u4e0b\u5ba2\u6236\u63d0\u4f9b\u5373\u6642\u9069\u5207\u7684\u53cd\u61c9\uff0c\u518d\u9054\u81f3\u66f4\u7406\u60f3\u7684\u7269\u6d41\u53ca\u5009\u5132\u7ba1\u7406\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-936 size-full aligncenter\" src=\"https:\/\/cleardatascience.comwp-content\/uploads\/2020\/04\/cleardatascience-BigData_repository.png\" alt=\"\" width=\"705\" height=\"342\" srcset=\"https:\/\/cleardatascience.com\/wp-content\/uploads\/2020\/04\/cleardatascience-BigData_repository.png 705w, https:\/\/cleardatascience.com\/wp-content\/uploads\/2020\/04\/cleardatascience-BigData_repository-300x146.png 300w, https:\/\/cleardatascience.com\/wp-content\/uploads\/2020\/04\/cleardatascience-BigData_repository-150x73.png 150w, https:\/\/cleardatascience.com\/wp-content\/uploads\/2020\/04\/cleardatascience-BigData_repository-640x310.png 640w\" sizes=\"auto, (max-width: 705px) 100vw, 705px\" \/><\/p>\n<p style=\"text-align: center;\">Big Data Repository Design &#8211; available for near real-time analytics<\/p>\n<p><strong>\u6578\u64da\u6e56\u6cca<\/strong><\/p>\n<p>\u4ee5\u4e00\u5bb6\u5927\u578b\u4f01\u696d\u800c\u8a00\uff0c\u5167\u90e8\u53ef\u80fd\u7531\u4e0d\u540c\u4e3b\u4eba\u64c1\u6709\u4e0a\u767e\u5957\u7cfb\u7d71\u53ca\u6578\u64da\u5b64\u5cf6\u3002\u9019\u662f\u96e3\u4ee5\u53bb\u4f5c\u4e00\u500b\u4f01\u696d\u7684\u6574\u9ad4\u5206\u6790\u3002\u4ee5\u4e0b\u5c31\u662f\u5efa\u7acb\u6578\u64da\u6e56\u6cca\u7684\u9078\u9805\uff1a<\/p>\n<ul>\n<li>Apache Hadoop \u2013 \u4e00\u500b\u5927\u6578\u64da\u5e73\u53f0\uff0c\u53ef\u4ee5\u7528\u8271\u8f9b\u7684\u624b\u6bb5\u4f86\u89e3\u6c7a\u7d55\u5927\u90e8\u4efd\u554f\u984c<\/li>\n<li>\u6578\u64da\u865b\u64ec\u5316Data Virtualization \u2014\u5f88\u5feb\u7684\u7b54\u6848\uff0c\u4e0d\u7528\u5728\u5b64\u5cf6\u4e0a\u7684\u5f8c\u53f0\u7cfb\u7d71\u6709\u4efb\u4f55\u7d50\u69cb\u6027\u7684\u6539\u52d5<\/li>\n<li>\u6578\u64da\u5eab\/\u5927\u6578\u64da\u63a5\u99c1\u2014\u90e8\u4efd\u6578\u64da\u5eab\u5982PostgreSQL\u53ef\u4ee5\u76f4\u63a5\u9023\u7dda\u5230Apache Hadoop<\/li>\n<\/ul>\n<p>\u82e5\u7136\u95a3\u4e0b\u5e0c\u671b\u7bc0\u7701\u6642\u9593\u53ca\u529f\u592b\uff0c\u5229\u7528\u6578\u64da\u865b\u64ec\u5316\u662f\u4e00\u500b\u8f03\u4f73\u7684\u51fa\u8def\u3002\u4e0d\u904e\uff0c\u5982\u679c\u6c92\u6709\u4e00\u5b9a\u6578\u91cf\u7684\u6578\u64da\u4f86\u6e90\uff08\u5c11\u65bc\u4e09\u500b\uff09\uff0c\u53bb\u5efa\u7acb\u4e00\u500bApache Hadoop\u4e26\u4e0d\u662f\u592a\u904e\u56f0\u96e3\u3002\u53e6\u4e00\u500b\u9078\u9805\u662f\u904b\u884c\u4e00\u500b\u53ef\u4ee5\u9023\u63a5\u5927\u6578\u64da\u5982Hadoop or Cassandra\u7684\u6578\u64da\u5eab\uff0c\u7576\u4e2d\u53ef\u4ee5\u63c0\u9078PostgreSQL\u3002\u6211\u5011\u5354\u52a9\u4e86\u4e00\u5bb6\u5f9e\u4e8b\u5962\u4f88\u54c1\u92b7\u552e\u7684\u516c\u53f8\u53bb\u5efa\u7acb\u4e00\u500b\u5728Apache Hadoop\u6846\u67b6\u4e0b\u7684\u6578\u64da\u6e56\u6cca\u3002\u9019\u4e09\u7a2e\u8a2d\u8a08\u67b6\u69cb\u7684\u9078\u9805\uff0c\u90fd\u5df2\u7d93\u904e\u6211\u5011\u5718\u968a\u5728\u4e0d\u540c\u5ba2\u6236\u7684\u74b0\u5883\u5be6\u8e10 \u2013 \u4e3b\u8981\u8ddf\u64da\u7368\u7279\u7684\u9700\u6c42\u53ca\u74b0\u5883\u9650\u5236\u6240\u6c7a\u5b9a\u3002\u6211\u5011\u6709\u4e16\u754c\u4f01\u696d500\u5f37\u4fdd\u96aa\u516c\u53f8\u5229\u7528Apache Hadoop\uff0c\u5927\u578b\u5de5\u696d\u96c6\u5718\u904b\u7528\u6578\u64da\u5eab\u4e32\u9023\u5927\u6578\u64da\uff0c\u8207\u53ca\u4e00\u500b\u6cd5\u5b9a\u6a5f\u69cb\u6240\u4f7f\u7528\u7684\u6578\u64da\u865b\u64ec\u5316\u6280\u8853\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-934 size-full aligncenter\" src=\"https:\/\/cleardatascience.comwp-content\/uploads\/2020\/04\/cleardatascience-ApacheHadoopEcosystem.png\" alt=\"\" width=\"624\" height=\"489\" srcset=\"https:\/\/cleardatascience.com\/wp-content\/uploads\/2020\/04\/cleardatascience-ApacheHadoopEcosystem.png 624w, https:\/\/cleardatascience.com\/wp-content\/uploads\/2020\/04\/cleardatascience-ApacheHadoopEcosystem-300x235.png 300w, https:\/\/cleardatascience.com\/wp-content\/uploads\/2020\/04\/cleardatascience-ApacheHadoopEcosystem-150x118.png 150w\" sizes=\"auto, (max-width: 624px) 100vw, 624px\" \/><\/p>\n<p style=\"text-align: center;\">Apache Hadoop (Ecosystem)<\/p>\n<p style=\"text-align: center;\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-944\" src=\"https:\/\/cleardatascience.comwp-content\/uploads\/2020\/04\/cleardatascience-DataVirtualization.png\" alt=\"\" width=\"807\" height=\"447\" srcset=\"https:\/\/cleardatascience.com\/wp-content\/uploads\/2020\/04\/cleardatascience-DataVirtualization.png 807w, https:\/\/cleardatascience.com\/wp-content\/uploads\/2020\/04\/cleardatascience-DataVirtualization-300x166.png 300w, https:\/\/cleardatascience.com\/wp-content\/uploads\/2020\/04\/cleardatascience-DataVirtualization-768x425.png 768w, https:\/\/cleardatascience.com\/wp-content\/uploads\/2020\/04\/cleardatascience-DataVirtualization-150x83.png 150w, https:\/\/cleardatascience.com\/wp-content\/uploads\/2020\/04\/cleardatascience-DataVirtualization-640x354.png 640w\" sizes=\"auto, (max-width: 807px) 100vw, 807px\" \/><\/p>\n<p style=\"text-align: center;\">Data Virtualization<\/p>\n<p style=\"text-align: center;\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-942 size-full\" src=\"https:\/\/cleardatascience.comwp-content\/uploads\/2020\/04\/cleardatascience-PostgreSQL_hadoop.png\" alt=\"\" width=\"557\" height=\"245\" srcset=\"https:\/\/cleardatascience.com\/wp-content\/uploads\/2020\/04\/cleardatascience-PostgreSQL_hadoop.png 557w, https:\/\/cleardatascience.com\/wp-content\/uploads\/2020\/04\/cleardatascience-PostgreSQL_hadoop-300x132.png 300w, https:\/\/cleardatascience.com\/wp-content\/uploads\/2020\/04\/cleardatascience-PostgreSQL_hadoop-150x66.png 150w\" sizes=\"auto, (max-width: 557px) 100vw, 557px\" \/><\/p>\n<p style=\"text-align: center;\">Database \/ Big Data direct linkage (PostgreSQL as an example)<\/p>\n<p><strong>\u7e3d\u7d50<\/strong><\/p>\n<p>\u4e16\u754c\u4e0a\u5c0d\u65bc\u6578\u64da\u8655\u7406\u53ca\u5132\u5b58\uff0c\u5be6\u5728\u6709\u592a\u591a\u932f\u8aa4\u89c0\u5ff5\u53ca\u8aa4\u89e3\u3002\u8209\u4e00\u500b\u4f8b\u5b50\uff0c\u6709\u5f88\u591a\u4eba\u628a\u7121\u8ad6\u4f86\u81ea\u4efb\u4f55\u5730\u65b9\u7684\u6240\u6709\u6578\u64da\u90fd\u653e\u5230Apache Hadoop\u67b6\u69cb\u4e0a\u9032\u884c\u5206\u6790\u3002\u57fa\u65bc\u6587\u4e2d\u4e0a\u8ff0\u591a\u500b\u6848\u4f8b\uff0c\u6211\u5011\u61c9\u7528\u4e86\u4e0d\u540c\u7684\u8655\u57cb\u624b\u6cd5\u53ca\u6700\u4f73\u7bc4\u4f8b\u53bb\u61c9\u5c0d\u4e0d\u540c\u7684\u5834\u5883\u3002\u5982\u679c\u4e00\u500b\u5de5\u5177\u8db3\u4ee5\u9762\u5c0d\u6240\u6709\uff0c\u90a3\u5be6\u662f\u4f55\u7b49\u8352\u8b2c\u5728\u5e02\u5834\u5c45\u7136\u6709\u9019\u9ebc\u591a\u5de5\u5177\u53ca\u79d1\u6280\u6b63\u5728\u5ee3\u6cdb\u61c9\u7528\u3002\u53e6\u4e00\u500b\u8003\u616e\u9ede\u662f\u96f2\u7aef\u9084\u662f\u516c\u53f8\u5167\u5efa\u7acb\u3002\u5c0d\u65bc\u6578\u64da\u5132\u5b58\u53ca\u6578\u64da\u5206\u6790\uff0c\u96f2\u7aef\u901a\u5e38\u662f\u6602\u8cb4\u53ca\u975e\u5e38\u96e3\u4ee5\u642c\u9077\u5230\u53e6\u4e00\u4f9b\u61c9\u5546\u3002\u56e0\u6b64\uff0c\u5728\u9032\u884c\u6c7a\u7b56\u524d\u5fc5\u9808\u614e\u91cd\u8003\u616e\u53ca\u5be9\u8996\u3002\u6211\u5011\u6bd4\u8f03\u5efa\u8b70\u79c1\u6709\u96f2\u6216\u662f\u516c\u53f8\u5167\u5efa\uff0c\u591a\u65bc\u516c\u6709\u7684\u96f2\u7aef\u670d\u52d9\u4f5c\u70ba\u5408\u4e4e\u6bd4\u4f8b\u7684\u6578\u64da\u79d1\u5b78\u5e73\u53f0\u7684\u751f\u7522\u74b0\u5883\u3002<\/p>\n<p>\u5982\u679c\u95a3\u4e0b\u5e0c\u671b\u63d0\u51fa\u554f\u984c\u6216\u8ddf\u6211\u5011\u5546\u8a0e\uff0c\u8acb<a href=\"https:\/\/cleardatascience.com\/zh-hant\/%e8%81%af%e7%b5%a1%e6%88%91%e5%80%91\/\" target=\"_blank\" rel=\"noopener noreferrer\">\u6309\u6b64\u4f86\u806f\u7d61\u6211\u5011<\/a>\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u532f\u667a\u6578\u64da\u79d1\u5b78\u7684\u6280\u8853\u5718\u968a\uff0c\u662f\u9577\u671f\u6df7\u5408\u4f7f\u7528\u5546 [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":935,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"nf_dc_page":"","site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"default","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":"","ast-disable-related-posts":"","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-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"ast-content-background-meta":{"desktop":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"footnotes":""},"categories":[40,7],"tags":[82,85,86,88,92,90,89,23,91],"class_list":["post-947","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-cds-news-zh-hant","category-cds","tag-analytics-zh-hant","tag-iot-zh-hant","tag-nosql-zh-hant","tag-88","tag-92","tag-90","tag-89","tag-23","tag-91"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.4 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>\u5efa\u7acb\u6700\u8cbc\u5fc3\u7684\u6578\u64da\u5b58\u53d6\u5e73\u53f0 - Clear Data Science Limited<\/title>\n<meta name=\"description\" content=\"\u57fa\u65bc\u958b\u6e90\u8edf\u4ef6\u7684\u6280\u8853\u6025\u901f\u767c\u5c55\uff0c\u53ef\u4ee5\u8b93\u4f01\u696d\u53ca\u6a5f\u69cb\u7528\u4f5c\u5efa\u7acb\u6578\u64da\u5009\u5eab(data warehouse)\u53ca\uff0f\u6216\u5927\u6578\u64da\u5e73\u53f0(Big data platform)\u3002\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/cleardatascience.com\/zh-hant\/\u5efa\u7acb\u6700\u8cbc\u5fc3\u7684\u6578\u64da\u5b58\u53d6\u5e73\u53f0\/\" \/>\n<meta property=\"og:locale\" content=\"zh_TW\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"\u5efa\u7acb\u6700\u8cbc\u5fc3\u7684\u6578\u64da\u5b58\u53d6\u5e73\u53f0 - Clear Data Science Limited\" \/>\n<meta property=\"og:description\" content=\"\u57fa\u65bc\u958b\u6e90\u8edf\u4ef6\u7684\u6280\u8853\u6025\u901f\u767c\u5c55\uff0c\u53ef\u4ee5\u8b93\u4f01\u696d\u53ca\u6a5f\u69cb\u7528\u4f5c\u5efa\u7acb\u6578\u64da\u5009\u5eab(data warehouse)\u53ca\uff0f\u6216\u5927\u6578\u64da\u5e73\u53f0(Big data platform)\u3002\" \/>\n<meta property=\"og:url\" content=\"https:\/\/cleardatascience.com\/zh-hant\/\u5efa\u7acb\u6700\u8cbc\u5fc3\u7684\u6578\u64da\u5b58\u53d6\u5e73\u53f0\/\" \/>\n<meta property=\"og:site_name\" content=\"Clear Data Science Limited\" \/>\n<meta property=\"article:publisher\" content=\"https:\/\/www.facebook.com\/cleardatasciencelimited\/\" \/>\n<meta property=\"article:published_time\" content=\"2020-04-08T10:49:36+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2020-04-09T02:14:42+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/cleardatascience.com\/wp-content\/uploads\/2020\/04\/cleardatascience-ApacheHadoopEcosystem.png\" \/>\n\t<meta property=\"og:image:width\" content=\"624\" \/>\n\t<meta property=\"og:image:height\" content=\"489\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/png\" \/>\n<meta name=\"author\" content=\"admin\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"\u4f5c\u8005:\" \/>\n\t<meta name=\"twitter:data1\" content=\"admin\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\\\/\\\/cleardatascience.com\\\/zh-hant\\\/%e5%bb%ba%e7%ab%8b%e6%9c%80%e8%b2%bc%e5%bf%83%e7%9a%84%e6%95%b8%e6%93%9a%e5%ad%98%e5%8f%96%e5%b9%b3%e5%8f%b0\\\/#article\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/cleardatascience.com\\\/zh-hant\\\/%e5%bb%ba%e7%ab%8b%e6%9c%80%e8%b2%bc%e5%bf%83%e7%9a%84%e6%95%b8%e6%93%9a%e5%ad%98%e5%8f%96%e5%b9%b3%e5%8f%b0\\\/\"},\"author\":{\"name\":\"admin\",\"@id\":\"https:\\\/\\\/cleardatascience.com\\\/zh-hant\\\/#\\\/schema\\\/person\\\/06529788d7f95b5acac977cf15b07d89\"},\"headline\":\"\u5efa\u7acb\u6700\u8cbc\u5fc3\u7684\u6578\u64da\u5b58\u53d6\u5e73\u53f0\",\"datePublished\":\"2020-04-08T10:49:36+00:00\",\"dateModified\":\"2020-04-09T02:14:42+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\\\/\\\/cleardatascience.com\\\/zh-hant\\\/%e5%bb%ba%e7%ab%8b%e6%9c%80%e8%b2%bc%e5%bf%83%e7%9a%84%e6%95%b8%e6%93%9a%e5%ad%98%e5%8f%96%e5%b9%b3%e5%8f%b0\\\/\"},\"wordCount\":77,\"commentCount\":0,\"publisher\":{\"@id\":\"https:\\\/\\\/cleardatascience.com\\\/zh-hant\\\/#organization\"},\"image\":{\"@id\":\"https:\\\/\\\/cleardatascience.com\\\/zh-hant\\\/%e5%bb%ba%e7%ab%8b%e6%9c%80%e8%b2%bc%e5%bf%83%e7%9a%84%e6%95%b8%e6%93%9a%e5%ad%98%e5%8f%96%e5%b9%b3%e5%8f%b0\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/cleardatascience.com\\\/wp-content\\\/uploads\\\/2020\\\/04\\\/cleardatascience-ApacheHadoopEcosystem.png\",\"keywords\":[\"Analytics\",\"IoT\",\"NoSQL\",\"\u5206\u6790\",\"\u5be6\u6642\",\"\u6578\u64da\u5009\u5eab\",\"\u6578\u64da\u6e56\u6cca\",\"\u6578\u64da\u79d1\u5b78\",\"\u7269\u806f\u7db2\"],\"articleSection\":[\"CDS News\",\"CDS\u6700\u65b0\u6d88\u606f\"],\"inLanguage\":\"zh-TW\",\"potentialAction\":[{\"@type\":\"CommentAction\",\"name\":\"Comment\",\"target\":[\"https:\\\/\\\/cleardatascience.com\\\/zh-hant\\\/%e5%bb%ba%e7%ab%8b%e6%9c%80%e8%b2%bc%e5%bf%83%e7%9a%84%e6%95%b8%e6%93%9a%e5%ad%98%e5%8f%96%e5%b9%b3%e5%8f%b0\\\/#respond\"]}]},{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/cleardatascience.com\\\/zh-hant\\\/%e5%bb%ba%e7%ab%8b%e6%9c%80%e8%b2%bc%e5%bf%83%e7%9a%84%e6%95%b8%e6%93%9a%e5%ad%98%e5%8f%96%e5%b9%b3%e5%8f%b0\\\/\",\"url\":\"https:\\\/\\\/cleardatascience.com\\\/zh-hant\\\/%e5%bb%ba%e7%ab%8b%e6%9c%80%e8%b2%bc%e5%bf%83%e7%9a%84%e6%95%b8%e6%93%9a%e5%ad%98%e5%8f%96%e5%b9%b3%e5%8f%b0\\\/\",\"name\":\"\u5efa\u7acb\u6700\u8cbc\u5fc3\u7684\u6578\u64da\u5b58\u53d6\u5e73\u53f0 - Clear Data Science Limited\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/cleardatascience.com\\\/zh-hant\\\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\\\/\\\/cleardatascience.com\\\/zh-hant\\\/%e5%bb%ba%e7%ab%8b%e6%9c%80%e8%b2%bc%e5%bf%83%e7%9a%84%e6%95%b8%e6%93%9a%e5%ad%98%e5%8f%96%e5%b9%b3%e5%8f%b0\\\/#primaryimage\"},\"image\":{\"@id\":\"https:\\\/\\\/cleardatascience.com\\\/zh-hant\\\/%e5%bb%ba%e7%ab%8b%e6%9c%80%e8%b2%bc%e5%bf%83%e7%9a%84%e6%95%b8%e6%93%9a%e5%ad%98%e5%8f%96%e5%b9%b3%e5%8f%b0\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/cleardatascience.com\\\/wp-content\\\/uploads\\\/2020\\\/04\\\/cleardatascience-ApacheHadoopEcosystem.png\",\"datePublished\":\"2020-04-08T10:49:36+00:00\",\"dateModified\":\"2020-04-09T02:14:42+00:00\",\"description\":\"\u57fa\u65bc\u958b\u6e90\u8edf\u4ef6\u7684\u6280\u8853\u6025\u901f\u767c\u5c55\uff0c\u53ef\u4ee5\u8b93\u4f01\u696d\u53ca\u6a5f\u69cb\u7528\u4f5c\u5efa\u7acb\u6578\u64da\u5009\u5eab(data warehouse)\u53ca\uff0f\u6216\u5927\u6578\u64da\u5e73\u53f0(Big data platform)\u3002\",\"breadcrumb\":{\"@id\":\"https:\\\/\\\/cleardatascience.com\\\/zh-hant\\\/%e5%bb%ba%e7%ab%8b%e6%9c%80%e8%b2%bc%e5%bf%83%e7%9a%84%e6%95%b8%e6%93%9a%e5%ad%98%e5%8f%96%e5%b9%b3%e5%8f%b0\\\/#breadcrumb\"},\"inLanguage\":\"zh-TW\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\\\/\\\/cleardatascience.com\\\/zh-hant\\\/%e5%bb%ba%e7%ab%8b%e6%9c%80%e8%b2%bc%e5%bf%83%e7%9a%84%e6%95%b8%e6%93%9a%e5%ad%98%e5%8f%96%e5%b9%b3%e5%8f%b0\\\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"zh-TW\",\"@id\":\"https:\\\/\\\/cleardatascience.com\\\/zh-hant\\\/%e5%bb%ba%e7%ab%8b%e6%9c%80%e8%b2%bc%e5%bf%83%e7%9a%84%e6%95%b8%e6%93%9a%e5%ad%98%e5%8f%96%e5%b9%b3%e5%8f%b0\\\/#primaryimage\",\"url\":\"https:\\\/\\\/cleardatascience.com\\\/wp-content\\\/uploads\\\/2020\\\/04\\\/cleardatascience-ApacheHadoopEcosystem.png\",\"contentUrl\":\"https:\\\/\\\/cleardatascience.com\\\/wp-content\\\/uploads\\\/2020\\\/04\\\/cleardatascience-ApacheHadoopEcosystem.png\",\"width\":624,\"height\":489},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\\\/\\\/cleardatascience.com\\\/zh-hant\\\/%e5%bb%ba%e7%ab%8b%e6%9c%80%e8%b2%bc%e5%bf%83%e7%9a%84%e6%95%b8%e6%93%9a%e5%ad%98%e5%8f%96%e5%b9%b3%e5%8f%b0\\\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\\\/\\\/cleardatascience.com\\\/zh-hant\\\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"\u5efa\u7acb\u6700\u8cbc\u5fc3\u7684\u6578\u64da\u5b58\u53d6\u5e73\u53f0\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\\\/\\\/cleardatascience.com\\\/zh-hant\\\/#website\",\"url\":\"https:\\\/\\\/cleardatascience.com\\\/zh-hant\\\/\",\"name\":\"Clear Data Science Limited\",\"description\":\"Best Decision by Insights\",\"publisher\":{\"@id\":\"https:\\\/\\\/cleardatascience.com\\\/zh-hant\\\/#organization\"},\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\\\/\\\/cleardatascience.com\\\/zh-hant\\\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"zh-TW\"},{\"@type\":\"Organization\",\"@id\":\"https:\\\/\\\/cleardatascience.com\\\/zh-hant\\\/#organization\",\"name\":\"Clear Data Science Limited\",\"url\":\"https:\\\/\\\/cleardatascience.com\\\/zh-hant\\\/\",\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"zh-TW\",\"@id\":\"https:\\\/\\\/cleardatascience.com\\\/zh-hant\\\/#\\\/schema\\\/logo\\\/image\\\/\",\"url\":\"https:\\\/\\\/cleardatascience.com\\\/wp-content\\\/uploads\\\/2019\\\/03\\\/CDS-Logo-small-h02.png\",\"contentUrl\":\"https:\\\/\\\/cleardatascience.com\\\/wp-content\\\/uploads\\\/2019\\\/03\\\/CDS-Logo-small-h02.png\",\"width\":165,\"height\":45,\"caption\":\"Clear Data Science Limited\"},\"image\":{\"@id\":\"https:\\\/\\\/cleardatascience.com\\\/zh-hant\\\/#\\\/schema\\\/logo\\\/image\\\/\"},\"sameAs\":[\"https:\\\/\\\/www.facebook.com\\\/cleardatasciencelimited\\\/\",\"https:\\\/\\\/www.linkedin.com\\\/company\\\/16194855\",\"https:\\\/\\\/www.youtube.com\\\/channel\\\/UCS3jQw-3EZvmWkLr8ZyDHFw\"]},{\"@type\":\"Person\",\"@id\":\"https:\\\/\\\/cleardatascience.com\\\/zh-hant\\\/#\\\/schema\\\/person\\\/06529788d7f95b5acac977cf15b07d89\",\"name\":\"admin\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"zh-TW\",\"@id\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/c3aad60a0de4528a5822f5362ebf40a45345a6f6670b6222da23f3930722bf74?s=96&d=mm&r=g\",\"url\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/c3aad60a0de4528a5822f5362ebf40a45345a6f6670b6222da23f3930722bf74?s=96&d=mm&r=g\",\"contentUrl\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/c3aad60a0de4528a5822f5362ebf40a45345a6f6670b6222da23f3930722bf74?s=96&d=mm&r=g\",\"caption\":\"admin\"},\"url\":\"https:\\\/\\\/cleardatascience.com\\\/zh-hant\\\/author\\\/archsolutionltd\\\/\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"\u5efa\u7acb\u6700\u8cbc\u5fc3\u7684\u6578\u64da\u5b58\u53d6\u5e73\u53f0 - Clear Data Science Limited","description":"\u57fa\u65bc\u958b\u6e90\u8edf\u4ef6\u7684\u6280\u8853\u6025\u901f\u767c\u5c55\uff0c\u53ef\u4ee5\u8b93\u4f01\u696d\u53ca\u6a5f\u69cb\u7528\u4f5c\u5efa\u7acb\u6578\u64da\u5009\u5eab(data warehouse)\u53ca\uff0f\u6216\u5927\u6578\u64da\u5e73\u53f0(Big data platform)\u3002","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/cleardatascience.com\/zh-hant\/\u5efa\u7acb\u6700\u8cbc\u5fc3\u7684\u6578\u64da\u5b58\u53d6\u5e73\u53f0\/","og_locale":"zh_TW","og_type":"article","og_title":"\u5efa\u7acb\u6700\u8cbc\u5fc3\u7684\u6578\u64da\u5b58\u53d6\u5e73\u53f0 - Clear Data Science Limited","og_description":"\u57fa\u65bc\u958b\u6e90\u8edf\u4ef6\u7684\u6280\u8853\u6025\u901f\u767c\u5c55\uff0c\u53ef\u4ee5\u8b93\u4f01\u696d\u53ca\u6a5f\u69cb\u7528\u4f5c\u5efa\u7acb\u6578\u64da\u5009\u5eab(data warehouse)\u53ca\uff0f\u6216\u5927\u6578\u64da\u5e73\u53f0(Big data platform)\u3002","og_url":"https:\/\/cleardatascience.com\/zh-hant\/\u5efa\u7acb\u6700\u8cbc\u5fc3\u7684\u6578\u64da\u5b58\u53d6\u5e73\u53f0\/","og_site_name":"Clear Data Science Limited","article_publisher":"https:\/\/www.facebook.com\/cleardatasciencelimited\/","article_published_time":"2020-04-08T10:49:36+00:00","article_modified_time":"2020-04-09T02:14:42+00:00","og_image":[{"width":624,"height":489,"url":"https:\/\/cleardatascience.com\/wp-content\/uploads\/2020\/04\/cleardatascience-ApacheHadoopEcosystem.png","type":"image\/png"}],"author":"admin","twitter_card":"summary_large_image","twitter_misc":{"\u4f5c\u8005:":"admin"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/cleardatascience.com\/zh-hant\/%e5%bb%ba%e7%ab%8b%e6%9c%80%e8%b2%bc%e5%bf%83%e7%9a%84%e6%95%b8%e6%93%9a%e5%ad%98%e5%8f%96%e5%b9%b3%e5%8f%b0\/#article","isPartOf":{"@id":"https:\/\/cleardatascience.com\/zh-hant\/%e5%bb%ba%e7%ab%8b%e6%9c%80%e8%b2%bc%e5%bf%83%e7%9a%84%e6%95%b8%e6%93%9a%e5%ad%98%e5%8f%96%e5%b9%b3%e5%8f%b0\/"},"author":{"name":"admin","@id":"https:\/\/cleardatascience.com\/zh-hant\/#\/schema\/person\/06529788d7f95b5acac977cf15b07d89"},"headline":"\u5efa\u7acb\u6700\u8cbc\u5fc3\u7684\u6578\u64da\u5b58\u53d6\u5e73\u53f0","datePublished":"2020-04-08T10:49:36+00:00","dateModified":"2020-04-09T02:14:42+00:00","mainEntityOfPage":{"@id":"https:\/\/cleardatascience.com\/zh-hant\/%e5%bb%ba%e7%ab%8b%e6%9c%80%e8%b2%bc%e5%bf%83%e7%9a%84%e6%95%b8%e6%93%9a%e5%ad%98%e5%8f%96%e5%b9%b3%e5%8f%b0\/"},"wordCount":77,"commentCount":0,"publisher":{"@id":"https:\/\/cleardatascience.com\/zh-hant\/#organization"},"image":{"@id":"https:\/\/cleardatascience.com\/zh-hant\/%e5%bb%ba%e7%ab%8b%e6%9c%80%e8%b2%bc%e5%bf%83%e7%9a%84%e6%95%b8%e6%93%9a%e5%ad%98%e5%8f%96%e5%b9%b3%e5%8f%b0\/#primaryimage"},"thumbnailUrl":"https:\/\/cleardatascience.com\/wp-content\/uploads\/2020\/04\/cleardatascience-ApacheHadoopEcosystem.png","keywords":["Analytics","IoT","NoSQL","\u5206\u6790","\u5be6\u6642","\u6578\u64da\u5009\u5eab","\u6578\u64da\u6e56\u6cca","\u6578\u64da\u79d1\u5b78","\u7269\u806f\u7db2"],"articleSection":["CDS News","CDS\u6700\u65b0\u6d88\u606f"],"inLanguage":"zh-TW","potentialAction":[{"@type":"CommentAction","name":"Comment","target":["https:\/\/cleardatascience.com\/zh-hant\/%e5%bb%ba%e7%ab%8b%e6%9c%80%e8%b2%bc%e5%bf%83%e7%9a%84%e6%95%b8%e6%93%9a%e5%ad%98%e5%8f%96%e5%b9%b3%e5%8f%b0\/#respond"]}]},{"@type":"WebPage","@id":"https:\/\/cleardatascience.com\/zh-hant\/%e5%bb%ba%e7%ab%8b%e6%9c%80%e8%b2%bc%e5%bf%83%e7%9a%84%e6%95%b8%e6%93%9a%e5%ad%98%e5%8f%96%e5%b9%b3%e5%8f%b0\/","url":"https:\/\/cleardatascience.com\/zh-hant\/%e5%bb%ba%e7%ab%8b%e6%9c%80%e8%b2%bc%e5%bf%83%e7%9a%84%e6%95%b8%e6%93%9a%e5%ad%98%e5%8f%96%e5%b9%b3%e5%8f%b0\/","name":"\u5efa\u7acb\u6700\u8cbc\u5fc3\u7684\u6578\u64da\u5b58\u53d6\u5e73\u53f0 - Clear Data Science Limited","isPartOf":{"@id":"https:\/\/cleardatascience.com\/zh-hant\/#website"},"primaryImageOfPage":{"@id":"https:\/\/cleardatascience.com\/zh-hant\/%e5%bb%ba%e7%ab%8b%e6%9c%80%e8%b2%bc%e5%bf%83%e7%9a%84%e6%95%b8%e6%93%9a%e5%ad%98%e5%8f%96%e5%b9%b3%e5%8f%b0\/#primaryimage"},"image":{"@id":"https:\/\/cleardatascience.com\/zh-hant\/%e5%bb%ba%e7%ab%8b%e6%9c%80%e8%b2%bc%e5%bf%83%e7%9a%84%e6%95%b8%e6%93%9a%e5%ad%98%e5%8f%96%e5%b9%b3%e5%8f%b0\/#primaryimage"},"thumbnailUrl":"https:\/\/cleardatascience.com\/wp-content\/uploads\/2020\/04\/cleardatascience-ApacheHadoopEcosystem.png","datePublished":"2020-04-08T10:49:36+00:00","dateModified":"2020-04-09T02:14:42+00:00","description":"\u57fa\u65bc\u958b\u6e90\u8edf\u4ef6\u7684\u6280\u8853\u6025\u901f\u767c\u5c55\uff0c\u53ef\u4ee5\u8b93\u4f01\u696d\u53ca\u6a5f\u69cb\u7528\u4f5c\u5efa\u7acb\u6578\u64da\u5009\u5eab(data warehouse)\u53ca\uff0f\u6216\u5927\u6578\u64da\u5e73\u53f0(Big data platform)\u3002","breadcrumb":{"@id":"https:\/\/cleardatascience.com\/zh-hant\/%e5%bb%ba%e7%ab%8b%e6%9c%80%e8%b2%bc%e5%bf%83%e7%9a%84%e6%95%b8%e6%93%9a%e5%ad%98%e5%8f%96%e5%b9%b3%e5%8f%b0\/#breadcrumb"},"inLanguage":"zh-TW","potentialAction":[{"@type":"ReadAction","target":["https:\/\/cleardatascience.com\/zh-hant\/%e5%bb%ba%e7%ab%8b%e6%9c%80%e8%b2%bc%e5%bf%83%e7%9a%84%e6%95%b8%e6%93%9a%e5%ad%98%e5%8f%96%e5%b9%b3%e5%8f%b0\/"]}]},{"@type":"ImageObject","inLanguage":"zh-TW","@id":"https:\/\/cleardatascience.com\/zh-hant\/%e5%bb%ba%e7%ab%8b%e6%9c%80%e8%b2%bc%e5%bf%83%e7%9a%84%e6%95%b8%e6%93%9a%e5%ad%98%e5%8f%96%e5%b9%b3%e5%8f%b0\/#primaryimage","url":"https:\/\/cleardatascience.com\/wp-content\/uploads\/2020\/04\/cleardatascience-ApacheHadoopEcosystem.png","contentUrl":"https:\/\/cleardatascience.com\/wp-content\/uploads\/2020\/04\/cleardatascience-ApacheHadoopEcosystem.png","width":624,"height":489},{"@type":"BreadcrumbList","@id":"https:\/\/cleardatascience.com\/zh-hant\/%e5%bb%ba%e7%ab%8b%e6%9c%80%e8%b2%bc%e5%bf%83%e7%9a%84%e6%95%b8%e6%93%9a%e5%ad%98%e5%8f%96%e5%b9%b3%e5%8f%b0\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/cleardatascience.com\/zh-hant\/"},{"@type":"ListItem","position":2,"name":"\u5efa\u7acb\u6700\u8cbc\u5fc3\u7684\u6578\u64da\u5b58\u53d6\u5e73\u53f0"}]},{"@type":"WebSite","@id":"https:\/\/cleardatascience.com\/zh-hant\/#website","url":"https:\/\/cleardatascience.com\/zh-hant\/","name":"Clear Data Science Limited","description":"Best Decision by Insights","publisher":{"@id":"https:\/\/cleardatascience.com\/zh-hant\/#organization"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/cleardatascience.com\/zh-hant\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"zh-TW"},{"@type":"Organization","@id":"https:\/\/cleardatascience.com\/zh-hant\/#organization","name":"Clear Data Science Limited","url":"https:\/\/cleardatascience.com\/zh-hant\/","logo":{"@type":"ImageObject","inLanguage":"zh-TW","@id":"https:\/\/cleardatascience.com\/zh-hant\/#\/schema\/logo\/image\/","url":"https:\/\/cleardatascience.com\/wp-content\/uploads\/2019\/03\/CDS-Logo-small-h02.png","contentUrl":"https:\/\/cleardatascience.com\/wp-content\/uploads\/2019\/03\/CDS-Logo-small-h02.png","width":165,"height":45,"caption":"Clear Data Science Limited"},"image":{"@id":"https:\/\/cleardatascience.com\/zh-hant\/#\/schema\/logo\/image\/"},"sameAs":["https:\/\/www.facebook.com\/cleardatasciencelimited\/","https:\/\/www.linkedin.com\/company\/16194855","https:\/\/www.youtube.com\/channel\/UCS3jQw-3EZvmWkLr8ZyDHFw"]},{"@type":"Person","@id":"https:\/\/cleardatascience.com\/zh-hant\/#\/schema\/person\/06529788d7f95b5acac977cf15b07d89","name":"admin","image":{"@type":"ImageObject","inLanguage":"zh-TW","@id":"https:\/\/secure.gravatar.com\/avatar\/c3aad60a0de4528a5822f5362ebf40a45345a6f6670b6222da23f3930722bf74?s=96&d=mm&r=g","url":"https:\/\/secure.gravatar.com\/avatar\/c3aad60a0de4528a5822f5362ebf40a45345a6f6670b6222da23f3930722bf74?s=96&d=mm&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/c3aad60a0de4528a5822f5362ebf40a45345a6f6670b6222da23f3930722bf74?s=96&d=mm&r=g","caption":"admin"},"url":"https:\/\/cleardatascience.com\/zh-hant\/author\/archsolutionltd\/"}]}},"_links":{"self":[{"href":"https:\/\/cleardatascience.com\/zh-hant\/wp-json\/wp\/v2\/posts\/947","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/cleardatascience.com\/zh-hant\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/cleardatascience.com\/zh-hant\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/cleardatascience.com\/zh-hant\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/cleardatascience.com\/zh-hant\/wp-json\/wp\/v2\/comments?post=947"}],"version-history":[{"count":5,"href":"https:\/\/cleardatascience.com\/zh-hant\/wp-json\/wp\/v2\/posts\/947\/revisions"}],"predecessor-version":[{"id":957,"href":"https:\/\/cleardatascience.com\/zh-hant\/wp-json\/wp\/v2\/posts\/947\/revisions\/957"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/cleardatascience.com\/zh-hant\/wp-json\/wp\/v2\/media\/935"}],"wp:attachment":[{"href":"https:\/\/cleardatascience.com\/zh-hant\/wp-json\/wp\/v2\/media?parent=947"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/cleardatascience.com\/zh-hant\/wp-json\/wp\/v2\/categories?post=947"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/cleardatascience.com\/zh-hant\/wp-json\/wp\/v2\/tags?post=947"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}