{"id":6792,"date":"2025-05-30T14:57:26","date_gmt":"2025-05-30T06:57:26","guid":{"rendered":"https:\/\/t.n-years.com\/?p=6792"},"modified":"2025-05-30T14:57:26","modified_gmt":"2025-05-30T06:57:26","slug":"%e6%95%b0%e6%8d%ae%e4%bb%93%e5%ba%93-ods%e3%80%81dwd%e3%80%81dws%e3%80%81ads","status":"publish","type":"post","link":"https:\/\/t.n-years.com\/?p=6792","title":{"rendered":"\u6570\u636e\u4ed3\u5e93 ODS\u3001DWD\u3001DWS\u3001ADS"},"content":{"rendered":"<p>\u5728\u6570\u636e\u4ed3\u5e93\uff08\u6570\u4ed3\uff09\u9886\u57df\uff0cODS\u3001DWD\u3001DWS\u3001ADS \u662f\u5e38\u89c1\u7684\u6570\u636e\u5206\u5c42\u6982\u5ff5\uff0c\u7528\u4e8e\u89c4\u8303\u6570\u636e\u5904\u7406\u6d41\u7a0b\u3001\u63d0\u5347\u6570\u636e\u590d\u7528\u6027\u548c\u53ef\u7ef4\u62a4\u6027\u3002\u4ee5\u4e0b\u662f\u5b83\u4eec\u7684\u5168\u79f0\u3001\u5b9a\u4e49\u53ca\u6838\u5fc3\u4f5c\u7528\uff1a<\/p>\n<h3><strong>\u4e00\u3001ODS\uff08Operational Data Store\uff0c\u64cd\u4f5c\u6570\u636e\u5b58\u50a8\u5c42\uff09<\/strong><\/h3>\n<ul>\n<li><strong>\u5b9a\u4e49<\/strong>\uff1a<br \/>\n\u76f4\u63a5\u5bf9\u63a5\u4e1a\u52a1\u7cfb\u7edf\u6570\u636e\u6e90\uff08\u5982 MySQL\u3001Oracle \u7b49\uff09\uff0c<strong>\u539f\u59cb\u6570\u636e\u7684\u76f4\u63a5\u5b58\u50a8\u5c42<\/strong>\uff0c\u7ed3\u6784\u4e0e\u4e1a\u52a1\u7cfb\u7edf\u57fa\u672c\u4e00\u81f4\uff0c\u4fdd\u7559\u6570\u636e\u7684\u539f\u59cb\u6027\u548c\u5b8c\u6574\u6027\u3002  <\/li>\n<li><strong>\u7279\u70b9<\/strong>\uff1a\n<ul>\n<li><strong>\u6570\u636e\u539f\u6837\u5b58\u50a8<\/strong>\uff1a\u4e0d\u505a\u6e05\u6d17\u3001\u8f6c\u6362\uff0c\u4ec5\u505a\u7b80\u5355\u7684\u683c\u5f0f\u7edf\u4e00\uff08\u5982\u65e5\u671f\u683c\u5f0f\uff09\u548c\u53bb\u91cd\uff08\u53ef\u9009\uff09\u3002  <\/li>\n<li><strong>\u65f6\u6548\u6027\u9ad8<\/strong>\uff1a\u901a\u5e38\u5b9e\u65f6\u6216\u51c6\u5b9e\u65f6\u540c\u6b65\u4e1a\u52a1\u6570\u636e\uff08\u5982\u901a\u8fc7 Flink\u3001Kafka 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\u5c42\u6570\u636e\u8fdb\u884c<strong>\u6e05\u6d17\u548c\u6807\u51c6\u5316\u5904\u7406<\/strong>\u540e\u7684\u660e\u7ec6\u6570\u636e\u5c42\uff0c\u662f\u6570\u4ed3\u7684\u6838\u5fc3\u57fa\u7840\u5c42\u3002  <\/li>\n<li><strong>\u7279\u70b9<\/strong>\uff1a\n<ul>\n<li><strong>\u6570\u636e\u6e05\u6d17<\/strong>\uff1a\u53bb\u9664\u65e0\u6548\u6570\u636e\uff08\u5982\u7a7a\u503c\u3001\u5f02\u5e38\u503c\uff09\u3001\u6e05\u6d17\u810f\u6570\u636e\uff08\u5982\u91cd\u590d\u8bb0\u5f55\uff09\u3001\u7edf\u4e00\u7f16\u7801\uff08\u5982\u6027\u522b\u5b57\u6bb5\u7edf\u4e00\u4e3a 0\/1 \u6216\u7537\/\u5973\uff09\u3002  <\/li>\n<li><strong>\u7ef4\u5ea6\u9000\u5316<\/strong>\uff1a\u5c06\u7ef4\u5ea6\u8868\u4e0e\u4e8b\u5b9e\u8868\u5408\u5e76\uff08\u5982\u5c06\u8ba2\u5355\u8868\u4e0e\u7528\u6237\u8868\u7684\u5173\u8054\u5b57\u6bb5\u76f4\u63a5\u5197\u4f59\u5230\u4e8b\u5b9e\u8868\uff09\uff0c\u51cf\u5c11\u540e\u7eed\u67e5\u8be2\u7684\u5173\u8054\u590d\u6742\u5ea6\u3002  <\/li>\n<li><strong>\u957f\u671f\u5b58\u50a8<\/strong>\uff1a\u6570\u636e\u4fdd\u7559\u5468\u671f\u8f83\u957f\uff08\u5982\u51e0\u5e74\uff09\uff0c\u4e14\u4fdd\u6301\u6570\u636e\u7684\u53ef\u8ffd\u6eaf\u6027\u3002  <\/li>\n<\/ul>\n<\/li>\n<li><strong>\u4f5c\u7528<\/strong>\uff1a\n<ul>\n<li>\u63d0\u4f9b\u5e72\u51c0\u3001\u4e00\u81f4\u7684\u660e\u7ec6\u6570\u636e\uff0c\u4f9b\u4e0b\u6e38\u5c42\u590d\u7528\u3002  <\/li>\n<li>\u9694\u79bb\u4e0a\u6e38\u4e1a\u52a1\u7cfb\u7edf\u7684\u53d8\u66f4\u5f71\u54cd\uff08\u5982\u4e1a\u52a1\u8868\u5b57\u6bb5\u8c03\u6574\u65f6\uff0c\u53ea\u9700\u5728 DWD \u5c42\u9002\u914d\uff0c\u4e0d\u5f71\u54cd\u4e0a\u5c42\uff09\u3002  <\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<h3><strong>\u4e09\u3001DWS\uff08Data Warehouse Summary\uff0c\u6570\u636e\u4ed3\u5e93\u6c47\u603b\u5c42\uff09<\/strong><\/h3>\n<ul>\n<li><strong>\u5b9a\u4e49<\/strong>\uff1a<br \/>\n\u57fa\u4e8e DWD \u5c42\u7684\u660e\u7ec6\u6570\u636e\uff0c\u6309<strong>\u4e3b\u9898\u57df\u3001\u7ef4\u5ea6\u548c\u7c92\u5ea6<\/strong>\u8fdb\u884c\u805a\u5408\u7edf\u8ba1\u7684\u8f7b\u5ea6\u6c47\u603b\u5c42\uff0c\u7528\u4e8e\u51cf\u5c11\u91cd\u590d\u8ba1\u7b97\u548c\u63d0\u5347\u67e5\u8be2\u6027\u80fd\u3002  <\/li>\n<li><strong>\u7279\u70b9<\/strong>\uff1a\n<ul>\n<li><strong>\u6309\u7ef4\u5ea6\u805a\u5408<\/strong>\uff1a\u4f8b\u5982\u6309\u65f6\u95f4\uff08\u5929\/\u5468\/\u6708\uff09\u3001\u5730\u57df\u3001\u7528\u6237\u7c7b\u578b\u7b49\u7ef4\u5ea6\uff0c\u5bf9\u6307\u6807\u8fdb\u884c\u6c47\u603b\uff08\u5982\u7edf\u8ba1\u6bcf\u65e5\u6d3b\u8dc3\u7528\u6237\u6570\u3001\u6bcf\u6708\u9500\u552e\u989d\uff09\u3002  <\/li>\n<li><strong>\u8f7b\u5ea6\u5197\u4f59<\/strong>\uff1a\u6570\u636e\u7c92\u5ea6\u901a\u5e38\u6bd4 DWD \u5c42\u7c97\uff08\u5982\u6309\u5929\u6c47\u603b\u800c\u975e\u6309\u8ba2\u5355\u660e\u7ec6\uff09\uff0c\u4f46\u6bd4 ADS \u5c42\u7ec6\uff08\u5982\u4e0d\u8de8\u591a\u4e2a\u7ef4\u5ea6\u805a\u5408\uff09\u3002  <\/li>\n<li><strong>\u5b9a\u671f\u66f4\u65b0<\/strong>\uff1a\u4e00\u822c\u6309\u5929\u6216\u6309\u5c0f\u65f6\u66f4\u65b0\uff0c\u800c\u975e\u5b9e\u65f6\u66f4\u65b0\u3002  <\/li>\n<\/ul>\n<\/li>\n<li><strong>\u4f5c\u7528<\/strong>\uff1a\n<ul>\n<li>\u9884\u8ba1\u7b97\u5e38\u7528\u805a\u5408\u7ed3\u679c\uff0c\u52a0\u901f\u62a5\u8868\u548c\u5206\u6790\u67e5\u8be2\uff08\u5982 BI \u5de5\u5177\u76f4\u63a5\u8bfb\u53d6 DWS \u5c42\u6570\u636e\uff09\u3002  <\/li>\n<li>\u51cf\u5c11\u4e0b\u6e38\u5e94\u7528\u5bf9\u660e\u7ec6\u6570\u636e\u7684\u4f9d\u8d56\uff0c\u964d\u4f4e\u8ba1\u7b97\u8d44\u6e90\u6d88\u8017\u3002  <\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<h3><strong>\u56db\u3001ADS\uff08Application Data Store\uff0c\u5e94\u7528\u6570\u636e\u5c42\uff09<\/strong><\/h3>\n<ul>\n<li><strong>\u5b9a\u4e49<\/strong>\uff1a<br \/>\n\u9762\u5411\u5177\u4f53<strong>\u4e1a\u52a1\u5e94\u7528\u573a\u666f<\/strong>\u7684\u6570\u636e\u5c42\uff0c\u76f4\u63a5\u4e3a\u524d\u7aef\u5e94\u7528\uff08\u5982\u62a5\u8868\u7cfb\u7edf\u3001\u53ef\u89c6\u5316\u5de5\u5177\u3001APP \u7b49\uff09\u63d0\u4f9b\u6570\u636e\u670d\u52a1\uff0c\u662f\u6570\u4ed3\u7684\u8f93\u51fa\u5c42\u3002  <\/li>\n<li><strong>\u7279\u70b9<\/strong>\uff1a\n<ul>\n<li><strong>\u9ad8\u5ea6\u4e1a\u52a1\u5b9a\u5236<\/strong>\uff1a\u6839\u636e\u4e1a\u52a1\u9700\u6c42\uff08\u5982\u8fd0\u8425\u62a5\u8868\u3001\u7528\u6237\u753b\u50cf\u3001\u98ce\u63a7\u6a21\u578b\uff09\u5b9a\u5236\u6570\u636e\u7ed3\u6784\uff0c\u53ef\u80fd\u8de8\u591a\u4e2a\u4e3b\u9898\u57df\u7ec4\u5408\u6570\u636e\u3002  <\/li>\n<li><strong>\u6570\u636e\u96c6\u5e02\u5316<\/strong>\uff1a\u53ef\u770b\u4f5c\u201c\u5c0f\u800c\u4e13\u201d\u7684\u6570\u636e\u96c6\u5e02\uff0c\u805a\u7126\u7279\u5b9a\u4e1a\u52a1\u573a\u666f\uff08\u5982\u8425\u9500\u6570\u636e\u96c6\u5e02\u3001\u8d22\u52a1\u6570\u636e\u96c6\u5e02\uff09\u3002  <\/li>\n<li><strong>\u5b9e\u65f6\u6027\u8981\u6c42\u9ad8<\/strong>\uff1a\u90e8\u5206\u573a\u666f\u9700\u652f\u6301\u5b9e\u65f6\u67e5\u8be2\uff08\u5982\u5b9e\u65f6\u5927\u5c4f\uff09\uff0c\u53ef\u80fd\u7ed3\u5408\u7f13\u5b58\uff08\u5982 Redis\uff09\u6216\u5b9e\u65f6\u6570\u4ed3\uff08\u5982 Apache Doris\uff09\u5b9e\u73b0\u3002  <\/li>\n<\/ul>\n<\/li>\n<li><strong>\u4f5c\u7528<\/strong>\uff1a\n<ul>\n<li>\u76f4\u63a5\u5bf9\u63a5\u4e1a\u52a1\u9700\u6c42\uff0c\u907f\u514d\u4e1a\u52a1\u65b9\u76f4\u63a5\u8bbf\u95ee\u5e95\u5c42\u590d\u6742\u7684\u6570\u636e\u6a21\u578b\u3002  <\/li>\n<li>\u63d0\u4f9b\u5373\u5e2d\u67e5\u8be2\uff08Ad-hoc Query\uff09\u548c\u5b9a\u5236\u5316\u6570\u636e\u670d\u52a1\uff0c\u5feb\u901f\u54cd\u5e94\u4e1a\u52a1\u5206\u6790\u9700\u6c42\u3002  <\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<h3><strong>\u4e94\u3001\u5206\u5c42\u5bf9\u6bd4\u4e0e\u6838\u5fc3\u903b\u8f91<\/strong><\/h3>\n<table>\n<thead>\n<tr>\n<th><strong>\u5206\u5c42<\/strong><\/th>\n<th><strong>\u5b9a\u4f4d<\/strong><\/th>\n<th><strong>\u6570\u636e\u5904\u7406\u6df1\u5ea6<\/strong><\/th>\n<th><strong>\u6570\u636e\u7c92\u5ea6<\/strong><\/th>\n<th><strong>\u66f4\u65b0\u9891\u7387<\/strong><\/th>\n<th><strong>\u5178\u578b\u5e94\u7528<\/strong><\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>ODS<\/td>\n<td>\u539f\u59cb\u6570\u636e\u7f13\u51b2\u5c42<\/td>\n<td>\u65e0\u6e05\u6d17\uff0c\u539f\u6837\u5b58\u50a8<\/td>\n<td>\u4e0e\u4e1a\u52a1\u7cfb\u7edf\u4e00\u81f4<\/td>\n<td>\u5b9e\u65f6\/\u51c6\u5b9e\u65f6<\/td>\n<td>\u4e1a\u52a1\u6570\u636e\u540c\u6b65\u3001\u4e34\u65f6\u67e5\u8be2<\/td>\n<\/tr>\n<tr>\n<td>DWD<\/td>\n<td>\u57fa\u7840\u660e\u7ec6\u5c42<\/td>\n<td>\u6e05\u6d17\u3001\u6807\u51c6\u5316<\/td>\n<td>\u660e\u7ec6\u7c92\u5ea6<\/td>\n<td>\u6bcf\u65e5\/\u5b9e\u65f6<\/td>\n<td>\u63d0\u4f9b\u5e72\u51c0\u7684\u57fa\u7840\u6570\u636e<\/td>\n<\/tr>\n<tr>\n<td>DWS<\/td>\n<td>\u8f7b\u5ea6\u6c47\u603b\u5c42<\/td>\n<td>\u6309\u7ef4\u5ea6\u805a\u5408<\/td>\n<td>\u8f7b\u5ea6\u805a\u5408\u7c92\u5ea6<\/td>\n<td>\u6bcf\u65e5\/\u5c0f\u65f6<\/td>\n<td>\u9884\u8ba1\u7b97\u5e38\u7528\u7edf\u8ba1\u6307\u6807<\/td>\n<\/tr>\n<tr>\n<td>ADS<\/td>\n<td>\u5e94\u7528\u8f93\u51fa\u5c42<\/td>\n<td>\u4e1a\u52a1\u5b9a\u5236\u805a\u5408<\/td>\n<td>\u9ad8\u5ea6\u805a\u5408\u7c92\u5ea6<\/td>\n<td>\u6309\u9700\uff08\u5b9e\u65f6\/\u79bb\u7ebf\uff09<\/td>\n<td>\u62a5\u8868\u5c55\u793a\u3001\u4e1a\u52a1\u5206\u6790\u3001\u6a21\u578b\u8bad\u7ec3<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h3><strong>\u516d\u3001\u6570\u4ed3\u5206\u5c42\u7684\u6838\u5fc3\u4ef7\u503c<\/strong><\/h3>\n<ol>\n<li><strong>\u6570\u636e\u6807\u51c6\u5316<\/strong>\uff1a\u901a\u8fc7 DWD \u5c42\u7edf\u4e00\u6570\u636e\u53e3\u5f84\uff0c\u907f\u514d\u201c\u6570\u636e\u5b64\u5c9b\u201d\u548c\u6307\u6807\u6df7\u4e71\u3002  <\/li>\n<li><strong>\u6027\u80fd\u4f18\u5316<\/strong>\uff1a\u901a\u8fc7 DWS \u5c42\u9884\u8ba1\u7b97\u805a\u5408\u7ed3\u679c\uff0c\u51cf\u5c11\u91cd\u590d\u8ba1\u7b97\uff0c\u63d0\u5347\u67e5\u8be2\u6548\u7387\u3002  <\/li>\n<li><strong>\u4e1a\u52a1\u9694\u79bb<\/strong>\uff1a\u5e95\u5c42\u53d8\u66f4\uff08\u5982\u6570\u636e\u6e90\u8c03\u6574\uff09\u4e0d\u5f71\u54cd\u4e0a\u5c42\u5e94\u7528\uff0c\u901a\u8fc7\u5206\u5c42\u89e3\u8026\u964d\u4f4e\u7ef4\u62a4\u6210\u672c\u3002  <\/li>\n<li><strong>\u590d\u7528\u6027\u63d0\u5347<\/strong>\uff1a\u4e2d\u95f4\u5c42\uff08DWD\u3001DWS\uff09\u53ef\u88ab\u591a\u4e2a\u4e1a\u52a1\u573a\u666f\u590d\u7528\uff0c\u907f\u514d\u91cd\u590d\u5f00\u53d1\u3002  <\/li>\n<\/ol>\n<h3><strong>\u4e03\u3001\u5e38\u89c1\u53d8\u4f53\u4e0e\u6269\u5c55<\/strong><\/h3>\n<ul>\n<li><strong>DIM\uff08\u7ef4\u5ea6\u5c42\uff09<\/strong>\uff1a\u72ec\u7acb\u4e8e\u56db\u5c42\u7ed3\u6784\uff0c\u4e13\u95e8\u5b58\u50a8\u7ef4\u5ea6\u6570\u636e\uff08\u5982\u7528\u6237\u7ef4\u5ea6\u3001\u5546\u54c1\u7ef4\u5ea6\uff09\uff0c\u7528\u4e8e\u652f\u6491\u5404\u5c42\u7684\u7ef4\u5ea6\u5173\u8054\u3002  <\/li>\n<li><strong>\u5b9e\u65f6\u6570\u4ed3\u5206\u5c42<\/strong>\uff1a\u5728\u6d41\u5f0f\u6570\u636e\u573a\u666f\u4e2d\uff0c\u5206\u5c42\u903b\u8f91\u7c7b\u4f3c\uff08\u5982 ODS\u2192DWD\u2192DWS\u2192ADS\uff09\uff0c\u4f46\u5904\u7406\u5de5\u5177\u66ff\u6362\u4e3a Flink\u3001Kafka Streams \u7b49\u6d41\u5f0f\u6846\u67b6\u3002  <\/li>\n<li><strong>\u4e09\u5c42\u67b6\u6784\u7b80\u5316\u7248<\/strong>\uff1a\u90e8\u5206\u5c0f\u578b\u6570\u4ed3\u53ef\u80fd\u5408\u5e76 DWS \u548c ADS \u5c42\uff0c\u76f4\u63a5\u57fa\u4e8e DWD \u5c42\u6784\u5efa\u5e94\u7528\u6570\u636e\u3002  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