{"id":946,"date":"2022-10-15T15:48:05","date_gmt":"2022-10-15T07:48:05","guid":{"rendered":"http:\/\/viplao.com\/?p=946"},"modified":"2022-10-15T15:48:05","modified_gmt":"2022-10-15T07:48:05","slug":"%e6%95%b0%e6%8d%ae%e6%b2%bb%e7%90%86-xx%e4%b8%9a%e5%8a%a1%e6%95%b0%e6%8d%ae%e5%88%86%e6%9e%90%e4%bd%93%e7%b3%bb%e7%9a%84%e6%9e%b6%e6%9e%84%e4%b8%8e%e5%ae%9e%e8%b7%b5%ef%bf%bc","status":"publish","type":"post","link":"http:\/\/viplao.com\/index.php\/2022\/10\/15\/%e6%95%b0%e6%8d%ae%e6%b2%bb%e7%90%86-xx%e4%b8%9a%e5%8a%a1%e6%95%b0%e6%8d%ae%e5%88%86%e6%9e%90%e4%bd%93%e7%b3%bb%e7%9a%84%e6%9e%b6%e6%9e%84%e4%b8%8e%e5%ae%9e%e8%b7%b5%ef%bf%bc\/","title":{"rendered":"\u6570\u636e\u6cbb\u7406  &#8211; XX\u4e1a\u52a1\u6570\u636e\u5206\u6790\u4f53\u7cfb\u7684\u67b6\u6784\u4e0e\u5b9e\u8df5\ufffc"},"content":{"rendered":"\n<p>\u5bfc\u8bfb\uff1a\u8bb2\u8ff0\u5728\u4e1a\u52a1\u5feb\u901f\u8fed\u4ee3\u53d1\u5c55\u8fc7\u7a0b\u4e2d\uff0c\u4e3a\u4e86\u8ba9\u5927\u6570\u636e\u66f4\u597d\u5730\u8d4b\u80fd\u4e1a\u52a1\uff0c\u9ad8\u6548\u7684\u4e3a\u7528\u6237\u63d0\u4f9b\u6709\u4e1a\u52a1\u4ef7\u503c\u7684\u6570\u636e\u4ea7\u54c1\u548c\u670d\u52a1\uff0c\u767e\u5ea6\u7231\u756a\u756a\u7684\u6570\u636e\u56e2\u961f\u6784\u5efa\u5b9e\u65f6\u548c\u79bb\u7ebf\u5927\u6570\u636e\u57fa\u7840\u5e73\u53f0\u7684\u5fc3\u8def\u5386\u7a0b\uff0c\u5305\u62ec\u5982\u4f55\u5e94\u5bf9\u4e1a\u52a1\u3001\u6280\u672f\u3001\u7ec4\u7ec7\u7b49\u65b9\u9762\u7684\u6311\u6218\u548c\u89e3\u51b3\u5b9e\u9645\u75db\u70b9\u8fc7\u7a0b\u4e2d\u7684\u601d\u8003\u4e0e\u5b9e\u8df5\u3002<\/p>\n\n\n\n<p>\u5168\u65879911\u5b57\uff0c\u9884\u8ba1\u9605\u8bfb\u65f6\u95f424\u5206\u949f\u3002<\/p>\n\n\n\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_71 counter-hierarchy ez-toc-counter ez-toc-grey ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\">\n<p class=\"ez-toc-title\" style=\"cursor:inherit\">\u6587\u7ae0\u76ee\u5f55<\/p>\n<span class=\"ez-toc-title-toggle\"><a href=\"#\" class=\"ez-toc-pull-right ez-toc-btn ez-toc-btn-xs ez-toc-btn-default ez-toc-toggle\" aria-label=\"Toggle Table of Content\"><span class=\"ez-toc-js-icon-con\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">Toggle<\/span><span class=\"ez-toc-icon-toggle-span\"><svg style=\"fill: #999;color:#999\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"list-377408\" width=\"20px\" height=\"20px\" viewBox=\"0 0 24 24\" fill=\"none\"><path d=\"M6 6H4v2h2V6zm14 0H8v2h12V6zM4 11h2v2H4v-2zm16 0H8v2h12v-2zM4 16h2v2H4v-2zm16 0H8v2h12v-2z\" fill=\"currentColor\"><\/path><\/svg><svg style=\"fill: #999;color:#999\" class=\"arrow-unsorted-368013\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"10px\" height=\"10px\" 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class='ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"http:\/\/viplao.com\/index.php\/2022\/10\/15\/%e6%95%b0%e6%8d%ae%e6%b2%bb%e7%90%86-xx%e4%b8%9a%e5%8a%a1%e6%95%b0%e6%8d%ae%e5%88%86%e6%9e%90%e4%bd%93%e7%b3%bb%e7%9a%84%e6%9e%b6%e6%9e%84%e4%b8%8e%e5%ae%9e%e8%b7%b5%ef%bf%bc\/#3111_Lambda%E6%9E%B6%E6%9E%84\" title=\"3.1.1.1&nbsp;Lambda\u67b6\u6784&nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp;&nbsp;\">3.1.1.1&nbsp;Lambda\u67b6\u6784&nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp;&nbsp;<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"http:\/\/viplao.com\/index.php\/2022\/10\/15\/%e6%95%b0%e6%8d%ae%e6%b2%bb%e7%90%86-xx%e4%b8%9a%e5%8a%a1%e6%95%b0%e6%8d%ae%e5%88%86%e6%9e%90%e4%bd%93%e7%b3%bb%e7%9a%84%e6%9e%b6%e6%9e%84%e4%b8%8e%e5%ae%9e%e8%b7%b5%ef%bf%bc\/#Nathan_Marz%E6%8F%90%E5%87%BA%E7%9A%84Lambda%E6%9E%B6%E6%9E%84%E6%98%AF%E7%9B%AE%E5%89%8D%E8%BF%9B%E8%A1%8C%E5%AE%9E%E6%97%B6%E5%92%8C%E7%A6%BB%E7%BA%BF%E5%A4%84%E7%90%86%E7%9A%84%E5%B8%B8%E7%94%A8%E6%9E%B6%E6%9E%84%EF%BC%8C%E5%85%B6%E8%AE%BE%E8%AE%A1%E7%9A%84%E7%9B%AE%E7%9A%84%E6%98%AF%E4%BB%A5%E4%BD%8E%E5%BB%B6%E8%BF%9F%E5%A4%84%E7%90%86%E5%92%8C%E5%85%BC%E9%A1%BE%E5%A4%84%E7%90%86%E7%A6%BB%E7%BA%BF%E6%95%B0%E6%8D%AE%E3%80%81%E6%94%AF%E6%8C%81%E7%BA%BF%E6%80%A7%E6%89%A9%E5%B1%95%E5%92%8C%E5%AE%B9%E9%94%99%E6%9C%BA%E5%88%B6%E7%AD%89%E7%89%B9%E7%82%B9%E3%80%82\" title=\"Nathan Marz\u63d0\u51fa\u7684Lambda\u67b6\u6784\u662f\u76ee\u524d\u8fdb\u884c\u5b9e\u65f6\u548c\u79bb\u7ebf\u5904\u7406\u7684\u5e38\u7528\u67b6\u6784\uff0c\u5176\u8bbe\u8ba1\u7684\u76ee\u7684\u662f\u4ee5\u4f4e\u5ef6\u8fdf\u5904\u7406\u548c\u517c\u987e\u5904\u7406\u79bb\u7ebf\u6570\u636e\u3001\u652f\u6301\u7ebf\u6027\u6269\u5c55\u548c\u5bb9\u9519\u673a\u5236\u7b49\u7279\u70b9\u3002\">Nathan Marz\u63d0\u51fa\u7684Lambda\u67b6\u6784\u662f\u76ee\u524d\u8fdb\u884c\u5b9e\u65f6\u548c\u79bb\u7ebf\u5904\u7406\u7684\u5e38\u7528\u67b6\u6784\uff0c\u5176\u8bbe\u8ba1\u7684\u76ee\u7684\u662f\u4ee5\u4f4e\u5ef6\u8fdf\u5904\u7406\u548c\u517c\u987e\u5904\u7406\u79bb\u7ebf\u6570\u636e\u3001\u652f\u6301\u7ebf\u6027\u6269\u5c55\u548c\u5bb9\u9519\u673a\u5236\u7b49\u7279\u70b9\u3002<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-8\" 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href=\"http:\/\/viplao.com\/index.php\/2022\/10\/15\/%e6%95%b0%e6%8d%ae%e6%b2%bb%e7%90%86-xx%e4%b8%9a%e5%8a%a1%e6%95%b0%e6%8d%ae%e5%88%86%e6%9e%90%e4%bd%93%e7%b3%bb%e7%9a%84%e6%9e%b6%e6%9e%84%e4%b8%8e%e5%ae%9e%e8%b7%b5%ef%bf%bc\/#32_%E4%B8%9A%E5%8A%A1%E8%AF%89%E6%B1%82%E5%8F%8A%E6%9E%B6%E6%9E%84%E6%BC%94%E8%BF%9B\" title=\"3.2 \u4e1a\u52a1\u8bc9\u6c42\u53ca\u67b6\u6784\u6f14\u8fdb\">3.2 \u4e1a\u52a1\u8bc9\u6c42\u53ca\u67b6\u6784\u6f14\u8fdb<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-13\" href=\"http:\/\/viplao.com\/index.php\/2022\/10\/15\/%e6%95%b0%e6%8d%ae%e6%b2%bb%e7%90%86-xx%e4%b8%9a%e5%8a%a1%e6%95%b0%e6%8d%ae%e5%88%86%e6%9e%90%e4%bd%93%e7%b3%bb%e7%9a%84%e6%9e%b6%e6%9e%84%e4%b8%8e%e5%ae%9e%e8%b7%b5%ef%bf%bc\/#321_%E8%BF%BD%E6%B1%82%E6%97%B6%E6%95%88%E6%80%A7\" title=\"3.2.1 \u8ffd\u6c42\u65f6\u6548\u6027\">3.2.1 \u8ffd\u6c42\u65f6\u6548\u6027<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-14\" href=\"http:\/\/viplao.com\/index.php\/2022\/10\/15\/%e6%95%b0%e6%8d%ae%e6%b2%bb%e7%90%86-xx%e4%b8%9a%e5%8a%a1%e6%95%b0%e6%8d%ae%e5%88%86%e6%9e%90%e4%bd%93%e7%b3%bb%e7%9a%84%e6%9e%b6%e6%9e%84%e4%b8%8e%e5%ae%9e%e8%b7%b5%ef%bf%bc\/#322_BI%E5%9C%BA%E6%99%AF%E9%9C%80%E6%B1%82\" title=\"3.2.2 BI\u573a\u666f\u9700\u6c42\">3.2.2 BI\u573a\u666f\u9700\u6c42<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-15\" href=\"http:\/\/viplao.com\/index.php\/2022\/10\/15\/%e6%95%b0%e6%8d%ae%e6%b2%bb%e7%90%86-xx%e4%b8%9a%e5%8a%a1%e6%95%b0%e6%8d%ae%e5%88%86%e6%9e%90%e4%bd%93%e7%b3%bb%e7%9a%84%e6%9e%b6%e6%9e%84%e4%b8%8e%e5%ae%9e%e8%b7%b5%ef%bf%bc\/#323_%E5%85%AC%E5%85%B1%E6%95%B0%E6%8D%AE%E4%BB%93%E5%BA%93\" title=\"3.2.3 \u516c\u5171\u6570\u636e\u4ed3\u5e93\">3.2.3 \u516c\u5171\u6570\u636e\u4ed3\u5e93<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-16\" href=\"http:\/\/viplao.com\/index.php\/2022\/10\/15\/%e6%95%b0%e6%8d%ae%e6%b2%bb%e7%90%86-xx%e4%b8%9a%e5%8a%a1%e6%95%b0%e6%8d%ae%e5%88%86%e6%9e%90%e4%bd%93%e7%b3%bb%e7%9a%84%e6%9e%b6%e6%9e%84%e4%b8%8e%e5%ae%9e%e8%b7%b5%ef%bf%bc\/#33_%E6%95%B0%E4%BB%93%E5%BB%BA%E6%A8%A1%E8%BF%87%E7%A8%8B\" title=\"3.3 \u6570\u4ed3\u5efa\u6a21\u8fc7\u7a0b\">3.3 \u6570\u4ed3\u5efa\u6a21\u8fc7\u7a0b<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-17\" href=\"http:\/\/viplao.com\/index.php\/2022\/10\/15\/%e6%95%b0%e6%8d%ae%e6%b2%bb%e7%90%86-xx%e4%b8%9a%e5%8a%a1%e6%95%b0%e6%8d%ae%e5%88%86%e6%9e%90%e4%bd%93%e7%b3%bb%e7%9a%84%e6%9e%b6%e6%9e%84%e4%b8%8e%e5%ae%9e%e8%b7%b5%ef%bf%bc\/#331_%E5%88%86%E5%B1%82ETL\" title=\"3.3.1 \u5206\u5c42ETL\">3.3.1 \u5206\u5c42ETL<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-18\" href=\"http:\/\/viplao.com\/index.php\/2022\/10\/15\/%e6%95%b0%e6%8d%ae%e6%b2%bb%e7%90%86-xx%e4%b8%9a%e5%8a%a1%e6%95%b0%e6%8d%ae%e5%88%86%e6%9e%90%e4%bd%93%e7%b3%bb%e7%9a%84%e6%9e%b6%e6%9e%84%e4%b8%8e%e5%ae%9e%e8%b7%b5%ef%bf%bc\/#332_%E6%A8%A1%E5%9E%8B%E9%80%89%E6%8B%A9\" title=\"3.3.2 \u6a21\u578b\u9009\u62e9\">3.3.2 \u6a21\u578b\u9009\u62e9<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-19\" href=\"http:\/\/viplao.com\/index.php\/2022\/10\/15\/%e6%95%b0%e6%8d%ae%e6%b2%bb%e7%90%86-xx%e4%b8%9a%e5%8a%a1%e6%95%b0%e6%8d%ae%e5%88%86%e6%9e%90%e4%bd%93%e7%b3%bb%e7%9a%84%e6%9e%b6%e6%9e%84%e4%b8%8e%e5%ae%9e%e8%b7%b5%ef%bf%bc\/#34_%E6%95%B0%E6%8D%AE%E6%B2%BB%E7%90%86\" title=\"3.4 \u6570\u636e\u6cbb\u7406\">3.4 \u6570\u636e\u6cbb\u7406<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-20\" href=\"http:\/\/viplao.com\/index.php\/2022\/10\/15\/%e6%95%b0%e6%8d%ae%e6%b2%bb%e7%90%86-xx%e4%b8%9a%e5%8a%a1%e6%95%b0%e6%8d%ae%e5%88%86%e6%9e%90%e4%bd%93%e7%b3%bb%e7%9a%84%e6%9e%b6%e6%9e%84%e4%b8%8e%e5%ae%9e%e8%b7%b5%ef%bf%bc\/#341_%E6%95%B0%E6%8D%AE%E8%B5%84%E4%BA%A7%E6%B2%BB%E7%90%86\" title=\"3.4.1 \u6570\u636e\u8d44\u4ea7\u6cbb\u7406\">3.4.1 \u6570\u636e\u8d44\u4ea7\u6cbb\u7406<\/a><ul class='ez-toc-list-level-4' ><li class='ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-21\" href=\"http:\/\/viplao.com\/index.php\/2022\/10\/15\/%e6%95%b0%e6%8d%ae%e6%b2%bb%e7%90%86-xx%e4%b8%9a%e5%8a%a1%e6%95%b0%e6%8d%ae%e5%88%86%e6%9e%90%e4%bd%93%e7%b3%bb%e7%9a%84%e6%9e%b6%e6%9e%84%e4%b8%8e%e5%ae%9e%e8%b7%b5%ef%bf%bc\/#3411_%E4%B8%BB%E9%A2%98%E7%AE%A1%E7%90%86\" title=\"3.4.1.1 \u4e3b\u9898\u7ba1\u7406\">3.4.1.1 \u4e3b\u9898\u7ba1\u7406<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-22\" href=\"http:\/\/viplao.com\/index.php\/2022\/10\/15\/%e6%95%b0%e6%8d%ae%e6%b2%bb%e7%90%86-xx%e4%b8%9a%e5%8a%a1%e6%95%b0%e6%8d%ae%e5%88%86%e6%9e%90%e4%bd%93%e7%b3%bb%e7%9a%84%e6%9e%b6%e6%9e%84%e4%b8%8e%e5%ae%9e%e8%b7%b5%ef%bf%bc\/#3412_%E5%9F%BA%E7%A1%80%E4%BF%A1%E6%81%AF%E5%8F%8A%E8%A1%80%E7%BC%98%E5%85%B3%E7%B3%BB\" title=\"3.4.1.2 \u57fa\u7840\u4fe1\u606f\u53ca\u8840\u7f18\u5173\u7cfb\">3.4.1.2 \u57fa\u7840\u4fe1\u606f\u53ca\u8840\u7f18\u5173\u7cfb<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-23\" href=\"http:\/\/viplao.com\/index.php\/2022\/10\/15\/%e6%95%b0%e6%8d%ae%e6%b2%bb%e7%90%86-xx%e4%b8%9a%e5%8a%a1%e6%95%b0%e6%8d%ae%e5%88%86%e6%9e%90%e4%bd%93%e7%b3%bb%e7%9a%84%e6%9e%b6%e6%9e%84%e4%b8%8e%e5%ae%9e%e8%b7%b5%ef%bf%bc\/#3413_%E6%9D%83%E9%99%90%E6%8E%A7%E5%88%B6%E5%8F%8A%E8%87%AA%E5%8A%A9%E5%8C%96\" title=\"3.4.1.3 \u6743\u9650\u63a7\u5236\u53ca\u81ea\u52a9\u5316\">3.4.1.3 \u6743\u9650\u63a7\u5236\u53ca\u81ea\u52a9\u5316<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-24\" href=\"http:\/\/viplao.com\/index.php\/2022\/10\/15\/%e6%95%b0%e6%8d%ae%e6%b2%bb%e7%90%86-xx%e4%b8%9a%e5%8a%a1%e6%95%b0%e6%8d%ae%e5%88%86%e6%9e%90%e4%bd%93%e7%b3%bb%e7%9a%84%e6%9e%b6%e6%9e%84%e4%b8%8e%e5%ae%9e%e8%b7%b5%ef%bf%bc\/#342_%E6%95%B0%E6%8D%AE%E8%B4%A8%E9%87%8F%E6%B2%BB%E7%90%86\" title=\"3.4.2 \u6570\u636e\u8d28\u91cf\u6cbb\u7406\">3.4.2 \u6570\u636e\u8d28\u91cf\u6cbb\u7406<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-25\" href=\"http:\/\/viplao.com\/index.php\/2022\/10\/15\/%e6%95%b0%e6%8d%ae%e6%b2%bb%e7%90%86-xx%e4%b8%9a%e5%8a%a1%e6%95%b0%e6%8d%ae%e5%88%86%e6%9e%90%e4%bd%93%e7%b3%bb%e7%9a%84%e6%9e%b6%e6%9e%84%e4%b8%8e%e5%ae%9e%e8%b7%b5%ef%bf%bc\/#35_%E6%98%93%E4%BA%8E%E6%89%A9%E5%B1%95\" title=\"3.5&nbsp;\u6613\u4e8e\u6269\u5c55\">3.5&nbsp;\u6613\u4e8e\u6269\u5c55<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-26\" href=\"http:\/\/viplao.com\/index.php\/2022\/10\/15\/%e6%95%b0%e6%8d%ae%e6%b2%bb%e7%90%86-xx%e4%b8%9a%e5%8a%a1%e6%95%b0%e6%8d%ae%e5%88%86%e6%9e%90%e4%bd%93%e7%b3%bb%e7%9a%84%e6%9e%b6%e6%9e%84%e4%b8%8e%e5%ae%9e%e8%b7%b5%ef%bf%bc\/#351_%E8%90%A5%E9%94%80%E6%95%88%E6%9E%9C%E5%88%86%E6%9E%90\" title=\"3.5.1 \u8425\u9500\u6548\u679c\u5206\u6790\">3.5.1 \u8425\u9500\u6548\u679c\u5206\u6790<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-27\" href=\"http:\/\/viplao.com\/index.php\/2022\/10\/15\/%e6%95%b0%e6%8d%ae%e6%b2%bb%e7%90%86-xx%e4%b8%9a%e5%8a%a1%e6%95%b0%e6%8d%ae%e5%88%86%e6%9e%90%e4%bd%93%e7%b3%bb%e7%9a%84%e6%9e%b6%e6%9e%84%e4%b8%8e%e5%ae%9e%e8%b7%b5%ef%bf%bc\/#352_%E5%AE%9E%E6%97%B6%E8%83%BD%E5%8A%9B%E6%8F%90%E5%8D%87\" title=\"3.5.2 \u5b9e\u65f6\u80fd\u529b\u63d0\u5347\">3.5.2 \u5b9e\u65f6\u80fd\u529b\u63d0\u5347<\/a><ul class='ez-toc-list-level-4' ><li class='ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-28\" href=\"http:\/\/viplao.com\/index.php\/2022\/10\/15\/%e6%95%b0%e6%8d%ae%e6%b2%bb%e7%90%86-xx%e4%b8%9a%e5%8a%a1%e6%95%b0%e6%8d%ae%e5%88%86%e6%9e%90%e4%bd%93%e7%b3%bb%e7%9a%84%e6%9e%b6%e6%9e%84%e4%b8%8e%e5%ae%9e%e8%b7%b5%ef%bf%bc\/#3521_Palo%E5%8E%9F%E7%90%86%E4%BB%8B%E7%BB%8D\" title=\"3.5.2.1 Palo\u539f\u7406\u4ecb\u7ecd\">3.5.2.1 Palo\u539f\u7406\u4ecb\u7ecd<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-29\" href=\"http:\/\/viplao.com\/index.php\/2022\/10\/15\/%e6%95%b0%e6%8d%ae%e6%b2%bb%e7%90%86-xx%e4%b8%9a%e5%8a%a1%e6%95%b0%e6%8d%ae%e5%88%86%e6%9e%90%e4%bd%93%e7%b3%bb%e7%9a%84%e6%9e%b6%e6%9e%84%e4%b8%8e%e5%ae%9e%e8%b7%b5%ef%bf%bc\/#353_%E6%9E%84%E5%BB%BA%E6%8C%87%E6%A0%87%E4%BD%93%E7%B3%BB\" title=\"3.5.3 \u6784\u5efa\u6307\u6807\u4f53\u7cfb\">3.5.3 \u6784\u5efa\u6307\u6807\u4f53\u7cfb<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-30\" href=\"http:\/\/viplao.com\/index.php\/2022\/10\/15\/%e6%95%b0%e6%8d%ae%e6%b2%bb%e7%90%86-xx%e4%b8%9a%e5%8a%a1%e6%95%b0%e6%8d%ae%e5%88%86%e6%9e%90%e4%bd%93%e7%b3%bb%e7%9a%84%e6%9e%b6%e6%9e%84%e4%b8%8e%e5%ae%9e%e8%b7%b5%ef%bf%bc\/#36_%E6%95%B0%E6%8D%AE%E5%88%86%E6%9E%90%E4%BD%93%E7%B3%BB%E5%85%A8%E6%99%AF\" title=\"3.6&nbsp;\u6570\u636e\u5206\u6790\u4f53\u7cfb\u5168\u666f\">3.6&nbsp;\u6570\u636e\u5206\u6790\u4f53\u7cfb\u5168\u666f<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-31\" href=\"http:\/\/viplao.com\/index.php\/2022\/10\/15\/%e6%95%b0%e6%8d%ae%e6%b2%bb%e7%90%86-xx%e4%b8%9a%e5%8a%a1%e6%95%b0%e6%8d%ae%e5%88%86%e6%9e%90%e4%bd%93%e7%b3%bb%e7%9a%84%e6%9e%b6%e6%9e%84%e4%b8%8e%e5%ae%9e%e8%b7%b5%ef%bf%bc\/#37_%E6%95%B0%E6%8D%AE%E5%88%86%E6%9E%90%E4%BD%93%E7%B3%BB%E5%BB%BA%E7%AB%8B%E7%9A%84%E6%94%B6%E7%9B%8A\" title=\"3.7 \u6570\u636e\u5206\u6790\u4f53\u7cfb\u5efa\u7acb\u7684\u6536\u76ca\">3.7 \u6570\u636e\u5206\u6790\u4f53\u7cfb\u5efa\u7acb\u7684\u6536\u76ca<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-1'><a class=\"ez-toc-link ez-toc-heading-32\" href=\"http:\/\/viplao.com\/index.php\/2022\/10\/15\/%e6%95%b0%e6%8d%ae%e6%b2%bb%e7%90%86-xx%e4%b8%9a%e5%8a%a1%e6%95%b0%e6%8d%ae%e5%88%86%e6%9e%90%e4%bd%93%e7%b3%bb%e7%9a%84%e6%9e%b6%e6%9e%84%e4%b8%8e%e5%ae%9e%e8%b7%b5%ef%bf%bc\/#%E5%9B%9B%E3%80%81%E6%80%BB%E7%BB%93%E4%B8%8E%E5%B1%95%E6%9C%9B\" title=\"\u56db\u3001\u603b\u7ed3\u4e0e\u5c55\u671b\">\u56db\u3001\u603b\u7ed3\u4e0e\u5c55\u671b<\/a><\/li><\/ul><\/nav><\/div>\n<h1 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%E4%B8%80%E3%80%81%E5%89%8D%E8%A8%80\"><\/span><a><\/a><strong>\u4e00\u3001\u524d\u8a00<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h1>\n\n\n\n<p>\u4f5c\u4e3a\u4e00\u7ad9\u5f0f\u7684\u516c\u79c1\u57df\u667a\u80fd\u8425\u9500\u4e0e\u9500\u552e\u52a0\u901f\u5668\uff0c\u7231\u756a\u756a\u65e2\u627f\u8f7d\u7740\u767e\u5ea6\u5185\u90e8\u751f\u6001\u7684\u5404\u7c7b\u63a8\u5e7f\u5e73\u53f0\u7684\u7ebf\u7d22\u6570\u636e\uff08\u4f8b\u5982\uff1a\u641c\u7d22\u3001\u4fe1\u606f\u6d41\u3001\u57fa\u6728\u9c7c\u81ea\u5efa\u7ad9\u7b49\u8425\u9500\u63a8\u5e7f\u5e73\u53f0\u7684\u4e1a\u52a1\u6c9f\u901a\u3001\u8be2\u4ef7\u6536\u96c6\u3001\u8868\u5355\u7559\u8d44\u7b49\u7528\u6237\u884c\u4e3a\u5f62\u6210\u7684\u7ebf\u7d22\uff09\u7684\u843d\u6f5c\u3001\u7ba1\u63a7\u3001\u8ddf\u8fdb\u4ee5\u53ca\u8f6c\u5316\u7b49\u4e1a\u52a1\u80fd\u529b\uff0c\u4e5f\u6709\u5916\u90e8\u516c\u57df\u7684\u5e7f\u544a\u6295\u653e\u5e73\u53f0\u548c\u79df\u6237\u79c1\u57df\u7684\u81ea\u5efa\u7cfb\u7edf\u91cc\u5404\u7c7b\u7528\u6237\u884c\u4e3a\u548c\u5c5e\u6027\u76f8\u5173\u7684\u7ebf\u7d22\u81ea\u52a8\u5316\u63a5\u5165\uff0c\u540c\u65f6\u8fd8\u63d0\u4f9b\u7ebf\u7d22\u81ea\u62d3\u5bfc\u5165\u7684\u4e1a\u52a1\u529f\u80fd\uff1b\u8fdb\u800c\u5f62\u6210\u4e1a\u52a1\u6570\u636e\u3001\u7528\u6237\u6570\u636e\u3001\u4e8b\u4ef6\u884c\u4e3a\u7b49\u6709\u4ef7\u503c\u7684\u6570\u636e\u4e3a\u6838\u5fc3\u7684\u5927\u6570\u636e\u5206\u6790\u4f53\u7cfb\u5efa\u8bbe\u7684\u601d\u8003\u4e0e\u5b9e\u8df5\u3002<\/p>\n\n\n\n<p>\u5982\u4f55\u5728\u654f\u6377\u8fed\u4ee3\u4e2d\u6301\u7eed\u4ea4\u4ed8\uff0c\u5bf9\u5ba2\u6237\u6709\u4ef7\u503c\u7684\u5e76\u4e14\u6ee1\u8db3\u5176\u65f6\u6548\u6027\u3001\u51c6\u786e\u6027\u548c\u7a33\u5b9a\u6027\u7684\u6570\u636e\u5206\u6790\u670d\u52a1\uff0c\u662f\u6570\u636e\u56e2\u961f\u9700\u8981\u601d\u8003\u7684\u957f\u671f\u76ee\u6807\uff1b\u6240\u4ee5\u6253\u9020\u4e00\u5957\u9ad8\u5c4b\u5efa\u74f4\u7684<a href=\"https:\/\/so.csdn.net\/so\/search?q=%E6%9E%B6%E6%9E%84&amp;spm=1001.2101.3001.7020\" target=\"_blank\" rel=\"noreferrer noopener\">\u67b6\u6784<\/a>\u8bbe\u8ba1\u662f\u81f3\u5173\u91cd\u8981\u7684\u6839\u57fa\uff0c\u672c\u6587\u5c31\u767e\u5ea6\u7231\u756a\u756a\u6570\u636e\u5206\u6790\u56e2\u961f\u56e0\u52bf\u5229\u5bfc\u7684\u8fdb\u884c\u6570\u636e\u9a71\u52a8\u7684\u6280\u672f\u5b9e\u8df5\u7ecf\u9a8c\u548c\u5fc3\u5f97\u4f53\u4f1a\u5c55\u5f00\u8868\u8ff0\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"11_%E5%90%8D%E8%AF%8D%E8%A7%A3%E9%87%8A\"><\/span><a><\/a><strong>1.1 \u540d\u8bcd\u89e3\u91ca<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<figure class=\"wp-block-table\"><table><tbody><tr><td><strong>\u540d\u8bcd\/\u7f29\u5199<\/strong><\/td><td><strong>\u63cf\u8ff0<\/strong><\/td><\/tr><tr><td>\u74e6\u7279\/Watt<\/td><td>\u6570\u636e\u6d41\u5f00\u653e\u5e73\u53f0\uff0c\u7528\u4e8eMySQL\u3001BaikalDB\u7b49\u6570\u636e\u5e93Binlog\u65e5\u5fd7\u7684\u96c6\u6210\u5e73\u53f0\uff0c\u53ef\u652f\u6301\u591a\u8868Join\u3001UDF\u7b49\u6269\u5c55\u529f\u80fd\u3002<\/td><\/tr><tr><td>\u51e4\u9601\u5e73\u53f0<\/td><td>\u5546\u4e1a\u5e73\u53f0\u7814\u53d1\u90e8\u95e8\u6253\u9020\u7684\u9762\u5411\u4e1a\u52a1\u4f18\u5316\u7684\u6570\u636e\u8d44\u4ea7\u4e2d\u5fc3\u3001\u6570\u636e\u7814\u53d1\u4e0e\u6cbb\u7406\u4e2d\u53f0\uff0c\u9488\u5bf9\u4e1a\u52a1\u7aef\u7684\u6838\u5fc3\u6570\u636e\u3001\u6838\u5fc3\u573a\u666f\u7edf\u4e00\u7ba1\u7406\uff0c\u5145\u5206\u63d0\u5347\u6548\u7387\u3002\u5176\u5145\u5206\u5229\u7528\u516c\u53f8\u6570\u4ed3\u5f15\u64ce\u3001\u8d44\u6e90\u8c03\u5ea6\u3001\u6570\u636e\u4f20\u8f93\u7b49\u6807\u51c6\u5316\u80fd\u529b\uff0c\u9762\u5411\u4e1a\u52a1\u65b9\u63d0\u4f9b\u6d41\u7a0b\u6258\u7ba1\u3001\u6570\u636e\u5e94\u7528\u7ba1\u7406\u3001\u8840\u7f18\u5206\u6790\u3001\u8d44\u6e90\u89c4\u5212\u3001\u76d1\u63a7\u6cbb\u7406\u7b49\u529f\u80fd\u3002<\/td><\/tr><tr><td>Bigpipe\/BP<\/td><td>\u5206\u5e03\u5f0f\u6570\u636e\u4f20\u8f93\u7cfb\u7edf\u3002\u4e0d\u4ec5\u53ef\u4ee5\u5b8c\u6210\u4f20\u7edf\u6d88\u606f\u961f\u5217\u53ef\u4ee5\u5b9e\u73b0\u7684\u8bf8\u5982\u6d88\u606f\u3001\u547d\u4ee4\u7684\u5b9e\u65f6\u4f20\u8f93\uff0c\u4e5f\u53ef\u4ee5\u7528\u4e8e\u65e5\u5fd7\u6570\u636e\u7684\u5b9e\u65f6\u4f20\u8f93\u3002&nbsp;\u5176\u80fd\u591f\u5e2e\u52a9\u6a21\u5757\u95f4\u7684\u901a\u4fe1\u5b9e\u73b0\u89e3\u8026\uff0c\u5e76\u80fd\u4fdd\u8bc1\u6d88\u606f\u7684\u4e0d\u4e22\u4e0d\u91cd\u3002\u540c\u65f6\u4e5f\u6709\u52a9\u4e8e\u8fd0\u7ef4\u7684\u7edf\u4e00\u3001\u6d41\u91cf\u7684\u7edf\u4e00\u3002<\/td><\/tr><tr><td>AFS<\/td><td>\u5927\u6570\u636e\u6587\u4ef6\u5b58\u50a8\u53ca\u7cfb\u7edf\uff0c\u7c7b\u4f3c\u4e8e\u5f00\u6e90\u7684HDFS\u7684\u529f\u80fd\u3002<\/td><\/tr><tr><td>Palo<\/td><td>\u57fa\u4e8eApache Doris\uff08\u767e\u5ea6\u81ea\u7814\u7684\u5206\u6790\u578b\u6570\u636e\u5e93\u5f15\u64ce\uff09\u6784\u5efa\u7684MPP\u6570\u636e\u4ed3\u5e93\uff0c\u652f\u6301\u9ad8\u5e76\u53d1\u4f4e\u5ef6\u65f6\u67e5\u8be2\uff0c\u652f\u6301PB\u7ea7\u4ee5\u4e0a\u7684\u8d85\u5927\u6570\u636e\u96c6\uff0c\u53ef\u6709\u6548\u5730\u652f\u6301\u5728\u7ebf\u5b9e\u65f6\u6570\u636e\u5206\u6790\u3002<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p><strong>\u4e8c\u3001\u9762\u4e34\u7684\u6311\u6218\u548c\u75db\u70b9<\/strong><\/p>\n\n\n\n<p><strong>2.1\u3010\u4e1a\u52a1\u65b9\u9762\u3011<\/strong><\/p>\n\n\n\n<p>\u4e3a\u4e86\u8ba9\u5ba2\u6237\u6e05\u6670\u5730\u3001\u5168\u9762\u591a\u89c6\u89d2\u7684\u3001\u591a\u7ef4\u5ea6\u6307\u6807\u7684\u67e5\u770b\u5728\u7231\u756a\u756a\u7cfb\u7edf\u4e2d\u521b\u5efa\u7ebf\u7d22\u3001\u5206\u914d\u7ebf\u7d22\uff0c\u8ddf\u8fdb\u7ebf\u7d22\uff0c\u6210\u5355\u7b49\u8fc7\u7a0b\u7684\u8be6\u7ec6\u6f0f\u6597\u60c5\u51b5\u4ee5\u53ca\u4e86\u89e3\u5458\u5de5\u8ddf\u8fdb\u60c5\u51b5\uff0c\u9700\u8981\u6570\u636e\u7edf\u8ba1\u5206\u6790\u4e3a\u5ba2\u6237\u63d0\u4f9b\u5404\u73af\u8282\u6709\u4ef7\u503c\u7684\u6570\u636e\u4ea7\u54c1\u3002<\/p>\n\n\n\n<p><strong>1\uff09\u6709\u4ef7\u503c\uff1a<\/strong>\u5982\u4f55\u4e3a\u5ba2\u6237\u63d0\u4f9b\u6709\u4ef7\u503c\u7684\u6570\u636e\u4ea7\u54c1\u670d\u52a1\uff0c\u662f\u8d2f\u7a7f\u9700\u6c42\u5ba1\u8bc4\u9636\u6bb5\u9700\u8981\u91cd\u70b9\u8003\u8651\u7684\u95ee\u9898\uff1b<br><strong>2\uff09\u53ca\u65f6\u6027\uff1a<\/strong>\u4f8b\u5982\u5ba2\u6237\u7ed9\u81ea\u5df2\u7684\u5458\u5de5\u5206\u914d\u4e86\u4e00\u6761\u7ebf\u7d22\u6216\u8005\u5458\u5de5\u8ddf\u8fdb\u7ebf\u7d22\u7684\u7ec6\u8282\uff0c\u5e0c\u671b\u80fd\u591f\u5feb\u901f\u7684\u5728\u7cfb\u7edf\u91cc\u79d2\u7ea7\u5c55\u793a\uff1b<br><strong>3\uff09\u4e30\u5bcc\u5ea6\uff1a<\/strong>\u5355\u4e00\u7684Count\u548cSum\u5f88\u5bb9\u6613\u5b9e\u73b0\uff0c\u6bd4\u8f83\u96be\u7684\u662f\u4e3a\u5ba2\u6237\u7684\u7ebf\u7d22\u7ba1\u7406\u8ddf\u8fdb\u4ee5\u53ca\u516c\u79c1\u57df\u8425\u9500\u6d3b\u52a8\u7b49\u5de5\u4f5c\u6709\u6307\u5bfc\u6027\u610f\u4e49\u7684\u6570\u636e\u5206\u6790\u4ea7\u54c1\u3002<\/p>\n\n\n\n<p><strong>2.2\u3010\u6280\u672f\u65b9\u9762\u3011<\/strong><\/p>\n\n\n\n<p>\u4e1a\u52a1\u6570\u636e\u3001\u7528\u6237\u884c\u4e3a\u4e8b\u4ef6\u6570\u636e\u3001\u767e\u5ea6\u751f\u6001\u5185\u90e8\u4e0e\u5916\u90e8\u4e1a\u52a1\u6570\u636e\u9700\u8981\u4f53\u7cfb\u5316\u7684\u63a5\u5165\u6570\u4ed3\u7edf\u4e00\u7ba1\u7406\u3001\u52a0\u5de5\u3001\u4ea7\u51fa\u3002<br>1\uff09\u4e1a\u52a1\u5feb\u901f\u53d1\u5c55\uff0c\u4f7f\u4e1a\u52a1\u6570\u636e\u7684\u4f53\u91cf\u8f83\u5927\uff0c\u5bfc\u81f4\u4e1a\u52a1\u6570\u636e\u5e93\uff08Mysql\uff09\u5206\u5e93\u548c\u5206\u8868\uff0c\u9500\u552e\u57df\u7684\u7ebf\u7d22\u76f8\u5173\u7684\u6838\u5fc3\u6570\u636e\u7684OLAP\u5206\u6790\u573a\u666f\u65e0\u6cd5\u76f4\u63a5\u5229\u7528\u4ece\u5e93\u67e5\u8be2\uff1b<br>2\uff09\u91c7\u96c6\u6570\u636e\u6e90\u548c\u4e1a\u52a1\u6570\u636e\u6e90\u7684\u7b49\u5143\u6570\u636e\uff0c\u6563\u843d\u5728\u5404\u4e2a\u4ee3\u7801\u91cc\uff0c\u65e0\u6cd5\u7edf\u4e00\u7ba1\u7406\uff0c\u8fc1\u5e93\u3001\u4fee\u6539\u5bc6\u7801\u6216\u4e1a\u52a1\u4e0b\u7ebf\u5f71\u54cd\u62bd\u53d6\u6570\u636e\uff1b<br>3\uff09\u5b58\u5728\u4e00\u4efd\u6570\u636e\u591a\u5904\u91cd\u590d\u5b58\u50a8\u548c\u4f7f\u7528\uff0c\u516c\u5171\u6570\u636e\u4e9f\u987b\u7ba1\u7406\u964d\u5e95\u7ef4\u62a4\u6210\u672c\u548c\u8fd0\u884c\u3001\u5b58\u50a8\u8d44\u6e90\u6210\u672c\uff1b<br>4\uff09\u6570\u636e\u56e2\u961f\u7684\u7814\u53d1\u4eba\u6570\u6709\u9650\uff0c\u65e2\u6709\u8fd0\u7ef4\u4efb\u52a1\uff0c\u53c8\u6709\u5185\u90e8\u4e1a\u52a1\u652f\u6491\uff0c\u8fd8\u6709\u5bf9\u5ba2\u7684\u5206\u6790\u4e1a\u52a1\u4ea7\u54c1\u7814\u53d1\u5de5\u4f5c\uff0c\u5728\u89c4\u6a21\u8f83\u5c0f\u7684\u60c5\u51b5\u4e0b\uff0c\u5982\u4f55\u5229\u7528\u6709\u9650\u7684\u4eba\u529b\u8d44\u6e90\u6765\u53d1\u6325\u66f4\u5927\u7684\u4ef7\u503c\uff1b<br>5\uff09\u6570\u636e\u62bd\u53d6\uff0c\u903b\u8f91\u52a0\u5de5\uff0c\u8f6c\u50a8\u540c\u6b65\u7b49\u73af\u8282\u6709\u6210\u767e\u4e0a\u5343\u7684\u4efb\u52a1\u5728\u7ebf\u8c03\u5ea6\u548c\u8fd0\u884c\uff0c\u5176\u7a33\u5b9a\u6027\u5982\u4f55\u4fdd\u8bc1\u3002<\/p>\n\n\n\n<p><strong>2.3\u3010\u7ec4\u7ec7\u65b9\u9762\u3011<\/strong><\/p>\n\n\n\n<p>\u5728\u7231\u756a\u756a\u4e1a\u52a1\u90e8\u5c06\u4ea7\u7814\u6d4b\u3001\u5e02\u573a\u3001\u5546\u4e1a\u5316\u3001\u5ba2\u6237\u6210\u529f\u7b49\u4eba\u5458\u5212\u5206\u4e3a15\u4e2a\u5de6\u53f3\u7684\u654f\u6377\u5c0f\u7ec4\uff0c\u6bcf\u4e2a\u5c0f\u7ec4\u6709\u81ea\u5df1\u660e\u786e\u7684\u4e1a\u52a1\u76ee\u6807\uff0c\u6570\u636e\u56e2\u961f\u9700\u8981\u654f\u6377\u652f\u6491\u5404\u56e2\u961f\u3002<br>1\uff09\u5404\u56e2\u961f\u7684\u6708\u5ea6\u3001\u5b63\u5ea6\u548c\u5e74\u5ea6\u7684\u5185\u90e8OKR\u4ee5\u53ca\u5404\u56e2\u961f\u76d1\u6d4b\u5176\u4e1a\u52a1\u6240\u6d89\u53ca\u7684\u5ba2\u6237\u589e\u957f\u60c5\u51b5\u3001\u4e1a\u52a1\u589e\u957f\u60c5\u51b5\u3001\u8fd0\u8425\u60c5\u51b5\uff0c\u4f5c\u4e3a\u6570\u636e\u56e2\u961f\u5982\u4f55\u5feb\u901f\u54cd\u5e94\uff1b<br>2\uff09\u5bf9\u4e8e\u4ec5\u4e00\u6b21\u6027\u7684\u53d6\u6570\u60c5\u51b5\uff0c\u5176\u6295\u5165\u548c\u4ea7\u51fa\u6bd4\u8f83\u4f4e\uff0c\u800c\u4e14\u5c61\u89c1\u4e0d\u9c9c\uff1b<br>3\uff09\u7231\u756a\u756a\u4e1a\u52a1\u7684\u6838\u5fc3\u6307\u6807\u53e3\u5f84\u4e00\u81f4\u7684\u95ee\u9898\uff0c\u5982\u4f55\u7edf\u4e00\u6536\u53e3\uff0c\u7ba1\u7406\u548c\u6570\u636e\u670d\u52a1\u5316\u3001\u5e73\u53f0\u5316\u5bf9\u63a5\u3002<\/p>\n\n\n\n<h1 class=\"wp-block-heading\"><a><\/a><\/h1>\n\n\n\n<h1 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%E4%B8%89%E3%80%81%E5%AE%9E%E8%B7%B5%E5%8F%8A%E7%BB%8F%E9%AA%8C%E5%88%86%E4%BA%AB\"><\/span><a><\/a><strong>\u4e09\u3001\u5b9e\u8df5\u53ca\u7ecf\u9a8c\u5206\u4eab<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h1>\n\n\n\n<p>\u5728\u672c\u6587\u8bb2\u8ff0\u7684\u67b6\u6784\u5b9e\u8df5\u843d\u5730\u4e4b\u524d\uff0c\u57fa\u672c\u90fd\u662f\u4fdd\u6301\u70b9\u72b6\u7684\u5de5\u7a0b\u601d\u7ef4\u5904\u7406\u4e1a\u52a1\u6570\u636e\uff0c\u4e0d\u80fd\u5168\u9762\u7684\u3001\u7cfb\u7edf\u7684\u89e3\u51b3\u6240\u9762\u4e34\u7684\u6570\u636e\u5e94\u7528\u73b0\u72b6\uff0c\u4f46\u662f\u540e\u6765\u6211\u4eec\u5728\u5b9e\u8df5\u4e2d\u4e0d\u65ad\u63a2\u7d22\u5b66\u4e60\u3001\u601d\u8003\u4ee5\u53ca\u6ce8\u91cd\u7ecf\u5178\u65b9\u6cd5\u8bba\u7684\u8fd0\u7528\u5e76\u6700\u7ec8\u843d\u5b9e\u5230\u6280\u672f\u67b6\u6784\u4e2d\uff0c\u5728\u6b64\u8fc7\u7a0b\u4e2d\u4f1a\u4ece\u7814\u53d1\u7684\u4eba\u6548\u3001\u8fd0\u7ef4\u7684\u4eba\u6548\u3001\u8ba1\u7b97\u548c\u5b58\u50a8\u8d44\u6e90\u7b49\u76f8\u5173\u6210\u672c\u7684\u89d2\u5ea6\u6765\u8003\u8651\uff0c\u5c3d\u91cf\u4e0d\u91cd\u590d\u9020\u8f6e\u5b50\uff0c\u6240\u4ee5\u5728\u5efa\u8bbe\u4e2d\u4f1a\u4f7f\u7528\u201c\u4e91\u4e0a\u767e\u5ea6\u201d\uff08\u4fa7\u91cd\u5c06\u5185\u90e8\u79c1\u6709\u4e91\u4e0e\u5916\u90e8\u516c\u6709\u4e91\u7684\u6df7\u5408\uff0c\u65e2\u53d1\u6325\u5185\u90e8\u81ea\u7814\u6280\u672f\u80fd\u529b\u53c8\u63a8\u52a8\u6280\u672f\u4e92\u901a\u548c\u9002\u914d\uff09\u4ee5\u53ca\u201c\u767e\u5ea6\u667a\u80fd\u4e91\u201d\uff08\u81f4\u529b\u4e8e\u63d0\u4f9b\u5168\u7403\u9886\u5148\u7684\u4eba\u5de5\u667a\u80fd\u3001\u5927\u6570\u636e\u548c\u4e91\u8ba1\u7b97\u670d\u52a1\u548c\u5de5\u5177\uff09\u7684\u5e73\u53f0\u5316\u5927\u6570\u636e\u7ec4\u4ef6\u6216\u89e3\u51b3\u65b9\u6848\u3002<\/p>\n\n\n\n<p>\u63a5\u4e0b\u6765\u901a\u8fc7\u96c6\u6210\u3001\u5b58\u50a8\u3001\u8ba1\u7b97\u3001\u8c03\u5ea6\u3001\u6cbb\u7406\u3001\u67e5\u8be2\u3001\u5206\u6790\u3001\u6d1e\u5bdf\u5ba2\u6237\u4ef7\u503c\u7b49\u73af\u8282\u5206\u4eab\u603b\u4f53\u6570\u636e\u6280\u672f\u67b6\u6784\u548c\u5b9e\u8df5\u7ecf\u9a8c\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"31_%E6%95%B0%E6%8D%AE%E6%9E%B6%E6%9E%84\"><\/span><a><\/a><strong>3.1 \u6570\u636e\u67b6\u6784<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"311_%E4%BB%80%E4%B9%88%E6%98%AF%E6%95%B0%E6%8D%AE%E6%9E%B6%E6%9E%84\"><\/span><a><\/a><strong>3.1.1 \u4ec0\u4e48\u662f\u6570\u636e\u67b6\u6784<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>\u63d0\u8d77\u6570\u636e\u67b6\u6784\uff0c\u4e0d\u5f97\u4e0d\u8bf4\u7684\u662fGoogle\u4e3a\u4e86\u9ad8\u6548\u5904\u7406\u6d77\u91cf\u7684\u5e7f\u544a\u3001\u641c\u7d22\u3001\u8425\u9500\u6570\u636e\uff0c\u800c\u57282003\u5e74\u5f00\u59cb\u9646\u7eed\u53d1\u5e03\u7684\u201c\u4e09\u9a7e\u9a6c\u8f66\u201d\uff0c\u5176\u5305\u62ec\u53ef\u6269\u5c55\u7684\u5927\u578b\u6570\u636e\u5bc6\u96c6\u578b\u5e94\u7528\u7684\u5206\u5e03\u5f0f\u6587\u4ef6\u7cfb\u7edf\uff08GFS\uff09\uff0c\u8d85\u5927\u96c6\u7fa4\u7684\u7b80\u5355\u6570\u636e\u5904\u7406\u5f15\u64ce\uff08MapReduce\uff09\uff0c\u7ed3\u6784\u5316\u6570\u636e\u7684\u5206\u5e03\u5f0f\u5b58\u50a8\u7cfb\u7edf\uff08BigTable\uff09\u4e09\u7bc7\u8bba\u6587\uff0c\u57fa\u4e8e\u8fd9\u4e09\u4e2a\u5927\u6570\u636e\u5b58\u50a8\u548c\u8ba1\u7b97\u7684\u7ec4\u4ef6\uff0c\u540e\u6765\u7684\u67b6\u6784\u5e08\u4eec\u4f53\u7cfb\u5316\u7684\u8bbe\u8ba1\u4e86\u4e24\u5957\u4e3b\u6d41\u7684\u5927\u6570\u636e\u89e3\u51b3\u65b9\u6848\uff0c\u5206\u522b\u662fKappa\u548cLambda\u67b6\u6784\uff0c\u5176\u5b9e\u8fd8\u6709\u4e00\u79cdUnified\u67b6\u6784\u843d\u5730\u6709\u4e00\u5b9a\u7684\u5c40\u9650\u6027\uff0c\u6240\u4ee5\u5728\u6b64\u4e0d\u8d58\u8ff0Unified\u67b6\u6784\uff0c\u4f46\u6211\u4eec\u8981\u6e05\u695a\u7684\u8ba4\u8bc6\u5230\u6ca1\u6709\u4e00\u79cd\u67b6\u6784\u80fd\u89e3\u51b3\u6240\u6709\u95ee\u9898\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"3111_Lambda%E6%9E%B6%E6%9E%84\"><\/span><strong>3.1.1.1&nbsp;Lambda\u67b6\u6784&nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp;&nbsp;<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h4>\n\n\n\n<h4 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Nathan_Marz%E6%8F%90%E5%87%BA%E7%9A%84Lambda%E6%9E%B6%E6%9E%84%E6%98%AF%E7%9B%AE%E5%89%8D%E8%BF%9B%E8%A1%8C%E5%AE%9E%E6%97%B6%E5%92%8C%E7%A6%BB%E7%BA%BF%E5%A4%84%E7%90%86%E7%9A%84%E5%B8%B8%E7%94%A8%E6%9E%B6%E6%9E%84%EF%BC%8C%E5%85%B6%E8%AE%BE%E8%AE%A1%E7%9A%84%E7%9B%AE%E7%9A%84%E6%98%AF%E4%BB%A5%E4%BD%8E%E5%BB%B6%E8%BF%9F%E5%A4%84%E7%90%86%E5%92%8C%E5%85%BC%E9%A1%BE%E5%A4%84%E7%90%86%E7%A6%BB%E7%BA%BF%E6%95%B0%E6%8D%AE%E3%80%81%E6%94%AF%E6%8C%81%E7%BA%BF%E6%80%A7%E6%89%A9%E5%B1%95%E5%92%8C%E5%AE%B9%E9%94%99%E6%9C%BA%E5%88%B6%E7%AD%89%E7%89%B9%E7%82%B9%E3%80%82\"><\/span>Nathan Marz\u63d0\u51fa\u7684Lambda\u67b6\u6784\u662f\u76ee\u524d\u8fdb\u884c\u5b9e\u65f6\u548c\u79bb\u7ebf\u5904\u7406\u7684\u5e38\u7528\u67b6\u6784\uff0c\u5176\u8bbe\u8ba1\u7684\u76ee\u7684\u662f\u4ee5\u4f4e\u5ef6\u8fdf\u5904\u7406\u548c\u517c\u987e\u5904\u7406\u79bb\u7ebf\u6570\u636e\u3001\u652f\u6301\u7ebf\u6027\u6269\u5c55\u548c\u5bb9\u9519\u673a\u5236\u7b49\u7279\u70b9\u3002<span class=\"ez-toc-section-end\"><\/span><\/h4>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/img-blog.csdnimg.cn\/img_convert\/1eb02ffb526640f8c295a62afc6c7b29.png\" alt=\"1eb02ffb526640f8c295a62afc6c7b29.png\"\/><\/figure>\n\n\n\n<p>Lambda \u662f\u5145\u5206\u5229\u7528\u4e86\u6279\u5904\u7406\u548c\u6d41\u5904\u7406\u5404\u81ea\u5904\u7406\u4f18\u52bf\u7684\u6570\u636e\u5904\u7406\u67b6\u6784\u3002\u5b83\u5e73\u8861\u4e86\u5ef6\u8fdf\uff0c\u541e\u5410\u91cf\u548c\u5bb9\u9519\u3002\u5229\u7528\u6279\u5904\u7406\u751f\u6210\u7a33\u5b9a\u4e14\u6709\u5229\u4e8e\u805a\u5408\u7684\u6570\u636e\u89c6\u56fe\uff0c\u540c\u65f6\u501f\u52a9\u6d41\u5f0f\u5904\u7406\u65b9\u6cd5\u63d0\u4f9b\u5728\u7ebf\u6570\u636e\u5206\u6790\u80fd\u529b\u3002\u5728\u5c55\u73b0\u6570\u636e\u4e4b\u524d\u6700\u5916\u5c42\u6709\u4e00\u4e2a\u5b9e\u65f6\u5c42\u548c\u79bb\u7ebf\u5c42\u5408\u5e76\u7684\u52a8\u4f5c\uff0c\u6b64\u52a8\u4f5c\u662fLambda\u91cc\u975e\u5e38\u91cd\u8981\u7684\u4e00\u4e2a\u52a8\u4f5c\uff0c\u53ef\u4ee5\u5c06\u4e24\u8005\u7ed3\u679c\u878d\u5408\u5728\u4e00\u8d77\uff0c\u4fdd\u969c\u4e86\u6700\u7ec8\u4e00\u81f4\u6027\u3002<\/p>\n\n\n\n<p>\u7ef4\u57fa\u767e\u79d1\u4e2d\u6307\u51faLambda \u7ecf\u5178\u7684\u4e09\u5927\u5143\u7d20\u5305\u62ec\uff1a\u6279\u6b21\u5904\u7406\u5c42\uff08batch\uff09, \u9ad8\u901f\u5904\u7406\u4e5f\u79f0\u4e3a\u5b9e\u65f6\u5904\u7406\uff08speed or real-time\uff09\uff0c\u548c\u54cd\u5e94\u67e5\u8be2\u7684\u670d\u52a1\u5c42\uff08serving\uff09\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"3112_Kappa%E6%9E%B6%E6%9E%84\"><\/span><strong>3.1.1.2 Kappa\u67b6\u6784<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h4>\n\n\n\n<p>Jay Kreps\u63d0\u51fa\u7684Kappa\u67b6\u6784\u53ea\u5173\u6ce8\u6d41\u5f0f\u8ba1\u7b97\uff0c\u662f\u5728Lambda\u67b6\u6784\u7684\u57fa\u7840\u4e0a\u63d0\u51fa\u7684\uff0c\u5e76\u4e0d\u662f\u4e3a\u4e86\u53d6\u4ee3Lambda\u67b6\u6784\uff0c\u9664\u975e\u5b8c\u5168\u543b\u5408\u4f60\u7684\u4f7f\u7528\u6848\u4f8b\u3002Kappa\u8fd9\u79cd\u67b6\u6784\uff0c\u6570\u636e\u4ee5\u6d41\u7684\u65b9\u5f0f\u88ab\u91c7\u96c6\u8fc7\u6765\uff0c\u5b9e\u65f6\u5c42\uff08Real-time Layer\uff09\u5c06\u8ba1\u7b97\u7ed3\u679c\u653e\u5165\u670d\u52a1\u5c42\uff08Serving Layer\uff09\u4ee5\u4f9b\u67e5\u8be2\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/img-blog.csdnimg.cn\/img_convert\/515366459d32ed1bd3d9aa25ba545893.png\" alt=\"515366459d32ed1bd3d9aa25ba545893.png\"\/><\/figure>\n\n\n\n<p>Kappa\u5c06\u5b9e\u65f6\u6570\u636e\u5904\u7406\u4e0e\u6570\u636e\u7684\u6301\u7eed\u4ece\u5904\u7406\u96c6\u6210\u5230\u5355\u4e00\u6d41\u5904\u7406\u5f15\u64ce\u4e0a\uff0c\u4e14\u8981\u6c42\u91c7\u96c6\u7684\u6570\u636e\u6d41\u53ef\u4ee5\u4ece\u65b0\u4ece\u7279\u5b9a\u4f4d\u7f6e\u6216\u5168\u90e8\u5feb\u901f\u88ab\u56de\u653e\u3002\u4f8b\u5982\u8ba1\u7b97\u903b\u8f91\u88ab\u66f4\u6539\uff0c\u4f1a\u91cd\u65b0\u8d77\u52a8\u4e00\u4e2a\u6d41\u5f0f\u8ba1\u7b97\uff0c\u5373\u56fe\u4e2d\u7684\u865a\u7ebf\u5904\uff0c\u5c06\u4e4b\u524d\u7684\u6570\u636e\u5feb\u901f\u56de\u653e\uff0c\u91cd\u65b0\u8ba1\u7b97\u5e76\u5c06\u65b0\u7ed3\u679c\u540c\u6b65\u5230\u670d\u52a1\u5c42\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"312_%E6%9E%B6%E6%9E%84%E9%80%89%E5%9E%8B\"><\/span><a><\/a><strong>3.1.2 \u67b6\u6784\u9009\u578b<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>\u6b63\u56e0\u4e3a\u4e4b\u524d\u70b9\u72b6\u7684\u5de5\u7a0b\u601d\u7ef4\u6765\u5904\u7406\u5927\u6570\u636e\u4e0d\u80fd\u591f\u5168\u9762\u7684\u3001\u7cfb\u7edf\u7684\u89e3\u51b3\u6240\u9762\u4e34\u7684\u6570\u636e\u5e94\u7528\u73b0\u72b6\u548c\u75db\u70b9\uff0c\u6240\u4ee5\u6211\u4eec\u6025\u9700\u8981\u8bbe\u8ba1\u5e76\u7814\u53d1\u4e00\u5957\u9002\u5408\u6211\u4eec\u7231\u756a\u756a\u8fd9\u79cd\u4f53\u91cf\u548c\u53d1\u5c55\u9636\u6bb5\u7684\u6570\u636e\u5904\u7406\u4f53\u7cfb\u7684\u65b9\u6848\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"3121_%E5%85%A8%E9%9D%A2%E7%B3%BB%E7%BB%9F%E7%9A%84%E6%A2%B3%E7%90%86\"><\/span><strong>3.1.2.1 \u5168\u9762\u7cfb\u7edf\u7684\u68b3\u7406<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h4>\n\n\n\n<p>\u3010\u6570\u636e\u5f62\u6001\u3011\u6db5\u76d6\u79c1\u57df\u548c\u516c\u57df\u7684\u7528\u6237\u884c\u4e3a\u4e8b\u4ef6\u6570\u636e\u3001\u7528\u6237\u5c5e\u6027\u6570\u636e\u4ee5\u53ca\u7ebf\u7d22\u7ba1\u5bb6\u3001IM\u6c9f\u901a\u3001\u8425\u9500\u6d3b\u52a8\u3001\u8d26\u53f7\u7ba1\u7406\u3001\u6f5c\u5ba2\u5b9a\u6295\u7b49\u7b49\u5927\u91cf\u4e1a\u52a1\u6570\u636e\u3001\u884c\u4e3a\u4e8b\u4ef6\u6570\u636e\u3001\u6587\u4ef6\u6570\u636e\uff1b<\/p>\n\n\n\n<p>\u3010\u6570\u636e\u96c6\u6210\u3011\u6570\u636e\u56e2\u961f\u662f\u4e0d\u751f\u4ea7\u6570\u636e\u7684\uff0c\u5c31\u9700\u8981\u4ece\u5404\u4e1a\u52a1\u7ebf\u3001\u7ec8\u7aef\u3001\u5185\u90e8\u548c\u5916\u90e8\u6e20\u9053\u7b49\u6570\u636e\u6e90\uff0c\u628a\u6570\u636e\u96c6\u6210\u8fdb\u6765\u7edf\u4e00\u8fdb\u884cOLAP\uff08\u8054\u673a\u5206\u6790\u5904\u7406\uff09\u76f8\u5173\u5de5\u4f5c\uff1b<\/p>\n\n\n\n<p>\u3010\u6570\u636e\u5b58\u50a8\u3011\u5305\u62ec\u79bb\u7ebfT+1\u5f62\u5f0f\u6570\u636e\u5b58\u50a8\u9700\u6c42\u53ef\u4ee5\u5b58\u50a8\u5230AFS\u548c\u65f6\u6548\u6027\u8981\u6c42\u8f83\u9ad8\u7684\u6570\u636e\u5b58\u50a8\u9700\u6c42\u53ef\u4ee5\u5b58\u5728MPP\u67b6\u6784\u7684\u5206\u6790\u578b\u6570\u636e\u5e93\u4e2d\uff1b<\/p>\n\n\n\n<p>\u3010\u6570\u636e\u8ba1\u7b97\u3011\u5305\u62ec\u5b9e\u65f6\u8ba1\u7b97\u573a\u666f\u548c\u79bb\u7ebf\u8ba1\u7b97\u573a\u666f\uff0c\u5b9e\u65f6\u8ba1\u7b97\u91c7\u7528Spark Streaming\u6216Flink\uff0c\u79bb\u7ebf\u8ba1\u7b97\u53ef\u4ee5\u91c7\u7528MR\u6216\u8005\u57fa\u7840\u67b6\u6784\u90e8\u6bd4\u8f83\u63a8\u8350\u7684SparkSQL\uff1b<\/p>\n\n\n\n<p>\u3010\u6570\u636e\u6cbb\u7406\u53ca\u76d1\u63a7\u3011\u5305\u62ec\u5e73\u53f0\u7a33\u5b9a\u6027\u3001\u5143\u6570\u636e\u7ba1\u7406\u3001\u57fa\u7840\u4fe1\u606f\u548c\u8840\u7f18\u5173\u7cfb\u7ba1\u7406\u3001\u8c03\u5ea6\u7ba1\u7406\u3001\u6570\u636e\u6e90\u7ba1\u7406\u3001\u5f02\u5e38\u5904\u7406\u673a\u5236\u7b49\u65b9\u9762\uff1b<\/p>\n\n\n\n<p>\u3010\u6570\u636e\u7814\u53d1\u3011\u5305\u62ec\u8003\u8651\u7814\u53d1\u4e0e\u8fd0\u7ef4\u7684\u7684\u4eba\u529b\u8d44\u6e90\u662f\u5426\u591f\u7528\uff0c\u6570\u636e\u590d\u7528\u3001\u64cd\u4f5c\u89c4\u8303\uff0c\u4ece\u4e1a\u52a1\u5efa\u6a21\u5230\u903b\u8f91\u5efa\u6a21\u518d\u5230\u7269\u7406\u5efa\u6a21\u7b49\u901a\u7528\u65b9\u6848\u843d\u5730\u3002<\/p>\n\n\n\n<p>\u3010\u6570\u636e\u4e1a\u52a1\u573a\u666f\u3011\u5305\u62ec\u7ebf\u4e0a\u4e1a\u52a1\u8fd0\u884c\u8fc7\u7a0b\u7684\u6570\u636e\u5728\u7ebf\u5206\u6790\u3001\u7528\u6237\u53c2\u4e0e\u6d3b\u52a8\u3001\u70b9\u51fb\u3001\u6d4f\u89c8\u7b49\u6570\u636e\u7528\u4ee5\u884c\u4e3a\u5206\u6790\u548c\u7edf\u8ba1\uff0c\u7528\u6237\u8eab\u4efd\u5c5e\u6027\u7c7b\u7684\u6570\u636e\u7528\u4e8eID\u6253\u901a\u540e\u7528\u4e8e\u7cbe\u51c6\u8425\u9500\uff0c\u5185\u5916\u90e8\u8fd0\u8425\u51b3\u7b56\u7c7b\u7684\u6307\u6807\u548c\u62a5\u8868\u573a\u666f\uff0c\u5373\u5e2d\u67e5\u8be2\u4e0e\u4e0b\u8f7d\u3001\u901a\u7528\u670d\u52a1\u5316\u3001OpenAPI\u7b49\u3002&nbsp; &nbsp;<\/p>\n\n\n\n<h4 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"3122_%E5%BF%AB%E6%85%A2%E9%BD%90%E9%A9%B1\"><\/span><strong>3.1.2.2 \u5feb\u6162\u9f50\u9a71<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h4>\n\n\n\n<p>\u9274\u4e8e\u73b0\u9636\u6bb5\u7231\u756a\u756a\u7684\u6570\u636e\u5f62\u6001\u548c\u4e1a\u52a1\u9700\u6c42\uff0c\u5185\u90e8\u7ecf\u8fc7\u591a\u8f6e\u8ba8\u8bba\u548c\u5bf9\u9f50\u8ba4\u77e5\uff0c\u6700\u7ec8\u51b3\u5b9a\u4e24\u6761\u8def\u5e76\u884c\u7684\u65b9\u5f0f\uff0c\u4e00\u65b9\u9762\u201c\u77ed\u5e73\u5feb\u201d\u7684\u652f\u6491\u90e8\u5206\u7d27\u6025\u7684\u5bf9\u5ba2\u4e1a\u52a1\u9700\u6c42\uff0c\u53e6\u4e00\u65b9\u9762\u642d\u5efa\u5177\u6709\u957f\u8fdc\u76ee\u6807\u7684\u4f53\u7cfb\u5316\u7684\u6570\u636e\u67b6\u6784\u5b9e\u73b0\u3002<\/p>\n\n\n\n<p>2020\u5e749\u6708\u5efa\u8bbe\u521d\u671f\uff0c\u6070\u9022\u9500\u552e\u57df\uff08\u73b0\u5728\u7684\u7ebf\u7d22\u7ba1\u7406\u53caIM\u6c9f\u901a\uff09\u5206\u5e93\u5206\u8868\uff0c\u56e0\u4e3a\u4e1a\u52a1\u53d1\u5c55\u5230\uff0c\u4e0d\u5f97\u4e0d\u5c06\u539f\u6765\u591a\u5957\u7cfb\u7edf\u5728\u540c\u4e00\u4e2a\u4e1a\u52a1\u6570\u636e\u5e93\u91cc\u62c6\u5206\u5f00\uff0c\u5e76\u4e14\u4e00\u4e9b\u4e0a\u4ebf\u7ea7\u6570\u636e\u91cf\u7684\u4e1a\u52a1\u8868\u9762\u4e34\u5206\u8868\uff0c\u5229\u7528\u79df\u6237ID\u53d6\u6a21\u4e4b\u540e\u5206\u6210128\u5f20\u5206\u8868\uff0c\u8fd9\u65f6\u65e0\u8bba\u662f\u5728\u7ebf\u4e1a\u52a1\u8fd8\u662fOLAP\u573a\u666f\u7684\u4e1a\u52a1\u90fd\u968f\u4e4b\u9762\u4e34\u91cd\u6784\u5347\u7ea7\uff0c\u7ecf\u8fc7\u51e0\u6b21\u6280\u672f\u8bc4\u5ba1\u4f1a\u4e4b\u540e\uff0cOLAP\u573a\u666f\u7684\u6570\u636e\u62bd\u53d6\uff0c\u4ece\u539f\u6765\u7684SparkSQL\u4efb\u52a1\u76f4\u63a5\u62c9\u6570\u65b9\u5f0f\uff0c\u6572\u5b9a\u5728Sqoop\uff08\u5f00\u6e90\uff09\u3001DTS\uff08\u5382\u5185\uff09\u3001Watt\uff08\u5382\u5185\uff09\u4e09\u4e2a\u91cc\u9762\u9009\u5176\u4e00\u3002<\/p>\n\n\n\n<p>\u6700\u7ec8\u8c03\u7814\u7684\u7ed3\u8bba\u662f\u62bd\u53d6\u4e1a\u52a1\u5e93\u9009\u62e9Watt\u5e73\u53f0\u7684\u65b9\u6848\uff0c\u56e0\u4e3a\u5f88\u597d\u7684\u652f\u6301\u5206\u8868\u63a5\u5165\uff0c\u8bfbBinglog\u65f6\u6548\u6027\u9ad8\uff0c\u81ea\u8eab\u7684\u76d1\u63a7\u5b8c\u5584\u3001BNS\u8d1f\u8f7d\u5747\u8861\u3001\u591a\u8868Join\u3001\u4e30\u5bcc\u7684UDF\u3001\u6709\u5e73\u53f0\u4e13\u804c\u8fd0\u7ef4\u4fdd\u969c\u4eba\u5458\u7b49\u7b49\u4f18\u52bf\u7279\u6027\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/img-blog.csdnimg.cn\/img_convert\/6d6d75eda0d06cc32c117bea8ced1370.png\" alt=\"6d6d75eda0d06cc32c117bea8ced1370.png\"\/><\/figure>\n\n\n\n<p>\u4e09\u4f4d\u7814\u53d1\u540c\u5b66\u5386\u7ecf2\u4e2a\u591a\u6708\uff0c\u5c06\u4e0a\u56fe\u4e2d1.0\u7248\u7684\u4ec5\u6ee1\u8db3\u4e8e\u7d27\u6025\u9700\u6c42\u7684\u67b6\u6784\u843d\u5730\uff0c\u4f46\u662f\u6574\u4e2a\u94fe\u8def\u7684\u7a33\u5b9a\u6027\u6bd4\u8f83\u7275\u5f3a\uff0c\u7ecf\u5e38\u6536\u5230\u5185\u90e8\u548c\u5916\u90e8\u7684\u6295\u8bc9\uff0c\u751a\u81f3\u60f3\u529e\u6cd5\u5f00\u53d1\u4e86\u4e00\u5957\u62a5\u8b66\u7535\u8bdd\u5916\u547c\u7684\u529f\u80fd\uff0c\u4ece\u800c\u7ecf\u5e38\u534a\u591c\u8d77\u5e8a\u4fee\u590d\u4f5c\u4e1a\u3002<\/p>\n\n\n\n<p>\u56de\u8fc7\u5934\u6765\u770b\uff0c\u4e00\u76f4\u52302021\u5e741\u6708\u4efd1.0\u7248\u7684\u6570\u636e\u5904\u7406\u67b6\u6784\u624d\u7a33\u5b9a\u8fd0\u884c\uff0c\u6487\u5f00\u4e0eCDC\u6587\u4ef6\u4ea4\u4e92\u7684\u90e8\u5206\uff0c1.0\u7248\u7684\u67b6\u6784\u66f4\u50cf\u662fKappa\u67b6\u6784\u7684\u53d8\u79cd\uff0c\u4e0e\u6b64\u540c\u65f6\u6211\u4eec\u4e5f\u8fdb\u884c\u8c03\u7814\u884c\u4e1a\u6700\u4f73\u5b9e\u8df5\u7ecf\u9a8c\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"32_%E4%B8%9A%E5%8A%A1%E8%AF%89%E6%B1%82%E5%8F%8A%E6%9E%B6%E6%9E%84%E6%BC%94%E8%BF%9B\"><\/span><a><\/a><strong>3.2 \u4e1a\u52a1\u8bc9\u6c42\u53ca\u67b6\u6784\u6f14\u8fdb<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>\u8f6f\u4ef6\u4ea7\u54c1\u6709\u4e24\u79cd\u5e38\u6001\uff0c\u5176\u4e00\u662f\u6709\u6e90\u6e90\u4e0d\u65ad\u7684\u5ba2\u6237\u9700\u6c42\u9a71\u52a8\u4ea7\u54c1\u8fed\u4ee3\uff0c\u53e6\u4e00\u79cd\u662f\u4ece\u4e13\u4e1a\u7684\u89d2\u5ea6\u89c4\u5212\u5bf9\u5ba2\u6237\u6709\u4ef7\u503c\u7684\u529f\u80fd\u3002\u7231\u756a\u756a\u6070\u597d\u5904\u4e8e\u53d1\u5c55\u671f\uff0c\u4ee5\u4e0a\u4e24\u79cd\u8bc9\u6c42\u90fd\u6bd4\u8f83\u5f3a\u70c8\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"321_%E8%BF%BD%E6%B1%82%E6%97%B6%E6%95%88%E6%80%A7\"><\/span><a><\/a><strong>3.2.1 \u8ffd\u6c42\u65f6\u6548\u6027<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>\u4e0d\u4ec5\u6709\u5ba2\u6237\u53cd\u9988\u6211\u4eec\u7684\u7ebf\u7d22\u5206\u6790\u548c\u8ddf\u8fdb\u5206\u6790\u7b49\u7b49\u7ebf\u4e0a\u4ea7\u54c1\u7684\u6570\u636e\u5ef6\u8fdf\u4e25\u91cd\uff0c\u5c31\u8fde\u9500\u552e\u4eba\u5458\u62d3\u5c55\u65b0\u5ba2\u6237\u65f6\uff0c\u73b0\u573a\u6f14\u793a\u4e3a\u4e86\u4e0d\u7a81\u51fa\u8fd9\u4e00\u4ea7\u54c1\u7684\u5f31\u70b9\uff0c\u64cd\u4f5c\u4e4b\u540e\u6709\u610f\u548c\u5ba2\u6237\u8c08\u8bdd\u6765\u5ef6\u957f\u52a0\u8f7d\u65f6\u95f4\u7684\u5c34\u5c2c\u5c40\u9762\uff1b<\/p>\n\n\n\n<p>\u6839\u636e\u5f53\u65f6\u8bb0\u5f55\u7684\u7ebf\u4e0a\u7a33\u5b9a\u6027\u62a5\u544a\u91cc\u663e\u793a\uff0c\u5ef6\u8fdf\u6700\u4e25\u91cd\u7684\u65f6\u5019\u8fbe\u523018\u5206\u949f\u624d\u51fa\u6765\u6570\u636e\uff0c\u9488\u5bf9\u8fd9\u6837\u7684\u56f0\u5c40\uff0c\u6211\u4eec\u505a\u4e86\u4e09\u4e2a\u6539\u8fdb\u3002<\/p>\n\n\n\n<p>\u3010\u63aa\u65bd1\u3011\u89e3\u51b3Spring Streaming\u8fd0\u884c\u8d44\u6e90\u62a2\u5360\u7684\u95ee\u9898\uff0c\u8fdb\u884c\u4f5c\u4e1a\u8fc1\u79fb\u81f3\u72ec\u7acb\u96c6\u7fa4\u5e76\u4f5c\u76f8\u5173\u8d44\u6e90\u9694\u79bb\uff1b<\/p>\n\n\n\n<p>\u3010\u63aa\u65bd2\u3011Bigpipe\u7684\u5f02\u5730\u5bb9\u707e\u65b9\u6848\u843d\u5730\uff0c\u6b63\u5e38\u60c5\u51b5\u4e0b\u4e3b\u8981\u4f7f\u7528\u82cf\u5dde\u673a\u623f\u7684Bigpipe\uff0c\u9047\u5230\u6545\u969c\u65f6\u7acb\u5373\u5207\u6362\u5230\u5317\u4eac\u673a\u623f\uff0c\u540c\u65f6\u505a\u597d\u6545\u969c\u5207\u6362\u671f\u95f4\u7684\u6570\u636e\u8865\u507f\uff1b<\/p>\n\n\n\n<p>\u3010\u63aa\u65bd3\u3011\u5229\u7528Watt\u5177\u6709\u7684\u591aBinglog\u53efJoin\u7684\u7279\u6027\uff0c\u5c06\u8f83\u590d\u6742\u7684\u8ba1\u7b97\u63d0\u524d\u5230Watt\u5e73\u53f0\u4e0a\uff0c\u540c\u65f6\u5728Spark Streaming\u4e2d\u4e5f\u505a\u4e00\u90e8\u5206\u6570\u636e\u5904\u7406\uff0c\u76f8\u5f53\u4e8e\u539f\u6765\u5229\u7528\u5728\u7ebf\u5b9e\u65f6\u73b0\u7b97\u7684\u65b9\u5f0f\uff0c\u4f18\u5316\u4e3a\u5728\u5b9e\u65f6\u6d41\u8fc7\u7a0b\u4e2d\u589e\u52a0\u4e24\u6b21ETL\u8ba1\u7b97\u3002<\/p>\n\n\n\n<p>\u7ecf\u8fc7\u4ee5\u4e0a\u4e09\u4e2a\u63aa\u65bd\u7684\u6539\u8fdb\uff0cOLAP\u5206\u6790\u573a\u666f\u7684\u65f6\u6548\u6027\u63d0\u5347\u523010\u81f315\u79d2\u51fa\u7ed3\u679c\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"322_BI%E5%9C%BA%E6%99%AF%E9%9C%80%E6%B1%82\"><\/span><a><\/a><strong>3.2.2 BI\u573a\u666f\u9700\u6c42<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>\u4e3a\u4e86\u6218\u7565\u89c4\u5212\u66f4\u6e05\u6670\uff0c\u55c5\u89c9\u66f4\u654f\u9510\uff0c\u6d1e\u5bdf\u66f4\u5feb\u901f\uff0c\u6211\u4eec\u5e02\u573a\u3001\u8fd0\u8425\u3001\u5546\u4e1a\u5316\u9500\u552e\u53ca\u5ba2\u6237\u6210\u529f\u56e2\u961f\u7684\u53d6\u6570\u9700\u6c42\u5c42\u51fa\u4e0d\u7a77\uff0c\u6570\u636e\u56e2\u961f\u4ec5\u6709\u7684\u51e0\u4f4d\u7814\u53d1\u51fa\u73b0\u65e0\u529b\u652f\u6301\u8fd9\u4e48\u5927\u91cf\u7684\u9700\u6c42\u3002<\/p>\n\n\n\n<ul><li>\u6025\u9700\u89e3\u51b3\u6838\u5fc3\u8bc9\u6c42\uff0c\u6570\u636e\u56e2\u961f\u68b3\u7406\u5171\u6027\u9700\u6c42\u8fdb\u884c\u4ea7\u54c1\u5316\u843d\u5730\u3002<\/li><\/ul>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/img-blog.csdnimg.cn\/img_convert\/fbc21b86a48fb477fc17ae0237fc34c5.png\" alt=\"fbc21b86a48fb477fc17ae0237fc34c5.png\"\/><\/figure>\n\n\n\n<ul><li>\u5bf9\u4e8e\u5468\u671f\u6027\u7684\u6570\u636e\u9700\u6c42\uff0c\u6211\u4eec\u901a\u8fc7\u81ea\u52a8\u90ae\u4ef6\u7b49\u65b9\u5f0f\u5236\u4f5c\u5b9a\u65f6\u63a8\u9001\u4efb\u52a1<\/li><\/ul>\n\n\n\n<h3 class=\"wp-block-heading\"><a><\/a><strong><\/strong><\/h3>\n\n\n\n<h3 class=\"wp-block-heading\"><a><\/a><\/h3>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"323_%E5%85%AC%E5%85%B1%E6%95%B0%E6%8D%AE%E4%BB%93%E5%BA%93\"><\/span><a><\/a><strong>3.2.3 \u516c\u5171\u6570\u636e\u4ed3\u5e93<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>\u622a\u6b622021\u5e743\u6708\u4efd\uff0c\u6211\u4eec\u4ecd\u7136\u6709\u8f83\u591a\u7684\u53d6\u6570\u6216\u7528\u6570\u7684\u573a\u666f\u65e0\u6cd5\u652f\u6491\uff0c\u4f8b\u5982\uff1a\u4e1a\u52a1\u57df\u7edf\u4e00\u6570\u636e\u6e90\uff0c\u6570\u636e\u80fd\u529b\u6a21\u578b\u590d\u7528\uff0c\u81ea\u52a9\u53d6\u6570\u5e73\u53f0\u5316\u6216\u8005\u4e00\u6b21\u6027\u53d6\u6570\u7b49\u7b49\u80fd\u529b\u8f93\u51fa\uff0c\u9274\u4e8e\u6211\u4eec\u4e00\u76f4\u5bf9\u884c\u4e1a\u6700\u4f73\u5b9e\u8df5\u7ecf\u9a8c\u7684\u5b66\u4e60\uff0c\u53d1\u73b0\u9002\u5408\u7231\u756a\u756a\u73b0\u72b6\u7684\u6280\u672f\u67b6\u6784\u9700\u8981\u6709\u6240\u8c03\u6574\u3002<\/p>\n\n\n\n<ul><li>\u5728\u524d\u6587\u63d0\u5230\u76841.0\u7248\u4e4b\u4e0a\uff0c\u60f3\u8981\u7ee7\u7eed\u6269\u5c55\u7684\u8bdd\uff0c\u6bd4\u8f83\u56f0\u96be\uff0c\u7279\u522b\u662f\u8bf8\u5982Ad-hoc\u3001\u6570\u636e\u5efa\u6a21\u6216\u7814\u53d1\u5e73\u53f0\u5316\uff0c\u901a\u7528\u6570\u636e\u6cbb\u7406\u7b49\u7b49\u65b9\u9762\u3002<\/li><li>\u7ecf\u8fc7\u4e0e\u5546\u4e1a\u5e73\u53f0\u7814\u53d1\u90e8\u95e8\u7684\u6280\u672f\u4ea4\u6d41\u671f\u95f4\uff0c\u53d1\u73b0\u5728\u4e4b\u524dWatt\u5e73\u53f0\u4f7f\u7528\u7ecf\u9a8c\u4e4b\u4e0a\u4e0e\u51e4\u9601\u5e73\u53f0\u96c6\u6210\uff0c\u5b9e\u73b0\u4fbf\u6377\u7684\u8f6c\u50a8\uff0c\u5176\u4ea7\u54c1\u8bbe\u8ba1\u7684\u80cc\u540e\u4e3a\u4f7f\u7528\u8005\u7701\u53bb\u5f88\u591a\u5de5\u4f5c\u91cf\uff0c\u4e0d\u4ec5\u53ef\u4ee5\u63d0\u9ad8\u6211\u4eec\u7684\u4eba\u6548\uff0c\u800c\u4e14\u53ef\u4ee5\u89e3\u51b3\u6211\u4eec\u7684\u6280\u672f\u548c\u4e1a\u52a1\u65b9\u9762\u7684\u8bc9\u6c42\u3002<\/li><li>\u6b64\u65f6\u4ea7\u54c1\u548c\u8fd0\u8425\u4eba\u5458\u6025\u9700\u6211\u4eec\u652f\u6301\u81ea\u52a9\u53d6\u6570\u5e73\u53f0\u5316\u5373\u5e2d\u67e5\u8be2\u7684\u529f\u80fd\uff0c\u5e76\u4e14\u9886\u5bfc\u5199\u8fdb\u56e2\u961f\u7684OKR\u3002<\/li><\/ul>\n\n\n\n<p>POC\u5b8c\u6210\u540e\uff0c\u51b3\u5b9a\u5c06\u6211\u4eec\u7684\u67b6\u6784\u4ece\u539f\u6765\u76841.0\u7248\u6539\u9020\u4e3a2.0\u7248\uff0c\u643a\u624b\u51e4\u9601\u56e2\u961f\u5c06\u6211\u4eec\u7684\u79bb\u7ebf\u6570\u636e\u8fc1\u79fb\u5230\u51e4\u9601\uff0c\u5386\u65f6\u4e00\u4e2a\u534a\u6708\u7684\u65f6\u95f4\uff0c\u4e0d\u4f46\u652f\u6301\u4e86Ad-hoc\u7684\u5f3a\u9700\u6c42\uff0c\u800c\u4e14\u5f88\u597d\u7684\u652f\u6301\u6570\u4ed3\u5206\u5c42\u7ba1\u7406\u3001\u5143\u6570\u636e\u3001\u5206\u4e3b\u9898\u3001\u6570\u636e\u6e90\u7ba1\u7406\u3001\u8840\u7f18\u5173\u7cfb\uff0c\u72b6\u6001\u76d1\u63a7\u7b49\u6570\u636e\u8d44\u4ea7\u6cbb\u7406\u65b9\u9762\u7684\u529f\u80fd\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/img-blog.csdnimg.cn\/img_convert\/3b685f0630efe6a35cc72f8bbcccf7a9.png\" alt=\"3b685f0630efe6a35cc72f8bbcccf7a9.png\"\/><\/figure>\n\n\n\n<p>2.0\u7248\u672c\u7684\u67b6\u6784\u4e00\u7ecf\u63a8\u5e7f\uff0c\u5e2e\u52a9\u4e86\u8fd0\u8425\u652f\u6491\u56e2\u961f\u89e3\u51b3\u4e86\u5e95\u5c42\u6570\u636e\u7edf\u4e00\uff0c\u6452\u5f03\u4e86\u4e4b\u524d\u5404\u654f\u6377\u5c0f\u7ec4\u5404\u81ea\u82b1\u8d39\u4eba\u529b\u5f00\u53d1\u5e95\u5c42\u6570\u636e\uff0c\u66f4\u6709\u4ef7\u503c\u7684\u662f\uff0c\u7ecf\u8fc7\u51e4\u9601\u5e73\u53f0\u5316\u3001\u89c4\u8303\u5316\u3001\u6d41\u7a0b\u5316\u7684\u63d0\u4f9b\u53ef\u89c6\u5316\u7684\u5f00\u53d1\u5de5\u5177\u4e4b\u540e\uff0c\u4e00\u4f4d\u666e\u901a\u7684\u7814\u53d1\u4eba\u5458\uff0c\u63a5\u53d7\u77ed\u6682\u7684\u57f9\u8bad\u5c31\u53ef\u4ee5\u57fa\u4e8e\u73b0\u6709\u7684\u5e95\u5c42\u660e\u7ec6\u6570\u636e\u52a0\u5de5\u51fa\u5404\u56e2\u961f\u4e2a\u6027\u5316\u7684\u6708\u5ea6\u3001\u5b63\u5ea6\u548c\u5e74\u5ea6\u7684\u5185\u90e8OKR\u4ee5\u53ca\u5404\u56e2\u961f\u76d1\u6d4b\u5176\u4e1a\u52a1\u6240\u6d89\u53ca\u7684\u5ba2\u6237\u589e\u957f\u60c5\u51b5\u3001\u4e1a\u52a1\u589e\u957f\u60c5\u51b5\u3001\u8fd0\u8425\u60c5\u51b5\u62a5\u8868\uff0c\u4e3a\u6570\u636e\u7814\u53d1\u56e2\u961f\u89e3\u653e\u4e86\u5927\u91cf\u52b3\u52a8\u529b\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><a><\/a><\/h2>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"33_%E6%95%B0%E4%BB%93%E5%BB%BA%E6%A8%A1%E8%BF%87%E7%A8%8B\"><\/span><a><\/a><strong>3.3 \u6570\u4ed3\u5efa\u6a21\u8fc7\u7a0b<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>\u57fa\u4e8e\u51e4\u9601\u5e73\u53f0\u8fdb\u884c\u6570\u636e\u7684\u5206\u4e3b\u9898\u5efa\u6a21\u5de5\u4f5c\uff0c\u4e3b\u8981\u91c7\u7528Kimball\u7ef4\u5ea6\u5efa\u6a21\u7684\u65b9\u6cd5\u8bba\uff0c\u9996\u5148\u786e\u5b9a\u4e00\u81f4\u6027\u7ef4\u5ea6\u548c\u4e1a\u52a1\u8fc7\u7a0b\uff0c\u4ea7\u51fa\u603b\u7ebf\u77e9\u9635\uff0c\u518d\u786e\u5b9a\u5404\u4e3b\u9898\u7684\u4e8b\u5b9e\u5185\u5bb9\uff0c\u58f0\u660e\u7c92\u5ea6\u8fdb\u884c\u76f8\u5173\u7814\u53d1\u5de5\u4f5c\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/img-blog.csdnimg.cn\/img_convert\/d08a3388f274d4b0db0c592883f0569b.png\" alt=\"d08a3388f274d4b0db0c592883f0569b.png\"\/><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\"><a><\/a><\/h3>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"331_%E5%88%86%E5%B1%82ETL\"><\/span><a><\/a><strong>3.3.1 \u5206\u5c42ETL<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>\u8bc4\u5224\u4e00\u4e2a\u6570\u4ed3\u5efa\u8bbe\u597d\u4e0e\u574f\u7684\u6807\u51c6\uff0c\u4e0d\u4ec5\u4ece\u4e30\u5bcc\u5b8c\u5584\u3001\u89c4\u8303\u3001\u590d\u7528\u7b49\u89d2\u5ea6\u770b\uff0c\u8fd8\u8981\u4ece\u8d44\u6e90\u6210\u672c\uff0c\u4efb\u52a1\u91cf\u662f\u5426\u81a8\u80c0\uff0c\u67e5\u8be2\u6027\u80fd\u53ca\u6613\u7528\u6027\uff0c\u6240\u4ee5\u6211\u4eec\u7684\u6570\u4ed3\u8fdb\u884c\u5206\u5c42\u89c4\u5212\uff0c\u907f\u514d\u4e86\u7275\u4e00\u53d1\u800c\u52a8\u5168\u8eab\u7684\u70df\u56f1\u5f0f\u7ed3\u6784\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/img-blog.csdnimg.cn\/img_convert\/60ecea8e182ea7543fbfb174fddc0a8a.png\" alt=\"60ecea8e182ea7543fbfb174fddc0a8a.png\"\/><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\"><a><\/a><\/h3>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"332_%E6%A8%A1%E5%9E%8B%E9%80%89%E6%8B%A9\"><\/span><a><\/a><strong>3.3.2 \u6a21\u578b\u9009\u62e9<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>\u5728\u6570\u636e\u6a21\u578b\u7684\u8bbe\u8ba1\u548c\u843d\u5730\u8fc7\u7a0b\u4e2d\uff0c\u9009\u62e9\u4ee5\u661f\u578b\u4e3a\u4e3b\uff0c\u4ee5\u4e0b\u7528\u7ebf\u7d22\u8ddf\u8fdb\u8fc7\u7a0b\u7684\u4e8b\u5b9e\u548c\u7ef4\u5ea6\u4e3a\u4f8b\uff0c\u4ece\u903b\u8f91\u6a21\u578b\u5230\u7269\u7406\u6a21\u578b\u7684\u8be6\u7ec6\u60c5\u51b5\u5c55\u793a\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/img-blog.csdnimg.cn\/img_convert\/c164cef68019013dd17f207a6898d3ec.png\" alt=\"c164cef68019013dd17f207a6898d3ec.png\"\/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"34_%E6%95%B0%E6%8D%AE%E6%B2%BB%E7%90%86\"><\/span><a><\/a><strong>3.4 \u6570\u636e\u6cbb\u7406<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>\u5e7f\u4e49\u4e0a\u8bb2\uff0c\u6570\u636e\u6cbb\u7406\u662f\u5bf9\u6570\u636e\u7684\u5168\u751f\u547d\u5468\u671f\u5185\u4efb\u4f55\u73af\u8282\u8fdb\u884c\u7ba1\u7406\uff0c\u5305\u542b\u6570\u636e\u91c7\u96c6\u3001\u5b58\u50a8\u3001\u6e05\u6d17\u3001\u8ba1\u7b97\u8f6c\u6362\u7b49\u4f20\u7edf\u6570\u636e\u96c6\u6210\u548c\u5e94\u7528\u73af\u8282\u7684\u5de5\u4f5c\u3001\u540c\u65f6\u8fd8\u5305\u542b\u6570\u636e\u8d44\u4ea7\u76ee\u5f55\u3001\u6570\u636e\u6807\u51c6\u3001\u8d28\u91cf\u3001\u5b89\u5168\u3001\u6570\u636e\u5f00\u53d1\u3001\u6570\u636e\u4ef7\u503c\u3001\u6570\u636e\u670d\u52a1\u4e0e\u5e94\u7528\u7b49\uff0c\u6574\u4e2a\u6570\u636e\u751f\u547d\u671f\u800c\u5f00\u5c55\u5f00\u7684\u4e1a\u52a1\u3001\u6280\u672f\u548c\u7ba1\u7406\u6d3b\u52a8\u90fd\u5c5e\u4e8e\u6570\u636e\u6cbb\u7406\u8303\u7574\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/img-blog.csdnimg.cn\/img_convert\/89c8a0284f02321e051f4fec725994ff.png\" alt=\"89c8a0284f02321e051f4fec725994ff.png\"\/><\/figure>\n\n\n\n<p>\u53ef\u4ee5\u5c06\u6570\u636e\u6cbb\u7406\u5206\u4e3a\u6570\u636e\u8d44\u4ea7\u7684\u6cbb\u7406\u548c\u6570\u636e\u8d28\u91cf\u65b9\u9762\u7684\u6cbb\u7406\u5c55\u5f00\u8ba8\u8bba\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><a><\/a><\/h3>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"341_%E6%95%B0%E6%8D%AE%E8%B5%84%E4%BA%A7%E6%B2%BB%E7%90%86\"><\/span><a><\/a><strong>3.4.1 \u6570\u636e\u8d44\u4ea7\u6cbb\u7406<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>\u6570\u636e\u8d44\u4ea7\u6cbb\u7406\u662f\u5efa\u7acb\u89c4\u8303\u7684\u6570\u636e\u7814\u53d1\u548c\u5e94\u7528\u6807\u51c6\uff0c\u6743\u9650\u6253\u901a\uff0c\u5b9e\u73b0\u6570\u636e\u5185\u5916\u90e8\u5171\u4eab\uff0c\u5e76\u80fd\u591f\u5c06\u6570\u636e\u4f5c\u4e3a\u7ec4\u7ec7\u7684\u5b9d\u8d35\u8d44\u4ea7\u5e94\u7528\u4e8e\u4e1a\u52a1\u3001\u7ba1\u7406\u3001\u6218\u7565\u51b3\u7b56\u4e2d\uff0c\u53d1\u6325\u6570\u636e\u8d44\u4ea7\u4ef7\u503c\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"3411_%E4%B8%BB%E9%A2%98%E7%AE%A1%E7%90%86\"><\/span><strong>3.4.1.1 \u4e3b\u9898\u7ba1\u7406<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h4>\n\n\n\n<p>\u533a\u5206\u6570\u636e\u4e3b\u9898\uff0c\u5206\u95e8\u522b\u7c7b\u7684\u7ba1\u7406\u6570\u636e\u5185\u5bb9\uff0c\u8ba9\u4f7f\u7528\u8005\u5feb\u901f\u627e\u5230\u60f3\u8981\u7684\u6570\u636e\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/img-blog.csdnimg.cn\/img_convert\/b5c2cfbdce8e98f5987dde9937bbc226.png\" alt=\"b5c2cfbdce8e98f5987dde9937bbc226.png\"\/><\/figure>\n\n\n\n<h4 class=\"wp-block-heading\"><\/h4>\n\n\n\n<h4 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"3412_%E5%9F%BA%E7%A1%80%E4%BF%A1%E6%81%AF%E5%8F%8A%E8%A1%80%E7%BC%98%E5%85%B3%E7%B3%BB\"><\/span><strong>3.4.1.2 \u57fa\u7840\u4fe1\u606f\u53ca\u8840\u7f18\u5173\u7cfb<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h4>\n\n\n\n<p>\u4f53\u73b0\u51fa\u6570\u636e\u7684\u5f52\u5c5e\u6027\u3001\u591a\u6e90\u6027\u3001\u53ef\u8ffd\u6eaf\u6027\u3001\u5c42\u6b21\u6027\uff0c\u8fd9\u6837\u53ef\u4ee5\u6e05\u695a\u5730\u8868\u660e\u6570\u636e\u7684\u63d0\u4f9b\u65b9\u548c\u9700\u6c42\u65b9\u4ee5\u53ca\u5176\u4ed6\u8be6\u7ec6\u4fe1\u606f\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/img-blog.csdnimg.cn\/img_convert\/dc16d56861055a39fdace9f6a05bf810.png\" alt=\"dc16d56861055a39fdace9f6a05bf810.png\"\/><\/figure>\n\n\n\n<h4 class=\"wp-block-heading\"><\/h4>\n\n\n\n<h4 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"3413_%E6%9D%83%E9%99%90%E6%8E%A7%E5%88%B6%E5%8F%8A%E8%87%AA%E5%8A%A9%E5%8C%96\"><\/span><strong>3.4.1.3 \u6743\u9650\u63a7\u5236\u53ca\u81ea\u52a9\u5316<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h4>\n\n\n\n<p>\u65e0\u8bba\u662f\u4ea7\u54c1\u3001\u8fd0\u8425\u3001\u7814\u53d1\u5728\u6388\u4e88\u5176\u6570\u636e\u6743\u9650\u4e4b\u540e\u53ef\u4ee5\u65b9\u4fbf\u7684\u5728\u5e73\u53f0\u4e0a\u67e5\u8be2\u548c\u4e0b\u8f7d\u6570\u636e\uff0c\u540c\u65f6\u51e4\u9601\u5e73\u53f0\u7684\u6570\u636e\u5728\u201c\u4e00\u8109\u5e73\u53f0\u201d\u6216\u5176\u4ed6\u5373\u5e2d\u67e5\u8be2\u5e73\u53f0\uff0c\u901a\u8fc7\u62d6\u62fd\u52fe\u9009\u7684\u65b9\u5f0f\u8fdb\u884c\u7075\u6d3b\u53d6\u6570\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/img-blog.csdnimg.cn\/img_convert\/01960e5e414e562f9946c09b4f735fa2.png\" alt=\"01960e5e414e562f9946c09b4f735fa2.png\"\/><\/figure>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/img-blog.csdnimg.cn\/img_convert\/571ada7b08812b07c2ba61c1bb7cc1a2.png\" alt=\"571ada7b08812b07c2ba61c1bb7cc1a2.png\"\/><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\"><a><\/a><\/h3>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"342_%E6%95%B0%E6%8D%AE%E8%B4%A8%E9%87%8F%E6%B2%BB%E7%90%86\"><\/span><a><\/a><strong>3.4.2 \u6570\u636e\u8d28\u91cf\u6cbb\u7406<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>\u7ecf\u8fc7\u67b6\u6784\u5347\u7ea7\u4e4b\u540e\uff0c\u8fd0\u7ef4\u4fdd\u969c\u5de5\u4f5c\u63d0\u4e0a\u4e86\u65e5\u7a0b\uff0c\u8bf8\u5982\u6bcf\u65e5\u589e\u91cf\u7684\u6570\u636e\u5dee\u5f02\u76d1\u63a7\u3001\u5f02\u5e38\u6570\u636e\u5bfc\u81f4\u4f5c\u4e1a\u94fe\u8def\u963b\u585e\u3001\u96c6\u7fa4\u7a33\u5b9a\u6027\u76d1\u63a7\u3001\u7f51\u7edc\u6216\u76f8\u5173\u7ec4\u4ef6\u6296\u52a8\u5bfc\u81f4\u7684\u6570\u636e\u7f3a\u5931\uff0c\u5982\u4f55\u8865\u507f\u6062\u590d\u7b49\u65b9\u9762\u6025\u9700\u5b8c\u5584\u3002<\/p>\n\n\n\n<p>\u901a\u8fc7\u8fd0\u7ef4\u811a\u672c\u6216\u5de5\u5177\u7684\u5f00\u53d1\uff0c\u76ee\u524d\u957f\u6548\u76d1\u63a7\u6216\u4f8b\u884c\u68c0\u67e5\u7684\u8303\u56f4\u5982\u4e0b\u56fe\u6240\u793a\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/img-blog.csdnimg.cn\/img_convert\/750f58a6df66a95f178a9651ab83aeb9.png\" alt=\"750f58a6df66a95f178a9651ab83aeb9.png\"\/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\"><a><\/a><\/h2>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"35_%E6%98%93%E4%BA%8E%E6%89%A9%E5%B1%95\"><\/span><a><\/a><strong>3.5&nbsp;\u6613\u4e8e\u6269\u5c55<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>2.0\u7248\u7684\u6570\u636e\u67b6\u6784\uff0c\u8d8b\u4e8e\u7a33\u5b9a\u4e4b\u540e\uff0c\u6211\u4eec\u8fce\u6765\u4e86\u65b0\u7684\u76ee\u6807\uff0c\u6b63\u9022\u65b0\u7684\u7cfb\u7edf\u4e00\u7ad9\u5f0f\u667a\u80fd\u8425\u9500\u7684\u4e0a\u7ebf\uff0c\u53d1\u73b0\u79df\u6237\u7684\u5927\u91cf\u7684\u8425\u9500\u6d3b\u52a8\uff0c\u65c5\u7a0b\u8f6c\u5316\u7b49\u79c1\u57df\u8425\u9500\u529f\u80fd\uff0c\u5ba2\u6237\u65e0\u6cd5\u76f4\u89c2\u7684\u901a\u8fc7\u91cf\u5316\u7684\u624b\u6bb5\u6765\u6e05\u6670\u7684\u770b\u5230\u8425\u9500\u573a\u666f\u7684\u6548\u679c\u6570\u636e\uff0c\u6240\u4ee5\u6211\u4eec\u9762\u4e34\u57282.0\u7248\u7684\u57fa\u7840\u4e0a\u505a\u6269\u5c55\u5ef6\u4f38\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"351_%E8%90%A5%E9%94%80%E6%95%88%E6%9E%9C%E5%88%86%E6%9E%90\"><\/span><a><\/a><strong>3.5.1 \u8425\u9500\u6548\u679c\u5206\u6790<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>\u56e0\u4e3a\u79c1\u57df\u8425\u9500\u662f\u57fa\u4e8eCDP\u7684Impala&amp;Kudu\u91cc\u7684\u6570\u636e\uff0c\u8fd9\u91cc\u5305\u542b\u4e86\u4e8b\u4ef6\u6570\u636e\u548c\u7528\u6237\u8eab\u4efd\u5c5e\u6027\u7b49\u6570\u636e\uff0c\u6240\u4ee5\u6211\u4eec\u8d77\u521d\u7684\u5206\u6790\u662f\u76f4\u63a5\u5229\u7528Imapla\u4f5c\u4e3a\u67e5\u8be2\u5f15\u64ce\uff0c\u540e\u6765\u53d1\u73b0\u5df2\u4e0a\u7ebf\u7684\u8868\u7ed3\u6784\u8bbe\u8ba1\u65f6\u6ca1\u6709\u592a\u591a\u7684\u517c\u987e\u5206\u6790\u573a\u666f\u7684\u7279\u70b9\uff0c\u5e76\u4e14Impala\u7684\u5e76\u53d1\u80fd\u529b\u6709\u9650\uff0c\u4e5f\u4e0d\u7b26\u5408\u7231\u756a\u756a\u76842\u79d2\u5185\u51fa\u7ed3\u679c\u7684\u7a33\u5b9a\u6027\u6307\u6807\u8981\u6c42\u3002\u5f00\u59cb\u7684\u51e0\u4e2a\u9700\u6c42\u53ef\u4ee5\u52c9\u5f3a\u4e0a\u7ebf\uff0c\u4f46\u662f\u5206\u6790\u573a\u666f\u548c\u529f\u80fd\u8d8a\u6765\u8d8a\u4e30\u5bcc\u4e4b\u540e\u53d1\u73b0\uff0c\u5ba2\u8bc9\u91cf\u660e\u663e\u589e\u52a0\u3002<\/p>\n\n\n\n<p>\u56e0\u6b64\u8425\u9500\u6548\u679c\u5206\u6790\u8fd9\u4e00\u4e1a\u52a1\u573a\u666f\u7ecf\u5386\u4e86Impala+Kudu\u7684\u89e3\u51b3\u65b9\u6848\u8fc1\u5230\u73b0\u5728\u7684Palo\uff08Doris\uff09\u4f5c\u4e3a\u6570\u636e\u5206\u6790\u573a\u666f\u7684\u5b58\u50a8\uff0c\u8fd9\u671f\u95f4\u4e5f\u53c2\u8003\u8fc7\u5176\u4ed6\u540c\u7c7b\u7684\u4e3b\u6d41\u5206\u6790\u578bMPP\u67b6\u6784\u6570\u636e\u5e93\u4ea7\u54c1\uff0c\u6700\u7ec8\u6211\u4eec\u8fd8\u662f\u9009\u62e9\u4e86Palo\uff0c\u5177\u4f53\u5bf9\u6bd4\u63cf\u8ff0\u5982\u4e0b\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/img-blog.csdnimg.cn\/img_convert\/111672407f687099a4e2db0cc582d47d.png\" alt=\"111672407f687099a4e2db0cc582d47d.png\"\/><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"352_%E5%AE%9E%E6%97%B6%E8%83%BD%E5%8A%9B%E6%8F%90%E5%8D%87\"><\/span><a><\/a><strong>3.5.2 \u5b9e\u65f6\u80fd\u529b\u63d0\u5347<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>\u57282.0\u7248\u7684\u5b9e\u65f6\u94fe\u8def\u7684\u57fa\u7840\u4e0a\uff0c\u6211\u4eec\u4e0e\u6570\u636e\u67b6\u6784\u5e73\u53f0\u90e8\u4ea4\u6d41\u4e86\u63a5\u4e0b\u6765\u5206\u6790\u573a\u666f\u7684\u5e94\u7528\uff0c\u5e76\u63d0\u524d\u505aPOC\u548c\u538b\u529b\u6d4b\u8bd5\u76f8\u5173\u5de5\u4f5c\uff0c\u786e\u5b9a\u4e86\u5176\u53ef\u884c\u6027\uff0c\u7136\u540e\u627f\u62c5\u5b9e\u65f6\u5206\u6790\u7684\u6570\u636e\u94fe\u8def\u589e\u52a0\u4e86\u5982\u4e0b\u90e8\u5206\u67b6\u6784\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/img-blog.csdnimg.cn\/img_convert\/3f2783ff4d4d0786fa4b5dec7eb7a2f1.png\" alt=\"3f2783ff4d4d0786fa4b5dec7eb7a2f1.png\"\/><\/figure>\n\n\n\n<p>\u56e0\u4e3a\u65f6\u6548\u6027\u8981\u6c42\u63d0\u5347\u81f32\u79d2\u4ee5\u5185\uff0c\u6240\u4ee5\u4e0d\u5f71\u54cd\u539f\u6709\u7684\u4e1a\u52a1\u6570\u636e\u7684Broker Load\u5bfc\u5165\u65b9\u5f0f\u4e3a\u524d\u63d0\u589e\u52a0\u4e86\u4ee5\u4e0a\u90e8\u5206\u7684\u67b6\u6784\uff0c\u4e0eCDP\u5408\u4f5c\u5728\u6570\u636e\u52a0\u5de5\u94fe\u8def\u4e2d\uff0c\u5c06\u660e\u7ec6\u6570\u636e\u4ee5\u5b9e\u65f6\u6d41\u7684\u65b9\u5f0f\u4e0b\u53d1\u5230Kafka\uff0c\u7136\u540e\u4f1a\u5229\u7528Flink to Palo\u548cKafka to Palo\u4e24\u79cd\u5bfc\u5165\u65b9\u5f0f\uff0c\u5bf9\u5e94\u5230Doris\u672c\u8eab\u7684\u8bbe\u8ba1\u539f\u7406\uff0c\u4e5f\u5c31\u662fStream Load\u65b9\u5f0f\u662f\u5229\u7528\u6d41\u6570\u636e\u8ba1\u7b97\u6846\u67b6Flink \u6d88\u8d39Kafka\u7684\u4e1a\u52a1\u6570\u636eTopic\uff0c\u4f7f\u7528Stream Load \u65b9\u5f0f\uff0c\u4ee5HTTP\u534f\u8bae\u5411Palo\u5199\u5165\u6570\u636e\uff1bRoutine Load\u65b9\u5f0f\u662f\u63d0\u4ea4\u4e00\u4e2a\u5e38\u9a7bPalo\u7684\u5bfc\u5165\u4efb\u52a1\uff0c\u901a\u8fc7\u4e0d\u65ad\u7684\u8ba2\u9605\u5e76\u6d88\u8d39Kafka\u4e2d\u7684JSON\u683c\u5f0f\u6d88\u606f\uff0c\u5c06\u6570\u636e\u5199\u5165\u5230Palo\u4e2d\u3002<\/p>\n\n\n\n<p>\u6700\u7ec8\u9009\u62e9Palo\u4f5c\u4e3a\u5206\u6790\u573a\u666f\u7684\u67e5\u8be2\u5f15\u64ce\u53ca\u5b58\u50a8\u7684\u65b9\u6848\uff0cPalo\u7531BE\u6a21\u5757\u548cFE\u6a21\u5757\u7ec4\u6210\uff0c\u7528\u6237\u901a\u8fc7Mysql\u534f\u8bae\u7684\u5ba2\u6237\u7aef\u5de5\u5177\u67e5\u8be2FE\u8282\u70b9\uff0cFE\u8282\u70b9\u548c\u5176\u4e2d\u4e00\u4e2aBE\u8282\u70b9\u8fdb\u884c\u4ea4\u4e92\uff0c\u5404\u4e2aBE\u8282\u70b9\u5c06\u8ba1\u7b97\u7ed3\u679c\u6c47\u805a\u5230\u8d1f\u8d23\u534f\u8c03\u7684BE\u8282\u70b9\u5e76\u8fd4\u56de\u7ed9\u67e5\u8be2\u5ba2\u6237\u7aef\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"3521_Palo%E5%8E%9F%E7%90%86%E4%BB%8B%E7%BB%8D\"><\/span><strong>3.5.2.1 Palo\u539f\u7406\u4ecb\u7ecd<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h4>\n\n\n\n<p>Palo\u7684\u6570\u636e\u5bfc\u5165\u662f\u91c7\u7528LSM-Tree\u7684\u7b97\u6cd5\u5b9e\u73b0\uff0c\u5199\u7684\u8fc7\u7a0b\u662f\u5148\u8fdb\u5165\u5185\u5b58\u4e2d\uff0cCompaction \u53ef\u4ee5\u540e\u53f0\u5f02\u6b65\u5b8c\u6210\uff0c\u4e0d\u963b\u585e\u5199\u5165\uff0c\u5728\u78c1\u76d8\u4e0a\u987a\u5e8f\u5199\u5165\u540c\u65f6merge sort\uff1b\u67e5\u8be2\u65b9\u9762\u652f\u6301\u5927\u5bbd\u8868\u4e0e\u591a\u8868join\uff0c\u5177\u6709CBO\u4f18\u5316\u5668\u7b49\u7279\u6027\u53ef\u4ee5\u5f88\u597d\u7684\u5e94\u5bf9\u590d\u6742\u7684\u5206\u6790\u573a\u666f\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/img-blog.csdnimg.cn\/img_convert\/6731ebc6ec601d64d7ca1de75878ee5e.png\" alt=\"6731ebc6ec601d64d7ca1de75878ee5e.png\"\/><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"353_%E6%9E%84%E5%BB%BA%E6%8C%87%E6%A0%87%E4%BD%93%E7%B3%BB\"><\/span><a><\/a><strong>3.5.3 \u6784\u5efa\u6307\u6807\u4f53\u7cfb<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>\u57fa\u4e8e\u79c1\u57df\u8425\u9500\u7684\u670d\u52a1\u6a21\u5f0f\u53ef\u4ee5\u770b\u4f5c\u662fB to B to C\u7684\u6a21\u5f0f\uff0c\u6570\u636e\u4ea7\u54c1\u7ecf\u7406\u4e3a\u4e86\u79df\u6237\u591a\u7ef4\u5ea6\u6e05\u6670\u7684\u638c\u63e1\u8425\u9500\u6548\u679c\uff0c\u5efa\u7acb\u8d77\u6307\u6807\u4f53\u7cfb\uff0c\u6211\u4eec\u7ed3\u5408\u6570\u636e\u4ea7\u54c1\u7ecf\u7406\u6309\u7167\u79c1\u57df\u7684\u4ea7\u54c1\u5f62\u6001\u548c\u6709\u4ef7\u503c\u7684\u5bf9\u4e8e\u79c1\u57df\u7684\u6307\u6807\u4f53\u7cfb\u7684\u5404\u9879\u903b\u8f91\u8ba1\u7b97\u89c4\u5219\u751f\u6210\u53ef\u89c6\u5316\u7684\u62a5\u8868\u4ee5\u53ca\u76f8\u5173\u5b9e\u65f6\u5206\u6790\u670d\u52a1\u3002<\/p>\n\n\n\n<p>\u89e3\u51b3\u4e86\u79df\u6237\u5bf9\u4e8e\u5176\u79c1\u57df\u7528\u6237\u53c2\u4e0e\u8425\u9500\u6d3b\u52a8\u60c5\u51b5\u7684\u638c\u63e1\u4e4b\u540e\uff0c\u7231\u756a\u756a\u7cfb\u7edf\u81ea\u8eab\u4e5f\u5b9a\u5236\u4e86\u5bf9\u4e8e\u79df\u6237\u7684\u4f7f\u7528\u4ea7\u54c1\u60c5\u51b5\u7684\u6307\u6807\u4f53\u7cfb\uff0c\u4f8b\u5982DAU\u3001MAU\u3001\u6bcf\u5929\u3001\u6bcf\u5468\u7684PV\u548cUV\u7b49\uff0c\u8fd9\u6837\u5f88\u597d\u4e0e\u79df\u6237\u4e4b\u95f4\u5efa\u7acb\u8d77\u6865\u6881\uff0c\u66f4\u52a0\u6e05\u695a\u7684\u77e5\u9053\u54ea\u4e9b\u529f\u80fd\u662f\u79df\u6237\u6bcf\u5929\u90fd\u8981\u4f7f\u7528\u5e76\u4f9d\u8d56\u7684\uff0c\u5c31\u8981\u4fdd\u7559\u5e76\u957f\u671f\u4f18\u5316\u8fed\u4ee3\uff0c\u5bf9\u4e8e\u7528\u6237\u4e0d\u4f7f\u7528\u7684\u4ea7\u54c1\u529f\u80fd\uff0c\u8fdb\u884c\u5b9a\u671f\u6e05\u7406\u5e76\u4e0b\u7ebf\u3002<\/p>\n\n\n\n<p>\u5bf9\u4e8e\u7ecf\u8425\u5206\u6790\u7c7b\u6307\u6807\u548c\u901a\u7528\u6807\u51c6\u7c7b\u6307\u6807\uff0c\u4f5c\u4e3a\u6838\u5fc3\u6307\u6807\u5728\u8fd0\u8425\u62a5\u8868\u7cfb\u7edf\u5185\u7edf\u4e00\u6536\u53e3\u7ef4\u62a4\uff0c\u968f\u7740\u4e1a\u52a1\u8fed\u4ee3\u53d1\u5c55\u7684\u7684\u8fc7\u7a0b\u5b9a\u671f\u5b89\u6392\u68b3\u7406\u8ba1\u7b97\u903b\u8f91\uff0c\u5e76\u8bbe\u8ba1\u901a\u7528\u7684\u6307\u6807\u670d\u52a1\u63a5\u53e3\uff0c\u63d0\u4f9b\u7ed9\u5185\u5916\u90e8\u7edf\u4e00\u6807\u51c6\u5316\u8c03\u7528\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"36_%E6%95%B0%E6%8D%AE%E5%88%86%E6%9E%90%E4%BD%93%E7%B3%BB%E5%85%A8%E6%99%AF\"><\/span><a><\/a><strong>3.6&nbsp;\u6570\u636e\u5206\u6790\u4f53\u7cfb\u5168\u666f<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>\u81f3\u6b64\u7231\u756a\u756a\u7684\u6570\u636e\u5206\u6790\u4f53\u7cfb\u5df2\u6210\u4e3a\u4e00\u5957\u5b8c\u6574\u7684\u9002\u5408\u73b0\u9636\u6bb5\u4ee5\u53ca\u6613\u4e8e\u540e\u671f\u6269\u5c55\u7684\u603b\u4f53\u89e3\u51b3\u65b9\u6848\uff0c\u4ece\u5168\u666f\u56fe\u4e2d\u53ef\u4ee5\u6e05\u6670\u7684\u770b\u51fa\u4ece\u57fa\u7840\u5c42\u3001\u5e73\u53f0\u5c42\u3001\u4e2d\u95f4\u5904\u7406\u5c42\u3001\u516c\u5171\u670d\u52a1\u5c42\u3001\u6570\u636e\u4ea7\u54c1\u5316\u7b49\u662f\u5927\u6570\u636e\u5206\u6790\u4f53\u7cfb\u5fc5\u4e0d\u53ef\u5c11\u7684\u6839\u57fa\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/img-blog.csdnimg.cn\/img_convert\/b61e4cc2a484f6b2a8040055f9dc33f6.png\" alt=\"b61e4cc2a484f6b2a8040055f9dc33f6.png\"\/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\"><a><\/a><\/h2>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"37_%E6%95%B0%E6%8D%AE%E5%88%86%E6%9E%90%E4%BD%93%E7%B3%BB%E5%BB%BA%E7%AB%8B%E7%9A%84%E6%94%B6%E7%9B%8A\"><\/span><a><\/a><strong>3.7 \u6570\u636e\u5206\u6790\u4f53\u7cfb\u5efa\u7acb\u7684\u6536\u76ca<\/strong><span 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