{"id":141833,"date":"2024-04-29T12:17:02","date_gmt":"2024-04-29T04:17:02","guid":{"rendered":""},"modified":"2024-04-29T12:17:06","modified_gmt":"2024-04-29T04:17:06","slug":"%e5%a4%a7%e6%95%b0%e6%8d%ae%e5%b8%b8%e7%94%a8%e7%9a%84%e5%88%86%e6%9e%90%e5%b7%a5%e5%85%b7%e6%9c%89%e5%93%aa%e4%ba%9b","status":"publish","type":"post","link":"https:\/\/docs.pingcode.com\/ask\/ask-ask\/141833.html","title":{"rendered":"\u5927\u6570\u636e\u5e38\u7528\u7684\u5206\u6790\u5de5\u5177\u6709\u54ea\u4e9b"},"content":{"rendered":"<p style=\"text-align:center\"><img decoding=\"async\" src=\"https:\/\/cdn-kb.worktile.com\/kb\/wp-content\/uploads\/2024\/04\/25112708\/d1fbf6a7-6e21-4aa8-860f-a7a8c34ff30f.webp\" alt=\"\u5927\u6570\u636e\u5e38\u7528\u7684\u5206\u6790\u5de5\u5177\u6709\u54ea\u4e9b\" \/><\/p>\n<p><p>\u5927\u6570\u636e\u5206\u6790\u5de5\u5177\u4f17\u591a\u3001\u529f\u80fd\u591a\u6837\uff0c\u5e38\u89c1\u7684\u6709<strong>Hadoop\u3001Spark\u3001Storm\u3001Tableau<\/strong>\u4ee5\u53ca<strong>QlikView<\/strong>\u3002\u4f8b\u5982\uff0c<strong>Hadoop<\/strong>\u662f\u4e00\u4e2a\u5f00\u6e90\u6846\u67b6\uff0c\u5b83\u901a\u8fc7\u63d0\u4f9b\u5206\u5e03\u5f0f\u5b58\u50a8\u548c\u5927\u89c4\u6a21\u5904\u7406\u80fd\u529b\uff0c\u8ba9\u7ec4\u7ec7\u80fd\u591f\u5904\u7406\u5927\u91cf\u6570\u636e\u3002\u8fdb\u4e00\u6b65\u8bf4\uff0cHadoop\u901a\u8fc7\u5176\u5206\u5e03\u5f0f\u6587\u4ef6\u7cfb\u7edf\uff08HDFS\uff09\u80fd\u591f\u5728\u591a\u53f0\u673a\u5668\u4e4b\u95f4\u5206\u914d\u6570\u636e\uff0c\u5229\u7528MapReduce\u8fdb\u884c\u9ad8\u6548\u6570\u636e\u5904\u7406\u3002<\/p>\n<\/p>\n<p><h3>\u4e00\u3001HADOOP<\/h3>\n<\/p>\n<p><p><strong>Hadoop<\/strong> \u662f\u4e00\u4e2a\u7531Apache\u57fa\u91d1\u4f1a\u5f00\u53d1\u7684\u3001\u5f00\u6e90\u7684\u5206\u5e03\u5f0f\u7cfb\u7edf\u57fa\u7840\u67b6\u6784\u3002\u7528\u6237\u53ef\u4ee5\u5728\u4e0d\u4e86\u89e3\u5206\u5e03\u5f0f\u5e95\u5c42\u7ec6\u8282\u7684\u60c5\u51b5\u4e0b\uff0c\u5f00\u53d1\u51fa\u53ef\u9760\u3001\u53ef\u4f38\u7f29\u7684\u5206\u5e03\u5f0f\u7cfb\u7edf\u548c\u5e94\u7528\u7a0b\u5e8f\u3002Hadoop\u80fd\u591f\u5bf9\u5927\u91cf\u6570\u636e\u96c6\u8fdb\u884c\u5206\u5e03\u5f0f\u5904\u7406\u3002<\/p>\n<\/p>\n<p><p>Hadoop\u6846\u67b6\u4e3b\u8981\u7531\u4ee5\u4e0b\u56db\u4e2a\u6838\u5fc3\u7ec4\u4ef6\u6784\u6210\uff1aHDFS\uff08Hadoop Distributed File System\uff09\u3001YARN\uff08Yet Another Resource Negotiator\uff09\u3001MapReduce\u3001\u548c Hadoop Common\u3002HDFS\u63d0\u4f9b\u4e86\u9ad8\u541e\u5410\u91cf\u7684\u6570\u636e\u8bbf\u95ee\uff0c\u975e\u5e38\u9002\u5408\u4e8e\u5927\u89c4\u6a21\u6570\u636e\u96c6\u7684\u5e94\u7528\u573a\u666f\uff1bYARN\u662f\u4e00\u4e2a\u4efb\u52a1\u8c03\u5ea6\u548c<a href=\"https:\/\/docs.pingcode.com\/blog\/project-management\/58557.html\" target=\"_blank\">\u8d44\u6e90\u7ba1\u7406<\/a>\u7684\u5e73\u53f0\uff0c\u80fd\u6709\u6548\u5730\u7ba1\u7406\u7cfb\u7edf\u8d44\u6e90\uff1bMapReduce\u5219\u662f\u4e00\u79cd\u8ba1\u7b97\u6a21\u578b\uff0c\u5b83\u652f\u6301\u5206\u5e03\u5f0f\u5904\u7406\u5927\u6570\u636e\uff1bHadoop Common\u5219\u5305\u542b\u4e86\u5176\u4ed6\u6a21\u5757\u6240\u9700\u7684\u516c\u5171\u5de5\u5177\u3002<\/p>\n<\/p>\n<p><h3>\u4e8c\u3001SPARK<\/h3>\n<\/p>\n<p><p><strong>Spark<\/strong> \u662f\u76ee\u524d\u6700\u6d41\u884c\u7684\u5185\u5b58\u8ba1\u7b97\u6846\u67b6\uff0c\u5b83\u63d0\u4f9b\u4e86\u6613\u7528\u7684\u5927\u6570\u636e\u5904\u7406\u63a5\u53e3\uff0c\u5e76\u53ef\u4ee5\u8fdb\u884c\u6279\u5904\u7406\u548c\u5b9e\u65f6\u6570\u636e\u6d41\u5206\u6790\u3002Spark\u6bd4Hadoop MapReduce\u66f4\u5feb\uff0c\u7279\u522b\u662f\u5728\u8fdb\u884c\u6570\u636e\u6316\u6398\u548c<a href=\"https:\/\/docs.pingcode.com\/ask\/59192.html\" target=\"_blank\">\u673a\u5668\u5b66\u4e60<\/a>\u7b49\u8fed\u4ee3\u7b97\u6cd5\u7684\u6570\u636e\u5206\u6790\u65f6\uff0c\u6027\u80fd\u4f18\u52bf\u660e\u663e\u3002<\/p>\n<\/p>\n<p><p>Spark\u7684\u6838\u5fc3\u662f\u4e00\u4e2a\u5f3a\u5927\u7684\u5206\u5e03\u5f0f\u6570\u636e\u5904\u7406\u5f15\u64ce\uff0c\u5b83\u662f\u4e3a\u901f\u5ea6\u548c\u6613\u7528\u6027\u800c\u8bbe\u8ba1\u7684\u3002Spark\u5305\u542b\u4e86\u51e0\u4e2a\u7ec4\u4ef6\uff0c\u4e3b\u8981\u6709Spark SQL\uff08\u7528\u4e8e\u5904\u7406\u7ed3\u6784\u5316\u6570\u636e\uff09\u3001Spark Streaming\uff08\u6d41\u5904\u7406\uff09\u3001MLlib\uff08\u673a\u5668\u5b66\u4e60\uff09\u548cGraphX\uff08\u56fe\u8ba1\u7b97\uff09\u3002\u8fd9\u4e9b\u7ec4\u4ef6\u53ef\u4ee5\u7075\u6d3b\u642d\u914d\uff0c\u5904\u7406\u5404\u79cd\u6570\u636e\u5206\u6790\u4efb\u52a1\u3002<\/p>\n<\/p>\n<p><h3>\u4e09\u3001STORM<\/h3>\n<\/p>\n<p><p><strong>Storm<\/strong> \u662f\u53e6\u4e00\u79cd\u6d41\u884c\u7684\u5b9e\u65f6\u6570\u636e\u5904\u7406\u7cfb\u7edf\uff0c\u7ecf\u5e38\u7528\u4e8e\u5904\u7406\u6570\u636e\u6d41\u3001\u6216\u9700\u8981\u5b9e\u65f6\u5206\u6790\u548c\u51b3\u7b56\u7684\u5e94\u7528\u573a\u666f\u3002\u5b83\u7684\u8bbe\u8ba1\u76ee\u6807\u662f\u4e3a\u4e86\u4fdd\u8bc1\u6570\u636e\u5904\u7406\u7684\u53ef\u9760\u6027\u548c\u53ef\u4f38\u7f29\u6027\u3002Storm\u53ef\u4ee5\u548c\u5176\u4ed6\u6570\u636e\u6e90\u548c\u6570\u636e\u5b58\u50a8\u7cfb\u7edf\u8f7b\u677e\u96c6\u6210\uff0c\u4f8b\u5982Kafka\u3001HBase\u7b49\u3002<\/p>\n<\/p>\n<p><p>Storm\u7684\u67b6\u6784\u975e\u5e38\u7075\u6d3b\uff0c\u5b83\u91c7\u7528\u4e86\u201cSpouts\u201d\u548c\u201cBolts\u201d\u7684\u6982\u5ff5\uff0c\u5176\u4e2dSpouts\u662f\u6570\u636e\u6d41\u7684\u6e90\u5934\uff0cBolts\u5219\u7528\u6765\u5904\u7406\u6570\u636e\u3002\u901a\u8fc7\u7075\u6d3b\u7ec4\u5408\u53ef\u4ee5\u6784\u5efa\u590d\u6742\u7684\u6570\u636e\u5904\u7406\u62d3\u6251\u3002<\/p>\n<\/p>\n<p><h3>\u56db\u3001TABLEAU<\/h3>\n<\/p>\n<p><p><strong>Tableau<\/strong> \u662f\u4e00\u79cd\u5546\u4e1a\u667a\u80fd(BI)\u548c\u6570\u636e\u53ef\u89c6\u5316\u5de5\u5177\uff0c\u5b83\u4f7f\u7528\u6237\u80fd\u591f\u8f7b\u677e\u5730\u521b\u5efa\u5404\u79cd\u56fe\u3001\u8868\u548c\u56fe\u5f62\uff0c\u5e76\u901a\u8fc7\u4ea4\u4e92\u5f0f\u65b9\u5f0f\u5c55\u73b0\u6570\u636e\u6d1e\u5bdf\u3002Tableau\u53ef\u4ee5\u8fde\u63a5\u5230\u51e0\u4e4e\u4efb\u4f55\u7c7b\u578b\u7684\u6570\u636e\u4ed3\u5e93\u3001\u6587\u4ef6\u548c\u670d\u52a1\uff0c\u63d0\u4f9b\u5feb\u901f\u7684\u62d6\u653e\u64cd\u4f5c\uff0c\u4ee5\u5e2e\u52a9\u7528\u6237\u521b\u5efa\u590d\u6742\u7684\u53ef\u89c6\u5316\u56fe\u8868\u3002<\/p>\n<\/p>\n<p><p>Tableau\u5f3a\u8c03\u53ef\u89c6\u5316\u7684\u4ea4\u4e92\u6027\u548c\u7528\u6237\u4f53\u9a8c\uff0c\u652f\u6301\u5373\u5e2d\u67e5\u8be2\u3001\u591a\u7ef4\u5206\u6790\u3001\u5e76\u63d0\u4f9b\u4e30\u5bcc\u7684\u53ef\u89c6\u5316\u5e93\u3002\u5b83\u7684Dashboard\u529f\u80fd\u5141\u8bb8\u7528\u6237\u5c06\u591a\u79cd\u89c6\u56fe\u7ec4\u5408\u6210\u4e00\u4e2a\u96c6\u6210\u7684\u9762\u677f\uff0c\u5e76\u80fd\u4e0e\u56e2\u961f\u6216\u5ba2\u6237\u5171\u4eab\u3002<\/p>\n<\/p>\n<p><h3>\u4e94\u3001QLIKVIEW<\/h3>\n<\/p>\n<p><p><strong>QlikView<\/strong> \u662f\u4e00\u5957\u4e3b\u8981\u7528\u4e8e\u4e1a\u52a1\u5206\u6790\u548c\u62a5\u544a\u7684\u5de5\u5177\u3002\u5b83\u63d0\u4f9b\u4e86\u4e00\u79cd\u72ec\u7279\u7684\u5173\u8054\u5206\u6790\u4f53\u9a8c\u2014\u4ece\u56fe\u5f62\u754c\u9762\u4e2d\u9009\u62e9\u4e0d\u540c\u7684\u5143\u7d20\uff0c\u52a8\u6001\u66f4\u65b0\u6570\u636e\u89c6\u56fe\u3002QlikView\u7684\u76f4\u89c2\u7528\u6237\u754c\u9762\u53ef\u4ee5\u8f7b\u677e\u521b\u5efa\u5e94\u7528\u7a0b\u5e8f\u548c\u62a5\u8868\uff0c\u800c\u4e0d\u9700\u8981\u4e13\u4e1a\u7684\u6280\u672f\u6280\u80fd\u3002<\/p>\n<\/p>\n<p><p>QlikView\u5229\u7528\u4e86\u5b83\u7684\u5173\u8054\u6570\u636e\u6a21\u578b\uff0c\u8ba9\u7528\u6237\u5728\u9009\u62e9\u4e00\u4e2a\u6570\u636e\u70b9\u65f6\uff0c\u80fd\u591f\u7acb\u5373\u770b\u5230\u5176\u5728\u5168\u90e8\u6570\u636e\u4e2d\u7684\u5173\u8054\u6027\u3002\u8fd9\u79cd\u53ca\u65f6\u53cd\u9988\u673a\u5236\u4e3a\u4e1a\u52a1\u7528\u6237\u63d0\u4f9b\u4e86\u6df1\u5c42\u6b21\u7684\u6570\u636e\u6d1e\u5bdf\u3002<\/p>\n<\/p>\n<p><p>\u901a\u8fc7\u8fd9\u4e9b\u5de5\u5177\uff0c\u7ec4\u7ec7\u53ef\u4ee5\u8fdb\u884c\u5927\u89c4\u6a21\u6570\u636e\u5904\u7406\u3001\u5b9e\u65f6\u6570\u636e\u5206\u6790\u3001\u6570\u636e\u53ef\u89c6\u5316\u7b49\u591a\u79cd\u5206\u6790\u6d3b\u52a8\uff0c\u800c\u8fd9\u6709\u52a9\u4e8e\u66f4\u597d\u5730\u4e86\u89e3\u4e1a\u52a1\u72b6\u51b5\u3001\u987e\u5ba2\u9700\u6c42\u3001\u5e02\u573a\u8d8b\u52bf\u4ee5\u53ca\u51b3\u7b56\u652f\u6301\u3002\u5728\u4e0d\u65ad\u6f14\u8fdb\u7684\u5927\u6570\u636e\u9886\u57df\uff0c\u8fd9\u4e9b\u5de5\u5177\u7684\u9009\u62e9\u548c\u5e94\u7528\u662f\u5b9e\u73b0\u6570\u636e\u9a71\u52a8\u51b3\u7b56\u7684\u5173\u952e\u3002<\/p>\n<\/p>\n<h2><strong>\u76f8\u5173\u95ee\u7b54FAQs\uff1a<\/strong><\/h2>\n<p><strong>Q\uff1a\u5927\u6570\u636e\u5206\u6790\u5e38\u7528\u7684\u5de5\u5177\u6709\u54ea\u4e9b\uff1f<\/strong><br \/>\nA\uff1a\u5927\u6570\u636e\u5206\u6790\u9886\u57df\u6d89\u53ca\u7684\u5de5\u5177\u5f88\u591a\uff0c\u4ee5\u4e0b\u662f\u51e0\u4e2a\u5e38\u7528\u7684\u5de5\u5177\uff1a<\/p>\n<ol>\n<li>\n<p><strong>Hadoop<\/strong>\uff1aHadoop\u662f\u5f00\u6e90\u7684\u5927\u6570\u636e\u5904\u7406\u6846\u67b6\uff0c\u5b83\u53ef\u4ee5\u9ad8\u6548\u5730\u5b58\u50a8\u548c\u5904\u7406\u5927\u89c4\u6a21\u6570\u636e\u96c6\u3002Hadoop\u5305\u542b\u4e86\u5206\u5e03\u5f0f\u5b58\u50a8\u7cfb\u7edfHDFS\u548c\u5206\u5e03\u5f0f\u8ba1\u7b97\u6846\u67b6MapReduce\uff0c\u80fd\u591f\u5b9e\u73b0\u6570\u636e\u7684\u5206\u5e03\u5f0f\u5904\u7406\u548c\u5206\u6790\u3002<\/p>\n<\/li>\n<li>\n<p><strong>Spark<\/strong>\uff1aSpark\u662f\u4e00\u4e2a\u5feb\u901f\u3001\u901a\u7528\u7684\u5927\u6570\u636e\u5904\u7406\u5f15\u64ce\uff0c\u652f\u6301\u5728\u5185\u5b58\u4e2d\u8fdb\u884c\u6570\u636e\u5904\u7406\uff0c\u5177\u5907\u5f88\u597d\u7684\u6027\u80fd\u548c\u6269\u5c55\u6027\u3002Spark\u63d0\u4f9b\u4e86\u4e30\u5bcc\u7684API\uff0c\u53ef\u4ee5\u7528\u4e8e\u6279\u5904\u7406\u3001\u5b9e\u65f6\u6d41\u5904\u7406\u3001\u673a\u5668\u5b66\u4e60\u7b49\u5404\u79cd\u5927\u6570\u636e\u5904\u7406\u573a\u666f\u3002<\/p>\n<\/li>\n<li>\n<p><strong>Python<\/strong>\uff1aPython\u662f\u4e00\u95e8\u7b80\u6d01\u800c\u5f3a\u5927\u7684\u7f16\u7a0b\u8bed\u8a00\uff0c\u5e7f\u6cdb\u7528\u4e8e\u5927\u6570\u636e\u5206\u6790\u3002Python\u7684\u6570\u636e\u5206\u6790\u5e93\uff08\u5982Pandas\u3001NumPy\uff09\u548c\u53ef\u89c6\u5316\u5e93\uff08\u5982Matplotlib\u3001Seaborn\uff09\u63d0\u4f9b\u4e86\u4e30\u5bcc\u7684\u51fd\u6570\u548c\u5de5\u5177\uff0c\u65b9\u4fbf\u8fdb\u884c\u6570\u636e\u5904\u7406\u4e0e\u5206\u6790\u3002<\/p>\n<\/li>\n<\/ol>\n<p><strong>Q\uff1a\u6709\u54ea\u4e9b\u9002\u7528\u4e8e\u5927\u6570\u636e\u5206\u6790\u7684\u5f00\u6e90\u5de5\u5177\uff1f<\/strong><br \/>\nA\uff1a\u5927\u6570\u636e\u5206\u6790\u9886\u57df\u6709\u8bb8\u591a\u9002\u7528\u4e8e\u5927\u6570\u636e\u5904\u7406\u4e0e\u5206\u6790\u7684\u5f00\u6e90\u5de5\u5177\uff0c\u4ee5\u4e0b\u662f\u51e0\u4e2a\u5e38\u7528\u7684\u5f00\u6e90\u5de5\u5177\uff1a<\/p>\n<ol>\n<li>\n<p><strong>R<\/strong>\uff1aR\u8bed\u8a00\u662f\u4e00\u79cd\u7edf\u8ba1\u8ba1\u7b97\u548c\u56fe\u5f62\u5316\u7684\u7f16\u7a0b\u8bed\u8a00\uff0c\u5e7f\u6cdb\u5e94\u7528\u4e8e\u6570\u636e\u5206\u6790\u548c\u53ef\u89c6\u5316\u3002R\u63d0\u4f9b\u4e86\u4e30\u5bcc\u7684\u7edf\u8ba1\u5206\u6790\u5e93\u548c\u53ef\u89c6\u5316\u5de5\u5177\uff0c\u65b9\u4fbf\u8fdb\u884c\u5404\u79cd\u6570\u636e\u5206\u6790\u548c\u5efa\u6a21\u4efb\u52a1\u3002<\/p>\n<\/li>\n<li>\n<p><strong>Apache Kafka<\/strong>\uff1aKafka\u662f\u4e00\u4e2a\u5206\u5e03\u5f0f\u6d41\u5904\u7406\u5e73\u53f0\uff0c\u7528\u4e8e\u6784\u5efa\u9ad8\u541e\u5410\u91cf\u3001\u53ef\u6269\u5c55\u7684\u5b9e\u65f6\u6570\u636e\u5904\u7406\u5e94\u7528\u7a0b\u5e8f\u3002\u5b83\u652f\u6301\u5b58\u50a8\u548c\u5904\u7406\u5927\u89c4\u6a21\u7684\u6d41\u5f0f\u6570\u636e\uff0c\u63d0\u4f9b\u4e86\u53d1\u5e03-\u8ba2\u9605\u6a21\u578b\u548c\u5bb9\u9519\u673a\u5236\u3002<\/p>\n<\/li>\n<li>\n<p><strong>Elasticsearch<\/strong>\uff1aElasticsearch\u662f\u4e00\u4e2a\u5f00\u6e90\u7684\u5206\u5e03\u5f0f\u641c\u7d22\u5f15\u64ce\uff0c\u7528\u4e8e\u5b58\u50a8\u3001\u641c\u7d22\u548c\u5206\u6790\u5927\u89c4\u6a21\u7684\u5b9e\u65f6\u6570\u636e\u3002\u5b83\u652f\u6301\u5168\u6587\u641c\u7d22\u3001\u7ed3\u6784\u5316\u67e5\u8be2\u3001\u5206\u5e03\u5f0f\u6570\u636e\u5b58\u50a8\u7b49\u529f\u80fd\uff0c\u65b9\u4fbf\u8fdb\u884c\u6570\u636e\u7684\u7d22\u5f15\u548c\u5206\u6790\u3002<\/p>\n<\/li>\n<\/ol>\n<p><strong>Q\uff1a\u5728\u5927\u6570\u636e\u5206\u6790\u4e2d\uff0c\u5982\u4f55\u9009\u62e9\u5408\u9002\u7684\u5de5\u5177\uff1f<\/strong><br \/>\nA\uff1a\u9009\u62e9\u5408\u9002\u7684\u5de5\u5177\u8981\u8003\u8651\u4ee5\u4e0b\u51e0\u4e2a\u56e0\u7d20\uff1a<\/p>\n<ol>\n<li>\n<p><strong>\u6570\u636e\u89c4\u6a21<\/strong>\uff1a\u5982\u679c\u6570\u636e\u89c4\u6a21\u5f88\u5927\uff0c\u53ef\u4ee5\u9009\u62e9\u57fa\u4e8e\u5206\u5e03\u5f0f\u8ba1\u7b97\u7684\u5de5\u5177\uff0c\u5982Hadoop\u3001Spark\uff0c\u80fd\u591f\u5904\u7406\u5927\u89c4\u6a21\u6570\u636e\u96c6\u3002\u5bf9\u4e8e\u5c0f\u89c4\u6a21\u6570\u636e\u96c6\uff0c\u53ef\u4ee5\u9009\u62e9\u4f7f\u7528Pandas\u3001R\u7b49\u5de5\u5177\uff0c\u66f4\u52a0\u7075\u6d3b\u65b9\u4fbf\u3002<\/p>\n<\/li>\n<li>\n<p><strong>\u5904\u7406\u65b9\u5f0f<\/strong>\uff1a\u6839\u636e\u5177\u4f53\u7684\u6570\u636e\u5904\u7406\u9700\u6c42\uff0c\u9009\u62e9\u9002\u5408\u7684\u5de5\u5177\u3002\u5982\u679c\u9700\u8981\u8fdb\u884c\u6279\u5904\u7406\uff0c\u53ef\u4ee5\u4f7f\u7528Hadoop\u3001Spark\u7b49\uff1b\u5982\u679c\u9700\u8981\u5b9e\u65f6\u6d41\u5904\u7406\uff0c\u53ef\u4ee5\u9009\u62e9Kafka\u3001Storm\u7b49\uff1b\u5982\u679c\u9700\u8981\u8fdb\u884c\u7edf\u8ba1\u5206\u6790\u548c\u53ef\u89c6\u5316\uff0c\u53ef\u4ee5\u9009\u62e9R\u3001Python\u7b49\u5de5\u5177\u3002<\/p>\n<\/li>\n<li>\n<p><strong>\u6280\u672f\u8981\u6c42<\/strong>\uff1a\u8003\u8651\u56e2\u961f\u6210\u5458\u7684\u6280\u672f\u80cc\u666f\u548c\u719f\u6089\u7a0b\u5ea6\uff0c\u9009\u62e9\u4ed6\u4eec\u5df2\u7ecf\u719f\u6089\u6216\u5bb9\u6613\u5b66\u4e60\u7684\u5de5\u5177\u3002<\/p>\n<\/li>\n<\/ol>\n<p>\u603b\u4e4b\uff0c\u6839\u636e\u5177\u4f53\u7684\u4e1a\u52a1\u9700\u6c42\u548c\u6280\u672f\u80cc\u666f\u6765\u9009\u62e9\u5408\u9002\u7684\u5de5\u5177\uff0c\u80fd\u591f\u63d0\u9ad8\u5927\u6570\u636e\u5206\u6790\u7684\u6548\u7387\u548c\u51c6\u786e\u6027\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"\u5927\u6570\u636e\u5206\u6790\u5de5\u5177\u4f17\u591a\u3001\u529f\u80fd\u591a\u6837\uff0c\u5e38\u89c1\u7684\u6709Hadoop\u3001Spark\u3001Storm\u3001Tableau\u4ee5\u53caQlikView [&hellip;]","protected":false},"author":3,"featured_media":141838,"comment_status":"closed","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[37],"tags":[],"acf":[],"_links":{"self":[{"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/posts\/141833"}],"collection":[{"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/users\/3"}],"replies":[{"embeddable":true,"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/comments?post=141833"}],"version-history":[{"count":0,"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/posts\/141833\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/media\/141838"}],"wp:attachment":[{"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/media?parent=141833"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/categories?post=141833"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/tags?post=141833"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}