{"id":117667,"date":"2024-04-22T11:46:28","date_gmt":"2024-04-22T03:46:28","guid":{"rendered":"https:\/\/docs.pingcode.com\/ask\/ask-ask\/117667.html"},"modified":"2024-04-22T11:46:30","modified_gmt":"2024-04-22T03:46:30","slug":"%e7%8e%b0%e5%9c%a8%e4%b8%bb%e6%b5%81%e5%bc%80%e6%ba%90%e5%88%86%e5%b8%83%e5%bc%8f%e7%b3%bb%e7%bb%9f%e6%9e%b6%e6%9e%84%e9%83%bd%e6%9c%89%e5%93%aa%e4%ba%9b","status":"publish","type":"post","link":"https:\/\/docs.pingcode.com\/ask\/ask-ask\/117667.html","title":{"rendered":"\u73b0\u5728\u4e3b\u6d41\u5f00\u6e90\u5206\u5e03\u5f0f\u7cfb\u7edf\u67b6\u6784\u90fd\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\/02173950\/7832972f-b111-4a34-b6fe-dd2e48dbf24a.webp\" alt=\"\u73b0\u5728\u4e3b\u6d41\u5f00\u6e90\u5206\u5e03\u5f0f\u7cfb\u7edf\u67b6\u6784\u90fd\u6709\u54ea\u4e9b\" \/><\/p>\n<p><p>\u73b0\u5728\u4e3b\u6d41\u7684\u5f00\u6e90\u5206\u5e03\u5f0f\u7cfb\u7edf\u67b6\u6784\u4e3b\u8981\u5305\u62ec<strong>Apache Hadoop\u3001Apache Spark\u3001Apache Kafka\u3001Elasticsearch\u3001RabbitMQ\u3001Cassandra\u3001Redis<\/strong>\u7b49\u3002\u8fd9\u4e9b\u67b6\u6784\u6db5\u76d6\u4e86\u6570\u636e\u5b58\u50a8\u3001\u6d88\u606f\u4f20\u9012\u3001\u6570\u636e\u5904\u7406\u548c\u641c\u7d22\u7b49\u4e0d\u540c\u9886\u57df\uff0c\u88ab\u5e7f\u6cdb\u5e94\u7528\u4e8e\u5904\u7406\u5927\u89c4\u6a21\u6570\u636e\u5206\u5e03\u5f0f\u8ba1\u7b97\u95ee\u9898\u3002\u4ee5<strong>Apache Hadoop<\/strong>\u4e3a\u4f8b\uff0c\u5b83\u662f\u4e00\u4e2a\u7531Apache\u57fa\u91d1\u4f1a\u5f00\u53d1\u7684\u5206\u5e03\u5f0f\u7cfb\u7edf\u57fa\u7840\u67b6\u6784\uff0c\u7528\u6237\u53ef\u4ee5\u5728\u4e0d\u4e86\u89e3\u5206\u5e03\u5f0f\u5e95\u5c42\u7ec6\u8282\u7684\u60c5\u51b5\u4e0b\uff0c\u5f00\u53d1\u51fa\u53ef\u8fd0\u884c\u5728\u5927\u578b\u5206\u5e03\u5f0f\u7cfb\u7edf\u4e0a\u7684\u7a0b\u5e8f\uff0c\u6709\u6548\u89e3\u51b3\u6d77\u91cf\u6570\u636e\u7684\u5b58\u50a8\u4e0e\u5904\u7406\u95ee\u9898\u3002<\/p>\n<\/p>\n<p><h2>\u4e00\u3001APACHE HADOOP<\/h2>\n<\/p>\n<p><p>\u5f53\u63d0\u53ca\u5f00\u6e90\u5206\u5e03\u5f0f\u7cfb\u7edf\u67b6\u6784\uff0c<strong>Apache Hadoop<\/strong>\u603b\u662f\u9996\u5f53\u5176\u51b2\u3002Hadoop\u81ea\u95ee\u4e16\u4ee5\u6765\uff0c\u5df2\u7ecf\u6210\u4e3a\u5904\u7406\u5927\u89c4\u6a21\u6570\u636e\u96c6\u7684\u4ee3\u540d\u8bcd\u3002\u5b83\u7684\u67b6\u6784\u4e3b\u8981\u7531\u4ee5\u4e0b\u51e0\u4e2a\u5173\u952e\u7ec4\u4ef6\u6784\u6210\uff1a<\/p>\n<\/p>\n<ul>\n<li><strong>Hadoop Common<\/strong>\uff1a\u63d0\u4f9b\u7cfb\u7edf\u7ea7\u522b\u7684\u5e95\u5c42\u652f\u6301\u548c\u5e93\u6587\u4ef6\u3002<\/li>\n<li><strong>Hadoop Distributed File System (HDFS)<\/strong>\uff1a\u4e00\u79cd\u9ad8\u53ef\u9760\u6027\u3001\u9ad8\u541e\u5410\u91cf\u7684\u5206\u5e03\u5f0f\u6587\u4ef6\u7cfb\u7edf\uff0c\u9002\u5408\u5728\u4f4e\u6210\u672c\u786c\u4ef6\u4e0a\u8fd0\u884c\u3002<\/li>\n<li><strong>MapReduce<\/strong>\uff1a\u662f\u4e00\u4e2a\u7f16\u7a0b\u6a21\u578b\u548c\u5904\u7406\u5927\u6570\u636e\u7684\u8f6f\u4ef6\u6846\u67b6\u3002<\/li>\n<\/ul>\n<p><p>HDFS\u5141\u8bb8\u7528\u6237\u5b58\u50a8\u5927\u91cf\u6570\u636e\uff0c\u5e76\u901a\u8fc7MapReduce\u6846\u67b6\u5728\u6570\u636e\u4e0a\u6267\u884c\u5206\u5e03\u5f0f\u5904\u7406\u3002Hadoop\u8fd8\u6709\u4e00\u4e2a<a href=\"https:\/\/docs.pingcode.com\/blog\/project-management\/58557.html\" target=\"_blank\">\u8d44\u6e90\u7ba1\u7406<\/a>\u5e73\u53f0\u79f0\u4e3a<strong>YARN (Yet Another Resource Negotiator)<\/strong>\uff0c\u5b83\u7ba1\u7406\u548c\u8c03\u5ea6\u96c6\u7fa4\u4e2d\u7684\u8d44\u6e90\u3002<\/p>\n<\/p>\n<p><h2>\u4e8c\u3001APACHE SPARK<\/h2>\n<\/p>\n<p><p><strong>Apache Spark<\/strong>\u662f\u4e00\u4e2a\u5feb\u901f\u7684\u901a\u7528\u8ba1\u7b97\u5f15\u64ce\uff0c\u4e13\u95e8\u7528\u4e8e\u5927\u89c4\u6a21\u6570\u636e\u5904\u7406\u3002\u5b83\u662fHadoop\u751f\u6001\u7cfb\u4e2d\u7684\u4e00\u4e2a\u65b0\u6210\u5458\uff0c\u63d0\u4f9b\u4e86\u4e00\u4e2a\u53d1\u5c55\u8fc5\u901f\u7684\u5e94\u7528\u7a0b\u5e8f\u5f00\u53d1\u6846\u67b6\u3002\u6838\u5fc3\u7279\u70b9\u5305\u62ec\uff1a<\/p>\n<\/p>\n<ul>\n<li><strong>\u5feb\u901f\u7684\u5185\u5b58\u6570\u636e\u5904\u7406<\/strong>\uff1aSpark\u80fd\u591f\u5c06\u8ba1\u7b97\u4e2d\u95f4\u7ed3\u679c\u7f13\u5b58\u5728\u5185\u5b58\u4e2d\uff0c\u52a0\u5feb\u5904\u7406\u901f\u5ea6\u3002<\/li>\n<li><strong>\u65b9\u4fbf\u7684API\u8bbe\u8ba1<\/strong>\uff1a\u652f\u6301Java\u3001Scala\u3001Python\u548cR\u8bed\u8a00\u7684\u5e94\u7528\u5f00\u53d1\u3002<\/li>\n<\/ul>\n<p><p>Spark\u4e0d\u4ec5\u652f\u6301MapReduce\u6a21\u578b\uff0c\u8fd8\u652f\u6301SQL\u67e5\u8be2\u3001\u6d41\u5904\u7406\u3001<a href=\"https:\/\/docs.pingcode.com\/ask\/59192.html\" target=\"_blank\">\u673a\u5668\u5b66\u4e60<\/a>\u548c\u56fe\u8ba1\u7b97\u3002\u5bf9\u4e8e\u8ffd\u6c42\u901f\u5ea6\u7684\u5e94\u7528\u573a\u666f\uff0cSpark\u5f80\u5f80\u662f\u6bd4Hadoop MapReduce\u66f4\u4f18\u7684\u9009\u62e9\u3002<\/p>\n<\/p>\n<p><h2>\u4e09\u3001APACHE KAFKA<\/h2>\n<\/p>\n<p><p><strong>Apache Kafka<\/strong>\u662f\u4e00\u4e2a\u5206\u5e03\u5f0f\u6d41\u5904\u7406\u5e73\u53f0\uff0c\u8bbe\u8ba1\u7528\u4e8e\u9ad8\u541e\u5410\u91cf\u7684\u6570\u636e\u5904\u7406\u3002Kafka\u63d0\u4f9b\u4ee5\u4e0b\u51e0\u4e2a\u65b9\u9762\u7684\u529f\u80fd\uff1a<\/p>\n<\/p>\n<ul>\n<li><strong>\u6d88\u606f\u7cfb\u7edf<\/strong>\uff1a\u652f\u6301\u53d1\u5e03\u548c\u8ba2\u9605\u5927\u91cf\u6d88\u606f\u3002<\/li>\n<li><strong>\u5bb9\u9519\u6027<\/strong>\uff1a\u6570\u636e\u5907\u4efd\u548c\u6545\u969c\u6062\u590d\u3002<\/li>\n<\/ul>\n<p><p>\u901a\u5e38\u7528\u4e8e\u642d\u5efa\u5b9e\u65f6\u6570\u636e\u4f20\u8f93\u7ba1\u9053\u548c\u6d41\u5f0f\u5e94\u7528\u7a0b\u5e8f\u3002Kafka\u5177\u6709\u9ad8\u541e\u5410\u91cf\u3001\u53ef\u6269\u5c55\u6027\u548c\u5206\u5e03\u5f0f\u7279\u70b9\uff0c\u975e\u5e38\u9002\u7528\u4e8e\u9700\u8981\u5904\u7406\u5b9e\u65f6\u6570\u636e\u6d41\u7684\u5927\u578b\u7cfb\u7edf\u3002<\/p>\n<\/p>\n<p><h2>\u56db\u3001ELASTICSEARCH<\/h2>\n<\/p>\n<p><p>\u5f53\u8c08\u5230\u5206\u5e03\u5f0f\u641c\u7d22\u548c\u6570\u636e\u5206\u6790\u65f6\uff0c<strong>Elasticsearch<\/strong>\u662f\u884c\u4e1a\u6807\u51c6\u3002\u5b83\u5efa\u7acb\u5728Apache Lucene\u641c\u7d22\u5f15\u64ce\u4e4b\u4e0a\uff0c\u5e76\u63d0\u4f9b\u4ee5\u4e0b\u7279\u70b9\uff1a<\/p>\n<\/p>\n<ul>\n<li><strong>\u5b9e\u65f6\u7684\u6570\u636e\u7d22\u5f15\u4e0e\u641c\u7d22<\/strong>\uff1a\u80fd\u591f\u51e0\u4e4e\u5b9e\u65f6\u5730\u7d22\u5f15\u548c\u68c0\u7d22\u6570\u636e\u3002<\/li>\n<li><strong>\u9ad8\u6269\u5c55\u6027<\/strong>\uff1a\u53ef\u4ee5\u7b80\u5355\u5730\u901a\u8fc7\u589e\u52a0\u8282\u70b9\u6765\u6269\u5c55\u96c6\u7fa4\u3002<\/li>\n<\/ul>\n<p><p>Elasticsearch\u4e0d\u4ec5\u662f\u641c\u7d22\u5f15\u64ce\uff0c\u8fd8\u7528\u4e8e\u65e5\u5fd7\u805a\u96c6\u7cfb\u7edf\u548c\u5b9e\u65f6\u5206\u6790\u573a\u666f\u3002\u5176\u5f3a\u5927\u7684\u641c\u7d22\u529f\u80fd\u7ecf\u5e38\u88ab\u7528\u4e8e\u5b9e\u65f6\u5206\u6790\u590d\u6742\u6570\u636e\u3002<\/p>\n<\/p>\n<p><h2>\u4e94\u3001RABBITMQ<\/h2>\n<\/p>\n<p><p><strong>RabbitMQ<\/strong>\u662f\u4e00\u4e2a\u6d88\u606f\u4ee3\u7406\uff0c\u5b83\u4e3a\u5206\u5e03\u5f0f\u7cfb\u7edf\u63d0\u4f9b\u4e86\u590d\u6742\u7684\u6d88\u606f\u961f\u5217\u529f\u80fd\uff0c\u80fd\u591f\u786e\u4fdd\u6d88\u606f\u4f20\u9012\u7684\u53ef\u9760\u6027\u548c\u7075\u6d3b\u6027\u3002RabbitMQ\u4e3b\u8981\u7279\u70b9\u5982\u4e0b\uff1a<\/p>\n<\/p>\n<ul>\n<li><strong>\u5f02\u6b65\u6d88\u606f\u5904\u7406<\/strong>\uff1a\u652f\u6301\u591a\u79cd\u6d88\u606f\u534f\u8bae\uff0c\u4f7f\u5e94\u7528\u7ec4\u4ef6\u4e4b\u95f4\u7684\u901a\u4fe1\u975e\u5e38\u7075\u6d3b\u3002<\/li>\n<li><strong>\u591a\u8bed\u8a00\u5ba2\u6237\u7aef\u652f\u6301<\/strong>\uff1a\u652f\u6301\u591a\u79cd\u7f16\u7a0b\u8bed\u8a00\u3002<\/li>\n<\/ul>\n<p><p>RabbitMQ\u9075\u5faaAMQP\u6807\u51c6\uff0c\u662f\u4f01\u4e1a\u4e2d\u4ecb\u7ecd\u6d88\u606f\u961f\u5217\u7684\u7406\u60f3\u9009\u62e9\u3002<\/p>\n<\/p>\n<p><h2>\u516d\u3001CASSANDRA<\/h2>\n<\/p>\n<p><p><strong>Cassandra<\/strong>\u662f\u4e00\u4e2a\u9ad8\u6027\u80fd\u3001\u5206\u5e03\u5f0f\u7684NoSQL\u6570\u636e\u5e93\uff0c\u4e3b\u8981\u7528\u4e8e\u5904\u7406\u5927\u91cf\u6570\u636e\u3002Cassandra\u5177\u6709\u4ee5\u4e0b\u7279\u5f81\uff1a<\/p>\n<\/p>\n<ul>\n<li><strong>\u9ad8\u53ef\u9760\u6027\u4e0e\u53ef\u4f38\u7f29\u6027<\/strong>\uff1a\u65e0\u5355\u70b9\u6545\u969c\uff0c\u5e76\u53ef\u6c34\u5e73\u6269\u5c55\u3002<\/li>\n<li><strong>\u591a\u6570\u636e\u4e2d\u5fc3\u5206\u5e03\u5f0f\u5b58\u50a8<\/strong>\uff1a\u652f\u6301\u8de8\u5730\u57df\u6570\u636e\u590d\u5236\u3002<\/li>\n<\/ul>\n<p><p>Cassandra\u65e8\u5728\u5904\u7406\u5927\u91cf\u6570\u636e\u8de8\u591a\u4e2a\u6570\u636e\u4e2d\u5fc3\u7684\u590d\u6742\u5206\u5e03\u5f0f\u5de5\u4f5c\u8d1f\u8f7d\uff0c\u5c24\u5176\u9002\u5408\u9700\u8981\u7ebf\u6027\u6269\u5c55\u548c\u9ad8\u53ef\u7528\u6027\u7684\u573a\u666f\u3002<\/p>\n<\/p>\n<p><h2>\u4e03\u3001REDIS<\/h2>\n<\/p>\n<p><p><strong>Redis<\/strong>\u662f\u4e00\u4e2a\u5f00\u6e90\u7684\u5185\u5b58\u6570\u636e\u7ed3\u6784\u5b58\u50a8\uff0c\u53ef\u4ee5\u7528\u4f5c\u6570\u636e\u5e93\u3001\u7f13\u5b58\u548c\u6d88\u606f\u4ee3\u7406\u3002Redis\u7684\u6838\u5fc3\u4f18\u52bf\u5982\u4e0b\u6240\u793a\uff1a<\/p>\n<\/p>\n<ul>\n<li><strong>\u6570\u636e\u7ed3\u6784\u4e30\u5bcc<\/strong>\uff1a\u652f\u6301\u5b57\u7b26\u4e32\u3001\u54c8\u5e0c\u3001\u5217\u8868\u3001\u96c6\u5408\u7b49\u6570\u636e\u7ed3\u6784\u3002<\/li>\n<li><strong>\u9ad8\u6027\u80fd<\/strong>\uff1a\u6570\u636e\u5b58\u50a8\u5728\u5185\u5b58\u4e2d\uff0c\u8bbf\u95ee\u901f\u5ea6\u6781\u5feb\u3002<\/li>\n<\/ul>\n<p><p>Redis\u5e7f\u6cdb\u5e94\u7528\u4e8e\u9700\u8981\u9ad8\u901f\u8bfb\u5199\u7684\u573a\u5408\uff0c\u6bd4\u5982\u7f13\u5b58\u7cfb\u7edf\u3001\u4f1a\u8bdd\u7ba1\u7406\u3001\u5b9e\u65f6\u5206\u6790\u7b49\u3002<\/p>\n<\/p>\n<p><p>\u8fd9\u4e9b\u5f00\u6e90\u5206\u5e03\u5f0f\u7cfb\u7edf\u67b6\u6784\u5404\u6709\u4fa7\u91cd\u70b9\uff0c\u4f46\u5b83\u4eec\u5171\u540c\u4e3a\u5904\u7406\u5927\u89c4\u6a21\u6570\u636e\u63d0\u4f9b\u4e86\u5f3a\u5927\u7684\u6280\u672f\u652f\u6301\u3002\u968f\u7740\u6570\u636e\u91cf\u7684\u589e\u957f\u548c\u8ba1\u7b97\u9700\u6c42\u7684\u4e0d\u65ad\u63d0\u5347\uff0c\u8fd9\u4e9b\u7cfb\u7edf\u67b6\u6784\u5c06\u7ee7\u7eed\u53d1\u5c55\u548c\u6539\u8fdb\uff0c\u4ee5\u6ee1\u8db3\u4e1a\u754c\u5bf9\u53ef\u9760\u6027\u3001\u6269\u5c55\u6027\u548c\u9ad8\u6027\u80fd\u7684\u9700\u6c42\u3002<\/p>\n<\/p>\n<h2><strong>\u76f8\u5173\u95ee\u7b54FAQs\uff1a<\/strong><\/h2>\n<p><strong>1. \u4ec0\u4e48\u662f\u4e3b\u6d41\u5f00\u6e90\u5206\u5e03\u5f0f\u7cfb\u7edf\u67b6\u6784\uff1f<\/strong><br \/>\n\u4e3b\u6d41\u5f00\u6e90\u5206\u5e03\u5f0f\u7cfb\u7edf\u67b6\u6784\u662f\u6307\u76ee\u524d\u5728\u4e1a\u754c\u5e7f\u6cdb\u5e94\u7528\u4e14\u88ab\u8ba4\u4e3a\u6709\u6548\u7684\u5206\u5e03\u5f0f\u7cfb\u7edf\u67b6\u6784\u3002\u8fd9\u4e9b\u67b6\u6784\u901a\u5e38\u5177\u6709\u826f\u597d\u7684\u53ef\u6269\u5c55\u6027\u3001\u9ad8\u6027\u80fd\u548c\u9ad8\u53ef\u7528\u6027\u3002<\/p>\n<p><strong>2. \u5206\u5e03\u5f0f\u7cfb\u7edf\u67b6\u6784\u7684\u6838\u5fc3\u8981\u7d20\u90fd\u6709\u54ea\u4e9b\uff1f<\/strong><br \/>\n\u5206\u5e03\u5f0f\u7cfb\u7edf\u67b6\u6784\u7684\u6838\u5fc3\u8981\u7d20\u5305\u62ec\u6570\u636e\u5206\u7247\u3001\u8d1f\u8f7d\u5747\u8861\u3001\u5bb9\u9519\u5904\u7406\u548c\u901a\u4fe1\u673a\u5236\u7b49\u3002\u6570\u636e\u5206\u7247\u53ef\u5c06\u6570\u636e\u5206\u6563\u5b58\u50a8\u5728\u4e0d\u540c\u7684\u8282\u70b9\u4e0a\uff0c\u5b9e\u73b0\u6570\u636e\u7684\u5206\u5e03\u5f0f\u7ba1\u7406\uff1b\u8d1f\u8f7d\u5747\u8861\u53ef\u4ee5\u6839\u636e\u7cfb\u7edf\u8d1f\u8f7d\u60c5\u51b5\u5c06\u8bf7\u6c42\u5747\u5300\u5206\u914d\u7ed9\u5404\u4e2a\u8282\u70b9\uff0c\u63d0\u9ad8\u7cfb\u7edf\u7684\u6574\u4f53\u6027\u80fd\uff1b\u5bb9\u9519\u5904\u7406\u80fd\u591f\u4fdd\u969c\u7cfb\u7edf\u5728\u8282\u70b9\u6545\u969c\u65f6\u4ecd\u80fd\u6b63\u5e38\u8fd0\u884c\uff1b\u901a\u4fe1\u673a\u5236\u5219\u662f\u5206\u5e03\u5f0f\u7cfb\u7edf\u4e2d\u8282\u70b9\u4e4b\u95f4\u8fdb\u884c\u4fe1\u606f\u4ea4\u6362\u548c\u901a\u4fe1\u7684\u91cd\u8981\u624b\u6bb5\u3002<\/p>\n<p><strong>3. \u4e3b\u6d41\u5f00\u6e90\u5206\u5e03\u5f0f\u7cfb\u7edf\u67b6\u6784\u6709\u54ea\u4e9b\u4f18\u52bf\u548c\u5e94\u7528\u573a\u666f\uff1f<\/strong><br \/>\n\u4e3b\u6d41\u5f00\u6e90\u5206\u5e03\u5f0f\u7cfb\u7edf\u67b6\u6784\u5177\u6709\u4ee5\u4e0b\u4f18\u52bf\uff1a\u5f3a\u5927\u7684\u6a2a\u5411\u6269\u5c55\u80fd\u529b\uff0c\u53ef\u4ee5\u65b9\u4fbf\u5730\u5e94\u5bf9\u6d77\u91cf\u6570\u636e\u548c\u9ad8\u5e76\u53d1\u8bbf\u95ee\uff1b\u9ad8\u53ef\u7528\u6027\uff0c\u5373\u4f7f\u5728\u8282\u70b9\u6545\u969c\u7684\u60c5\u51b5\u4e0b\u4e5f\u80fd\u4fdd\u8bc1\u7cfb\u7edf\u7684\u7a33\u5b9a\u8fd0\u884c\uff1b\u5bb9\u9519\u5904\u7406\u673a\u5236\u53ef\u4ee5\u9632\u6b62\u7cfb\u7edf\u56e0\u4e3a\u8282\u70b9\u6545\u969c\u800c\u5bfc\u81f4\u6570\u636e\u4e22\u5931\u6216\u670d\u52a1\u4e0d\u53ef\u7528\uff1b\u7075\u6d3b\u7684\u67b6\u6784\u8bbe\u8ba1\uff0c\u53ef\u4ee5\u6839\u636e\u5b9e\u9645\u9700\u6c42\u9009\u62e9\u9002\u5408\u7684\u7ec4\u4ef6\u548c\u6280\u672f\u6808\u3002<\/p>\n<p>\u4e3b\u6d41\u5f00\u6e90\u5206\u5e03\u5f0f\u7cfb\u7edf\u67b6\u6784\u9002\u7528\u4e8e\u8bb8\u591a\u5e94\u7528\u573a\u666f\uff0c\u4f8b\u5982\u5927\u89c4\u6a21\u4e92\u8054\u7f51\u5e94\u7528\u3001\u5206\u5e03\u5f0f\u5b58\u50a8\u7cfb\u7edf\u3001\u5b9e\u65f6\u6570\u636e\u5904\u7406\u548c\u5206\u6790\u7b49\u3002\u65e0\u8bba\u662f\u9700\u8981\u5904\u7406\u5927\u89c4\u6a21\u6570\u636e\u7684\u4f01\u4e1a\u8fd8\u662f\u9700\u8981\u9ad8\u5e76\u53d1\u652f\u6301\u7684\u7535\u5546\u5e73\u53f0\uff0c\u90fd\u53ef\u4ee5\u8003\u8651\u91c7\u7528\u4e3b\u6d41\u5f00\u6e90\u5206\u5e03\u5f0f\u7cfb\u7edf\u67b6\u6784\u6765\u6784\u5efa\u7a33\u5b9a\u3001\u9ad8\u6548\u7684\u7cfb\u7edf\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"\u73b0\u5728\u4e3b\u6d41\u7684\u5f00\u6e90\u5206\u5e03\u5f0f\u7cfb\u7edf\u67b6\u6784\u4e3b\u8981\u5305\u62ecApache Hadoop\u3001Apache Spark\u3001Apache Kaf [&hellip;]","protected":false},"author":3,"featured_media":117669,"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\/117667"}],"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=117667"}],"version-history":[{"count":0,"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/posts\/117667\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/media\/117669"}],"wp:attachment":[{"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/media?parent=117667"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/categories?post=117667"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/tags?post=117667"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}