{"id":201,"date":"2024-11-20T17:02:16","date_gmt":"2024-11-20T09:02:16","guid":{"rendered":"https:\/\/www.aiapaas.com\/?p=201"},"modified":"2024-11-20T17:02:18","modified_gmt":"2024-11-20T09:02:18","slug":"%e5%8e%9f%e5%88%9b%e7%b3%bb%e5%88%97%e5%a4%a7%e6%95%b0%e6%8d%ae%e7%bc%96%e5%b9%b4%e5%8f%b2-1-3%ef%bc%9a%e5%a4%a7%e6%95%b0%e6%8d%ae%e6%8a%80%e6%9c%af%e6%a1%86%e6%9e%b6%e7%9a%84%e5%88%86%e7%b1%bb","status":"publish","type":"post","link":"https:\/\/www.aiapaas.com\/index.php\/2024\/11\/20\/%e5%8e%9f%e5%88%9b%e7%b3%bb%e5%88%97%e5%a4%a7%e6%95%b0%e6%8d%ae%e7%bc%96%e5%b9%b4%e5%8f%b2-1-3%ef%bc%9a%e5%a4%a7%e6%95%b0%e6%8d%ae%e6%8a%80%e6%9c%af%e6%a1%86%e6%9e%b6%e7%9a%84%e5%88%86%e7%b1%bb\/","title":{"rendered":"[\u539f\u521b\u7cfb\u5217]\u5927\u6570\u636e\u7f16\u5e74\u53f2 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class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"497\" src=\"https:\/\/www.aiapaas.com\/wp-content\/uploads\/2024\/11\/\u5927\u6570\u636e\u6280\u672f\u5206\u5c42\u6a21\u578b-1024x497.png\" alt=\"\" class=\"wp-image-202\" srcset=\"https:\/\/www.aiapaas.com\/wp-content\/uploads\/2024\/11\/\u5927\u6570\u636e\u6280\u672f\u5206\u5c42\u6a21\u578b-1024x497.png 1024w, https:\/\/www.aiapaas.com\/wp-content\/uploads\/2024\/11\/\u5927\u6570\u636e\u6280\u672f\u5206\u5c42\u6a21\u578b-300x146.png 300w, https:\/\/www.aiapaas.com\/wp-content\/uploads\/2024\/11\/\u5927\u6570\u636e\u6280\u672f\u5206\u5c42\u6a21\u578b-768x373.png 768w, https:\/\/www.aiapaas.com\/wp-content\/uploads\/2024\/11\/\u5927\u6570\u636e\u6280\u672f\u5206\u5c42\u6a21\u578b-600x291.png 600w, https:\/\/www.aiapaas.com\/wp-content\/uploads\/2024\/11\/\u5927\u6570\u636e\u6280\u672f\u5206\u5c42\u6a21\u578b.png 1148w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">\u6280\u672f\u6846\u67b6\u7b80\u4ecb<\/h2>\n\n\n\n<p>\u5728\u6570\u636e\u96c6\u6210\u4f20\u8f93\u5c42\uff0c\u901a\u5e38\u4f7f\u7528\u5230\u7684\u6280\u672f\u6709Sqoop\u3001Kafka\u548cApache Flume\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Sqoop\u4e3b\u8981\u7528\u4e8eHadoop\u3001Hive\u548c\u4f20\u7edf\u6570\u636e\u5e93\uff08\u4f8b\u5982MySql\uff09\u4e4b\u95f4\u7684\u6570\u636e\u4f20\u8f93\u3002\u5b83\u80fd\u591f\u5c06\u5173\u7cfb\u578b\u6570\u636e\u5e93\u4e2d\u7684\u6570\u636e\u5bfc\u5165\u5230Hadoop\u7684HDFS\u4e2d\uff0c\u540c\u65f6\u4e5f\u652f\u6301\u5c06HDFS\u7684\u6570\u636e\u5bfc\u5165\u5230\u5173\u7cfb\u578b\u6570\u636e\u5e93\u4e2d\u3002Sqoop\u5df2\u7ecf\u4e8e2021\u5e746\u6708\u88abapache\u57fa\u91d1\u8463\u4e8b\u4f1a\u5ba3\u5e03\u9000\u5f79\uff0c\u79fb\u52a8\u5230Attic\u4e2d\uff0cApache Attic\u4f9d\u65e7\u4f1a\u63d0\u4f9b\u4ee3\u7801\u5e93\u7684\u4e0b\u8f7d\uff1b\u4f46\u662f\u4e0d\u4f1a\u518d\u4fee\u590d\u4efb\u4f55\u7684bug\uff0c\u53d1\u5e03\u65b0\u7248\u672c\u4e86\uff0c\u5e76\u4e14\u4e5f\u4e0d\u4f1a\u518d\u91cd\u542f\u793e\u533a\u3002\u4f46\u662f\u76ee\u524d\u4ecd\u7136\u6709\u90e8\u5206\u516c\u53f8\u5728\u4f7f\u7528\uff0c\u4f46\u662f\u7531\u4e8e\u6b63\u5e38\u573a\u666f\u90fd\u662f\u4ece\u5173\u7cfb\u578b\u6570\u636e\u5e93\u5982MySQL\u91c7\u96c6\u6570\u636e\u5230HDFS\uff0c\u800c\u53cd\u5411\u540c\u6b65\u8f83\u5c11\uff0c\u6240\u4ee5\u73b0\u5728\u4e00\u822c\u4f7f\u7528JDBC\u4e5f\u80fd\u591f\u66ff\u4ee3\u5176\u90e8\u5206\u529f\u80fd\uff0c\u5b9e\u73b0\u5173\u7cfb\u578b\u6570\u636e\u5e93\u5230\u6570\u636e\u4ed3\u5e93\u7684\u6570\u636e\u540c\u6b65\u3002<\/li>\n\n\n\n<li>Kafka\u5219\u662f\u4e00\u4e2a\u9ad8\u541e\u5410\u91cf\u7684\u5206\u5e03\u5f0f\u53d1\u5e03\u8ba2\u9605\u6d88\u606f\u7cfb\u7edf\u3002\u5b83\u901a\u5e38\u7ed3\u5408Flink CDC\u7b49\u7cfb\u7edf\uff0c\u5c06\u6570\u636e\u5e93\u7b49\u7cfb\u7edf\u7684\u5b9e\u65f6\u6570\u636e\u53d8\u66f4\u4ee5\u6d41\u5f0f\u5b9e\u65f6\u65b9\u5f0f\u540c\u6b65\u5230\u5404\u4e2a\u76ee\u6807\u6570\u636e\u5e93\u7cfb\u7edf\u4e2d\u3002<\/li>\n\n\n\n<li>Apache Flume\u662f\u4e00\u4e2a\u5206\u5e03\u5f0f\u3001\u53ef\u9760\u4e14\u9ad8\u53ef\u7528\u7684\u65e5\u5fd7\u6536\u96c6\u670d\u52a1\uff0c\u4e13\u95e8\u7528\u4e8e\u6709\u6548\u5730\u6536\u96c6\u3001\u6574\u5408\u548c\u4f20\u8f93\u5927\u91cf\u7684\u65e5\u5fd7\u6570\u636e\u3002Flume\u7684\u5de5\u4f5c\u6838\u5fc3\u5728\u4e8e\u4ece\u6570\u636e\u6e90\uff08Source\uff09\u6536\u96c6\u6570\u636e\uff0c\u7136\u540e\u5c06\u8fd9\u4e9b\u6570\u636e\u4f20\u8f93\u5230\u6307\u5b9a\u7684\u76ee\u7684\u5730\uff08Sink\uff0c\u5982HDFS\u3001Kafka\u3001ElasticSearch\uff09\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u5728\u6570\u636e\u5b58\u50a8\u8ba1\u7b97\u5c42\uff0c\u5404\u79cd\u6280\u672f\u6846\u67b6\u773c\u82b1\u7f2d\u4e71\uff0c\u8fd9\u5757\u4e5f\u662f\u4e00\u4e2a\u5927\u6570\u636e\u7cfb\u7edf\u7684\u6838\u5fc3\u6240\u5728\uff0c\u51b3\u5b9a\u4e86\u4e00\u4e2a\u5927\u6570\u636e\u4f53\u7cfb\u80fd\u591f\u652f\u6491\u7684\u6570\u636e\u4f53\u91cf\u3001\u6027\u80fd\u3001\u9002\u7528\u573a\u666f\u7b49\uff0c\u540e\u7eed\u4e5f\u4f1a\u91cd\u70b9\u4ecb\u7ecd\u8fd9\u4e2a\u5c42\u9762\u7684\u4e00\u4e9b\u6280\u672f\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>HDFS\uff08Hadoop Distributed File System\uff09\u662fApache Hadoop\u9879\u76ee\u4e2d\u7684\u4e00\u4e2a\u5206\u5e03\u5f0f\u6587\u4ef6\u7cfb\u7edf\u3002\u5b83\u88ab\u8bbe\u8ba1\u4e3a\u9002\u5e94\u5927\u89c4\u6a21\u6570\u636e\u96c6\u7684\u5904\u7406\uff0c\u5177\u6709\u826f\u597d\u7684\u5bb9\u9519\u6027\u3001\u9ad8\u5e76\u53d1\u6027\u548c\u9ad8\u541e\u5410\u91cf\uff0c\u5e76\u4e14\u53ef\u4ee5\u5728\u5ec9\u4ef7\u7684\u786c\u4ef6\u4e0a\u8fd0\u884c\uff0c\u53ef\u4ee5\u5b58\u50a8\u548c\u5904\u7406PB\u7ea7\u522b\u7684\u6570\u636e\u96c6\uff0c\u4f8b\u5982\u5728\u6570\u636e\u6316\u6398\u548c\u673a\u5668\u5b66\u4e60\u4e2d\u5904\u7406\u5927\u91cf\u7684\u8f93\u5165\u6570\uff0c\u53ef\u4ee5\u4f5c\u4e3a\u5176\u4ed6\u5b58\u50a8\u8ba1\u7b97\u5f15\u64ce\u6216\u8005\u5206\u5e03\u5f0f\u6570\u636e\u5e93\u7684\uff08\u5982HBase\u3001Hudi\u7b49\uff09\u7684\u5b58\u50a8\u5c42\u3002<\/li>\n\n\n\n<li>Hive\u662fApache Hadoop\u751f\u6001\u7cfb\u7edf\u4e2d\u7684\u4e00\u4e2a\u6570\u636e\u4ed3\u5e93\u5de5\u5177\uff0c\u5b83\u53ef\u4ee5\u5c06\u7ed3\u6784\u5316\u7684\u6570\u636e\u6587\u4ef6\u6620\u5c04\u4e3a\u4e00\u4e2a\u6570\u636e\u5e93\u8868\uff0c\u5e76\u63d0\u4f9b\u7c7bSQL\u67e5\u8be2\u529f\u80fd\uff08HiveQL\uff09\u3002\u5b83\u7684\u8bbe\u8ba1\u521d\u8877\u662f\u8ba9\u62e5\u6709SQL\u6280\u80fd\uff0c\u4f46\u662f\u4e0d\u719f\u6089\u7f16\u7a0b\u8bed\u8a00\u7684\u4eba\uff0c\u4e5f\u80fd\u8fdb\u884c\u5927\u89c4\u6a21\u6570\u636e\u7684\u5206\u6790\uff08\u4e0d\u9700\u8981\u5199MapReduce\u4ee3\u7801\uff09\u3002<\/li>\n\n\n\n<li>HBase\uff08Hadoop Database\uff09\u662f\u4e00\u4e2a\u5206\u5e03\u5f0f\u7684\u3001\u9762\u5411\u5217\u5b58\u50a8\u7684\u6570\u636e\u5e93\uff0c\u89e3\u51b3\u4e86HDFS\u65e0\u6cd5\u6ee1\u8db3\u5b9e\u65f6\u6570\u636e\u7684\u968f\u673a\u5b58\u53d6\u7684\u95ee\u9898\uff0c\u662fGoogle Bigtable\uff08\u201cBigtable: A Distributed Storage System for Structured Data\u201d\uff09\u7684\u5b9e\u73b0\uff0c\u3002<\/li>\n\n\n\n<li>Hudi\uff08Hadoop Upserts delete and Incrementals\uff09\u53d1\u97f3\u4e3a\u201choodie\u201d\uff0c\u662f\u4e0b\u4e00\u4ee3\u6d41\u5f0f\u6570\u636e\u6e56\u5e73\u53f0\u3002Apache Hudi\u76f4\u63a5\u5c06\u6570\u636e\u4ed3\u5e93\u548c\u6570\u636e\u5e93\u7684\u6838\u5fc3\u529f\u80fd\u5f15\u5165\u6570\u636e\u6e56\u4e2d\uff0cHudi\u901a\u8fc7\u5206\u5e03\u5f0f\u6587\u4ef6\u7cfb\u7edf\uff08HDFS\u6216\u8005\u5bf9\u8c61\u5b58\u50a8\u5982S3\uff09\u6765\u91c7\u96c6\uff08Ingests\uff09\u3001\u7ba1\u7406\uff08Manages\uff09\u5927\u578b\u5206\u6790\u578b\u6570\u636e\u96c6\u3002\u901a\u8fc7Hudi\uff0c\u53ef\u4ee5\u5728\u6570\u636e\u6e56\u4e2d\u5b9e\u73b0\u7c7b\u4f3c\u6570\u636e\u4ed3\u5e93\u7684\u7ed3\u6784\u5316\u6570\u636e\u7ba1\u7406\u548c\u9ad8\u6027\u80fd\u67e5\u8be2\u3002Hudi\u63d0\u4f9b\u4e86\u4e0e\u4e3b\u6d41\u67e5\u8be2\u5f15\u64ce\uff08\u5982Apache Spark\u3001Flink\u3001Presto\u3001Hive\u7b49\uff09\u7684\u96c6\u6210\u80fd\u529b\uff0c\u4ee5\u652f\u6301\u5feb\u901f\u3001\u9ad8\u6548\u7684\u6570\u636e\u5904\u7406\u548c\u5206\u6790\u3002<\/li>\n\n\n\n<li>Kudu\uff08\u6761\u7eb9\u7f9a\u6216\u637b\u89d2\u7f9a\uff0c\u4e00\u79cd\u975e\u6d32\u5927\u7f9a\u7f8a\uff0c\u5bd3\u610f\u7075\u6d3b\u5feb\u901f\uff09\u4f5c\u4e3a\u4e00\u79cd\u65b0\u5174\u7684\u5b58\u50a8\u5f15\u64ce\uff0c\u63d0\u4f9b\u4e86\u4e00\u79cd\u5e73\u8861\u5b9e\u65f6\u968f\u673a\u8bfb\u5199\u548cOLAP\u5b9e\u65f6\u5206\u6790\u7684\u89e3\u51b3\u65b9\u6848\u3002Kudu\u7684\u5b9a\u4f4d\u662f&#8221;Fast Analytics on Fast Data&#8221;\uff0c\u5b83\u80fd\u591f\u540c\u65f6\u652f\u6301\u968f\u673a\u8bfb\u5199\u548c\u6279\u91cf\u6570\u636e\u5206\u6790\u7684\u9700\u6c42\u3002Kudu\u53ef\u4ee5\u4e0e\u4e0a\u5c42\u7684\u8ba1\u7b97\u6846\u67b6\uff08\u5982Impala\u3001Spark\u7b49\uff09\u7d27\u5bc6\u7ed3\u5408\uff0c\u63d0\u4f9b\u9ad8\u901f\u7684\u5b9e\u65f6\u6570\u636e\u8bbf\u95ee\u548c\u5206\u6790\u80fd\u529b\u3002\u56e0\u6b64\uff0cKudu\u88ab\u79f0\u4e3aHDFS\u7684\u539f\u751f\u5b58\u50a8\u66ff\u4ee3\u65b9\u6848\uff0c\u907f\u514d\u4e86\u6570\u636e\u540c\u6b65\u548c\u7ef4\u62a4\u591a\u4e2a\u5b58\u50a8\u5f15\u64ce\u7684\u6210\u672c\u548c\u590d\u6742\u6027\u3002<\/li>\n\n\n\n<li>ClickHouse\u662f\u7531\u4fc4\u7f57\u65afYandex\u516c\u53f8\u5f00\u53d1\u7684\u5f00\u6e90\u5217\u5f0f\u6570\u636e\u5e93\u7ba1\u7406\u7cfb\u7edf\uff0c\u4e3b\u8981\u7528\u4e8e\u8054\u673a\u5206\u6790\u5904\u7406\uff08OLAP\uff09\u3002\u5176\u4e3b\u8981\u7279\u70b9\u662f\u901f\u5ea6\u5feb\uff0c\u652f\u6301\u9ad8\u5e76\u53d1\u67e5\u8be2\uff0c\u539f\u751f\u652f\u6301\u5206\u5e03\u5f0f\u5904\u7406\uff0c\u5e76\u4e14\u652f\u6301\u5927\u90e8\u5206\u7684SQL\u6807\u51c6\uff0c\u5177\u5907\u5b9e\u65f6\u6570\u636e\u67e5\u8be2\u548c\u63d2\u5165\u7684\u80fd\u529b\u3002ClickHouse\u91c7\u7528\u5217\u5f0f\u5b58\u50a8\u3001\u5411\u91cf\u5316\u6267\u884c\u548c\u7d22\u5f15\u52a0\u901f\u7b49\u6280\u672f\uff0c\u4f7f\u5176\u80fd\u591f\u5728\u5927\u89c4\u6a21\u6570\u636e\u96c6\u4e0a\u63d0\u4f9b\u5feb\u901f\u67e5\u8be2\u3002ClickHouse\u5e7f\u6cdb\u5e94\u7528\u4e8e\u5b9e\u65f6\u6570\u636e\u5206\u6790\u3001\u5927\u6570\u636e\u5904\u7406\u548c\u65f6\u5e8f\u6570\u636e\u5904\u7406\u7b49\u573a\u666f\uff0c\u4f8b\u5982\u7f51\u7ad9\u8bbf\u95ee\u91cf\u7edf\u8ba1\u3001\u65e5\u5fd7\u5206\u6790\u3001\u7528\u6237\u884c\u4e3a\u5206\u6790\u3001\u80a1\u7968\u4ef7\u683c\u5206\u6790\u548c\u6c14\u8c61\u6570\u636e\u5206\u6790\u7b49\u3002\u9700\u8981\u6ce8\u610f\u7684\u662f\uff0cClickHouse\u662f\u9762\u5411\u5206\u6790\u7684\u6570\u636e\u5e93\uff0c\u56e0\u6b64\u5e76\u4e0d\u9002\u5408\u7528\u4e8e\u9ad8\u5e76\u53d1\u7684\u5728\u7ebf\u4e8b\u52a1\u5904\u7406\uff08OLTP\uff09\u3002<\/li>\n\n\n\n<li>Starrocks\uff08\u539f\u767e\u5ea6 Palo\uff0c\u5f00\u6e90\u7248\u540d\u4e3aApache Doris\uff0cStarrocks\u4e3aDoris\u7684\u5546\u4e1a\u7248\uff09\u662f\u767e\u5ea6\u5f00\u6e90\u7684MPP\u6570\u636e\u5e93\uff0c\u662f\u4e00\u6b3e\u9ad8\u6027\u80fd\u5206\u6790\u578b\u6570\u636e\u4ed3\u5e93\uff0c\u4f7f\u7528\u5411\u91cf\u5316\u3001MPP \u67b6\u6784\u3001CBO\u3001\u667a\u80fd\u7269\u5316\u89c6\u56fe\u3001\u53ef\u5b9e\u65f6\u66f4\u65b0\u7684\u5217\u5f0f\u5b58\u50a8\u5f15\u64ce\u7b49\u6280\u672f\u5b9e\u73b0\u591a\u7ef4\u3001\u5b9e\u65f6\u3001\u9ad8\u5e76\u53d1\u7684\u6570\u636e\u5206\u6790\uff0c\u76f8\u6bd4Clickhouse\uff0cStarRocks\u5728\u5904\u7406\u5b9e\u65f6\u7684\u5c0f\u8303\u56f4\u67e5\u8be2\u65f6\u6027\u80fd\u66f4\u4f18\uff0c\u4f46\u5728\u5904\u7406\u5927\u6570\u636e\u91cf\u7684\u6279\u91cf\u67e5\u8be2\u65f6\u6027\u80fd\u7a0d\u900a\uff0c\u6240\u4ee5ClickHouse\u66f4\u9002\u5408\u7528\u4e8e\u5927\u6570\u636e\u91cf\u7684\u79bb\u7ebf\u5206\u6790\uff0c\u4f8b\u5982\u65e5\u5fd7\u5206\u6790\u3001\u7528\u6237\u884c\u4e3a\u5206\u6790\u7b49\u3002\u800cStarRocks\u66f4\u9002\u5408\u7528\u4e8e\u5b9e\u65f6\u6570\u636e\u5206\u6790\u548c\u5b9e\u65f6\u4e1a\u52a1\u51b3\u7b56\u652f\u6301\u3002<\/li>\n\n\n\n<li>InfluxDB\u662f\u4e00\u4e2a\u5f00\u6e90\u7684\u65f6\u5e8f\u6570\u636e\u5e93\uff0c\u7528\u4e8e\u5904\u7406\u5927\u91cf\u7684\u65f6\u95f4\u5e8f\u5217\u6570\uff0cInfluxDB\u5728DB-Engines\u7684\u6570\u636e\u5e93\u6708\u5ea6\u6d41\u884c\u5ea6\u6392\u540d\u699c\u4e0a\u5e38\u5e74\u9ad8\u5c45\u7b2c\u4e00\uff0cInfluxDB\u5728\u5904\u7406\u5927\u91cf\u7684\u65f6\u95f4\u5e8f\u5217\u6570\u636e\u4ee5\u53ca\u5b9e\u65f6\u5206\u6790\u65b9\u9762\u5177\u6709\u660e\u663e\u7684\u4f18\u52bf\u3002\u5e38\u7528\u4e8e\u7269\u8054\u7f51\u6570\u636e\u4e0a\u62a5\u3001\u7cfb\u7edf\u6027\u80fd\u76d1\u63a7\u3001\u7f51\u7edc\u76d1\u63a7\u3001\u5b9e\u65f6\u4e1a\u52a1\u6307\u6807\u5206\u6790\u7b49\u573a\u666f\u3002\u4f46\u662f\u4e0d\u9002\u7528\u4e8e\u5927\u89c4\u6a21\u7684\u79bb\u7ebf\u6570\u636e\u5206\u6790\uff0c\u4f8b\u5982\u5927\u6570\u636e\u91cf\u7684\u65e5\u5fd7\u5206\u6790\u3001\u7528\u6237\u884c\u4e3a\u5206\u6790\u7b49\u3002<\/li>\n\n\n\n<li>Elasticsearch\u7b80\u79f0ES\uff0c\u662f\u4e00\u4e2a\u5f00\u6e90\u7684\u641c\u7d22\u548c\u5206\u6790\u5f15\u64ce\uff0c\u57fa\u4e8eApache Lucene\u6784\u5efa\uff0c\u5e76\u8bbe\u8ba1\u4e3a\u6c34\u5e73\u53ef\u6269\u5c55\u548c\u5b9e\u65f6\u53ef\u7528\u3002\u5b83\u652f\u6301\u5168\u6587\u641c\u7d22\uff0c\u5e76\u63d0\u4f9b\u9ad8\u5ea6\u76f8\u5173\u7684\u641c\u7d22\u7ed3\u679c\u3002\u76f8\u6bd4\u4e8e\u5176\u4ed6\u7684\u641c\u7d22\u548c\u5206\u6790\u5f15\u64ce\uff0cElasticsearch\u5728\u5904\u7406\u5b9e\u65f6\u641c\u7d22\u548c\u5206\u6790\u65f6\u6027\u80fd\u4f18\u5f02\uff0c\u7279\u522b\u9002\u5408\u9700\u8981\u5feb\u901f\u8fd4\u56de\u76f8\u5173\u7ed3\u679c\u7684\u5168\u6587\u641c\u7d22\u573a\u666f\u3002ES\u5e38\u7528\u4e8e\u7f51\u7ad9\u7684\u641c\u7d22\u3001\u7ed3\u5408\u4f7f\u7528ELK\uff08Elasticsearch + Logstash + Kibana\uff09\u8fdb\u884c\u65e5\u5fd7\u6536\u96c6\u3001\u641c\u7d22\u548c\u5206\u6790\u7b49\u3002<\/li>\n\n\n\n<li>YARN\uff08Yet Another Resource Negotiator\uff09\u4f5c\u4e3a\u4e00\u4e2a\u72ec\u7acb\u7684\u7ec4\u4ef6\u5728Hadoop 2.0\u4e2d\u88ab\u5f15\u5165\uff0c\u8d1f\u8d23\u7ba1\u7406\u8ba1\u7b97\u8d44\u6e90\u548c\u8c03\u5ea6\u7528\u6237\u5e94\u7528\u7a0b\u5e8f\u3002YARN\u5c06Hadoop\u7684\u8d44\u6e90\u7ba1\u7406\u548c\u4f5c\u4e1a\u8c03\u5ea6\u5206\u79bb\u51fa\u6765\uff0c\u4f7f\u5f97Hadoop\u53ef\u4ee5\u652f\u6301\u66f4\u591a\u79cd\u7c7b\u578b\u7684\u5904\u7406\u4efb\u52a1\uff0c\u8fd9\u624d\u6709\u4e86\u540e\u7eed\u7684Spark On YARN\u3001Flink On YARN\u7b49\uff0c\u63d0\u9ad8\u4e86Hadoop\u7684\u7075\u6d3b\u6027\u548c\u53ef\u6269\u5c55\u6027\u3002<\/li>\n\n\n\n<li>Zookeeper\u662f\u4e00\u4e2a\u6765\u81eaYahoo!\u7814\u7a76\u9662\u7684\u5f00\u6e90\u9879\u76ee\uff0c\u662f\u4e00\u4e2a\u901a\u7528\u7684\u3001\u65e0\u5355\u70b9\u6545\u969c\u7684\u5206\u5e03\u5f0f\u534f\u8c03\u6846\u67b6\u3002\u5b83\u88ab\u8bbe\u8ba1\u51fa\u6765\u7684\u521d\u8877\u662f\u4e3a\u4e86\u89e3\u51b3\u5206\u5e03\u5f0f\u7cfb\u7edf\u4e2d\u7684\u534f\u8c03\u95ee\u9898\uff0c\u4f7f\u5f00\u53d1\u8005\u53ef\u4ee5\u5c06\u7cbe\u529b\u66f4\u591a\u5730\u96c6\u4e2d\u5728\u6838\u5fc3\u7684\u4e1a\u52a1\u903b\u8f91\u5904\u7406\u4e0a\u3002Zookeeper\u5728\u5206\u5e03\u5f0f\u7cfb\u7edf\u4e2d\u7684\u5e94\u7528\u975e\u5e38\u5e7f\u6cdb\u3002\u4f8b\u5982\uff0cHadoop\u4f7f\u7528Zookeeper\u5b9e\u73b0NameNode\u7684\u9ad8\u53ef\u7528\uff1bHBase\u5229\u7528Zookeeper\u4fdd\u8bc1\u53ea\u6709\u4e00\u4e2a\u6d3b\u8dc3\u7684HMaster\u670d\u52a1\uff0c\u5e76\u5c06hbase:meta\u5143\u6570\u636e\u8868\u5b58\u50a8\u5728Zookeeper\u8282\u70b9\u4e0a\uff1bKafka\u7b49\u6d88\u606f\u4e2d\u95f4\u4ef6\u5219\u5229\u7528Zookeeper\u8fdb\u884c\u96c6\u7fa4\u534f\u8c03\u548c\u5143\u6570\u636e\u7ba1\u7406\uff1b\u5fae\u670d\u52a1\u6846\u67b6Dubbo\u4f7f\u7528Zookeeper\u8fdb\u884c\u670d\u52a1\u53d1\u73b0\u3002<\/li>\n\n\n\n<li><strong>Impala<\/strong>\u662fCloudera\u5f00\u6e90\u7684\u4e00\u4e2a\u9ad8\u6027\u80fd\u3001\u4f4e\u5ef6\u8fdf\u7684SQL\u67e5\u8be2\u5f15\u64ce\uff0c\u6700\u521d\u662f\u4e3a\u4e86\u89e3\u51b3Hive\u67e5\u8be2\u6027\u80fd\u4f4e\u4e0b\u7684\u95ee\u9898\uff0c\u5b83\u5141\u8bb8\u7528\u6237\u76f4\u63a5\u5728Hadoop\u4e0a\u6267\u884cSQL\u67e5\u8be2\uff0c\u83b7\u53d6\u5b9e\u65f6\u7684\u67e5\u8be2\u7ed3\u679c\u3002Impala\u652f\u6301Hadoop\u7684\u6240\u6709\u5e38\u89c1\u6587\u4ef6\u683c\u5f0f\uff08\u5982Parquet\u3001Avro\u3001RCFile\u7b49\uff09\uff0c\u5e76\u4e14\u53ef\u4ee5\u901a\u8fc7Hive\u5143\u6570\u636e\u670d\u52a1\u8bbf\u95eeHive\u8868\u3002Impala\u7684\u4f4e\u5ef6\u8fdf\u67e5\u8be2\u6027\u80fd\u4f18\u4e8ePresto\u548cPhoenix\u3002<\/li>\n\n\n\n<li><strong>Presto<\/strong>\u662f\u4e00\u4e2a\u7531Facebook\u5f00\u6e90\u7684\u7528\u4e8e\u4ea4\u4e92\u5f0fSQL\u67e5\u8be2\u7684\u5206\u5e03\u5f0f\u7cfb\u7edf\uff0c\u5b83\u5bf9\u5927\u89c4\u6a21\u6570\u636e\u96c6\u8fdb\u884c\u9ad8\u6548\u7387\u7684\u67e5\u8be2\u3002Presto \u652f\u6301\u591a\u6570\u636e\u6e90\uff0c\u5305\u62ecHadoop HDFS\u3001Cassandra\u3001Kafka\u3001MySQL\u3001SQL Server\u3001PostgreSQL\u7b49\u3002Presto\u7684\u8bbe\u8ba1\u76ee\u6807\u662f\u5bf9\u6d77\u91cf\u6570\u636e\u8fdb\u884c\u5feb\u901f\u67e5\u8be2\uff0c\u5145\u5206\u5229\u7528\u5206\u5e03\u5f0f\u7cfb\u7edf\u7684\u4f18\u52bf\uff0c\u5b9e\u73b0\u9ad8\u5e76\u884c\u548c\u4f4e\u5ef6\u8fdf\u7684\u6570\u636e\u67e5\u8be2\uff0c\u5176\u6027\u80fd\u7a0d\u900a\u4e8eImpala\uff0c\u4f46\u662f\u5728\u591a\u6570\u636e\u6e90\u652f\u6301\u4e0e\u96c6\u6210\u4e0a\uff0c\u8fdc\u8fdc\u8d85\u8fc7Impala\uff0c\u5e76\u4e14\u4e5f\u652f\u6301<strong>\u8fde\u63a5\u591a\u4e2a\u6570\u636e\u6e90\uff0c\u8de8\u6570\u636e\u6e90\u8fde\u8868\u67e5<\/strong>\u3002<\/li>\n\n\n\n<li>Phoenix\u4e3aHBase\u63d0\u4f9b\u4e86SQL\u67e5\u8be2\u548c\u4e8b\u52a1\u5904\u7406\u7684\u9700\u6c42\uff0c\u4f7f\u5f97\u7528\u6237\u65e0\u9700\u7f16\u5199HBase\u5ba2\u6237\u7aef\u7a0b\u5e8f\u8bed\u8a00\uff08\u5982Java\u7b49\uff09\uff0c\u800c\u53ef\u4ee5\u76f4\u63a5\u4f7f\u7528SQL\u8bed\u53e5\u6765\u67e5\u8be2\u548c\u64cd\u4f5cHBase\u4e2d\u7684\u6570\u636e\u3002Phoenix\u7684\u4e3b\u8981\u7279\u6027\u5305\u62ec\uff1a\u63d0\u4f9bSQL\u67e5\u8be2\u80fd\u529b\uff0c\u652f\u6301\u4e8b\u52a1\u5904\u7406\uff0c\u63d0\u4f9b\u4e8c\u7ea7\u7d22\u5f15\u529f\u80fd\uff0c\u652f\u6301\u8fde\u63a5\u67e5\u8be2\uff0c\u901a\u8fc7\u4f18\u5316\u548c\u52a0\u901f\u6280\u672f\u63d0\u4f9b\u66f4\u9ad8\u7684\u67e5\u8be2\u6027\u80fd\u548c\u66f4\u4f4e\u7684\u5ef6\u8fdf\u3002\u8fc7Phoenix\u53ef\u4ee5\u5728HBase\u4e0a\u6267\u884c\u590d\u6742\u7684SQL\u67e5\u8be2\uff0c\u8fdb\u884c\u4e8b\u52a1\u5904\u7406\uff0c\u521b\u5efa\u548c\u4f7f\u7528\u4e8c\u7ea7\u7d22\u5f15\uff0c\u8fdb\u884c\u8de8\u8868\u7684\u8fde\u63a5\u67e5\u8be2\u7b49\u64cd\u4f5c\u3002Phoenix\u901a\u8fc7\u63d0\u4f9b\u7b80\u5355\u3001\u9ad8\u6548\u7684SQL\u5f15\u64ce\uff0c\u6781\u5927\u5730\u63d0\u9ad8\u4e86HBase\u7684\u6570\u636e\u67e5\u8be2\u548c\u5904\u7406\u7684\u7075\u6d3b\u6027\u3001\u6027\u80fd\u548c\u6548\u7387\u3002<\/li>\n\n\n\n<li>Spark\u662f\u4e00\u4e2a\u7531\u52a0\u5dde\u5927\u5b66\u4f2f\u514b\u5229\u5206\u6821AMPLab\u5f00\u53d1\u5e76\u4e8e2010\u5e74\u6210\u4e3aApache\u9879\u76ee\u7684\u5f00\u6e90\u5927\u6570\u636e\u5904\u7406\u6846\u67b6\u3002\u5b83\u63d0\u4f9b\u4e86\u4e00\u4e2a\u5feb\u901f\u3001\u901a\u7528\u3001\u6613\u4e8e\u4f7f\u7528\u3001\u751f\u6001\u5b8c\u5584\u7684\u5927\u6570\u636e\u5904\u7406\u5e73\u53f0\uff0c\u9002\u7528\u4e8e\u6279\u5904\u7406\u3001\u4ea4\u4e92\u5f0f\u67e5\u8be2\u3001\u6d41\u5904\u7406\u548c\u673a\u5668\u5b66\u4e60\u7b49\u591a\u79cd\u6570\u636e\u5904\u7406\u65b9\u5f0f\u3002Spark\u7684\u6838\u5fc3\u662f\u4e00\u4e2a\u8ba1\u7b97\u5f15\u64ce\uff0c\u64c5\u957f\u8fdb\u884c\u5927\u89c4\u6a21\u6570\u636e\u96c6\u7684\u5206\u5e03\u5f0f\u6570\u636e\u5904\u7406\u548c\u8ba1\u7b97\uff0c\u5e76\u56e0\u5176\u5185\u5b58\u8ba1\u7b97\u6280\u672f\u800c\u88ab\u5e7f\u6cdb\u8ba4\u53ef\u3002Spark\u8fd8\u63d0\u4f9b\u4e86\u591a\u79cd\u6570\u636e\u5904\u7406\u5de5\u5177\uff0c\u5305\u62ec\u7528\u4e8e\u5904\u7406\u7ed3\u6784\u5316\u6570\u636e\u7684Spark SQL\uff0c\u7528\u4e8e\u5b9e\u65f6\u6570\u636e\u6d41\u5904\u7406\u7684Spark Streaming\uff0c\u7528\u4e8e\u673a\u5668\u5b66\u4e60\u7684Mllib\u548c\u7528\u4e8e\u56fe\u8ba1\u7b97\u7684GraphX\u3002\u5728\u5b9e\u9645\u5e94\u7528\u4e2d\uff0cSpark\u5e7f\u6cdb\u5e94\u7528\u4e8e\u5927\u89c4\u6a21\u6570\u636e\u5206\u6790\u3001\u673a\u5668\u5b66\u4e60\u3001\u5b9e\u65f6\u6570\u636e\u5904\u7406\u548c\u56fe\u5904\u7406\u7b49\u573a\u666f\u3002\u4f8b\u5982\uff0cSpark\u80fd\u591f\u5728\u5927\u89c4\u6a21\u6570\u636e\u96c6\u4e0a\u6267\u884c\u6570\u636e\u9884\u5904\u7406\u3001\u7279\u5f81\u63d0\u53d6\u548c\u7edf\u8ba1\u5206\u6790\u7b49\u4efb\u52a1\uff1bMLlib\u5e93\u652f\u6301\u5e38\u89c1\u7684\u673a\u5668\u5b66\u4e60\u7b97\u6cd5\uff0c\u7528\u4e8e\u5206\u7c7b\u3001\u56de\u5f52\u3001\u805a\u7c7b\u548c\u63a8\u8350\u7b49\u4efb\u52a1\uff1bSpark Streaming\u652f\u6301\u5b9e\u65f6\u6570\u636e\u6d41\u5904\u7406\uff0c\u9002\u7528\u4e8e\u5b9e\u65f6\u76d1\u63a7\u548c\u5b9e\u65f6\u63a8\u8350\u7b49\u573a\u666f\uff1bGraphX\u5e93\u5219\u53ef\u4ee5\u5904\u7406\u5927\u89c4\u6a21\u56fe\u6570\u636e\uff0c\u5982\u793e\u4ea4\u7f51\u7edc\u5206\u6790\u548c\u7f51\u9875\u6392\u540d\u7b49\u3002<\/li>\n\n\n\n<li>Apache Flink\u662f\u4e00\u4e2a\u7531\u5fb7\u56fd\u67cf\u6797\u7684\u6570\u636e\u5de5\u827a\u6280\u672f\u5927\u5b66\u57282014\u5e74\u5f00\u6e90\u7684\u6d41\u5904\u7406\u6846\u67b6\u3002Flink\u4e3b\u8981\u7279\u6027\u5305\u62ec\u9ad8\u541e\u5410\u91cf\u3001\u5bf9\u4e8b\u4ef6\u65f6\u95f4\u5904\u7406\u7684\u652f\u6301\uff0c\u4ee5\u53ca\u5728\u5931\u8d25\u6062\u590d\u65f6\u7684\u7cbe\u786e\u4e00\u6b21\u5904\u7406\u8bed\u4e49\uff0c\u8fd9\u4f7f\u5f97\u5b83\u5728\u5904\u7406\u5b9e\u65f6\u6570\u636e\u6d41\u548c\u4e8b\u4ef6\u9a71\u52a8\u5e94\u7528\u65f6\uff0c\u80fd\u4fdd\u8bc1\u9ad8\u51c6\u786e\u6027\u548c\u6570\u636e\u5904\u7406\u7684\u6b63\u786e\u6027\u3002\u76f8\u6bd4Spark 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