{"id":10006447,"date":"2022-09-08T18:38:03","date_gmt":"2022-09-08T10:38:03","guid":{"rendered":"https:\/\/ityet.com\/?p=10006447"},"modified":"2022-09-08T18:38:03","modified_gmt":"2022-09-08T10:38:03","slug":"%e6%95%b0%e6%8d%ae%e6%b9%96%e6%9e%b6%e6%9e%84%e5%8f%8a%e6%a6%82%e5%bf%b5%e7%ae%80%e4%bb%8b","status":"publish","type":"post","link":"https:\/\/itmax.cn\/?p=10006447","title":{"rendered":"\u6570\u636e\u6e56\u67b6\u6784\u53ca\u6982\u5ff5\u7b80\u4ecb"},"content":{"rendered":"<p>\u7b80\u4ecb\uff1a\u00a0\u672c\u6587\u6574\u7406\u81ea\u963f\u91cc\u4e91\u5f00\u6e90\u5927\u6570\u636e\u6280\u672f\u4e13\u5bb6\u9648\u946b\u4f1f\u57287\u670817\u65e5\u963f\u91cc\u4e91\u6570\u636e\u6e56\u6280\u672f\u4e13\u573a\u4ea4\u6d41\u4f1a\u7684\u5206\u4eab\u3002\u00a0\u6458\u8981\uff1a\u672c\u6587\u6574\u7406\u81ea\u963f\u91cc\u4e91\u5f00\u6e90\u5927\u6570\u636e\u6280\u672f\u4e13\u5bb6\u9648\u946b\u4f1f\u57287\u670817\u65e5\u963f\u91cc\u4e91\u6570\u636e\u6e56\u6280\u672f\u4e13\u573a\u4ea4\u6d41\u4f1a\u7684\u5206\u4eab\u3002\u672c\u7bc7\u5185\u5bb9\u4e3b\u8981\u5206\u4e3a\u4e24\u4e2a\u90e8\u5206\uff1a\u00a0\u6570\u636e\u6e56\u6f14\u8fdb\u5386\u7a0b\u4e91\u539f\u751f\u6570\u636e\u6e56\u67b6\u6784\u00a0\u70b9\u51fb\u67e5\u770b\u76f4\u64ad\u56de\u653e\u00a0\u4e00\u3001\u6570\u636e\u6e56\u6f14\u8fdb\u5386\u7a0b\u4ec0\u4e48\u662f\u6570\u636e\u6e56\uff1f<br \/><img decoding=\"async\" referrerpolicy=\"no-referrer\" src=\"https:\/\/segmentfault.com\/img\/remote\/1460000042449360\" alt=\"\u56fe\u7247\" title=\"\u56fe\u7247\" loading=\"lazy\"><br \/>\u6570\u636e\u6e56\u6982\u5ff5\u4e8e 2010 \u5e74\u63d0\u51fa\uff0c\u5176\u76ee\u7684\u662f\u89e3\u51b3\u4f20\u7edf\u6570\u636e\u4ed3\u5e93\u548c\u6570\u636e\u96c6\u5e02\u6240\u9762\u4e34\u7684\u4e24\u4e2a\u95ee\u9898\uff1a\u5176\u4e00\uff0c\u5e0c\u671b\u901a\u8fc7\u7edf\u4e00\u7684\u5143\u6570\u636e\u5b58\u50a8\u89e3\u51b3\u6570\u636e\u96c6\u5e02\u4e4b\u95f4\u7684\u6570\u636e\u5b64\u5c9b\u95ee\u9898\uff1b\u5176\u4e8c\uff0c\u5e0c\u671b\u5b58\u50a8\u539f\u59cb\u6570\u636e\uff0c\u800c\u975e\u5b58\u50a8\u6570\u636e\u96c6\u5e02\u5efa\u8bbe\u8fc7\u7a0b\u4e2d\u7ecf\u8fc7\u88c1\u526a\u540e\u7684\u6570\u636e\uff0c\u4ee5\u907f\u514d\u6570\u636e\u539f\u59cb\u4fe1\u606f\u7684\u4e22\u5931\u3002\u5f53\u65f6\uff0c\u5f00\u6e90\u7684 Hadoop \u662f\u6570\u636e\u6e56\u7684\u4e3b\u8981\u4ee3\u8868\u3002\u00a0\u968f\u7740\u4e91\u8ba1\u7b97\u7684\u53d1\u5c55\uff0c 2015 \u5e74\uff0c\u5404\u4e2a\u4e91\u5382\u5546\u5f00\u59cb\u56f4\u7ed5\u4e91\u4e0a\u7684\u5bf9\u8c61\u5b58\u50a8\u91cd\u65b0\u89e3\u8bfb\u548c\u63a8\u5e7f\u6570\u636e\u6e56\u3002\u4e91\u4e0a\u5bf9\u8c61\u5b58\u50a8\u5177\u6709\u5927\u89c4\u6a21\u3001\u9ad8\u53ef\u7528\u548c\u4f4e\u6210\u672c\u7684\u4f18\u52bf\uff0c\u9010\u6b65\u66ff\u4ee3\u4e86 HDFS \u6210\u4e3a\u4e91\u4e0a\u7edf\u4e00\u5b58\u50a8\u7684\u4e3b\u6d41\u9009\u62e9\u3002\u4e91\u4e0a\u7684\u5bf9\u8c61\u5b58\u50a8\u652f\u6301\u7ed3\u6784\u5316\u3001\u534a\u7ed3\u6784\u5316\u548c\u975e\u7ed3\u6784\u5316\u7684\u6570\u636e\u7c7b\u578b\uff0c\u540c\u65f6\u4ee5\u5b58\u7b97\u5206\u79bb\u7684\u67b6\u6784\u548c\u66f4\u5f00\u653e\u7684\u6570\u636e\u8bbf\u95ee\u65b9\u5f0f\u652f\u6301\u591a\u79cd\u8ba1\u7b97\u5f15\u64ce\u7684\u5206\u6790\uff0c\u4e3b\u8981\u4ee3\u8868\u6709 AWS S3 \u548c\u963f\u91cc\u4e91\u7684OSS\u3002\u00a02019\u5e74\uff0c\u968f\u7740 Databricks \u516c\u53f8\u548c Uber \u516c\u53f8\u9646\u7eed\u63a8\u51faDelta Lake\u3001Hudi \u548c Iceberg \u6570\u636e\u6e56\u683c\u5f0f\uff0c\u901a\u8fc7\u5728\u6570\u636e\u6e56\u7684\u539f\u59cb\u6570\u636e\u4e4b\u4e0a\u518d\u6784\u5efa\u4e00\u5c42\u5143\u6570\u636e\u5c42\u3001\u7d22\u5f15\u5c42\u7684\u65b9\u5f0f\uff0c\u89e3\u51b3\u6570\u636e\u6e56\u4e0a\u6570\u636e\u7684\u53ef\u9760\u6027\u3001\u4e00\u81f4\u6027\u548c\u6027\u80fd\u7b49\u95ee\u9898\u3002\u540c\u65f6\uff0c\u6d41\u5f0f\u8ba1\u7b97\u6280\u672f\u5982Flink\u3001AI \u6280\u672f\u7b49\u4e5f\u5f00\u59cb\u5728\u6570\u636e\u6e56\u4e0a\u6709\u4e86\u66f4\u5e7f\u6cdb\u7684\u5e94\u7528\u3002\u00a0\u540c\u5e74\uff0cAWS \u548c\u963f\u91cc\u4e91\u4e5f\u76f8\u7ee7\u63a8\u51fa\u4e86 Data Lake Formation \u7b49\u6570\u636e\u6e56\u6784\u5efa\u548c\u7ba1\u7406\u7684\u4ea7\u54c1\uff0c\u80fd\u591f\u5e2e\u52a9\u7528\u6237\u66f4\u5feb\u901f\u5730\u6784\u5efa\u548c\u7ba1\u7406\u4e91\u4e0a\u6570\u636e\u6e56\u3002\u6570\u636e\u6e56\u67b6\u6784\u7684\u4e0d\u65ad\u6f14\u8fdb\u548c\u6210\u719f\u4e5f\u5f97\u5230\u4e86\u66f4\u591a\u5ba2\u6237\u7684\u5173\u6ce8\u548c\u9009\u62e9\u3002\u00a0\u6570\u636e\u6e56\u67b6\u6784\u6f14\u8fdb<br \/><img decoding=\"async\" referrerpolicy=\"no-referrer\" src=\"https:\/\/segmentfault.com\/img\/remote\/1460000042449361\" alt=\"\u56fe\u7247\" title=\"\u56fe\u7247\" loading=\"lazy\"><br \/>\u65e9\u671f\uff0c\u7528\u6237\u57fa\u672c\u5728 IDC \u673a\u623f\u91cc\u57fa\u4e8e\u670d\u52a1\u5668\u6216\u865a\u62df\u673a\u5efa\u8bbe Hadoop \u96c6\u7fa4,\u4e3b\u8981\u7684\u5b58\u50a8\u4e3a HDFS \uff0c\u4e3b\u6d41\u7684\u8ba1\u7b97\u5f15\u64ce\u4e3a Hive \u548c Spark \u7b49\u3002\u00a0\u968f\u7740\u4e91\u8ba1\u7b97\u7684\u53d1\u5c55\uff0c\u5f88\u591a\u7528\u6237\u4e3a\u4e86\u89e3\u51b3 IDC \u673a\u623f\u5728\u8d44\u6e90\u6269\u7f29\u5bb9\u548c\u8fd0\u7ef4\u65b9\u9762\u7684\u56f0\u96be\uff0c\u5f00\u59cb\u9009\u62e9\u5728\u4e91\u4e0a\u6784\u5efa\u81ea\u5df1\u7684\u6570\u636e\u6e56\u5e73\u53f0\u3002\u53ef\u4ee5\u9009\u62e9\u4e91\u4e0a\u63d0\u4f9b\u7684\u5927\u6570\u636e\u6784\u5efa\u5e73\u53f0\uff0c\u6bd4\u5982EMR\uff0c\u6765\u5e2e\u52a9\u5feb\u901f\u5efa\u8bbe\u548c\u90e8\u7f72\u591a\u4e2a\u96c6\u7fa4\u3002\u00a0\u4f46\u5927\u90e8\u5206\u65e9\u671f\u7528\u6237\u9009\u62e9\u76f4\u63a5\u5c06\u4e91\u4e0b\u7684\u67b6\u6784\u642c\u5230\u4e91\u4e0a\uff0c\u4f9d\u7136\u4ee5 HDFS\u4e3a\u4e3b\u8981\u7684\u5b58\u50a8\uff0c\u56e0\u6b64 HDFS \u7684\u95ee\u9898\u4f9d\u7136\u5b58\u5728\uff0c\u6bd4\u5982 NameNode \u7684\u6269\u5c55\u6027\u95ee\u9898\u3001\u7a33\u5b9a\u6027\u95ee\u9898\uff1b\u6bd4\u5982\u8ba1\u7b97\u8d44\u6e90\u548c\u5b58\u50a8\u8d44\u6e90\u7684\u8026\u5408\u95ee\u9898\u7b49\uff1b\u6570\u636e\u4e5f\u5b58\u50a8\u4e8e\u96c6\u7fa4\u5185\u90e8\uff0c\u8de8\u96c6\u7fa4\u3001\u8de8\u5f15\u64ce\u7684\u6570\u636e\u8bbf\u95ee\u4e5f\u4f1a\u5b58\u5728\u95ee\u9898\u3002\u00a0\u800c\u73b0\u5728\u66f4\u4e3b\u6d41\u7684\u9009\u62e9\u662f\u6570\u636e\u6e56\u67b6\u6784\uff0c\u57fa\u4e8e\u4e91\u4e0a\u5bf9\u8c61\u5b58\u50a8\u5982OSS\u505a\u7edf\u4e00\u5b58\u50a8\u3002\u5728\u5b58\u50a8\u4e4b\u4e0a\uff0c\u6709\u4e00\u5957\u7ba1\u63a7\u5e73\u53f0\u8fdb\u884c\u7edf\u4e00\u7684\u5143\u6570\u636e\u7ba1\u7406\u3001\u6743\u9650\u7ba1\u7406\u3001\u6570\u636e\u7684\u6cbb\u7406\u3002\u518d\u4e0a\u5c42\u4f1a\u5bf9\u63a5\u66f4\u4e30\u5bcc\u7684\u8ba1\u7b97\u5f15\u64ce\u6216\u8ba1\u7b97\u4ea7\u54c1\uff0c\u9664\u4e86 Hadoop\u3001Hive\u3001Spark \u7b49\u79bb\u7ebf\u5206\u6790\u5f15\u64ce\uff0c\u4e5f\u53ef\u4ee5\u5bf9\u63a5\u6d41\u5f0f\u7684\u5f15\u64ce\u6bd4\u5982 Flink\uff0cOlap\u5f15\u64ce\u5982 ClickHouse\u3001Doris\u3001StarRocks \u7b49\u3002\u00a0\u4e8c\u3001\u4e91\u539f\u751f\u6570\u636e\u6e56\u67b6\u6784\u963f\u91cc\u4e91\u6570\u636e\u6e56\u53d1\u5c55\u5386\u7a0b<br \/><img decoding=\"async\" referrerpolicy=\"no-referrer\" src=\"https:\/\/segmentfault.com\/img\/remote\/1460000042449362\" alt=\"\u56fe\u7247\" title=\"\u56fe\u7247\" loading=\"lazy\"><br \/>\u963f\u91cc\u4e91\u5728\u6570\u636e\u6e56\u65b9\u5411\u5df2\u7ecf\u7ecf\u8fc7\u4e86\u5f88\u591a\u5e74\u7684\u53d1\u5c55\u3002\u6700\u65e9\u671f\u7684 OSS \u53d1\u5e03\u4e8e2011\u5e74\uff0c\u5f7c\u65f6\u6570\u636e\u6e56\u7684\u5e94\u7528\u573a\u666f\u8fd8\u5f88\u5c11\u3002\u76f4\u5230 2015 \u5e74\uff0c\u963f\u91cc\u4e91\u53d1\u5e03\u4e86\u4e91\u4e0a EMR \u4ea7\u54c1\uff0c\u5f00\u59cb\u5c06 Hive \u548cSpark \u653e\u81f3 EMR \u96c6\u7fa4\uff0c\u518d\u5c06\u6570\u636e\u653e\u81f3OSS\uff0c\u5b58\u7b97\u5206\u79bb\u7684\u67b6\u6784\u5f00\u59cb\u6d41\u884c\u3002\u00a02018\u5e74\u548c 2019 \u5e74\uff0c\u963f\u91cc\u4e91\u76f8\u7ee7\u63a8\u51fa\u4e86\u6570\u636e\u6e56\u5206\u6790DLA\u548c\u6570\u636e\u6e56\u6784\u5efaDLF\u4e24\u6b3e\u4e13\u95e8\u9762\u5411\u6570\u636e\u6e56\u7684\u4ea7\u54c1\u3002 2022 \u5e74\u63a8\u51fa\u7684\u6570\u636e\u6e56\u5b58\u50a8\uff08OSS-HDFS\uff09\u4ee5\u53ca EMR Data Lake \u96c6\u7fa4\uff0c\u6570\u636e\u6e56\u89e3\u51b3\u65b9\u6848\u7684\u4ea7\u54c1\u77e9\u9635\u9010\u6b65\u5f62\u6210\u3002\u00a0\u6574\u4e2a\u5386\u7a0b\u4e2d\uff0c\u6709\u4e09\u4e2a\u6807\u5fd7\u6027\u4e8b\u4ef6\uff1a2019\u5e74\uff0c\u963f\u91cc\u4e91\u53d1\u5e03\u4e86\u300a\u963f\u91cc\u4e91\u4e91\u539f\u751f\u6570\u636e\u6e56\u767d\u76ae\u4e66\u300b\uff0c\u5f88\u591a\u4e1a\u5185\u4f19\u4f34\u90fd\u57fa\u4e8e\u8fd9\u4efd\u767d\u76ae\u4e66\u5f00\u59cb\u7814\u7a76\u5b66\u4e60\u548c\u5efa\u8bbe\u81ea\u5df1\u7684\u6570\u636e\u6e56\uff1b\u540c\u5e74\u963f\u91cc\u4e91\u4e5f\u6253\u901a\u6570\u636e\u6e56\u548c\u81ea\u7814\u7684 MaxCompute \u4e91\u539f\u751f\u6570\u4ed3\uff0c\u63a8\u51fa\u4e86\u6e56\u4ed3\u4e00\u4f53\u67b6\u6784\uff1b 2022 \u5e74\uff0c\u963f\u91cc\u4e91\u6210\u4e3a\u9996\u6279\u901a\u8fc7\u901a\u4fe1\u9662\u7684\u4e91\u539f\u751f\u6570\u636e\u6e56\u6d4b\u8bc4\u8ba4\u8bc1\u7684\u4f01\u4e1a\u3002\u00a0\u6570\u636e\u6e56\u5efa\u8bbe\u601d\u8def\u53ca\u6311\u6218<br \/><img decoding=\"async\" referrerpolicy=\"no-referrer\" src=\"https:\/\/segmentfault.com\/img\/remote\/1460000042449363\" alt=\"\u56fe\u7247\" title=\"\u56fe\u7247\" loading=\"lazy\"><br \/>\u7ecf\u8fc7\u591a\u5e74\u6c89\u6dc0\uff0c\u963f\u91cc\u4e91\u5728\u6570\u636e\u6e56\u7684\u5efa\u8bbe\u4e0a\u4e5f\u79ef\u7d2f\u4e86\u4e00\u5b9a\u7684\u7ecf\u9a8c\u548c\u601d\u8def\u3002\u6211\u4eec\u8ba4\u4e3a\u6570\u636e\u6e56\u7684\u5efa\u8bbe\u4e3b\u8981\u5305\u62ec\u56db\u4e2a\u9636\u6bb5\u3002\u00a0\u7b2c\u4e00\u9636\u6bb5\uff1a\u6570\u636e\u5165\u6e56\u3002\u901a\u8fc7\u5404\u79cd\u5404\u6837\u7684\u5165\u6e56\u65b9\u5f0f\u5c06\u6570\u636e\u5bfc\u5165\u6570\u636e\u6e56\u3002\u5165\u6e56\u65b9\u5f0f\u53ef\u4ee5\u6839\u636e\u81ea\u5df1\u7684\u4e1a\u52a1\u9700\u6c42\u548c\u573a\u666f\u8fdb\u884c\u9009\u62e9\uff0c\u6bd4\u5982\u5168\u91cf\u5165\u6e56\u3001CDC\u66f4\u65b0\u5165\u6e56\u3001\u5b9e\u65f6\u8ffd\u52a0\u5199\u5165\u4ee5\u53ca\u6574\u4e2a Hadoop \u96c6\u7fa4\u642c\u8fc1\u4e0a\u4e91\u7b49\u3002\u00a0\u7b2c\u4e8c\u9636\u6bb5\uff1a\u6570\u636e\u6e56\u5b58\u50a8\u4e0e\u7ba1\u7406\u3002\u5e2e\u52a9\u7528\u6237\u66f4\u597d\u5730\u7ba1\u7406\u53d1\u73b0\u548c\u9ad8\u6548\u4f7f\u7528\u6570\u636e\u6e56\u91cc\u7684\u6570\u636e\u3002\u6b64\u9636\u6bb5\u4e3b\u8981\u5305\u62ec\u4ee5\u4e0b\u51e0\u4e2a\u65b9\u9762\uff1a\u00a0\u2460\u3000\u6570\u636e\u76ee\u5f55\u4e0e\u68c0\u7d22\uff1a\u4e00\u65b9\u9762\u80fd\u591f\u63d0\u4f9b\u5143\u6570\u636e\u7684\u670d\u52a1\uff0c\u53e6\u4e00\u65b9\u9762\u80fd\u591f\u63d0\u4f9b\u6570\u636e\u7684\u5feb\u901f\u68c0\u7d22\u80fd\u529b\u3002\u2461\u3000\u6743\u9650\u63a7\u5236\u4e0e\u5ba1\u8ba1\uff1a\u56e0\u4e3a\u6570\u636e\u6e56\u672c\u8eab\u662f\u76f8\u5bf9\u5f00\u653e\u548c\u677e\u6563\u7684\u4f53\u7cfb\uff0c\u9700\u8981\u6709\u6bd4\u8f83\u5f3a\u7684\u6743\u9650\u7ba1\u63a7\u7684\u80fd\u529b\u6765\u4fdd\u8bc1\u4f01\u4e1a\u6570\u636e\u7684\u5b89\u5168\u6027\u3002\u2462\u3000\u6570\u636e\u8d28\u91cf\u63a7\u5236\uff1a\u907f\u514d\u6570\u636e\u6e56\u53d1\u5c55\u6210\u6570\u636e\u6cbc\u6cfd\u7684\u5173\u952e\u624b\u6bb5\u3002\u2463\u3000\u6e56\u8868\u7ba1\u7406\u4e0e\u4f18\u5316\uff1a\u7ba1\u7406\u4f18\u5316\u6570\u636e\u6e56\u683c\u5f0f\u3002\u2464\u3000\u5b58\u50a8\u7ba1\u7406\u4e0e\u4f18\u5316\uff1a\u5bf9\u8c61\u5b58\u50a8\u63d0\u4f9b\u4e86\u6570\u636e\u51b7\u70ed\u5206\u5c42\u7684\u7279\u6027\uff0c\u4f46\u8fd9\u4e9b\u7279\u6027\u843d\u5730\u65f6\u8fd8\u9700\u8981\u8f85\u4ee5\u81ea\u52a8\u5316\u7684\u624b\u6bb5\u4ee5\u8fdb\u884c\u5b58\u50a8\u7ba1\u7406\u4f18\u5316\u3002\u00a0\u7b2c\u4e09\u9636\u6bb5\uff1a\u6570\u636e\u5904\u7406\u4e0e\u5206\u6790\u3002\u53ef\u4ee5\u6839\u636e\u5b9e\u9645\u573a\u666f\u9009\u62e9\u591a\u79cd\u6570\u636e\u5904\u7406\u548c\u5206\u6790\u65b9\u5f0f\uff0c\u6bd4\u5982\u505a\u79bb\u7ebf\u5206\u6790\u3001\u5b9e\u65f6\u8ba1\u7b97\u3001\u4ea4\u4e92\u5f0f\u5206\u6790\u3001AI\u8bad\u7ec3\u7b49\u3002\u00a0\u7b2c\u56db\u9636\u6bb5\uff1a\u6570\u636e\u670d\u52a1\u4e0e\u5e94\u7528\u3002\u6570\u636e\u6e56\u8f83\u4e3a\u5f00\u653e\uff0c\u56e0\u6b64\u53ef\u4ee5\u76f4\u63a5\u7528 BI \u7cfb\u7edf\u3001\u53ef\u89c6\u5316\u7cfb\u7edf\u8fde\u63a5\u6570\u636e\u6e56\u4e0a\u7684\u5f15\u64ce\uff0c\u8fdb\u884c\u5b9e\u65f6\u5206\u6790\u6216\u53ef\u89c6\u5316\u7684\u6570\u636e\u5c55\u793a\u7b49\u3002\u53e6\u4e00\u65b9\u9762\uff0c\u6570\u636e\u6e56\u91cc\u7684\u6570\u636e\u4e5f\u53ef\u4ee5\u518d\u8fdb\u4e00\u6b65\u540c\u6b65\u6216 Sink \u5230\u66f4\u4e13\u4e1a\u7684\u6570\u636e\u7cfb\u7edf\u4e2d\uff0c\u6bd4\u5982\u5230 ES \u91cc\u8fdb\u884c\u8fdb\u4e00\u6b65\u6570\u636e\u68c0\u7d22\uff0c\u6bd4\u5982\u5230ClickHouse\/Doris\/StarRocks\u7b49\u505a\u66f4\u4e30\u5bcc\u7684\u591a\u5143\u5206\u6790\u3002\u00a0\u963f\u91cc\u4e91\u4e91\u539f\u751f\u6570\u636e\u6e56\u89e3\u51b3\u65b9\u6848<br \/><img decoding=\"async\" referrerpolicy=\"no-referrer\" src=\"https:\/\/segmentfault.com\/img\/remote\/1460000042449364\" alt=\"\u56fe\u7247\" title=\"\u56fe\u7247\" loading=\"lazy\"><br \/>\u7ecf\u5386\u4e86\u591a\u5e74\u7684\u6478\u7d22\u540e\uff0c\u963f\u91cc\u4e91\u63a8\u51fa\u4e86\u4e00\u4e2a\u8f83\u4e3a\u5b8c\u6574\u7684\u4e91\u539f\u751f\u6570\u636e\u6e56\u89e3\u51b3\u65b9\u6848\uff0c\u6574\u4f53\u67b6\u6784\u5982\u4e0a\u56fe\u6240\u793a\uff1a\u5e95\u5c42\u662f\u5b58\u50a8\u5c42\uff1a\u7edf\u4e00\u5b58\u50a8\u5404\u7c7b\u6570\u636e\uff0c\u5e76\u5bf9\u5916\u63d0\u4f9b\u6587\u4ef6\u8bbf\u95ee\u7684\u63a5\u53e3\u548c\u534f\u8bae\u3002\u00a0\u7b2c\u4e8c\u5c42\u662f\u7ba1\u63a7\u5c42\uff1a\u53ef\u4ee5\u7406\u89e3\u4e3a\u670d\u52a1\u5316\u7684\u7ba1\u63a7\u4e0e\u4f18\u5316\uff0c\u4e00\u65b9\u9762\u63d0\u4f9b\u7edf\u4e00\u7684\u5143\u6570\u636e\u3001\u7edf\u4e00\u6743\u9650\u7ba1\u63a7\uff0c\u53e6\u4e00\u65b9\u9762\u63d0\u4f9b\u667a\u80fd\u5316\u6570\u636e\u6e56\u7ba1\u7406\u3001\u5feb\u901f\u6570\u636e\u68c0\u7d22\u7b49\u80fd\u529b\u3002\u00a0\u7b2c\u4e09\u5c42\u662f\u591a\u5143\u7684\u8ba1\u7b97\u4e0e\u5206\u6790\u5c42\uff1a\u53ef\u4ee5\u901a\u8fc7\u5f88\u591a\u5f00\u6e90\u6216\u963f\u91cc\u4e91\u81ea\u7814\u7684\u5206\u6790\u5f15\u64ce\u5bf9\u6e56\u5185\u6570\u636e\u8fdb\u884c\u52a0\u5de5\u548c\u5904\u7406\u3002\u00a0\u6700\u4e0a\u5c42\u662f\u6570\u636e\u5f00\u53d1\u6cbb\u7406\u5c42\uff1a\u63d0\u4f9b\u4e86\u9762\u5411\u6e56\u548c\u4ed3\u5b8c\u5584\u7684\u6570\u636e\u5f00\u53d1\u4f53\u7cfb\u4ee5\u53ca\u6570\u636e\u6cbb\u7406\u5e73\u53f0\u3002\u00a0\u7531\u6b64\u53ef\u89c1\uff0c\u6570\u636e\u6e56\u7684\u5efa\u8bbe\u4e0d\u4ec5\u4ec5\u662f\u5927\u6570\u636e\u76f8\u5173\u6280\u672f\u7684\u96c6\u6210\u548c\u5e94\u7528\uff0c\u540c\u65f6\u4e5f\u662f\u4e00\u4e2a\u590d\u6742\u7684\u7cfb\u7edf\u5de5\u7a0b\uff0c\u9700\u8981\u6709\u6210\u719f\u7684\u65b9\u6cd5\u8bba\u4ee5\u53ca\u5e73\u53f0\u578b\u7684\u57fa\u7840\u8bbe\u65bd\u505a\u652f\u6491\uff0c\u624d\u80fd\u5efa\u8bbe\u51fa\u5b89\u5168\u53ef\u9760\u3001\u529f\u80fd\u5b8c\u5584\u3001\u6210\u672c\u53ef\u63a7\u7684\u4f01\u4e1a\u7ea7\u6570\u636e\u6e56\u3002\u00a0\u00a0\u4e86\u89e3\u66f4\u591a\uff1a[1] \u6570\u636e\u6e56\u6784\u5efaData Lake Formation\uff1a<a href=\"https:\/\/link.segmentfault.com\/?enc=6EGei65Sfal7uX5IM4J7rA%3D%3D.L4BgbuOWbk7j0jyfRGOrrQJvRJRNlCzn%2FcuWXqKscB8cMBwhTTRwN5htM%2BDIv0Tw\" rel=\"nofollow\">https:\/\/www.aliyun.com\/produc&#8230;<\/a>[2] \u5f00\u6e90\u5927\u6570\u636e\u5e73\u53f0EMR\uff1a\u00a0<a href=\"https:\/\/link.segmentfault.com\/?enc=c%2FvAFnXDcYR%2FJYFOcUjUtw%3D%3D.jjy2rO%2BRGnownXTDS0R8tUek2IKDxlfkBdvXsYCw4HvinPC5YNQjf6HkiRPceu3I\" rel=\"nofollow\">https:\/\/www.aliyun.com\/produc&#8230;<\/a>[3] \u6570\u636e\u6e56\u63ed\u79d8\u2014Delta Lake\uff1a\u00a0<a href=\"https:\/\/link.segmentfault.com\/?enc=eu6T7SLPfXgVuzBtNYGFeg%3D%3D.keEjx6GPjduUyteDLBeaUEYK54g2sG%2B1p9V3SnwPKyqRpe0AcUvwcw6PG%2B2KdN%2B7\" rel=\"nofollow\">https:\/\/developer.aliyun.com\/&#8230;<\/a>[4] \u6570\u636e\u6e56\u6784\u5efa\u2014\u5982\u4f55\u6784\u5efa\u6e56\u4e0a\u7edf\u4e00\u7684\u6570\u636e\u6743\u9650\uff1a \u00a0<a href=\"https:\/\/link.segmentfault.com\/?enc=3cxhqpRSI4wtwFILVx9wdg%3D%3D.HyZ4m6VDmPCURqoHfE9aDpuSfyynlnh3%2FetaLEnKpqqp1k9ysMMXO0o6PBJ2o7bx\" rel=\"nofollow\">https:\/\/developer.aliyun.com\/&#8230;<\/a>[5] \u5173\u4e8e Data Lake \u7684\u6982\u5ff5\u3001\u67b6\u6784\u4e0e\u5e94\u7528\u573a\u666f\u4ecb\u7ecd\uff1a<a href=\"https:\/\/link.segmentfault.com\/?enc=ogd%2FJrT5k9VTAKDkWIYPww%3D%3D.ZHV86IHb23sY432C8DLYXH3yPaXxJ8yNhx6PMntlWYYQgXaV2iYWBuwMtV1SyvQU\" rel=\"nofollow\">https:\/\/developer.aliyun.com\/&#8230;<\/a>\u00a0\u00a0\u00a0\u00a0\u00a0\u6b22\u8fce\u9489\u9489\u626b\u7801\u52a0\u5165\u6570\u636e\u6e56\u4ea4\u6d41\u7fa4\u83b7\u53d6\u6570\u636e\u6e56\u6700\u65b0\u8d44\u8baf\u548c\u6700\u4f73\u884c\u4e1a\u5b9e\u8df5~<br \/><img decoding=\"async\" referrerpolicy=\"no-referrer\" src=\"https:\/\/segmentfault.com\/img\/remote\/1460000042449365\" alt=\"\u56fe\u7247\" title=\"\u56fe\u7247\" loading=\"lazy\"><br \/>\u00a0\u00a0\u539f\u6587\u94fe\u63a5\uff1a<a href=\"https:\/\/link.segmentfault.com\/?enc=8PMVWQ9hmalgVYEFRhgLEQ%3D%3D.OCQipM2K4n24gULpNClGPG7YikDZQZ3as96%2BcL%2FrbNJ2IoUw9qF8nqPbVyhuEDzo\" rel=\"nofollow\">https:\/\/click.aliyun.com\/m\/10&#8230;<\/a>\u672c\u6587\u4e3a\u963f\u91cc\u4e91\u539f\u521b\u5185\u5bb9\uff0c\u672a\u7ecf\u5141\u8bb8\u4e0d\u5f97\u8f6c\u8f7d\u3002<\/p>\n<p><a href=\"https:\/\/segmentfault.com\/a\/1190000042449355\">https:\/\/segmentfault.com\/a\/1190000042449355<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u7b80\u4ecb\uff1a\u00a0\u672c\u6587\u6574\u7406\u81ea\u963f\u91cc\u4e91\u5f00\u6e90\u5927\u6570\u636e\u6280\u672f\u4e13\u5bb6\u9648\u946b\u4f1f\u57287\u670817\u65e5\u963f\u91cc\u4e91\u6570\u636e\u6e56\u6280\u672f\u4e13\u573a\u4ea4\u6d41\u4f1a\u7684\u5206\u4eab\u3002\u00a0\u6458\u8981\uff1a\u672c\u6587\u6574\u7406 [&hellip;]<\/p>\n","protected":false},"author":0,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_jetpack_memberships_contains_paid_content":false,"footnotes":""},"categories":[],"tags":[],"class_list":["post-10006447","post","type-post","status-publish","format-standard","hentry"],"jetpack_sharing_enabled":true,"jetpack_featured_media_url":"","_links":{"self":[{"href":"https:\/\/itmax.cn\/index.php?rest_route=\/wp\/v2\/posts\/10006447","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/itmax.cn\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/itmax.cn\/index.php?rest_route=\/wp\/v2\/types\/post"}],"replies":[{"embeddable":true,"href":"https:\/\/itmax.cn\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=10006447"}],"version-history":[{"count":0,"href":"https:\/\/itmax.cn\/index.php?rest_route=\/wp\/v2\/posts\/10006447\/revisions"}],"wp:attachment":[{"href":"https:\/\/itmax.cn\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=10006447"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/itmax.cn\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=10006447"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/itmax.cn\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=10006447"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}