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\/><\/figure>\n\n\n\n<p>\u5c0f\u7c73\u6570\u636e\u7684\u964d\u672c\u589e\u6548\u53ea\u82b1\u4e86\u4e00\u5e74\u65f6\u95f4\uff0c\u4f46\u6536\u76ca\u662f\u5f88\u5927\u7684\u3002\u5b9e\u73b0\u6570\u636eIDC\u6708\u6210\u672c\u4e0b\u964d40%\uff0c\u8fd9\u5bf9\u4efb\u4f55\u4f01\u4e1a\u6765\u8bf4\u90fd\u662f\u975e\u5e38\u53ef\u89c2\u7684\u3002\u56e0\u4e3a\u6211\u4eec\u7684\u6838\u5fc3\u4efb\u52a1\u662f\u6570\u636e\u7684\u5b58\u50a8\u548c\u8ba1\u7b97\uff0c\u9664\u5e38\u89c4\u7684\u6570\u636e\u6cbb\u7406\u624b\u6bb5\uff0c\u5c06\u6570\u636e\u7684\u5b58\u50a8\u3001\u8ba1\u7b97\u3001\u8d28\u91cf\u3001\u5b89\u5168\u3001\u89c4\u8303\u901a\u8fc7\u91cf\u5316\u8bc4\u5206\u6a21\u5f0f\u6765\u8054\u52a8\u4e1a\u52a1\u65b9\uff0c\u8fbe\u6210\u6570\u636e\u6cbb\u7406\u76ee\u6807\u5916\uff0c\u8fd8\u9700\u8981\u7ed3\u5408\u4e91\u539f\u751f\u7684\u7cfb\u5217\u80fd\u529b\uff0c\u5b9e\u73b0\u66f4\u5927\u7a0b\u5ea6\u7684\u964d\u672c\u589e\u6548\u3002<\/p>\n\n\n\n<p>\u4e1a\u5185\u5927\u90e8\u5206\u4f01\u4e1a\u5c1a\u672a\u5b9e\u73b0\u5b58\u7b97\u5206\u79bb\uff0c\u5f39\u6027\u4e0a\u4e91\uff0c\u4ecd\u57fa\u4e8eHadoop\u751f\u6001\u3002\u4f46\u968f\u7740\u4e91\u539f\u751f\u80fd\u529b\u7684\u53d1\u5c55\u548c\u6210\u719f\uff0cHadoop\u751f\u6001\u7684\u6027\u4ef7\u6bd4\u5df2\u7ecf\u6bd4\u8f83\u4f4e\u3002\u5f53\u524d\u65e0\u8bba\u56fd\u5185\u8fd8\u662f\u6d77\u5916\uff0c\u6027\u4ef7\u6bd4\u8f83\u597d\u7684\u6a21\u5f0f\u662fIDC+\u4e91\u3002\u56fd\u5185\u7684\u4e91\u8fd8\u6709\u8f83\u9ad8\u6027\u4ef7\u6bd4\u7684\u9009\u62e9\uff0c\u91d1\u5c71\u4e91\u548c\u963f\u91cc\u4e91\uff1b\u6d77\u5916\u7684\u8bdd\u53ea\u80fd\u662f\u4e9a\u9a6c\u900a\u3001\u5fae\u8f6f\u6216\u8005Google\uff0c\u4e0d\u5f97\u5df2\u7684\u60c5\u51b5\u4e0b\uff0c\u4e0d\u540c\u5730\u57df\u53ea\u80fd\u9009\u67d0\u4e00\u79cd\u4e91\uff0c\u6240\u4ee5\u4e00\u5b9a\u8981\u6709\u5177\u5907\u80fd\u591f\u540c\u65f6\u4e0a\u4e91\u548c\u4e0b\u4e91\u7684\u80fd\u529b\u3002<\/p>\n\n\n\n<p>\u5148\u8bf4\u5b58\u50a8\uff0c\u8981\u7ed3\u5408\u4e91\u5bf9\u8c61\u5b58\u50a8\u80fd\u529b\u5b9e\u73b0\u5206\u5c42\u5b58\u50a8\u3002\u968f\u7740\u516c\u6709\u4e91\u5bf9\u8c61\u5b58\u50a8\u89c4\u6a21\u5316\u63a8\u5e7f\uff0c\u4f20\u7edf\u7684\u57fa\u4e8e HDFS\u76843\u526f\u672c\u5b58\u50a8\u7684\u6027\u4ef7\u6bd4\u5df2\u7ecf\u592a\u4f4e\u4e86\uff0c\u5bf9HDFS\u3001\u4e91\u5bf9\u8c61\u5b58\u50a8\u7684\u6807\u51c6\u6a21\u5f0f\u548c\u5f52\u6863\u6a21\u5f0f\uff0c\u5355\u4f4d\u5b58\u50a8\u4ef7\u683c\u6bd4\u4f8b\u4e3a10:2:1\uff1b\u5bf9\u4e8e\u8bb8\u591a\u4f01\u4e1a\u9700\u8981\u957f\u671f\u4fdd\u7559\u5927\u91cf\u6e90\u5934\u7684\u4e0d\u53ef\u518d\u751f\u65e5\u5fd7\u6570\u636e\uff0c\u4ee5\u53ca\u90e8\u5206\u8bbf\u95ee\u9891\u5ea6\u5f88\u4f4e\u7684\u53ef\u518d\u751f\u6570\u636e\uff0c\u8fd9\u4e9b\u4f7f\u7528HDFS\u5b58\u50a8\u53ef\u80fd\u4f1a\u5bfc\u81f4\u6781\u5927\u7684\u6210\u672c\u6d6a\u8d39\u3002\u56e0\u6b64\uff0c\u901a\u8fc7\u5408\u7406\u7684\u5b58\u50a8\u6cbb\u7406\u624b\u6bb5\uff0c\u5b9e\u73b0\u52a8\u6001\u7684\u6570\u636e\u751f\u547d\u5468\u671f\u7ba1\u7406\u548c\u4e91\u5bf9\u8c61\u5316\u5b58\u50a8\uff0c\u53ef\u5b9e\u73b0\u8f83\u5927\u7684\u6210\u672c\u6536\u76ca\u3002<\/p>\n\n\n\n<p>\u7136\u540e\u662f\u8ba1\u7b97\uff0c\u8981\u5b9e\u73b0\u5b58\u7b97\u5206\u79bb\uff0c\u5f39\u6027\u4e0a\u4e91\u3002\u6211\u4eec\u5c06\u5b9e\u65f6\u8ba1\u7b97\u7b49\u5e38\u9a7b\u4f5c\u4e1a\u4fdd\u7559\u5728IDC\u673a\u623f\uff0c\u6700\u5927\u7a0b\u5ea6\u63d0\u9ad8IDC\u673a\u623f\u8d44\u6e90\u5229\u7528\u7387\uff0c\u7136\u540e\u5c06\u51cc\u6668\u7684\u79bb\u7ebf\u8ba1\u7b97\u4f5c\u4e1a\u5206\u53d1\u5230\u4e91\u4e0a\u8ba1\u7b97\u5bc6\u96c6\u578bARM\u670d\u52a1\u5668\uff0c\u4ee5\u53ca\u7ed3\u5408\u4e91\u4e0a\u5bb9\u5668\u5f39\u6027\u80fd\u529b\uff0c\u5b9e\u73b0\u6570\u636e\u751f\u4ea7\u7684\u6781\u81f4\u6027\u4ef7\u6bd4\u3002<\/p>\n\n\n\n<p>\u4e3a\u5b9e\u73b0\u4e1a\u52a1\u4f7f\u7528\u6570\u636e\u7684\u9ad8\u6548\u548c\u4f53\u9a8c\u4e00\u81f4\uff0c\u6211\u4eec\u5efa\u8bbe\u7edf\u4e00\u7684\u6570\u636e\u751f\u4ea7\u5e73\u53f0\uff0c\u6784\u5efa\u7edf\u4e00\u7684\u6570\u636e\u91c7\u96c6\u3001\u540c\u6b65\u3001\u5904\u7406\u80fd\u529b\uff0c\u5e76\u517c\u5bb9\u5404\u4e3b\u6d41\u4e91\u5382\u5546\uff0c\u5b9e\u73b0\u4f5c\u4e1a\u7684\u7279\u5f81\u8bc6\u522b\u548c\u52a8\u6001\u8def\u7531\u3002<\/p>\n\n\n\n<p>\u6d77\u5916\u7684\u4e91\u6570\u636e\u89e3\u51b3\u65b9\u6848\u63d0\u4f9b\u5546\uff0c\u5982Snowflake\u3001Databricks\uff0c\u90fd\u662f\u5b9e\u73b0\u4e91\u80fd\u529b\u7684\u670d\u52a1\u5316\u5c01\u88c5\uff0c\u4ee5\u786e\u4fdd\u6700\u9ad8\u6027\u4ef7\u6bd4\u5730\u6ee1\u8db3\u529f\u80fd\u6027\u8981\u6c42\u3002\u968f\u7740\u4f01\u4e1a\u6570\u5b57\u5316\u7684\u6301\u7eed\u6f14\u8fdb\u548c\u53d1\u5c55\uff0cHadoop\u751f\u6001\u5982\u4f55\u7ed3\u5408\u5e94\u7528\u4e91\u539f\u751f\u7684\u7cfb\u5217\u80fd\u529b\uff0c\u662f\u4f01\u4e1a\u964d\u672c\u589e\u6548\u7684\u5fc5\u7ecf\u4e4b\u8def\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"1080\" height=\"531\" src=\"http:\/\/www.dama.org.cn\/wordpress\/wp-content\/uploads\/2023\/09\/58978b77833de77b6cbf98c9ceb511ed_640_wx_fmtpngwxfrom5wx_lazy1wx_co1.png\" alt=\"\" class=\"wp-image-2581\" \/><\/figure>\n\n\n\n<p>\u8fd8\u6709\u4e2d\u53f0\u7684\u670d\u52a1\u80fd\u529b\u5efa\u8bbe\uff0c\u91cd\u70b9\u662f\u8df5\u884cDataOps\uff0c\u654f\u6377\u534f\u540c\u3001\u6301\u7eed\u96c6\u6210\u3002\u89d2\u8272\u5305\u62ec\u4e09\u7c7b\uff1a\u4e1a\u52a1\u4f19\u4f34BP\u3001\u89e3\u51b3\u65b9\u6848\u67b6\u6784\u5e08SA\u3001\u9879\u76ee\u7ecf\u7406PM\u3002\u9762\u5bf9\u590d\u6742\u7684\u96c6\u56e2\u578b\u4f01\u4e1a\uff0c\u4e1a\u52a1\u4f19\u4f34BP\u89d2\u8272\u81f3\u5173\u91cd\u8981\uff0c\u80fd\u5e2e\u5fd9\u6211\u4eec\u6df1\u5165\u4e86\u89e3\u4e1a\u52a1\uff0c\u786e\u4fdd\u5408\u4f5c\u5173\u7cfb\u7545\u901a\uff0c\u4e3a\u4e0b\u4e00\u9636\u6bb5\u7684\u8ba1\u5212\u505a\u597d\u51c6\u5907\u3002\u89e3\u51b3\u65b9\u6848\u67b6\u6784\u5e08SA\u662f\u7ad9\u5728\u4e1a\u52a1\u89c6\u89d2\u4e0b\uff0c\u5c06\u73b0\u6709\u6570\u636e\u6280\u672f\u5e73\u53f0\u80fd\u529b\u5e94\u7528\u4e8e\u4e1a\u52a1\uff0c\u5e76\u5c06\u4e1a\u52a1\u9700\u6c42\u5e26\u56de\u6765\uff0c\u63a8\u52a8\u5b8c\u5584\u5e95\u5c42\u6280\u672f\u5e73\u53f0\u3002\u7136\u540e\u9879\u76ee\u7ecf\u7406PM\u662f\u8d1f\u8d23\u5c06\u6240\u6709\u89c4\u5212\u4ee5\u79d1\u5b66\u7684\u9879\u76ee\u7ba1\u7406\u65b9\u5f0f\u63a8\u52a8\u843d\u5730\u3001\u6309\u671f\u4ea4\u4ed8\u3002\u901a\u8fc7\u4e09\u4f4d\u4e00\u4f53\u7684\u5408\u4f5c\uff0c\u5c06\u6570\u636e\u4e2d\u53f0\u7684\u80fd\u529b\u6709\u6548\u8fd0\u7528\u4e8e\u4e1a\u52a1\u4e2d\u3002<\/p>\n\n\n\n<figure 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