{"id":10006968,"date":"2022-12-15T05:44:03","date_gmt":"2022-12-14T21:44:03","guid":{"rendered":"https:\/\/ityet.com\/?p=10006968"},"modified":"2022-12-15T05:44:03","modified_gmt":"2022-12-14T21:44:03","slug":"%e6%8a%95%e5%85%a5%e4%b8%8a%e7%99%be%e4%ba%ba%e3%80%81%e7%bb%8f%e5%8e%86%e5%a4%9a%e6%ac%a1%e5%8f%8c-11%ef%bc%8cflink-%e5%b7%b2%e7%bb%8f%e8%b6%b3%e5%a4%9f%e5%bc%ba%e5%a4%a7%e4%ba%86%e5%90%97%ef%bc%9f","status":"publish","type":"post","link":"https:\/\/itmax.cn\/?p=10006968","title":{"rendered":"\u6295\u5165\u4e0a\u767e\u4eba\u3001\u7ecf\u5386\u591a\u6b21\u53cc 11\uff0cFlink \u5df2\u7ecf\u8db3\u591f\u5f3a\u5927\u4e86\u5417\uff1f"},"content":{"rendered":"<blockquote>\n<p>\u91c7\u8bbf\u5609\u5bbe \uff5c \u738b\u5cf0\uff08\u83ab\u95ee\uff09 <\/p>\n<p>\u4f5c\u8005 \uff5cTina<\/p>\n<\/blockquote>\n<p>&lt;p style=&quot;text-align:center&quot;&gt;&lt;img src=&quot;https:\/\/img.alicdn.com\/imgextra\/i1\/O1CN01kmw8ke1KuBBC0FoDu_!!6000000001223-0-tps-3338-1000.jpg&quot; alt=&quot;img&quot; style=&quot;zoom:100%;&quot; \/&gt;&lt;\/p&gt;<\/p>\n<p>\u4f5c\u4e3a\u6700\u6d3b\u8dc3\u7684\u5927\u6570\u636e\u9879\u76ee\u4e4b\u4e00\uff0cFlink \u8fdb\u5165 Apache \u8f6f\u4ef6\u57fa\u91d1\u4f1a\u9876\u7ea7\u9879\u76ee\u5df2\u7ecf\u6709\u516b\u5e74\u4e86\u3002  <\/p>\n<p>Apache Flink \u662f\u4e00\u6b3e\u5b9e\u65f6\u5927\u6570\u636e\u5206\u6790\u5f15\u64ce\uff0c\u540c\u65f6\u652f\u6301\u6d41\u6279\u6267\u884c\u6a21\u5f0f\uff0c\u5e76\u4e0e Hadoop \u751f\u6001\u53ef\u4ee5\u65e0\u7f1d\u5bf9\u63a5\u30022014 \u5e74\uff0c\u5b83\u88ab\u63a5\u7eb3\u4e3a Apache \u5b75\u5316\u5668\u9879\u76ee\uff0c\u4ec5\u4ec5\u51e0\u4e2a\u6708\u540e\uff0c\u5b83\u5c31\u6210\u4e3a\u4e86 Apache \u7684\u9876\u7ea7\u9879\u76ee\u3002<\/p>\n<p>\u5bf9\u4e8e Flink \u6765\u8bf4\uff0c\u963f\u91cc\u6709\u975e\u5e38\u9002\u5408\u7684\u6d41\u5f0f\u573a\u666f\u3002\u4f5c\u4e3a Flink \u7684\u4e3b\u5bfc\u529b\u91cf\uff0c\u963f\u91cc\u4ece 2015 \u5e74\u5f00\u59cb\u8c03\u7814 Flink\uff0c\u5e76\u4e8e 2016 \u5e74\u7b2c\u4e00\u6b21\u5728\u641c\u7d22\u573a\u666f\u4e2d\u4e0a\u7ebf Flink\u3002\u5728\u843d\u5730\u7684\u540c\u65f6\uff0c\u963f\u91cc\u5bf9 Flink \u8fdb\u884c\u5927\u91cf\u7684\u4fee\u6539\u548c\u5b8c\u5584\uff0c\u8ba9\u5176\u9002\u5e94\u8d85\u5927\u89c4\u6a21\u4e1a\u52a1\u573a\u666f\u30022017 \u5e74\uff0c\u963f\u91cc\u5df2\u6210\u4e3a Flink \u793e\u533a\u6700\u5927\u89c4\u6a21\u7528\u6237\uff0c Flink \u56e2\u961f\u4e5f\u8fbe\u4e0a\u767e\u4eba\u3002\u8fd9\u5176\u4e2d\u7684\u4e00\u4e9b\u65e9\u671f\u6539\u8fdb\uff0c\u963f\u91cc\u5728 2018 \u5e74\u7684\u6587\u7ae0\u300a <a href=\"https:\/\/link.segmentfault.com\/?enc=H0yEVBhz9CEADzTVdbUoJA%3D%3D.uh6kMkpWdIE8hQj4wmUIXqAsBbxzIV1a6QPJqnXPcrvB%2BScJgd99wBkBD768t8Do\" rel=\"nofollow\">Flink \u5df2\u7ecf\u8db3\u591f\u5f3a\u5927\u4e86\u5417\uff1f\u963f\u91cc\u5df4\u5df4\u8bf4\uff1a\u8fd8\u4e0d\u591f<\/a> \u300b\u4e2d\u5df2\u6709\u8be6\u5c3d\u89e3\u8bfb\u3002<\/p>\n<p>2019 \u5e74\uff0c\u963f\u91cc\u5ba3\u5e03\u6536\u8d2d\u4e86 Flink \u80cc\u540e\u7684\u4f01\u4e1a\uff0c\u5e76\u6b63\u5f0f\u5f00\u6e90\u5185\u90e8 Flink \u7248\u672c Blink\uff0c\u8d21\u732e\u4e86\u8d85\u767e\u4e07\u884c\u4ee3\u7801\uff0c\u6781\u5927\u5730\u63a8\u52a8\u4e86\u793e\u533a\u7684\u826f\u6027\u53d1\u5c55\u3002\u5728 2021 \u5e74\u53cc 11 \u4e2d\uff0cFlink \u627f\u8f7d\u7684\u5b9e\u65f6\u8ba1\u7b97\u5cf0\u503c\u8fbe\u5230\u4e86\u6bcf\u79d2 40 \u4ebf\u6761\u8bb0\u5f55\uff0c\u6570\u636e\u4f53\u91cf\u4e5f\u8fbe\u5230 7 TB \u6bcf\u79d2\uff0c\u76f8\u5f53\u4e8e\u4e00\u79d2\u949f\u9700\u8981\u8bfb\u5b8c 500 \u4e07\u672c\u300a\u65b0\u534e\u5b57\u5178\u300b\u3002<\/p>\n<p>\u8fd9\u51e0\u5e74\uff0cFlink \u793e\u533a\u5728\u56fd\u5185\u5916\u6280\u672f\u4f1a\u8bae\u4e0a\u4e0d\u65ad\u5ba3\u4f20\u63a8\u5e7f\uff0c\u8ba9 Flink \u5f97\u5230\u5927\u91cf\u91c7\u7528\uff0c\u5404\u79cd\u5e94\u7528\u573a\u666f\u4e5f\u53d8\u5f97\u66f4\u52a0\u5e7f\u6cdb\uff0c\u751f\u6001\u5feb\u901f\u53d1\u5c55\u3002Flink \u5df2\u7ecf\u53d8\u5f97\u5f3a\u5927\uff0c\u5176\u8bbe\u8ba1\u76ee\u6807\u4e5f\u4e0d\u518d\u4ec5\u4ec5\u662f\u6d41\u8ba1\u7b97\u5f15\u64ce\uff0c\u800c\u662f\u8ba9\u7edd\u5927\u90e8\u5206\u6570\u636e\u5206\u6790\u5e08\u90fd\u53ef\u4ee5\u5229\u7528 Flink \u6d41\u6279\u4e00\u4f53 API \u642d\u5efa\u5b9e\u65f6\u6570\u636e\u96c6\u6210\u3001\u5206\u6790\u3001\u98ce\u63a7\u548c\u5728\u7ebf\u673a\u5668\u5b66\u4e60\u573a\u666f\u89e3\u51b3\u65b9\u6848\u3002<\/p>\n<p><img decoding=\"async\" referrerpolicy=\"no-referrer\" src=\"https:\/\/segmentfault.com\/img\/remote\/1460000043035812\" alt=\"1\" title=\"1\" loading=\"lazy\"><\/p>\n<p>2022 \u5e74 11 \u6708 26-27 \u65e5\uff0c <a href=\"https:\/\/link.segmentfault.com\/?enc=klOIZ4k1g5WKxjKvtm%2BwdA%3D%3D.wYxxnvKbcrtZiME%2Be%2BZ4RuAI1bpz4fQQCX6FikTYFaU%3D\" rel=\"nofollow\">Flink Forward Asia 2022<\/a> \u4e8e\u7ebf\u4e0a\u53ec\u5f00\uff0c\u8fd9\u662f\u4e00\u6b21\u603b\u7ed3\u6700\u8fd1\u53d1\u5e03\u7684\u91cd\u8981\u529f\u80fd\u7684\u673a\u4f1a\u3002\u8fd9\u4e00\u6b21\uff0cFlink \u6d41\u5f0f\u6570\u4ed3\u529f\u80fd\u66f4\u52a0\u6210\u719f\uff0cCDC \u4e5f\u80fd\u591f\u63a5\u5165\u591a\u79cd\u6570\u636e\u5e93&#8230;&#8230;InfoQ \u8d81\u6b64\u673a\u4f1a\uff0c\u91c7\u8bbf\u4e86 Apache Flink \u4e2d\u6587\u793e\u533a\u53d1\u8d77\u4eba\u3001\u963f\u91cc\u5df4\u5df4\u5f00\u6e90\u5927\u6570\u636e\u5e73\u53f0\u8d1f\u8d23\u4eba\u738b\u5cf0\uff08\u82b1\u540d\u83ab\u95ee\uff09\uff0c\u89e3\u8bfb Flink \u6838\u5fc3\u6280\u672f\u7684\u8fdb\u5c55\uff0c\u5e76\u4e86\u89e3 Flink \u7684\u672a\u6765\u89c4\u5212\u3002<\/p>\n<h2>\u4ece\u6d41\u8ba1\u7b97\u5230\u6d41\u6279\u4e00\u4f53\u8ba1\u7b97<\/h2>\n<blockquote><p>\u6253\u8d25 Storm \u548c Spark Streaming \u4e4b\u540e\uff0cFlink \u6210\u4e3a\u4e86\u6d41\u8ba1\u7b97\u7684\u552f\u4e00\u6807\u51c6\uff0c\u6280\u672f\u4e0a\u5df2\u7ecf\u6ca1\u6709\u4e86\u7ade\u4e89\u5bf9\u624b\u3002<\/p><\/blockquote>\n<p>Flink \u8bde\u751f\u4e4b\u521d\u80fd\u591f\u5feb\u901f\u6253\u8d25\u4e0a\u4e00\u4ee3\u6d41\u8ba1\u7b97\u5f15\u64ce Storm\uff0c\u51ed\u501f\u7684\u662f\u201c\u6709\u72b6\u6001\u7684\u6d41\u8ba1\u7b97\u201d\u8fd9\u4e2a\u6838\u5fc3\u7406\u5ff5\u548c\u7279\u8272\u3002 \u901a\u8fc7\u5408\u6d41\u5f0f\u8ba1\u7b97\u548c\u72b6\u6001\u7ba1\u7406\u4e24\u9879\u6280\u672f\uff0cFlink \u4e0d\u4ec5\u63d0\u4f9b\u4e86\u9ad8\u6027\u80fd\u7684\u7eaf\u6d41\u5f0f\u8ba1\u7b97\uff0c\u540c\u65f6\u4e5f\u5728\u6846\u67b6\u5c42\u901a\u8fc7\u5206\u5e03\u5f0f\u4e00\u81f4\u6027\u5feb\u7167\u6280\u672f\uff0c\u4e3a\u7528\u6237\u63d0\u4f9b\u4e86\u6570\u636e\u7cbe\u51c6\u4e00\u81f4\u6027\u4fdd\u8bc1\u3002\u5728\u83ab\u95ee\u770b\u6765\uff0c\u8fd9\u662f Flink \u51fa\u9053\u540e\u8fc5\u901f\u6210\u4e3a\u6d41\u8ba1\u7b97\u9886\u57df\u65b0\u4e3b\u6d41\u7684\u5173\u952e\u539f\u56e0\u3002<\/p>\n<p>\u867d\u7136 Spark Streaming \u901a\u8fc7\u501f\u52a9\u5f3a\u5927\u7684 Spark \u751f\u6001\u4e5f\u80fd\u591f\u6210\u4e3a\u4e00\u4e9b\u6d41\u8ba1\u7b97\u573a\u666f\u7684\u9009\u62e9\uff0c\u4f46\u5176\u672c\u8d28\u4f9d\u7136\u662f\u57fa\u4e8e Spark Batch \u5f15\u64ce\u6784\u5efa\u7684\uff0c\u975e\u7eaf\u6d41\u6267\u884c\u6a21\u5f0f\u8fd8\u662f\u4f1a\u9650\u5236\u5176\u6267\u884c\u6027\u80fd\u548c\u6d41\u8bed\u4e49\u8868\u8fbe\u3002<\/p>\n<p>\u800c\u5728<strong>\u6279\u8ba1\u7b97\u65b9\u9762\uff0cFlink \u5df2\u7ecf\u5b8c\u6210\u7edd\u5927\u90e8\u5206\u5de5\u4f5c<\/strong>\uff0c\u5e76\u65e5\u76ca\u6210\u719f\u3002\u201c\u76ee\u524d Flink \u5df2\u7ecf\u80fd\u591f\u5b8c\u6574\u8dd1\u901a\u6279\u5904\u7406\u6807\u51c6\u6d4b\u8bd5\u96c6 TPC-DS\uff0c\u800c\u4e14\u6027\u80fd\u4e5f\u975e\u5e38\u4e0d\u9519\uff0c\u5df2\u7ecf\u8fbe\u5230\u4e3b\u6d41\u6279\u5904\u7406\u5f15\u64ce\u6c34\u5e73\uff0c\u63a5\u4e0b\u6765 Flink \u5728\u6279\u5904\u7406\u7684\u6210\u719f\u5ea6\u4e0a\u4f1a\u6301\u7eed\u5b8c\u5584\u548c\u6253\u78e8\uff0c\u5e76\u7ed3\u5408\u81ea\u8eab\u6d41\u5904\u7406\u7684\u5929\u7136\u4f18\u52bf\uff0c\u529b\u6c42\u7ed9\u7528\u6237\u5e26\u6765\u4e1a\u754c\u6700\u597d\u7684\u6d41\u6279\u4e00\u4f53\u8ba1\u7b97\u4f53\u9a8c\u3002\u201d<\/p>\n<p>\u4e3a\u4ec0\u4e48\u6211\u4eec\u9700\u8981\u6d41\u6279\u4e00\u4f53\uff1f\u4e3a\u4ec0\u4e48\u57fa\u4e8e Flink \u7684\u6d41\u6279\u4e00\u4f53\u66f4\u6709\u6280\u672f\u4f18\u52bf\uff1f<\/p>\n<p>\u6211\u4eec\u5148\u4ece\u4e1a\u52a1\u89c6\u89d2\u770b\u5f85\u8fd9\u4e2a\u95ee\u9898\uff0c\u65e9\u671f\u4f01\u4e1a\u57fa\u672c\u90fd\u662f\u79bb\u7ebf\u4e1a\u52a1\uff0c\u57fa\u4e8e\u6279\u5904\u7406\u4e00\u5929\u8fd0\u884c\u4e00\u6b21\u62a5\u8868\uff0c\u4f46\u6570\u5b57\u4e16\u754c\u5728\u4e0d\u65ad\u8fdb\u5316\u6f14\u8fdb\uff0c\u5bf9\u5b9e\u65f6\u7684\u9700\u6c42\u4f1a\u8d8a\u6765\u8d8a\u591a\u3002\u5b9e\u65f6\u98ce\u63a7\u3001\u5b9e\u65f6 BI \u7edf\u8ba1\u3001\u5b9e\u65f6\u63a8\u8350\u3001\u5b9e\u65f6\u76d1\u63a7\uff0c\u8fd9\u4e9b\u90fd\u4e0d\u80fd\u7b49\u5230\u665a\u4e0a\u8fdb\u884c\uff08\u5230\u4e86\u665a\u4e0a\u53ef\u80fd\u5546\u54c1\u5df2\u7ecf\u5356\u5b8c\u4e86\uff0c\u7528\u6237\u4e5f\u8d70\u4e86\uff09\uff0c\u5b9e\u65f6\u5316\u7684\u6570\u636e\u5206\u6790\u624d\u80fd\u7ed9\u7528\u6237\u5e26\u6765\u4ef7\u503c\u3002\u9010\u6e10\u79bb\u7ebf\u548c\u5b9e\u65f6\u5c31\u4f1a\u6210\u4e3a\u4e24\u6761\u5e73\u884c\u5272\u88c2\u7684\u94fe\u8def\uff0c\u5e76\u968f\u7740\u5b9e\u65f6\u6570\u636e\u4e1a\u52a1\u91cf\u5360\u6bd4\u6301\u7eed\u63d0\u5347\uff0c\u4f1a\u6709\u8d8a\u6765\u8d8a\u591a\u7684\u4efb\u52a1\u8981\u91cd\u590d\u5f00\u53d1\u4e24\u904d\uff0c\u5f00\u53d1\u8005\u4f1a\u5f00\u59cb\u9762\u4e34\u5f00\u53d1\u6548\u7387\u95ee\u9898\u3002<\/p>\n<p>\u6b64\u5916\uff0c\u5b9e\u65f6\u548c\u79bb\u7ebf\u94fe\u8def\u5272\u88c2\u8fd8\u4f1a\u5b58\u5728\u4e1a\u52a1\u53e3\u5f84\u4e00\u81f4\u6027\u7684\u95ee\u9898\uff0c\u5728\u4e4b\u524d\u7684\u6280\u672f\u65b9\u6848\u4e0b\uff0c\u5b9e\u65f6\u548c\u79bb\u7ebf\u76f8\u5f53\u4e8e\u7528\u4e86\u4e24\u5957\u5de5\u5177\u5e72\u6d3b\uff0c\u4f7f\u7528\u4e0d\u540c\u7684\u8bed\u8a00\u3001\u4e0d\u540c\u7684\u5f15\u64ce\uff0c\u6570\u636e\u53e3\u5f84\u4e5f\u65e0\u6cd5\u4e00\u81f4\uff0c\u8fd9\u6837\u7684\u5206\u6790\u7ed3\u679c\u5c31\u4f1a\u5e72\u6270\u4e1a\u52a1\u51b3\u7b56\uff0c\u751a\u81f3\u4f1a\u8bef\u5bfc\u51b3\u7b56\u5931\u8bef\u3002<\/p>\n<p>\u8fd9\u65f6\u5019<strong>\u6d41\u6279\u4e00\u4f53\u81ea\u7136\u800c\u7136\u5c31\u6210\u4e3a\u4e86\u89e3\u51b3\u5b9e\u65f6\u79bb\u7ebf\u5272\u88c2\u7684\u201c\u65b0\u624b\u6bb5<\/strong>\u201d\u3002\u7528\u4e00\u5957\u8ba1\u7b97\u5f15\u64ce\u5f00\u53d1\u51fa\u7684\u5b9e\u65f6\u79bb\u7ebf\u4e24\u4e2a\u4e1a\u52a1\u6d41\u7a0b\uff0c\u5929\u7136\u662f\u4e00\u81f4\u7684\uff0c\u4e0d\u4f1a\u5b58\u5728\u8bef\u5dee\u3002\u5c24\u5176\u5728\u4e00\u4e9b\u9ad8\u65f6\u6548\u7684\u4e1a\u52a1\u573a\u666f\u4e2d\uff0c\u5982\u641c\u7d22\u3001\u63a8\u8350\u3001\u5e7f\u544a\uff0c\u6570\u636e\u5e73\u53f0\u4e2d\u7684\u8425\u9500\u5206\u6790\uff0c\u5bf9\u6d41\u6279\u4e00\u4f53\u7684\u9700\u6c42\u81ea\u7136\u5c31\u4f1a\u6bd4\u8f83\u9ad8\u3002\u800c\u4e14\uff0c\u5728\u641c\u7d22\u63a8\u8350\u573a\u666f\u4e2d\uff0c\u8fd8\u80fd\u5c06 Flink \u6d41\u6279\u4efb\u52a1\u4e0e\u5728\u7ebf\u4efb\u52a1\u6df7\u90e8\u5230\u4e00\u8d77\uff0c\u5171\u7528\u4e00\u4e2a\u8d44\u6e90\u6c60\uff0c\u8fdb\u884c\u7edf\u4e00\u8c03\u5ea6\uff0c\u4ece\u800c\u6700\u5927\u5316\u5229\u7528\u670d\u52a1\u5668\u8d44\u6e90\uff0c\u8fd9\u5728\u4e1a\u754c\u4e5f\u662f\u6bd4\u8f83\u5148\u8fdb\u7684\u5b9e\u8df5\u65b9\u5f0f\u3002<\/p>\n<p>\u6d41\u6279\u4e00\u4f53\u65b0\u67b6\u6784\u80fd\u591f\u5e26\u6765\u7684\u6536\u76ca\u662f\u660e\u663e\u7684\uff0c\u4f46\u4e5f\u5e76\u4e0d\u662f\u8bf4\u5b83\u5c31\u662f\u201c\u653e\u4e4b\u56db\u6d77\u800c\u7686\u51c6\u201d\u7684\u4e00\u79cd\u6280\u672f\u67b6\u6784\u3002\u83ab\u95ee\u8ba4\u4e3a\uff0c\u201c\u5982\u679c\u5f53\u524d\u6570\u636e\u4e1a\u52a1\u57fa\u672c\u90fd\u5728\u79bb\u7ebf\u6570\u4ed3\uff0c\u5c1a\u672a\u6709\u4e00\u5b9a\u89c4\u6a21\u7684\u5b9e\u65f6\u5316\u4e1a\u52a1\uff0c\u90a3\u4e5f\u6ca1\u6709\u5fc5\u8981\u8fc7\u65e9\u53bb\u505a\u6d41\u6279\u4e00\u4f53\u6539\u9020\uff0c\u56e0\u4e3a\u8fd9\u6837\u6536\u76ca\u5e76\u4e0d\u5927\u3002\u5f53\u5b9e\u65f6\u4e1a\u52a1\u91cf\u65e5\u76ca\u6210\u4e3a\u4e3b\u6d41\uff0c\u76f8\u5bf9\u79bb\u7ebf\u5360\u6bd4\u65e5\u76ca\u589e\u5927\uff0c\u6216\u8005\u5bf9\u6570\u636e\u4e00\u81f4\u6027\u6709\u8d8a\u6765\u8d8a\u5f3a\u4e00\u81f4\u7684\u8981\u6c42\u7684\u8bdd\uff0c\u90a3\u4e48\u6d41\u6279\u4e00\u4f53\u67b6\u6784\u5c31\u662f\u9762\u5411\u672a\u6765\u7684\u5fc5\u7136\u9009\u62e9\u3002\u201d<\/p>\n<h2>\u6d41\u5f0f\u6570\u4ed3\uff1a\u57fa\u4e8e\u6d41\u6279\u4e00\u4f53\u7684\u65b0\u6570\u4ed3\u67b6\u6784<\/h2>\n<blockquote><p>\u6d41\u6279\u4e00\u4f53\u662f\u4e00\u4e2a\u6280\u672f\u7406\u5ff5\u3002<\/p><\/blockquote>\n<p>Flink \u5728 SQL \u5c42\u63d0\u4f9b\u4e86\u6d41\u6279\u4e00\u4f53\u8bed\u4e49\u8868\u8fbe\u80fd\u529b\uff0c\u5373\u7528\u6237\u53ef\u4ee5\u5199\u4e00\u5957 SQL\uff0c\u4ece\u800c\u540c\u65f6\u7528\u5728\u5b9e\u65f6\u548c\u79bb\u7ebf\u4e24\u4e2a\u573a\u666f\uff0c\u4ece\u800c\u5f97\u5230\u5168\u589e\u91cf\u4e00\u4f53\u5316\u7684\u6570\u636e\u5f00\u53d1\u4f53\u9a8c\u3002<\/p>\n<p>\u8fd9\u662f\u6d41\u6279\u4e00\u4f53\u7406\u5ff5\u7684\u7ec8\u70b9\u5417\uff1f\u663e\u7136\u8fd8\u4e0d\u591f\u3002\u56e0\u4e3a\u5728\u6570\u636e\u5b58\u50a8\u94fe\u8def\u4e0a\uff0c\u8fd8\u662f\u5b58\u5728\u5f88\u5927\u7684\u590d\u6742\u6027\uff0c\u4f8b\u5982\uff1a\u5728\u5b9e\u65f6\u94fe\u8def\u4e0a\uff0cFlink  \u9700\u8981\u5c06\u6570\u636e\u5199\u5165 Kafka \u7b49\u6d41\u5f0f\u5b58\u50a8\u4e2d\uff0c\u5728\u79bb\u7ebf\u94fe\u8def\u4e0a\uff0cFlink \u5f80\u5f80\u8981\u5c06\u6570\u636e\u5199\u5165\u5230 Hive\/Iceberg\/Hudi \u7b49\u6279\u5f0f\u5b58\u50a8\u4e2d\u3002\u4e24\u6761\u5b58\u50a8\u94fe\u8def\u662f\u5272\u88c2\u7684\uff0c\u7528\u6237\u4f9d\u7136\u8981\u540c\u65f6\u7ef4\u62a4\u4e24\u6761\u6570\u636e\u94fe\u8def\uff0c\u9020\u6210\u8f83\u5927\u7684\u7ba1\u7406\u96be\u5ea6\u3002<\/p>\n<p><img decoding=\"async\" referrerpolicy=\"no-referrer\" src=\"https:\/\/segmentfault.com\/img\/remote\/1460000043035813\" alt=\"2\" title=\"2\" loading=\"lazy\"><\/p>\n<p>\u7136\u800c\u76ee\u524d\u6211\u4eec\u8981\u540c\u65f6\u7ef4\u62a4\u4e24\u5957\u5b58\u50a8\u7684\u539f\u56e0\u4e3b\u8981\u662f\u4e1a\u754c\u76ee\u524d\u6ca1\u6709\u4e00\u4e2a\u8f83\u4e3a\u751f\u4ea7\u53ef\u7528\u7684\u6d41\u6279\u4e00\u4f53\u5b58\u50a8\uff0c\u540c\u65f6\u652f\u6301\u9ad8\u6548\u7684\u6d41\u8bfb\u3001\u6d41\u5199\u3001\u6279\u8bfb\u3001\u6279\u5199\u80fd\u529b\uff0c\u7528\u6237\u4e3a\u4e86\u6ee1\u8db3\u4e0d\u540c\u4e1a\u52a1\u9700\u6c42\uff08\u65f6\u6548\u6027\uff0c\u53ef\u5206\u6790\u6027\u7b49\uff09\u53ea\u80fd\u901a\u8fc7\u591a\u6761\u94fe\u8def\u7684\u7ec4\u5408\u6765\u62fc\u63a5\uff0c\u751a\u81f3\u8fd8\u8981\u5728\u4e0d\u540c\u5b58\u50a8\u95f4\u540c\u6b65\u6570\u636e\uff0c\u8fd9\u5fc5\u7136\u4f1a\u8ba9\u6574\u4e2a\u94fe\u8def\u53d8\u5f97\u65e5\u76ca\u590d\u6742\u3002<\/p>\n<p>\u90a3\u76ee\u524d\u4e1a\u754c\u662f\u5426\u5df2\u7ecf\u5b58\u5728\u53ef\u7528\u7684\u6d41\u6279\u4e00\u4f53\u5b58\u50a8\u6765\u89e3\u51b3\u8fd9\u4e2a\u95ee\u9898\u5462\uff1f\u5927\u5bb6\u53ef\u80fd\u4f1a\u60f3\u5230 Apache Hudi \u7684\u8fd9\u4e2a\u4e3b\u6d41\u6e56\u5b58\u50a8\u9879\u76ee\uff0cHudi \u4e5f\u786e\u662f\u76ee\u524d\u4e1a\u754c\u6d41\u6279\u4e00\u4f53\u5b58\u50a8\u80fd\u529b\u4e0a\u76f8\u5bf9\u6700\u5b8c\u5584\u7684\u6280\u672f\uff0c\u4f46 Hudi \u5728\u5b58\u50a8\u7ed3\u6784\u7684\u8bbe\u8ba1\u4e0a\uff0c\u5e76\u4e0d\u9002\u5408\u5927\u89c4\u6a21\u66f4\u65b0\u3002\u56e0\u6b64\uff0cFlink \u793e\u533a\u4e0b\u4e00\u4e2a\u9636\u6bb5\u7684\u91cd\u70b9\u65b9\u5411\u5c31\u662f\u8981\u53bb\u89e3\u51b3\u8fd9\u4e2a\u7528\u6237\u75db\u70b9\uff0c\u5c06\u6d41\u6279\u4e00\u4f53\u7406\u5ff5\u8fdb\u4e00\u6b65\u5b8c\u5584\uff0c\u63d0\u4f9b\u771f\u6b63\u53ef\u7528\u7684\u6d41\u6279\u4e00\u4f53\u5b58\u50a8\u6280\u672f\uff0c\u4ece\u800c\u57fa\u4e8e\u6d41\u6279\u4e00\u4f53\u8ba1\u7b97\u548c\u5b58\u50a8\u63a8\u51fa\u5b8c\u6574\u7684\u6d41\u5f0f\u6570\u4ed3\u65b0\u67b6\u6784\uff0c\u8fd9\u4e5f\u662f 2021 \u5e74\u5e95 Flink \u793e\u533a\u63a8\u51fa Flink Table Store \u72ec\u7acb\u5b50\u9879\u76ee\u7684\u80cc\u666f\u3002<\/p>\n<p><img decoding=\"async\" referrerpolicy=\"no-referrer\" src=\"https:\/\/segmentfault.com\/img\/remote\/1460000043035814\" alt=\"3\" title=\"3\" loading=\"lazy\"><\/p>\n<p>2022 \u5e74\uff0cFlink Table Store \u5df2\u7ecf\u5b8c\u6210\u4e86\u4ece 0 \u5230 1 \u7684\u5b75\u5316\uff0c\u5e76\u53d1\u5e03\u4e86 2 \u4e2a release \u7248\u672c\uff0c\u9664\u4e86\u963f\u91cc\u5df4\u5df4\uff0c\u5305\u62ec\u5b57\u8282\u8df3\u52a8\u5728\u5185\u7684\u591a\u5bb6\u516c\u53f8\u90fd\u5df2\u7ecf\u53c2\u4e0e\u4e86\u8fd9\u4e2a\u9879\u76ee\u7684\u8d21\u732e\uff0c\u5e76\u6709\u4e0d\u5c11\u516c\u53f8\u5f00\u59cb\u8bd5\u7528\u3002Flink \u793e\u533a\u63a5\u4e0b\u6765\u7684\u91cd\u70b9\u6f14\u8fdb\u65b9\u5411\u5c31\u662f\u6d41\u5f0f\u6570\u4ed3\u65b0\u67b6\u6784\uff0c\u4e3a\u7528\u6237\u63d0\u4ea4\u66f4\u52a0\u7b80\u6d01\u3001\u5b9e\u65f6\u5316\u7684\u6570\u4ed3\u67b6\u6784\uff0c\u5e76\u63d0\u4f9b\u66f4\u52a0\u4e00\u4f53\u5316\u7684\u4f53\u9a8c\uff0c\u8fd9\u4e5f\u662f Flink \u591a\u5e74\u6765\u5021\u5bfc\u7684\u6d41\u6279\u4e00\u4f53\u7406\u5ff5\u7684\u5b8c\u6574\u843d\u5730\u573a\u666f\uff0c\u6d41\u6279\u4e00\u4f53\u8ba1\u7b97\u548c\u5b58\u50a8\u7684\u5b8c\u7f8e\u7ed3\u5408\u3002<\/p>\n<p>\u5728\u4eca\u5929\u7684 <a href=\"https:\/\/link.segmentfault.com\/?enc=vOYQZGTXDY%2BJkH28kSNvVg%3D%3D.KafypNSueL473sthXmGT23cU3ySksITyZJDlVdKEXaM%3D\" rel=\"nofollow\">Flink Forward Asia 2022<\/a> \u4e0a\uff0c\u83ab\u95ee\u7ed9\u5927\u5bb6\u5c55\u793a\u4e86\u4e00\u4e2a\u5b8c\u6574\u7684\u4ea7\u54c1\u5316 Demo\uff0c\u57fa\u4e8e\u963f\u91cc\u7684\u5b9e\u65f6\u8ba1\u7b97\u5e73\u53f0\uff0c\u5728 TPC-H \u4e1a\u52a1\u80cc\u666f\u4e0b\u8dd1\u901a\u4e86\u5b8c\u6574\u7684\u6d41\u6279\u4e00\u4f53\u6570\u636e\u5904\u7406\u548c\u5206\u6790\u6d41\u7a0b\uff0c\u5305\u62ec\u4ece\u6570\u636e\u5e93\u6e90\u5934\u5f00\u59cb\u7684 Flink CDC \u6570\u636e\u5165\u6e56\uff08\u5199\u5165 Table Store\uff09\u3001Flink SQL \u5b9e\u65f6\u6d41\u5f0f\u5206\u6790\uff08\u8ba2\u9605 Table Store\uff09\u4ee5\u53ca\u6279\u91cf\u6570\u636e\u8ba2\u6b63\u548c\u5b9e\u65f6\u4ea4\u4e92\u67e5\u8be2\uff0c\u7ed9\u5927\u5bb6\u5448\u73b0\u4e86\u4e00\u4e2a\u5b8c\u6574\u7684\u6d41\u5f0f\u6570\u4ed3\u65b0\u67b6\u6784\u6210\u679c\u3002\u6b64\u5916\uff0cFlink \u6d41\u5f0f\u6570\u4ed3\u67b6\u6784\u4e5f\u662f\u5f00\u653e\u7684\u4f53\u7cfb\uff0c\u652f\u6301\u5bf9\u63a5\u5176\u4ed6\u4e00\u5207\u5177\u5907\u6d41\u6279\u4e00\u4f53\u80fd\u529b\u7684\u5b58\u50a8\u7cfb\u7edf\uff0c\u4f8b\u5982\u963f\u91cc\u4e91\u7684 Hologres\uff0c\u963f\u91cc\u4e5f\u5728\u5185\u90e8\u5b8c\u6210\u4e86 Flink SQL + Hologres \u7684\u4f01\u4e1a\u7ea7\u81ea\u7814\u6d41\u5f0f\u6570\u4ed3\u4ea7\u54c1\uff0c\u4e0d\u4e45\u4e5f\u5c06\u6b63\u5f0f\u5bf9\u5916\u53d1\u5e03\u3002<\/p>\n<h2>\u57fa\u4e8e Flink \u7684\u5168\u589e\u91cf\u4e00\u4f53\u5316\u6570\u636e\u96c6\u6210<\/h2>\n<p>\u6570\u636e\u96c6\u6210\u662f\u5b9e\u65f6\u6d41\u5904\u7406\u5e73\u53f0\u4e2d\u975e\u5e38\u91cd\u8981\u7684\u4e00\u4e2a\u5e94\u7528\u573a\u666f\uff0c\u8fd9\u5728 Garnter 2022 \u5e74 1 \u6708\u53d1\u5e03\u7684\u6d41\u5904\u7406\u5e73\u53f0\u5e02\u573a\u5f15\u5bfc\u62a5\u544a\u4e2d\u4e5f\u53ef\u4ee5\u5f97\u5230\u5370\u8bc1\uff0c\u4ece\u5168\u7403\u5e02\u573a\u770b\u5927\u6982 1\/3 \u7684\u6d41\u5904\u7406\u573a\u666f\u662f\u548c\u5b9e\u65f6\u6570\u636e\u96c6\u6210\u76f8\u5173\u7684\uff0c\u5373\u901a\u8fc7\u6d41\u5904\u7406\u80fd\u529b\u5c06\u5404\u79cd\u4e0d\u65ad\u53d8\u5316\u6570\u636e\u6e90\u4e2d\u7684\u6570\u636e\u540c\u6b65\u5230\u5206\u6790\u6570\u636e\u5e93\uff0c\u6570\u636e\u4ed3\u5e93\u548c\u6570\u636e\u6e56\u4e2d\uff0c\u4ece\u800c\u786e\u4fdd\u7528\u6237\u53ef\u4ee5\u5b9e\u65f6\u5206\u6790\u5230\u6700\u65b0\u7684\u6570\u5b57\u4e16\u754c\u3002<\/p>\n<p><img decoding=\"async\" referrerpolicy=\"no-referrer\" src=\"https:\/\/segmentfault.com\/img\/remote\/1460000043035815\" alt=\"4\" title=\"4\" loading=\"lazy\"><\/p>\n<p>\u968f\u7740\u5b9e\u65f6\u5316\u6570\u636e\u5206\u6790\u6280\u672f\u7684\u666e\u53ca\uff0c\u7528\u6237\u7684\u6570\u636e\u540c\u6b65\u9700\u6c42\u4e5f\u5728\u8fdb\u4e00\u6b65\u5347\u7ea7\uff0c\u671f\u671b\u80fd\u591f\u4f7f\u7528\u4e00\u5957\u4e00\u4f53\u5316\u7684\u5168\u91cf\u6570\u636e\u540c\u6b65\u5de5\u5177\uff0c\u4e00\u952e\u5b9e\u73b0\u6570\u636e\u540c\u6b65\u3002\u4f46\u5728\u4f20\u7edf\u6570\u636e\u96c6\u6210\u6280\u672f\u4f53\u7cfb\u4e0b\uff0c\u5168\u91cf\u548c\u5b9e\u65f6\u6570\u636e\u540c\u6b65\u5f80\u5f80\u9700\u8981\u4e24\u5957\u5de5\u5177\uff08\u57fa\u4e8e\u6279\u548c\u6d41\u7684\uff09\uff0c\u5e76\u4e14\u7528\u6237\u9700\u8981\u5728\u4e24\u5957\u5de5\u5177\u4e4b\u95f4\u8fdb\u884c\u534f\u540c\uff0c\u56e0\u6b64\u8981\u771f\u6b63\u5b9e\u73b0\u5168\u589e\u91cf\u540c\u6b65\u6d41\u7a0b\u7684\u65e0\u7f1d\u5bf9\u63a5\u5e76\u4fdd\u8bc1\u6570\u636e\u4e00\u81f4\u6027\uff0c\u8fd9\u4e2a\u96be\u5ea6\u548c\u6311\u6218\u662f\u975e\u5e38\u5927\u7684\u3002\u4f46\u5982\u679c\u80fd\u591f\u5229\u7528\u4e0a Flink \u6d41\u6279\u4e00\u4f53\u878d\u5408\u7279\u6027\uff0c\u90a3\u5b9e\u73b0\u5168\u589e\u91cf\u4e00\u4f53\u5316\u7684\u5b9e\u65f6\u6570\u636e\u96c6\u6210\u5c31\u53d8\u5f97\u53ef\u884c\u4e86\u3002<\/p>\n<p><img decoding=\"async\" referrerpolicy=\"no-referrer\" src=\"https:\/\/segmentfault.com\/img\/remote\/1460000043035816\" alt=\"5\" title=\"5\" loading=\"lazy\"><\/p>\n<p>\u6b64\u5916\uff0cFlink \u672c\u8eab\u4e5f\u5177\u5907\u4e86\u4e30\u5bcc\u7684 Connector \u751f\u6001\uff0c\u80fd\u591f\u8fde\u63a5\u4e1a\u754c\u5404\u79cd\u4e3b\u6d41\u5b58\u50a8\uff0c\u4ee5\u53ca\u4f18\u79c0\u7684\u5206\u5e03\u5f0f\u96c6\u6210\u6846\u67b6\uff0c\u5305\u62ec\u5bb9\u9519\u548c\u5206\u5e03\u5f0f\u4e00\u81f4\u6027\u5feb\u7167\u7b49\u80fd\u529b\u3002\u56e0\u6b64\u5728 Flink \u7684\u57fa\u7840\u4e0a\u505a\u5168\u589e\u91cf\u4e00\u4f53\u5316\u6570\u636e\u96c6\u6210\uff0c\u76f8\u5f53\u4e8e\u201c\u7ad9\u5728\u5de8\u4eba\u80a9\u8180\u4e0a\u201d\uff0c\u4f1a\u66f4\u5feb\u66f4\u5bb9\u6613\u3002<\/p>\n<p><img decoding=\"async\" referrerpolicy=\"no-referrer\" src=\"https:\/\/segmentfault.com\/img\/remote\/1460000043035817\" alt=\"6\" title=\"6\" loading=\"lazy\"><\/p>\n<p>\u8fd9\u5c31\u662f Flink CDC \u9879\u76ee\u8bde\u751f\u7684\u80cc\u666f\uff0c\u5176\u5927\u91cf\u501f\u52a9\u4e86 Flink \u81ea\u8eab\u7684\u4f18\u52bf\uff0c\u5229\u7528\u6d41\u6279\u4e00\u4f53\u6267\u884c\u6a21\u5f0f\u5b9e\u73b0\u4e86\u5168\u589e\u91cf\u540c\u6b65\u81ea\u52a8\u5207\u6362\uff0c\u57fa\u4e8e Flink Checkpointing \u80fd\u529b\u5b9e\u73b0\u4e86\u6570\u636e\u540c\u6b65\u65ad\u70b9\u7eed\u4f20\u7279\u6027\uff0c\u5e76\u57fa\u4e8e\u589e\u91cf\u5feb\u7167\u4e00\u81f4\u6027\u8bfb\u53d6\u7b97\u6cd5\u4fdd\u8bc1\u4e86\u6570\u636e\u540c\u6b65\u5168\u7a0b\u5bf9\u5728\u7ebf\u6570\u636e\u5e93\u65e0\u9501\u64cd\u4f5c\uff0c\u8fd9\u6837\u5bf9\u751f\u4ea7\u4e1a\u52a1\u4e0d\u4f1a\u4ea7\u751f\u4efb\u4f55\u5f71\u54cd\u3002<\/p>\n<p>\u4f5c\u4e3a\u6d41\u6279\u4e00\u4f53\u7684\u53e6\u4e00\u4e2a\u521b\u65b0\u5e94\u7528\u573a\u666f\uff0cCDC \u9879\u76ee\u53d1\u5c55\u901f\u5ea6\u4e5f\u975e\u5e38\u5feb\uff0c\u7f51\u6613\u3001\u817e\u8baf\u3001Oceanbase\u3001\u54d4\u54e9\u54d4\u54e9\u3001Xtransfer \u7b49\u516c\u53f8\u90fd\u53c2\u4e0e\u4e86\u793e\u533a\u8d21\u732e\uff0cGitHub Star \u76ee\u524d\u5df2\u7ecf\u7a81\u7834 3000\uff0c\u751f\u6001\u4e0a\u652f\u6301\u4e86\u5f88\u591a\u4e3b\u6d41\u6570\u636e\u5e93\uff0c\u5305\u62ec MySQL\u3001Oracle\u3001PostgreSQL\u3001MongoDB\u3001TiDB\u3001PolarDB \u548c OceanBase \u7b49\u3002\u83ab\u95ee\u8868\u793a\uff0cFlink CDC \u4f1a\u8fdb\u4e00\u6b65\u5229\u7528 Flink \u793e\u533a\u7684\u521b\u65b0\u6210\u679c\uff0c\u63a5\u5165\u66f4\u591a\u7684\u6570\u636e\u6e90\uff0c\u6210\u4e3a\u65b0\u4e00\u4ee3\u5168\u589e\u91cf\u4e00\u4f53\u5316\u7684\u6570\u636e\u96c6\u6210\u5f15\u64ce\u3002<\/p>\n<h2>\u4e91\u539f\u751f\u65f6\u4ee3\u7684 Flink<\/h2>\n<p>\u968f\u7740\u4e91\u539f\u751f\u7684\u666e\u53ca\uff0c\u8d8a\u6765\u8d8a\u591a\u7684\u4f01\u4e1a\u5e94\u7528\u8fdb\u884c\u4e86\u5bb9\u5668\u5316\u8fc1\u79fb\uff0c\u5e76\u901a\u8fc7 K8s \u8fdb\u884c\u7f16\u6392\u7ba1\u7406\u3002\u6700\u8fd1\u51e0\u5e74\uff0c\u5927\u6570\u636e\u9886\u57df\u7684 Spark\u3001Kafka \u7b49\u90fd\u5f00\u59cb\u652f\u6301 K8s\uff0c\u4f7f\u5f97\u5927\u6570\u636e\u5e94\u7528\u4ece\u4f20\u7edf\u7684 Yarn \u65f6\u4ee3\u8f6c\u53d8\u4e3a\u4e91\u539f\u751f\u65f6\u4ee3\u3002<\/p>\n<p>Flink \u793e\u533a\u5f88\u65e9\u4ee5\u524d\u5c31\u5f00\u59cb\u57fa\u4e8e\u4e91\u539f\u751f\u6765\u8bbe\u8ba1\u4e86\uff0c\u5305\u62ec Flink \u7684\u8d44\u6e90\u8c03\u5ea6\u3001\u6d41\u5f0f Shuffle\uff0c\u90fd\u662f\u5929\u7136\u9002\u5408\u4e91\u539f\u751f\u7684\u3002Flink \u4f5c\u4e3a\u4e00\u4e2a\u6d41\u5f0f\u8ba1\u7b97\u5f15\u64ce\uff0c\u6570\u636e\u7684 Shuffle \u4e0d\u9700\u8981\u843d\u76d8\uff0c\u90fd\u662f\u6d41\u5f0f\u7684\u8fdb\u884c\u6570\u636e\u4f20\u8f93\uff0c\u5206\u5e03\u5f0f\u8ba1\u7b97\u4e4b\u95f4\u6570\u636e\u7684\u6d41\u52a8\u90fd\u662f\u901a\u8fc7\u7f51\u7edc\u52a0\u5185\u5b58\uff0c\u4e0d\u4f9d\u8d56\u672c\u5730\u76d8\uff0c\u56e0\u6b64\u5929\u7136\u5c31\u662f\u5b58\u7b97\u5206\u79bb\u7684\u67b6\u6784\u3002\u53e6\u5916\uff0cFlink \u81ea\u5e26\u4e86\u4e00\u4e2a\u72b6\u6001\u5b58\u50a8\uff0c\u8ba1\u7b97\u7684\u7b97\u5b50\u548c\u72b6\u6001\u8bbf\u95ee\u662f\u4e00\u4f53\u7684\uff0c\u5728\u7b97\u5b50\u5185\u90e8\u5c31\u652f\u6301\u72b6\u6001\u8bbf\u95ee\uff0c\u8fd9\u4e2a\u5176\u5b9e\u4e5f\u5728\u671d\u7740\u5b58\u7b97\u5206\u79bb\u65b9\u5411\u53bb\u6f14\u8fdb\uff0c\u4e5f\u5c31\u662f\u8bf4 Flink \u968f\u65f6\u53ef\u4ee5\u5173\u6389 RocksDB \u670d\u52a1\uff0c\u628a\u72b6\u6001\u6570\u636e SnapShot \u5230\u6301\u4e45\u5316\u7684 HDFS \u6216\u8005\u662f\u4e91\u5b58\u50a8\u4e0a\u3002<\/p>\n<p>Flink \u4f5c\u4e3a\u4e91\u539f\u751f\u67b6\u6784\u4e0b\u7684\u4ea7\u7269\uff0c\u672c\u8eab\u4e5f\u4e00\u76f4\u671d\u7740\u4e91\u539f\u751f\u67b6\u6784\u53bb\u8bbe\u8ba1\uff0c\u793e\u533a\u5728\u4e94\u516d\u5e74\u524d\u5c31\u5f00\u59cb\u505a Flink on K8s\u3002 <a href=\"https:\/\/link.segmentfault.com\/?enc=CRvWmqYy3pvn7gYSlD%2Fxlw%3D%3D.bOyZjj2S5B8vXhKaIt6ZASuQdHyTCoNPn8NNgdOGVMXlmg2IrV0vYOCQ2EmeFuxp\" rel=\"nofollow\">\u652f\u6301K8s\u4e4b\u540e<\/a> \uff0c\u5bf9 Flink \u6709\u5f88\u5927\u7684\u5e2e\u52a9\uff0c\u6bd4\u5982\u90e8\u7f72\u4e0d\u4f9d\u8d56 Hadoop \u4e86\uff1a\u53ea\u8981\u6709 K8s\uff0c\u5c31\u53ef\u4ee5\u90e8\u7f72 Flink\uff0c\u4e5f\u6ca1\u6709\u4efb\u4f55\u4f9d\u8d56\u3002\u8fd0\u7ef4\u65b9\u6848\u4e5f\u975e\u5e38\u6807\u51c6\u5316\uff0cK8s \u7684\u8fd0\u7ef4\u4f53\u7cfb\u4e5f\u4f1a\u8fd0\u7ef4 Flink\u3002\u540c\u65f6\uff0cFlink \u4e5f\u53ef\u4ee5\u57fa\u4e8e\u5bb9\u5668\u6765\u8fdb\u884c\u90e8\u7f72\uff0c\u5bb9\u5668\u7ed9 Flink \u5e26\u6765\u4e86\u66f4\u597d\u7684\u9694\u79bb\u6027\uff0c\u5305\u62ec\u4efb\u52a1\u4e4b\u95f4\u7684\u9694\u79bb\u3001\u591a\u79df\u6237\u7684\u7ba1\u7406\uff0c\u751a\u81f3\u4e0b\u4e00\u6b65\u505a Serverless\uff0c\u4e5f\u4f1a\u66f4\u52a0\u81ea\u7136\u548c\u5bb9\u6613\u3002<\/p>\n<p>\u5728\u4e91\u539f\u751f\u7684\u53d1\u5c55\u8d8b\u52bf\u4e0b\uff0c\u81ea\u9002\u5e94\u6027\u975e\u5e38\u91cd\u8981\u3002\u66f4\u597d\u7684\u8d44\u6e90\u5f39\u6027\u8ba9\u4e1a\u52a1\u7684\u6ce2\u52a8\u4e5f\u53d8\u5f97\u66f4\u52a0\u7075\u6d3b\uff0c\u800c\u4e91\u4e0a\u7684\u8d44\u6e90\u4e5f\u662f\u6d77\u91cf\u7684\uff0c\u7528\u6237\u53ef\u4ee5\u6839\u636e\u4e1a\u52a1\u7684\u9700\u6c42\u4e0d\u65ad\u5f39\u6027\u8c03\u8d44\u6e90\u89c4\u6a21\u3002\u7279\u522b\u662f Serverless \u7684\u73af\u5883\u4e0b\uff0c\u7528\u6237\u751a\u81f3\u4e0d\u9700\u8981\u53bb\u8003\u8651\u673a\u5668\u8d44\u6e90\u4e86\u3002Flink \u81ea\u8eab\u4e5f\u4f1a\u53bb\u589e\u52a0\u66f4\u591a\u7684\u81ea\u9002\u5e94\u7684\u80fd\u529b\uff0c\u5b9e\u73b0\u81ea\u52a8\u5316\u7684\u4efb\u52a1\u5e76\u53d1\u7ba1\u7406\u548c\u72b6\u6001\u6570\u636e\u7ba1\u7406\uff0c\u4ece\u800c\u8ba9 Flink \u80fd\u66f4\u597d\u5730\u4f7f\u7528\u4e91\u4e0a\u7684\u5f39\u6027\u673a\u5236\u3002<\/p>\n<p>Apache Flink \u6b63\u5728\u84ec\u52c3\u53d1\u5c55\uff0c\u5e76\u5728\u5e7f\u5927\u7684\u5927\u6570\u636e\u5206\u6790\u751f\u6001\u4e2d\u53d8\u5f97\u4e0d\u53ef\u6216\u7f3a\uff0c\u9010\u6e10\u6210\u4e3a\u4e86\u4f01\u4e1a\u6570\u636e\u6218\u7565\u7684\u5173\u952e\u652f\u67f1\u3002\u4f46\u5bf9\u4e8e\u4e00\u4e9b\u4f20\u7edf\u4f01\u4e1a\u6765\u8bf4\uff0c\u5982\u679c\u6ca1\u6709\u5f88\u5f3a\u5927\u7684\u5927\u6570\u636e\u6280\u672f\u56e2\u961f\uff0c\u7528\u5f00\u6e90\u8f6f\u4ef6\u81ea\u5efa\u4e00\u4e2a\u6570\u636e\u5206\u6790\u5e73\u53f0\u8fd8\u662f\u6bd4\u8f83\u56f0\u96be\u7684\u3002\u6240\u4ee5\u63d0\u4f9b\u4ea7\u54c1\u5316\u670d\u52a1\uff0c\u964d\u4f4e\u6280\u672f\u95e8\u69db\uff0c\u4e5f\u662f\u963f\u91cc\u4e91 Flink \u6280\u672f\u56e2\u961f\u6b63\u5728\u505a\u7684\u4e8b\u60c5\u3002<\/p>\n<p>\u963f\u91cc\u4e91\u5df2\u7ecf\u63a8\u51fa\u4e86\u4e00\u6b3e\u4e91\u539f\u751f\u7684\u5b9e\u65f6\u8ba1\u7b97 Flink \u4ea7\u54c1\uff0c\u63d0\u4f9b\u4e86\u4ee5 Flink SQL \u4e3a\u6838\u5fc3\u7684\u5f00\u53d1\u8fd0\u7ef4\u5e73\u53f0\uff0c\u5c06\u963f\u91cc\u5185\u90e8\u79ef\u7d2f\u7684 Flink \u751f\u4ea7\u8fd0\u7ef4\u7ecf\u9a8c\u548c\u4f01\u4e1a\u7ea7\u80fd\u529b\u90fd\u901a\u8fc7\u4ea7\u54c1\u5316\u7684\u5f62\u5f0f\u5f00\u653e\u7ed9\u5e7f\u5927\u4e2d\u5c0f\u4f01\u4e1a\uff0c\u63d0\u4f9b\u5b9e\u65f6\u6570\u4ed3\u3001\u5b9e\u65f6\u6570\u636e\u96c6\u6210\u3001\u5b9e\u65f6\u98ce\u63a7\u548c\u5b9e\u65f6\u7279\u5f81\u5de5\u7a0b\u7b49\u89e3\u51b3\u65b9\u6848\uff0c\u5e2e\u52a9\u6570\u5b57\u5316\u4f01\u4e1a\u52a0\u901f\u5927\u6570\u636e\u6280\u672f\u5b9e\u65f6\u5316\u5347\u7ea7\u3002<\/p>\n<p>\u53e6\u5916\uff0c\u963f\u91cc\u4e91\u63d0\u4f9b\u7684 Flink \u4ea7\u54c1\u4e5f\u91c7\u7528\u4e86\u6700\u5148\u8fdb\u7684 Serverless \u67b6\u6784\uff0c\u7528\u6237\u53ea\u8981\u6309\u9700\u8d2d\u4e70\u8ba1\u7b97\u8d44\u6e90\u5c31\u53ef\u4ee5\u8fd0\u884c\u65b9\u4fbf\u4f7f\u7528 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href=\"https:\/\/link.segmentfault.com\/?enc=5owg4G19uR3gfGAimrHLPA%3D%3D.201Tsp9ckLDlA6MS9L7QctGHwXEOgEszjDdW334tERE%3D\" rel=\"nofollow\">Flink Forward Asia 2022<\/a><\/strong><\/p>\n<p>\u672c\u5c4a Flink Forward Asia \u66f4\u591a\u7cbe\u5f69\u5185\u5bb9\uff0c\u53ef\u70b9\u51fb\u9605\u8bfb\u539f\u6587\u6216\u626b\u63cf\u56fe\u7247\u4e8c\u7ef4\u7801\u89c2\u770b\u5168\u90e8\u8bae\u9898\u7684\u89c6\u9891\u56de\u653e\u53ca\u83b7\u53d6 FFA 2022 \u5cf0\u4f1a\u8d44\u6599\uff01<\/p>\n<p><img decoding=\"async\" referrerpolicy=\"no-referrer\" src=\"https:\/\/segmentfault.com\/img\/remote\/1460000042929675\" alt=\"\" title=\"\" loading=\"lazy\"><\/p>\n<p>PC \u7aef\u89c2\u770b\uff1a<a href=\"https:\/\/link.segmentfault.com\/?enc=RaG77vRYK%2FMUZyIK7ge50A%3D%3D.U2914ISEbckfu65jf3HlZ%2FHyq26tv9CUeku8rykCS84%3D\" rel=\"nofollow\">https:\/\/flink-forward.org.cn\/<\/a> \u300c<em>\u5efa\u8bae\u524d\u5f80 FFA 2022 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