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class=\"wp-image-940\"\/><\/figure>\n\n\n\n<p>\u6574\u4e2a\u51c6\u5b9e\u65f6\u6570\u636e\u5e73\u53f0\u7ef4\u62a4\u7684\u76f8\u5173\u7ec4\u4ef6\u4ece\u5de6\u5230\u53f3\uff0c\u5305\u62ec\u6570\u636e\u63a5\u5165\u548c\u5bfc\u51fa\u5c42\u3001\u6d88\u606f\u4e2d\u95f4\u4ef6\u5c42\u3001\u6570\u636e\u8ba1\u7b97\u5c42\u4ee5\u53ca\u6570\u636e\u5b58\u50a8\u5c42\u3002\u6700\u4e0a\u5c42\u662f\u8c03\u5ea6\u5c42\uff0c\u5206\u4e3a\u8d44\u6e90\u8c03\u5ea6\u548c\u4efb\u52a1\u8c03\u5ea6\uff0c\u8d44\u6e90\u8c03\u5ea6\u4e5f\u7531\u6211\u4eec\u5b8c\u6210\u3002<\/p>\n\n\n\n<p>\u8fd9\u6837\u7684\u62c6\u5206\u66f4\u597d\u5730\u89e3\u51b3\u5e73\u53f0\u5b9a\u4f4d\u4e0d\u6e05\u6670\u7684\u95ee\u9898\uff0c\u540c\u65f6\u4e5f\u63d0\u9ad8\u4e86\u5e73\u53f0\u7ec4\u4ef6\u4e4b\u95f4\u7684\u534f\u4f5c\u6548\u7387\u3002<\/p>\n\n\n\n<p>\u6570\u636e\u670d\u52a1\u603b\u7ebf\u5e73\u53f0\u62c6\u5206\u540e\u4ee5Kafka\u4e3a\u4e2d\u5fc3\u7684\u90e8\u5206\uff0c\u8be5\u90e8\u5206\u5305\u62ec\u524d\u7aef\u5c01\u88c5\u7684SDK\u548cOGG\uff0c\u4ee5\u53ca\u968f\u540e\u5f15\u5165\u7684Schema 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Hudi\uff0c\u5e76\u7ed3\u5408\u539f\u6709\u7684\u6d41\u5f0f\u8ba1\u7b97\u7ec4\u4ef6\u751f\u6001\uff0c\u6784\u5efa\u51fa\u5b9e\u65f6\u6570\u636e\u6e56\u5e73\u53f0\uff0c\u65e8\u5728\u5b9e\u73b0\u5b9e\u65f6\u6570\u636e\u7684\u9ad8\u6548\u5904\u7406\u548c\u5b58\u50a8\u3002\u8be5\u5e73\u53f0\u81f4\u529b\u4e8e\u5b9e\u65f6\u8d34\u6e90\u6570\u636e\u5b58\u50a8\uff0c\u5728\u6570\u636e\u7684\u7ba1\u7406\u3001\u67e5\u8be2\u548c\u53ef\u89c6\u5316\u5206\u6790\u7b49\u65b9\u9762\u63d0\u4f9b\u4f18\u5316\u7684\u89e3\u51b3\u65b9\u6848\u3002<strong>1\u3001\u5b9e\u65f6\u6570\u636e\u6e56<\/strong><\/p>\n\n\n\n<p>\u4e0b\u56fe\u662f\u5b9e\u65f6\u6570\u636e\u6e56\u7684\u6570\u636e\u5904\u7406\u94fe\u8def\uff0c\u4e2d\u95f4\u662f\u7eff\u8272\u7684\u90e8\u5206\u662f\u6570\u636e\u6e56\u7684\u5b58\u50a8\u5c42\uff0c\u7531Hudi\u548cHDFS\u5b9e\u73b0\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"1280\" height=\"720\" src=\"http:\/\/www.dama.org.cn\/wordpress\/wp-content\/uploads\/2023\/05\/f3018eafbe76e4d4261d0072e3c3c69c.jpg\" alt=\"\" class=\"wp-image-942\"\/><\/figure>\n\n\n\n<p>\u5de6\u8fb9\u662f\u6570\u636e\u5bfc\u5165\u5c42\uff0c\u5206\u4e3a\u4e24\u90e8\u5206\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u4e00\u662f\u6211\u4eec\u5b58\u91cf\u7684\u8d34\u6e90\u6570\u636e\uff0c\u57fa\u4e8eSpark\u7684\u6279\u91cf\u4efb\u52a1\u4ece\u6570\u636e\u6e56\u5bfc\u5165\uff1b<\/li>\n<\/ul>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u4e8c\u662f\u5b9e\u65f6\u8d34\u6e90\u6570\u636e\uff0c\u57fa\u4e8eFlink\u5b9e\u65f6\u6d41\u4efb\u52a1\uff0c\u4ece\u6570\u636e\u670d\u52a1\u603b\u7ebf\u8d34\u6e90\u5c42\u5bfc\u5165\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u8fd9\u4e24\u90e8\u5206\u5171\u540c\u6c47\u603b\u5728\u5b9e\u65f6\u6570\u636e\u6e56\uff0c\u5b9e\u73b0\u4e86\u4e00\u4e2a\u5b8c\u6574\u7684\u5b9e\u65f6\u8d34\u6e90\u6570\u636e\u5b58\u50a8\uff0c\u5bf9\u5916\u63d0\u4f9b\u5206\u949f\u7ea7\u7684\u4e00\u4e2a\u8d34\u6e90\u7684\u6570\u636e\u7684\u53ef\u89c1\u6027\u3002<\/p>\n\n\n\n<p>\u53f3\u8fb9\u662f\u6570\u636e\u5bfc\u51fa\u5c42\uff0c\u5206\u4e09\u79cd\u573a\u666f\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u4e00\u662f\u57fa\u4e8e Spark\/Hive\u7684\u8fd9\u79cd\u6279\u5904\u7406\u7684\u5bfc\u51fa\u7684\u80fd\u529b\uff0c\u7ed9\u4e0b\u6e38\u7684\u6570\u4ed3\u548c\u5176\u4ed6\u4e1a\u52a1\u7cfb\u7edf\u63d0\u4f9b\u66f4\u7a33\u5b9a\u3001\u4f4e\u65f6\u5ef6\u7684\u6570\u636e\u53ef\u7528\u6027\uff1b<\/li>\n<\/ul>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u4e8c\u662f\u57fa\u4e8eFlink\u53bb\u63d0\u4f9b\u79d2\u7ea7\u7684\u5b9e\u65f6\u6570\u636e\u7684\u6d88\u8d39\u7684\u80fd\u529b\uff1b<\/li>\n<\/ul>\n\n\n\n<ul 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class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"1280\" height=\"720\" src=\"http:\/\/www.dama.org.cn\/wordpress\/wp-content\/uploads\/2023\/05\/b61204e796366a3eea79bcf4bb75d0ca.jpg\" alt=\"\" class=\"wp-image-943\"\/><\/figure>\n\n\n\n<p>\u672a\u4f7f\u7528\u5b9e\u65f6\u6570\u636e\u6e56\u4e4b\u524d\uff0c\u6570\u636e\u6765\u6e90\u4e8eKafka\u7684ods\u5c42\uff0c\u901a\u8fc7Spark Streaming\u7684\u6d41\u5904\u7406\u5199\u5165Hbase\uff0c\u7136\u540e\u7ecf\u8fc7Hive\u7684Tez\u6279\u5904\u7406\uff0c\u6700\u7ec8\u901a\u8fc7\u57fa\u4e8eHive on 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class=\"wp-image-944\"\/><\/figure>\n\n\n\n<p>\u9ed1\u8272\u5b9e\u7ebf\u8868\u793a\u6570\u636e\u6d41\u8f6c\u7684\u65b9\u5411\uff0c\u9ed1\u8272\u865a\u7ebf\u8868\u793a\u5143\u6570\u636e\u6d41\u8f6c\u7684\u65b9\u5411\u3002\u6570\u636e\u6765\u6e90\u4e8eOracle\u6570\u636e\u5e93\uff0c\u901a\u8fc7OGG\u8fdb\u884c\u5bfc\u5165\uff0c\u4ee5Avro\u7684\u683c\u5f0f\uff0c\u901a\u8fc7Kafka\u505a\u6570\u636e\u5c42\u7684\u89e3\u8026\uff0c\u7531\u4e0b\u6e38\u57fa\u4e8eSchema\u53bb\u505a\u89e3\u6790\uff0c\u4e0b\u6e38\u89e3\u6790\u6570\u636e\u7684Schema\u6765\u6e90\u4e8e\u4e0a\u6e38OGG\u63a5\u6536\u5230\u6570\u636e\u53d8\u66f4\u81ea\u52a8\u751f\u6210\uff08\u5373\u56fe\u4e2d\u84dd\u8272\u7684.avsc\u6587\u4ef6\uff09\u3002<\/p>\n\n\n\n<p>\u6240\u4ee5\uff0c\u5728\u4e0a\u6e38\u8868\u7ed3\u6784\u53d1\u751f\u53d8\u66f4\u65f6\uff0c\u6e38\u5fc5\u987b\u540c\u6b65\u53bb\u66f4\u65b0\u8fd9\u4e2aSchema\u6587\u4ef6\u624d\u80fd\u5b8c\u6210\u6570\u636e\u7684\u89e3\u6790\uff0c\u8fd9\u4e2aSchema\u6587\u4ef6\u5bfc\u81f4\u4e0a\u4e0b\u6e38\u7cfb\u7edf\u5728\u6570\u636e\u5c42\u662f\u672a\u5b8c\u5168\u89e3\u8026\u7684\u72b6\u6001\uff1b\u5f53\u4e0a\u6e38\u7cfb\u7edf\u53d1\u751f\u53d8\u66f4\u65f6\uff0c\u4e0b\u6e38\u7cfb\u7edf\u9700\u8981\u5148\u57fa\u4e8e\u65e7\u7684Schema\u5b8c\u6210\u65e7\u6570\u636e\u7684\u6d88\u8d39\uff0c\u7136\u540e\u518d\u628a\u65b0\u7684Schema\u540c\u6b65\u8fc7\u6765\uff0c\u91cd\u542f\u670d\u52a1\u4f7f\u7528\u65b0\u7684Schema\u6d88\u8d39\u65b0\u7684\u6570\u636e\u3002<\/p>\n\n\n\n<p>\u603b\u7684\u6765\u8bf4\uff0c\u8fd9\u4e2a\u53d8\u66f4\u6d41\u7a0b\u6bd4\u8f83\u590d\u6742\uff0c\u4e14\u4e0b\u6e38\u5bf9\u4e0a\u6e38\u5b58\u5728\u4f9d\u8d56\uff0c\u5e76\u4e14\u5982\u679c\u4e0a\u6e38\u5728\u6295\u4ea7\u7684\u65f6\u5019\uff0c\u6ca1\u6709\u6765\u5f97\u53ca\u901a\u77e5\u4e0b\u6e38\uff0c\u5f53Schema\u53d8\u66f4\u4ee5\u540e\uff0c\u4e0b\u6e38\u7cfb\u7edf\u4f1a\u4f7f\u7528\u65e7\u7684Schema\u53bb\u89e3\u6790\u65b0\u7684\u6570\u636e\uff0c\u53ef\u80fd\u5c31\u4f1a\u5bfc\u81f4\u65e0\u6cd5\u9884\u77e5\u7684\u7a0b\u5e8f\u5b95\u673a\uff0c\u5f71\u54cd\u4e0b\u6e38\u670d\u52a1\u7684\u7a33\u5b9a\u8fd0\u884c\u3002<\/p>\n\n\n\n<p>\u4e3a\u89e3\u51b3\u8fd9\u4e00\u95ee\u9898\uff0c\u6211\u4eec\u5f15\u5165\u4e86Confluent\u7684Schema Registry\u6765\u5b9e\u73b0Schema\u7684\u89e3\u8026\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"1280\" height=\"720\" src=\"http:\/\/www.dama.org.cn\/wordpress\/wp-content\/uploads\/2023\/05\/139b0c82a36e70a567d1d25802c7efdf.jpg\" alt=\"\" class=\"wp-image-945\"\/><\/figure>\n\n\n\n<p>\u4e0a\u56fe\u5c55\u793a\u4e86\u5728\u5f15\u5165\u4e86Schema Registry\u540e\u7684\u6570\u636e\u6d41\u8f6c\u56fe\u3002<\/p>\n\n\n\n<p>\u6570\u636e\u7684\u6d41\u5411\u548c\u4e4b\u524d\u4e00\u6837\uff0c\u4e3b\u8981\u533a\u522b\u662f\uff1a\u5728OGG\u4fa7\u611f\u77e5\u5230\u6e90\u7aef\u7684\u8868\u7ed3\u6784\u53d8\u66f4\u65f6\uff0c\u4f1a\u4e3b\u52a8\u53bbSchema Registry\u6ce8\u518c\u65b0\u7684Schema\uff0c\u540c\u65f6\u5c06\u83b7\u53d6\u5230\u7684Schema ID\u548c\u6570\u636e\u4e00\u8d77\u5199\u5165Kafka\u3002\u4e0b\u6e38\u6d88\u8d39\u7cfb\u7edf\u4ece\u6d88\u606f\u4e2d\u83b7\u53d6\u65b0\u7684Schema ID\uff0c\u4e5f\u4f1a\u53bbSchema 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Registry\u9ad8\u53ef\u7528\u5b9e\u8df5<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"1280\" height=\"720\" src=\"http:\/\/www.dama.org.cn\/wordpress\/wp-content\/uploads\/2023\/05\/d87ba52b08d5233172fc55ae4b294638.jpg\" alt=\"\" class=\"wp-image-946\"\/><\/figure>\n\n\n\n<p>\u4e0a\u56fe\u53f3\u4fa7\u662fSchema Registry\u5355\u4e2a\u5b9e\u4f8b\u7684\u5185\u90e8\u5b9e\u73b0\u539f\u7406\u3002\u6700\u4e0a\u5c42\u662f\u63a5\u53e3\u5c42\uff0c\u5bf9\u5916\u63d0\u4f9bRestful\u5f62\u5f0f\u7684\u8bbf\u95ee\u63a5\u53e3\uff0c\u6ce8\u518c\u8bf7\u6c42\uff08\u5199\u8bf7\u6c42\uff09\u8fc7\u6765\u540e\uff0c\u4f1a\u57fa\u4e8e\u5185\u90e8\u7684store\u5c42\u5c06\u6570\u636e\u4ee5\u6d88\u606f\u7684\u5f62\u5f0f\u5199\u5165Kafka\u7684topic\u4e2d\uff0c\u4e5f\u5c31\u662f\u8bf4Schema 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class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"1280\" height=\"720\" src=\"http:\/\/www.dama.org.cn\/wordpress\/wp-content\/uploads\/2023\/05\/24b2e0d66c46d3e0f6dc9522814e8ab9.jpg\" alt=\"\" class=\"wp-image-947\"\/><\/figure>\n\n\n\n<p>\u5728\u6211\u4eec\u5185\u90e8\uff0c\u5b58\u5728\u8de8\u57df\u83b7\u53d6\u6570\u636e\u7684\u9700\u6c42\uff0c\u81ea\u7136\u5c31\u4f1a\u4ea7\u751f\u8de8\u57df\u83b7\u53d6Schema\u7684\u9700\u6c42\u3002<\/p>\n\n\n\n<p>\u4e0a\u56fe\u6709\u4e24\u4e2a\u57df\uff0c\u5de6\u8fb9\u662fDC A\uff0c\u53f3\u8fb9\u662fDC B\u3002\u5728A\u57df\u91cc\uff0c\u751f\u4ea7\u8005\u5c06\u76f8\u5173\u6570\u636e\u5199\u5165Kafka\u96c6\u7fa4\uff0c\u5c06Schema\u6ce8\u518c\u5230Schema 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Registry\u5b9e\u4f8b\uff0c\u7eff\u8272\u662fB\u57df\u3002\u6574\u4e2a\u96c6\u7fa4\u4f1a\u6709\u4e00\u4e2a\u4e3b\u8282\u70b9\uff0c\u901a\u8fc7\u53c2\u6570\u8bbe\u7f6e\u53ea\u80fd\u5728A\u57df\u4ea7\u751f\u3002\u540c\u65f6\uff0cSchema Registry\u5e95\u5c42\u7684\u5b58\u50a8\u4e5f\u4f7f\u7528A\u57df\u7684topic\uff08\u5373\u56fe\u4e2d\u7684_schemas\uff09\uff0c\u8fd9\u662f\u4e3a\u4e86\u4fdd\u8bc1\u6570\u636e\u6ca1\u6709\u8de8\u57df\u5199\u5165\uff0c\u5e76\u5c3d\u91cf\u907f\u514d\u56e0\u4e3a\u7f51\u7edc\u95ee\u9898\u5bfc\u81f4\u7684\u6570\u636e\u91cd\u590d\u6216\u4e22\u5931\u95ee\u9898\u3002<\/p>\n\n\n\n<p>\u5bf9\u4e8e\u5199\u8bf7\u6c42\uff0c\u90fd\u4f1a\u8f6c\u53d1\u7ed9\u4e3b\u8282\u70b9\u5b9e\u73b0\uff0c\u8fd9\u8981\u6c42B\u57df\u4e2d\u7684Schema Registry\u5b9e\u4f8b\u5f00\u901a\u548cA\u57df\u4e2d\u7684Schema Registry\u5b9e\u4f8b\u4e4b\u95f4\u7684\u7f51\u7edc\u5173\u7cfb\uff1b\u5bf9\u4e8e\u8bfb\u8bf7\u6c42\uff0c\u8282\u70b9\u8981\u7f13\u5b58Schema\u6570\u636e\uff0c\u9700\u8981\u548c\u5e95\u5c42\u7684\u5b58\u50a8\u901a\u4fe1\uff0c\u8fd9\u8981\u6c42B\u57df\u4e2d\u7684Schema Registry\u5b9e\u4f8b\u5f00\u901a\u548cA\u57df\u4e2d\u7684Kafka Broker\u8282\u70b9\u4e4b\u95f4\u7684\u7f51\u7edc\u5173\u7cfb\uff0c\u8bfb\u8bf7\u6c42\u662f\u589e\u91cf\u83b7\u53d6\uff0c\u8de8\u57df\u8bf7\u6c42\u5bf9\u7f51\u7edc\u6d41\u91cf\u7684\u5f71\u54cd\u4e5f\u4f1a\u6bd4\u8f83\u5c0f\u3002<\/p>\n\n\n\n<p>\u9488\u5bf9\u5355\u4e2a\u57df\u7684Kafka\u96c6\u7fa4\u6545\u969c\u6216\u673a\u623f\u6545\u969c\uff0c\u6570\u636e\u672c\u8eab\u7684\u5907\u4efd\u53ef\u4ee5\u901a\u8fc7\u540c\u6b65\u5de5\u5177\u5b8c\u6210\uff0c\u7531\u4e8eSchema Registry\u5e95\u5c42\u7684\u5b58\u50a8\u4e5f\u662f\u4e00\u4e2atopic\uff0c\u5b83\u7684\u6570\u636e\u4e5f\u53ef\u4ee5\u901a\u8fc7\u8fd9\u79cd\u65b9\u5f0f\u5907\u4efd\u3002\u5728\u4e3b\u8282\u70b9\u96c6\u7fa4\u51fa\u73b0\u95ee\u9898\u65f6\uff0c\u6211\u4eec\u53ef\u4ee5\u901a\u8fc7\u811a\u672c\u53bb\u5b9e\u73b0\u53c2\u6570\u7684\u4e00\u952e\u5207\u6362\uff0c\u4ece\u800c\u4fdd\u8bc1\u670d\u52a1\u7684\u53ef\u7528\u6027\u3002<\/p>\n\n\n\n<p>\u4ee5\u4e0a\u662f\u6574\u4e2aSchema Registry\u7684\u8de8\u57df\u707e\u5907\u65b9\u6848\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"1280\" height=\"720\" src=\"http:\/\/www.dama.org.cn\/wordpress\/wp-content\/uploads\/2023\/05\/f0e6703253a6860798b5d16b108c4f22.jpg\" alt=\"\" class=\"wp-image-948\"\/><\/figure>\n\n\n\n<p>\u6211\u4eec\u4f7f\u7528\u7684Schema Registry\u662fConfluent\u7684\u5f00\u6e90\u7248\u672c\uff0c\u5728\u5149\u5927\u94f6\u884c\u7684\u7cfb\u7edf\u6574\u5408\u8fc7\u7a0b\u4e2d\uff0c\u8fdb\u884c\u4e86\u4e00\u4e9b\u6539\u9020\uff0c\u4e3b\u8981\u5305\u62ec\u4e24\u4e2a\u65b9\u9762\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u5b89\u5168&amp;\u6743\u9650\uff1a<\/strong>\u8fd9\u662f\u5c06\u5f00\u6e90\u7cfb\u7edf\u96c6\u6210\u5230\u4f01\u4e1a\u5185\u90e8\u6240\u5fc5\u9700\u7684\u6539\u8fdb\u4e4b\u4e00\uff0c\u6240\u4ee5Schema Registry\u7684\u5b9e\u73b0\u5145\u5206\u8003\u8651\u5230\u8fd9\u70b9\uff0c\u4e3a\u4f7f\u7528\u8005\u63d0\u4f9b\u4e86\u6807\u51c6\u7684\u63d2\u4ef6\u63a5\u53e3\u3002\u6211\u4eec\u57fa\u4e8e\u8fd9\u4e2a\u63a5\u53e3\u5b9e\u73b0\u4e86\u4e00\u4e2aRBAC\u9274\u6743\u673a\u5236\uff0c\u786e\u4fdd\u670d\u52a1\u7684\u5b89\u5168\u6027\uff0c\u540c\u65f6\u8fd8\u589e\u52a0\u4e86\u5ba1\u8ba1\u65e5\u5fd7\uff0c\u4ee5\u4fbf\u8fdb\u884c\u7528\u6237\u8bf7\u6c42\u7684\u8ddf\u8e2a\u3002<\/li>\n<\/ul>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u8fd0\u7ef4\uff1a<\/strong>\u6211\u4eec\u5148\u5c06\u670d\u52a1\u4e0eKerberos\u6574\u5408\uff0c\u518d\u628a\u670d\u52a1\u7684\u5185\u90e8\u6307\u6807\u548c\u884c\u5185\u76d1\u63a7\u7cfb\u7edf\u8fdb\u884c\u4e86\u6253\u901a\u3002\u4e0a\u56fe\u662f\u6d4b\u8bd5\u73af\u5883\u7684\u793a\u4f8b\uff0c\u7531\u4e8eSchema Registry\u670d\u52a1\u672c\u8eab\u5bf9\u9ad8\u53ef\u7528\u6027\u8981\u6c42\u8f83\u9ad8\uff0c\u6211\u4eec\u5728\u76d1\u63a7\u548c\u62a5\u8b66\u65b9\u9762\u524d\u671f\u505a\u4e86\u5f88\u591a\u5de5\u4f5c\uff0c\u672a\u6765\u4e5f\u5c06\u4e0d\u65ad\u4f18\u5316\u3002<\/li>\n<\/ul>\n\n\n\n<p><strong>2\uff09SDK\u5c01\u88c5<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"1280\" height=\"720\" src=\"http:\/\/www.dama.org.cn\/wordpress\/wp-content\/uploads\/2023\/05\/fe1835f20b5eb6a6114bd43c9be95c71.jpg\" alt=\"\" class=\"wp-image-949\"\/><\/figure>\n\n\n\n<p>\u6211\u4eec\u5bf9Kafka\u5ba2\u6237\u7aef\u6240\u505a\u7684\u4e8c\u6b21\u5f00\u53d1\u505a\u4e86SDK\u5c01\u88c5\uff0c\u63d0\u4f9b\u7edf\u4e00\u7684\u5ba2\u6237\u7aef\u63a5\u53e3\uff0c\u89e3\u51b3\u4e86\u4ee5\u4e0b\u95ee\u9898\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u51cf\u5c11\u4e0d\u540c\u5ba2\u6237\u7aef\u7248\u672c\u5e26\u6765\u7684\u6027\u80fd\u5dee\u5f02\u548c\u7a33\u5b9a\u6027\u95ee\u9898\uff1b<\/li>\n\n\n\n<li>\u65b9\u4fbf\u5347\u7ea7\u7ba1\u7406\u3001\u707e\u5907\u5207\u6362\u7b49\uff1b<\/li>\n\n\n\n<li>\u66f4\u597d\u5730\u89c4\u8303\u5ba2\u6237\u7aef\u884c\u4e3a\uff0c\u589e\u5f3a\u5bf9\u5ba2\u6237\u7aef\u7684\u6570\u636e\u9762\u63a7\u5236\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u5728\u4e0a\u56fe\u53f3\u4fa7\uff0c\u6211\u4eec\u5c55\u793a\u4e86SDK\u5df2\u7ecf\u5b9e\u73b0\u53ca\u8ba1\u5212\u5b9e\u73b0\u7684\u7279\u6027\uff0c\u4e0b\u9762\u91cd\u70b9\u4ecb\u7ecd\u4e0b\u6d88\u8d39\u5b9a\u5236\u5316\u8fd9\u4e00\u7279\u6027\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"1280\" height=\"720\" src=\"http:\/\/www.dama.org.cn\/wordpress\/wp-content\/uploads\/2023\/05\/eb609ae46aa60b0a31092d911a300722.jpg\" alt=\"\" class=\"wp-image-950\"\/><\/figure>\n\n\n\n<p>\u5982\u56fe\u6240\u793a\uff0c\u5728\u6d88\u8d39\u5b9a\u5236\u5316\u7684\u4f7f\u7528\u573a\u666f\u4e2d\uff0c\u67d0\u4e2a\u751f\u4ea7\u8005\u5199\u5165\u7684\u67d0\u4e2a\u6570\u636e\uff0c\u5728\u4e0b\u6e38\u53ef\u80fd\u5e76\u4e0d\u662f\u5173\u5fc3\u7684\uff0c\u4ee5\u8ba2\u5355\u6570\u636e\u4e3a\u4f8b\uff0c\u6709\u4e9b\u4e1a\u52a1\u53ef\u80fd\u53ea\u5173\u5fc3\u8ba2\u5355\u7684\u6d41\u8f6c\u72b6\u6001\uff0c\u6709\u4e9b\u4e1a\u52a1\u53ea\u5173\u5fc3\u4e0b\u5355\u540e\u7684\u7269\u6d41\u4fe1\u606f\u3002\u56e0\u6b64\uff0c\u5728\u5927\u90e8\u5206\u60c5\u51b5\u4e0b\uff0c\u4e0b\u6e38\u6d88\u8d39\u6570\u636e\u53ea\u662f\u4e0a\u6e38\u5199\u5165\u6570\u636e\u7684\u4e00\u4e2a\u5b50\u96c6\uff0c\u4e0d\u540c\u7684\u6d88\u8d39\u8005\u5b50\u96c6\u4e5f\u53ef\u80fd\u4e0d\u540c\u3002<\/p>\n\n\n\n<p>\u57fa\u4e8e\u8fd9\u4e9b\u573a\u666f\uff0c\u6211\u4eec\u5b9e\u73b0\u4e86\u6d88\u8d39\u5b9a\u5236\u5316\u8ba2\u9605\u7684\u7279\u6027\uff0c\u5c06\u4e1a\u52a1\u771f\u6b63\u5173\u5fc3\u7684schema\u6258\u7ba1\u5230\u6211\u4eec\u81ea\u7814\u7684Schema Manager\u670d\u52a1\u4e2d\uff0c\u5728SDK\u6d88\u8d39\u65f6\uff0c\u53ef\u4ee5\u63d0\u4f9b\u7ed9\u4e0b\u6e38\u4e1a\u52a1\u771f\u6b63\u5173\u5fc3\u7684\u6570\u636e\uff0c\u4ece\u800c\u6ee1\u8db3\u4e0d\u540c\u6d88\u8d39\u8005\u7684\u4e0d\u540c\u6570\u636e\u9700\u6c42\u3002<\/p>\n\n\n\n<p>\u8be5\u7279\u6027\u7684\u5bf9\u5916\u66b4\u9732\u7531SDK\u5c01\u88c5\u5b9e\u73b0\uff0c\u5e95\u5c42\u4f9d\u8d56\u4e8eSchema Registry\u548cSchema Manager\uff0c\u5176\u4e2dSchema Registry\u5b9e\u73b0\u4e86\u7528\u4e8e\u4e2d\u5fc3\u5316\u6258\u7ba1\u548c\u5bf9\u5916\u670d\u52a1\u7684schema\u5199\u5165\uff0c\u800cSchema Manager\u5b9e\u73b0\u4e86\u7528\u6237\u81ea\u5b9a\u4e49schema\u7684\u4e2d\u5fc3\u5316\u6258\u7ba1\u548c\u5bf9\u5916\u670d\u52a1\uff0c\u5728SDK\u4fa7\uff0c\u6211\u4eec\u5b9e\u73b0\u4e86\u548c\u8fd9\u4e24\u4e2a\u670d\u52a1\u4e4b\u95f4\u7684\u4ea4\u4e92\uff0c\u53ca\u81ea\u5b9a\u4e49schema\u7684\u83b7\u53d6\uff0c\u5e76\u5b8c\u6210\u5e95\u5c42\u5f02\u5e38\u60c5\u51b5\u7684\u5904\u7406\u4ee5\u53ca\u6d88\u8d39\u6570\u636e\u7684\u62bd\u53d6\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"1280\" height=\"720\" src=\"http:\/\/www.dama.org.cn\/wordpress\/wp-content\/uploads\/2023\/05\/ba2e3f763a31ad02b537135663821783.jpg\" alt=\"\" class=\"wp-image-951\"\/><\/figure>\n\n\n\n<p>\u4e0a\u56fe\u5c55\u793a\u4e86\u6d88\u8d39\u5b9a\u5236\u5316\u7279\u6027\u7684\u5904\u7406\u6d41\u7a0b\uff0c\u5176\u6838\u5fc3\u5b9e\u73b0\u6709\u4e24\u4e2a\u65b9\u9762\uff1a<\/p>\n\n\n\n<p>\u4e00\u662f\u5b9e\u73b0\u4e86\u548cSchema Manager\u4e4b\u95f4\u4ea4\u4e92\u53ca\u5bb9\u9519\u7684\u80fd\u529b\uff0c\u5e76\u4e14\u63d0\u4f9b\u7ed9\u5ba2\u6237\u7aef\u8c03\u6574\u80fd\u529b\uff0c\u5b9e\u73b0\u4e86\u4e00\u5c42\u7f13\u5b58\u4ee5\u63d0\u9ad8\u6548\u7387\u3002\u5728\u672a\u6765\uff0c\u6211\u4eec\u5c06\u8003\u8651\u5728\u5ba2\u6237\u7aef\u4e2d\u5b9e\u73b0checkpoint\u673a\u5236\uff0c\u4ee5\u63d0\u9ad8\u53ef\u7528\u6027\u3002<\/p>\n\n\n\n<p>\u4e8c\u662f\u5b9e\u73b0\u4e86\u57fa\u4e8e\u8bfbschema\u89e3\u6790\u65f6\u7684\u517c\u5bb9\u6027\uff0c\u5bf9\u4e8e\u4e00\u4e9b\u5b57\u6bb5\u7684\u504f\u5dee\uff0c\u6211\u4eec\u53ef\u4ee5\u81ea\u52a8\u5904\u7406\uff0c\u5e76\u63d0\u4f9b\u7ed9\u4e1a\u52a1\u4e00\u4e9b\u5e38\u7528\u5339\u914d\u7b56\u7565\u7684\u914d\u7f6e\u3002<\/p>\n\n\n\n<p><strong>3\uff09\u53ef\u89c2\u6d4b\u6027&amp;\u53ef\u89c6\u5316<\/strong><\/p>\n\n\n\n<p>\u6700\u540e\u4ecb\u7ecd\u4e00\u4e9b\u6211\u4eec\u5728\u89c2\u6d4b\u6027\u548c\u53ef\u89c6\u5316\u65b9\u9762\u505a\u7684\u4e8b\u60c5\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"1280\" height=\"720\" src=\"http:\/\/www.dama.org.cn\/wordpress\/wp-content\/uploads\/2023\/05\/c0cdfb1cff6a945710dbc4c3f94a370b.jpg\" alt=\"\" class=\"wp-image-952\"\/><\/figure>\n\n\n\n<p>\u9996\u5148\uff0c\u6211\u4eec\u5bf9Kafka\u8fdb\u884c\u4e86\u5168\u9762\u7684\u76d1\u63a7\u3002\u4e4b\u524d\uff0c\u6211\u4eec\u53d1\u73b0\u57fa\u4e8eKafka\u7684\u673a\u5236\u7684\u4ea7\u54c1\u7aef\u76d1\u63a7\u7c92\u5ea6\u6bd4\u8f83\u4f4e\uff0c\u4e14\u7f3a\u5931\u5f88\u591a\u5173\u952e\u6307\u6807\uff0c\u5982Kafka\u670d\u52a1\u7aef\u7f51\u7edc\u8bf7\u6c42\u5904\u7406\u7ebf\u7a0b\u7684\u7e41\u5fd9\u7387\uff0c\u4e1a\u52a1\u4fa7\u6d88\u8d39\u5ef6\u8fdf\u7b49\u3002\u56e0\u6b64\uff0c\u6211\u4eec\u7ed3\u5408Kafka\u672c\u8eab\u7684\u6307\u6807\u4ee5\u53ca\u6211\u4eec\u5185\u90e8\u7684\u4e91\u539f\u751f\u76d1\u63a7\u4f53\u7cfb\uff0c\u5b9e\u73b0\u4e86\u66f4\u7ec6\u7c92\u5ea6\u7684\u76d1\u63a7\u62a5\u8b66\u65b9\u6848\uff0c\u4ee5\u66f4\u597d\u5730\u638c\u63e1Kafka\u7684\u72b6\u6001\u3002<\/p>\n\n\n\n<p>\u5176\u6b21\uff0c\u6211\u4eec\u8fd8\u5f00\u53d1\u4e86\u670d\u52a1\u63a7\u5236\u53f0\u3002\u524d\u9762\u6211\u4eec\u63d0\u5230\uff0c\u901a\u8fc7Schema 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