{"id":47004,"date":"2022-11-26T23:40:53","date_gmt":"2023-05-07T17:05:18","guid":{"rendered":"https:\/\/www.silicloud.com\/zh\/blog\/kinesis-data-analytics%e3%80%81emr-spark-streaming%e5%92%8clambda%e6%98%af%e7%94%a8%e4%ba%8e%e6%b5%81%e5%bc%8f%e5%a4%84%e7%90%86%e7%9a%84aws%e6%9c%8d%e5%8a%a1%ef%bc%8c%e5%85%b7%e6%9c%89%e4%bb%a5\/"},"modified":"2024-04-29T02:37:10","modified_gmt":"2024-04-28T18:37:10","slug":"kinesis-data-analytics%e3%80%81emr-spark-streaming%e5%92%8clambda%e6%98%af%e7%94%a8%e4%ba%8e%e6%b5%81%e5%bc%8f%e5%a4%84%e7%90%86%e7%9a%84aws%e6%9c%8d%e5%8a%a1%ef%bc%8c%e5%85%b7%e6%9c%89%e4%bb%a5","status":"publish","type":"post","link":"https:\/\/www.silicloud.com\/zh\/blog\/kinesis-data-analytics%e3%80%81emr-spark-streaming%e5%92%8clambda%e6%98%af%e7%94%a8%e4%ba%8e%e6%b5%81%e5%bc%8f%e5%a4%84%e7%90%86%e7%9a%84aws%e6%9c%8d%e5%8a%a1%ef%bc%8c%e5%85%b7%e6%9c%89%e4%bb%a5\/","title":{"rendered":"Kinesis Data Analytics\u3001EMR Spark Streaming\u548cLambda\u662f\u7528\u4e8e\u6d41\u5f0f\u5904\u7406\u7684AWS\u670d\u52a1\uff0c\u5177\u6709\u4ee5\u4e0b\u7279\u70b9\uff1a"},"content":{"rendered":"<p>\u4f5c\u8005\uff1a\u4f0a\u85e4\u96c5\u535a\uff0c\u65e5\u7acb\u88fd\u4f5c\u6240\u682a\u5f0f\u4f1a\u793e\u3002<\/p>\n<h1>\u9996\u5148<\/h1>\n<p>\u5728AWS\u4e0a\u5b9e\u73b0\u6d41\u5904\u7406\u7684\u670d\u52a1\u6709\u591a\u4e2a\u9009\u62e9\u3002\u672c\u6587\u5c06\u4ecb\u7ecdAWS\u63d0\u4f9b\u7684\u4e3b\u8981\u6d41\u5904\u7406\u670d\u52a1\u7684\u7279\u70b9\u3002<\/p>\n<p>\u6b64\u5916\uff0c\u672c\u7bc7\u5e16\u5b50\u7684\u5167\u5bb9\u662f\u6839\u64da2020\u5e74\u4e2d\u671f\u7684\u8abf\u67e5\u7d50\u679c\u9032\u884c\u4e86\u4e00\u4e9b\u66f4\u65b0\u3002\u7531\u65bcAWS\u7684\u670d\u52d9\u898f\u683c\u96a8\u6642\u66f4\u65b0\uff0c\u56e0\u6b64\u53ef\u80fd\u8207\u6700\u65b0\u898f\u683c\u4e0d\u540c\u3002\u8acb\u53c3\u8003AWS\u5b98\u65b9\u6587\u4ef6\u4ee5\u7372\u53d6\u6700\u65b0\u8cc7\u8a0a\u3002<\/p>\n<p>\u6295\u7a3f\u4e00\u89a7\uff1a<br \/>\n1. \u7528\u4e8e\u5904\u7406AWS\u6d41\u6570\u636e\u7684\u6d88\u606f\u4f20\u9012\u670d\u52a1<br \/>\n2. AWS\u6d41\u5904\u7406\u7684\u6d88\u606f\u4f20\u9012\u670d\u52a1\u7279\u70b9\uff0c\u5305\u62ecKDS\uff08Kinesis\uff09\u3001MSK\uff08Kafka\uff09\u548cSQS<br \/>\n3. AWS\u7684Kinesis Data Analytics\u3001EMR Spark Streaming\u548cLambda\u5b9e\u73b0\u6d41\u5904\u7406\u7684\u7279\u70b9\uff08\u672c\u6295\u7a3f\uff09<\/p>\n<h1>AWS \u7684\u6d41\u5904\u7406\u57fa\u672c\u67b6\u6784<\/h1>\n<p>\u4ee5\u4e0b\u7684\u56fe\u8868\u5c55\u793a\u4e86\u5728\u6784\u5efaAWS\u6d41\u5f0f\u5904\u7406\u7cfb\u7edf\u65f6\u5e38\u89c1\u7684\u670d\u52a1\u7ec4\u5408\u3002<\/p>\n<div><img decoding=\"async\" class=\"post-images\" title=\"\" src=\"https:\/\/cdn.silicloud.com\/blog-img\/blog\/img\/657d7c3b913a08637a69bada\/7-0.png\" alt=\"aws_streaming2.png\" \/><\/div>\n<p>\u4e00\u822c\u6765\u8bf4\uff0c\u5728AWS\u4e0a\u5b9e\u73b0\u6d41\u5904\u7406\u65f6\uff0c\u901a\u5e38\u4f1a\u5c06\u6d41\u6570\u636e\u901a\u8fc7\u8bf8\u5982KDS\u3001MSK\u3001SQS\u7b49\u6d88\u606f\u670d\u52a1\u8fdb\u884c\u961f\u5217\uff0c\u5e76\u8fdb\u884c\u6d41\u5904\u7406\u3002<\/p>\n<p>\u6709\u5173\u6d88\u606f\u670d\u52a1\u7684\u7279\u70b9\uff0c\u8bf7\u53c2\u8003\u4e4b\u524d\u53d1\u5e03\u7684\u5e16\u5b50\u300a\u5904\u7406\u6d41\u6570\u636e\u7684 AWS \u6d88\u606f\u670d\u52a1\u300b\u4ee5\u53ca\u300aAWS \u7528\u4e8e\u6d41\u5904\u7406\u7684\u6d88\u606f\u670d\u52a1 KDS\uff08Kinesis\uff09\u30fbMSK\uff08Kafka\uff09\u30fbSQS \u7684\u7279\u70b9\u300b\u3002<\/p>\n<h1>\u5728AWS\u4e0a\u7684\u6d41\u5904\u7406\u670d\u52a1<\/h1>\n<p>\u5728AWS\u4e2d\u6709\u4ee5\u4e0b\u51e0\u79cd\u4ee3\u8868\u6027\u7684\u6d41\u5904\u7406\u670d\u52a1\u3002<\/p>\n<ul class=\"post-ul\">\n<li style=\"list-style-type: none;\">\n<ul class=\"post-ul\">Amazon Kinesis Data Analytics (KDA)<\/ul>\n<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<ul class=\"post-ul\">\n<li style=\"list-style-type: none;\">\n<ul class=\"post-ul\">Amazon EMR \u306e Spark Streaming<\/ul>\n<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<ul class=\"post-ul\">AWS Lambda<\/ul>\n<p>\u6211\u4f1a\u5728\u4e0b\u9762\u7684\u8868\u683c\u4e2d\u5217\u51fa\u8fd9\u4e9b\u670d\u52a1\u7684\u7279\u70b9\u3002<\/p>\n<div><img decoding=\"async\" class=\"post-images\" title=\"\" src=\"https:\/\/cdn.silicloud.com\/blog-img\/blog\/img\/657d7c3b913a08637a69bada\/14-0.png\" alt=\"streaming_services.png\" \/><\/div>\n<p>\u8bf7\u53c2\u8003AWS\u5b98\u65b9\u6587\u6863\u4ee5\u4e86\u89e3\u5404\u9879\u670d\u52a1\u89c4\u683c\u7684\u6700\u65b0\u4fe1\u606f\u3002\u53e6\u5916\uff0c\u60a8\u53ef\u4ee5\u901a\u8fc7\u5728AWS\u4e0a\u7533\u8bf7\u63d0\u9ad8\u670d\u52a1\u914d\u989d\u7684\u65b9\u5f0f\uff0c\u6765\u63d0\u9ad8\u67d0\u4e9b\u9650\u5236\u503c\u3002<\/p>\n<h1>\u5404\u4e2a\u6d41\u5904\u7406\u670d\u52a1\u7684\u67b6\u6784<\/h1>\n<p>\u6211\u5c06\u4ecb\u7ecd\u5404\u9879\u670d\u52a1\u7684\u67b6\u6784\u3002<\/p>\n<h2>\u4e9a\u9a6c\u900a\u5343\u91cc\u773c\u6570\u636e\u5206\u6790\uff08KDA\uff09<\/h2>\n<p>KDA\u662f\u4e00\u4e2a\u57fa\u4e8eApache Flink\u7684\u7ba1\u7406\u670d\u52a1\uff0c\u5b83\u4eceKDS\u6216MSK\u83b7\u53d6\u8bb0\u5f55\u5e76\u8fdb\u884c\u8f6c\u6362\u5904\u7406\u3002\u5b83\u662f\u4e00\u4e2a\u5f00\u6e90\u7684\u5e76\u884c\u5206\u5e03\u5f0f\u5904\u7406\u6846\u67b6\uff0c\u53ef\u4ee5\u4f7f\u7528SQL\u6216Java\u8fdb\u884c\u6570\u636e\u8f6c\u6362\u5904\u7406\u3002<\/p>\n<p>\u901a\u5e38\u60c5\u51b5\u4e0b\uff0c\u5982\u679c\u8bb0\u5f55\u662f\u4ee5\u8868\u683c\u5f62\u5f0f\u5b58\u5728\u7684\u6570\u636e\u7ed3\u6784\uff08\u5982CSV \/ TSV \/ JSON\u7b49\uff09\uff0c\u5219\u5c06\u8f6c\u6362\u5904\u7406\u8fc7\u7a0b\u7f16\u5199\u4e3aSQL\uff1b\u800c\u5bf9\u4e8e\u5176\u4ed6\u60c5\u51b5\uff0c\u5c06\u4f7f\u7528Java\u521b\u5efa\u7528\u4e8e\u8f6c\u6362\u5904\u7406\u7684Flink\u5e94\u7528\u7a0b\u5e8f\u3002 \u5728KDA\u4e2d\uff0c\u8fd8\u53ef\u4ee5\u6267\u884c\u6d89\u53ca\u591a\u4e2a\u8bb0\u5f55\u7684\u9ad8\u7ea7\u5904\u7406\u3002\u4f8b\u5982\uff0c\u53ef\u4ee5\u8fdb\u884c\u7a97\u53e3\u805a\u5408\u8ba1\u7b97\uff0c\u8ba1\u7b97\u8fc7\u53bb3\u5206\u949f\u8bb0\u5f55\u7684\u5e73\u5747\u503c\u7b49\u3002<\/p>\n<p>\u53ef\u4ee5\u76f4\u63a5\u5c06\u7ecf\u8fc7\u8f6c\u6362\u5904\u7406\u7684\u6570\u636e\u4f20\u9001\u5230\u5176\u4ed6AWS\u670d\u52a1\uff08\u5982DynamoDB\u3001Elasticsearch\u3001S3\u3001Kinesis Data Streams\u548cKinesis Data Firehose\uff09\u4e2d\u3002<\/p>\n<div><img decoding=\"async\" class=\"post-images\" title=\"\" src=\"https:\/\/cdn.silicloud.com\/blog-img\/blog\/img\/657d7c3b913a08637a69bada\/22-0.png\" alt=\"kda01.png\" \/><\/div>\n<p>\u5728\u6027\u80fd\u8c03\u4f18\u65b9\u9762\uff0c\u60a8\u53ea\u9700\u6307\u5b9a\u5904\u7406\u7684\u5e76\u884c\u6570\uff0c\u56e0\u6b64\u53ef\u4ee5\u8f7b\u677e\u4f7f\u7528\u3002<\/p>\n<h2>\u4e9a\u9a6c\u900a EMR \u548c Spark Streaming<\/h2>\n<h3>Amazon EMR\u662f\u4e00\u79cd\u4e91\u8ba1\u7b97\u670d\u52a1\uff0c\u5b83\u63d0\u4f9b\u4e86\u4e00\u4e2a\u7b80\u4fbf\u7684\u65b9\u5f0f\u6765\u5904\u7406\u548c\u5206\u6790\u5927\u89c4\u6a21\u6570\u636e\u96c6\u3002<\/h3>\n<p>EMR\u662f\u4e00\u79cd\u7528\u4e8e\u5904\u7406\u548c\u5206\u6790\u5927\u91cf\u6570\u636e\u7684\u6258\u7ba1\u670d\u52a1\u3002\u5b83\u57fa\u4e8e\u5f00\u6e90\u7684Apache Hadoop\u548cApache Spark\uff0c\u4ee5\u53ca\u5176\u4ed620\u591a\u4e2a\u5f00\u6e90\u8f6f\u4ef6\u7ec4\u4ef6\u3002<\/p>\n<p>EMR\u901a\u8fc7\u5728\u591a\u4e2aAmazon EC2\u5b9e\u4f8b\u4e0a\u6784\u5efaEMR\u96c6\u7fa4\uff08Hadoop\u96c6\u7fa4\uff09\u6765\u5b9e\u73b0\u3002\u5728\u8be5EMR\u96c6\u7fa4\u4e0a\u53ef\u4ee5\u8fd0\u884c\u8bf8\u5982Spark\u7b49\u5e76\u884c\u5206\u5e03\u5f0f\u5904\u7406\u6846\u67b6\uff0c\u4ee5\u9ad8\u901f\u5904\u7406\u5927\u91cf\u6570\u636e\u3002EMR\u53ef\u4ee5\u901a\u8fc7\u6269\u5c55\u96c6\u7fa4\uff08\u6dfb\u52a0\u5b9e\u4f8b\uff09\u6765\u5b9e\u73b0\u6027\u80fd\u7684\u53ef\u6269\u5c55\u6027\u3002<\/p>\n<p>\u4ee5\u4e0b\u662fEMR\u96c6\u7fa4\u7684\u914d\u7f6e\u793a\u610f\u56fe\u3002<\/p>\n<div><img decoding=\"async\" class=\"post-images\" title=\"\" src=\"https:\/\/cdn.silicloud.com\/blog-img\/blog\/img\/657d7c3b913a08637a69bada\/29-0.png\" alt=\"emr01.png\" \/><\/div>\n<h3>Spark Streaming \u662f\u4ec0\u4e48\uff1f<\/h3>\n<p>Spark\u662f\u4e00\u4e2a\u57fa\u4e8e\u5185\u5b58\u7684\u5e76\u884c\u5206\u5e03\u5f0f\u5904\u7406\u6846\u67b6\uff0c\u4e3b\u8981\u7528\u4e8e\u6279\u5904\u7406\u3002Spark Streaming\u662fSpark\u7684\u7ec4\u4ef6\uff0c\u7528\u4e8e\u8fdb\u884c\u6d41\u5904\u7406\uff0c\u5e76\u63d0\u4f9b\u4e86\u4e0eKDS\u6216Kafka(MSK)\u8fde\u63a5\u7684\u63d2\u4ef6\u3002<\/p>\n<p>Spark Streaming\u7684\u6d41\u5904\u7406\u91c7\u7528\u4e86\u5fae\u6279\u5904\u7406\u65b9\u5f0f\u3002\u901a\u8fc7\u4ee5\u51e0\u79d2\u949f\u5230\u51e0\u5206\u949f\u4e3a\u95f4\u9694\u7684\u77ed\u65f6\u95f4\u5faa\u73af\u6279\u5904\u7406\uff0c\u5b9e\u73b0\u4e86\u8fd1\u5b9e\u65f6\u7684\u6570\u636e\u5904\u7406\u3002\u4e0eKDS\u7c7b\u4f3c\uff0cSpark Streaming\u4e5f\u80fd\u8fdb\u884c\u8de8\u591a\u4e2a\u8bb0\u5f55\u7684\u9ad8\u7ea7\u5904\u7406\u3002<\/p>\n<p>\u4f8b\u5982\uff0c\u5982\u679c\u6211\u4eec\u4ee5\u6bcf\u5206\u949f\u7684\u95f4\u9694\u8fd0\u884c\u5fae\u6279\u5904\u7406\uff0c\u5e76\u4e14\u5728\u7a97\u53e3\u64cd\u4f5c\u4e2d\u8ba1\u7b97\u6700\u8fd13\u5206\u949f\u6570\u636e\u7684\u5e73\u5747\u503c\uff0c\u90a3\u4e48\u6211\u4eec\u5c06\u4f7f\u7528\u6700\u8fd13\u6b21\u5fae\u6279\u5904\u7406\u7684\u6570\u636e\u3002\u6bcf\u6b21\u6267\u884c\u5fae\u6279\u5904\u7406\u65f6\uff0c\u8fd9\u4e2a3\u5206\u949f\u7684\u7a97\u53e3\u5c06\u4f1a\u6ed1\u52a8\u3002<\/p>\n<div><img decoding=\"async\" class=\"post-images\" title=\"\" src=\"https:\/\/cdn.silicloud.com\/blog-img\/blog\/img\/657d7c3b913a08637a69bada\/34-0.png\" alt=\"emr03.png\" \/><\/div>\n<h3>KDS\u4e0eSpark Streaming\u7684\u7ed3\u5408\u65b9\u5f0f<\/h3>\n<p>\u901a\u8fc7\u4f7f\u7528KDS\u63d2\u4ef6\uff0cSpark Streaming\u4eceKDS\u4e2d\u83b7\u53d6\u6570\u636e\u5e76\u8fdb\u884c\u6d41\u5904\u7406\u3002\u5728Spark Streaming\u5185\u90e8\uff0c\u4f7f\u7528Kinesis Client Library\uff08KCL\uff09\u4ee5Block\u95f4\u9694\uff081\u79d2\uff09\u83b7\u53d6\u6570\u636e\uff0c\u5e76\u5c06\u5176\u5728Batch\u95f4\u9694\uff08\u4f8b\u59825\u79d2\uff09\u5185\u8fdb\u884c\u6279\u91cf\u5904\u7406\u3002<\/p>\n<div><img decoding=\"async\" class=\"post-images\" title=\"\" src=\"https:\/\/cdn.silicloud.com\/blog-img\/blog\/img\/657d7c3b913a08637a69bada\/37-0.png\" alt=\"emr04.png\" \/><\/div>\n<ul class=\"post-ul\">\n<li style=\"list-style-type: none;\">\n<ul class=\"post-ul\">\u53c2\u8003URL:<\/ul>\n<\/li>\n<\/ul>\n<p>https:\/\/aws.amazon.com\/jp\/blogs\/big-data\/optimize-spark-streaming-to-efficiently-process-amazon-kinesis-streams\/<br \/>\nhttps:\/\/spark.apache.org\/docs\/latest\/streaming-kinesis-integration.html<\/p>\n<h3>MSK \u548c Spark Streaming \u7ed3\u5408\u4f7f\u7528<\/h3>\n<p>\u901a\u8fc7\u4f7f\u7528Kafka\u7684\u63d2\u4ef6\uff0cSpark Streaming\u4eceMSK\u83b7\u53d6\u6570\u636e\u5e76\u8fdb\u884c\u6d41\u5f0f\u5904\u7406\u3002\u5728Spark Streaming\u5185\u90e8\uff0c\u4f1a\u81ea\u52a8\u751f\u6210\u4e0eKafka\u7684Partition\u4e00\u5bf9\u4e00\u76f8\u5bf9\u5e94\u7684Spark\u4efb\u52a1\uff0c\u5e76\u4ee5Partition\u4e3a\u5355\u4f4d\u5e76\u884c\u8bfb\u53d6\u548c\u5904\u7406\u6570\u636e\u3002<\/p>\n<div><img decoding=\"async\" class=\"post-images\" title=\"\" src=\"https:\/\/cdn.silicloud.com\/blog-img\/blog\/img\/657d7c3b913a08637a69bada\/41-0.png\" alt=\"emr05.png\" \/><\/div>\n<p>\u5728KDS\u7684\u60c5\u51b5\u4e0b\uff0c\u9996\u5148Receiver\u83b7\u53d6\u6570\u636e\u5e76\u4e14\u6682\u65f6\u5b58\u50a8\uff0c\u7136\u540e\u7531Spark\u4efb\u52a1\u96c6\u4e2d\u5904\u7406\u3002\u4f46\u662f\u5728MSK\u7684\u60c5\u51b5\u4e0b\uff0cSpark\u4efb\u52a1\u76f4\u63a5\u83b7\u53d6\u5e76\u5904\u7406\u6570\u636e\u3002\u56e0\u6b64\uff0c\u4f7f\u7528Spark Streaming\u65f6\uff0c\u53ef\u4ee5\u8bf4\u4eceMSK\u83b7\u53d6\u6570\u636e\u6bd4\u4eceKDS\u83b7\u53d6\u6570\u636e\u66f4\u80fd\u9ad8\u6548\u5730\u5904\u7406\u6570\u636e\uff0c\u800c\u4e14\u6ca1\u6709\u989d\u5916\u7684\u5f00\u9500\u3002<\/p>\n<p>\u8bf7\u53c2\u8003\u4ee5\u4e0b\u7f51\u5740\uff1ahttps:\/\/spark.apache.org\/docs\/latest\/streaming-kafka-0-10-integration.html<\/p>\n<h2>AWS Lambda \u53ef\u4ee5\u7528\u4e2d\u6587\u6765\u89e3\u91ca\u4e3a &#8220;\u4e9a\u9a6c\u900a\u4e91\u670d\u52a1 Lambda&#8221;<\/h2>\n<h3>\u901a\u8fc7Lambda\u5b9e\u73b0\u7684\u4e8b\u4ef6\u9a71\u52a8\u5904\u7406<\/h3>\n<p>Lambda\u662f\u4e00\u9879\u65e0\u670d\u52a1\u5668\u670d\u52a1\uff0c\u53ef\u4ee5\u7528\u4e8e\u6267\u884c\u4efb\u610f\u5904\u7406\u4ee3\u7801\u3002\u4e0eAmazon 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MB\u81f310,240 MB\u8303\u56f4\u5185\uff08\u4ee51 MB\u4e3a\u5355\u4f4d\uff09\u8fdb\u884c\u9009\u62e9\u3002<\/p>\n<p>\u5982\u679c\u6307\u5b9a\u4e86256 MB\u7684\u5185\u5b58\uff0c\u90a3\u4e48CPU\u7684\u5904\u7406\u80fd\u529b\u5c06\u662f\u6307\u5b9a128 MB\u5185\u5b58\u7684\u7ea62\u500d\u3002\u5982\u679c\u6307\u5b9a\u4e861,769 MB\u5185\u5b58\uff0c\u5219\u76f8\u5f53\u4e8e\u5206\u914d\u7ed91\u4e2avCPU\uff08Amazon EC2\u5b9e\u4f8b\u76841\u4e2avCPU\u4fe1\u7528\uff09\u7684CPU\u5904\u7406\u80fd\u529b\u3002\u5982\u679c\u589e\u52a0\u5185\u5b58\u5206\u914d\u91cf\uff0c\u5c06\u4f1a\u5206\u914d\u7b2c\u4e8c\u4e2a\u53ca\u4ee5\u540e\u7684vCPU\uff0c\u4f46\u5bf9\u4e8e\u5355\u7ebf\u7a0b\u5904\u7406\uff0c\u6027\u80fd\u4e0d\u4f1a\u63d0\u9ad8\uff0c\u56e0\u6b64\u9700\u8981\u6ce8\u610f\u3002<\/p>\n<p>\u53c2\u8003\u94fe\u63a5: https:\/\/docs.aws.amazon.com\/ja_jp\/lambda\/latest\/dg\/resource-model.html<\/p>\n<h3>KDS\/MSK\u548cLambda\u7684\u7ec4\u5408<\/h3>\n<p>\u53ef\u4ee5\u901a\u8fc7\u5411KDS\u7684Stream\u6216MSK\u7684Topic\u5199\u5165\u5185\u5bb9\u6765\u89e6\u53d1Lambda\u51fd\u6570\u7684\u542f\u52a8\uff0c\u5e76\u5bf9\u6570\u636e\u8fdb\u884c\u8f6c\u6362\u5904\u7406\u3002\u8fd9\u6837\u53ef\u4ee5\u5b9e\u73b0\u4e8b\u4ef6\u9a71\u52a8\u7684\u5904\u7406\u3002\u89e6\u53d1\u5668\u4e0d\u4ec5\u9650\u4e8e\u5199\u5165Stream\/Topic\u65f6\uff0c\u8fd8\u53ef\u4ee5\u6307\u5b9a\u5b9a\u671f\u6267\u884c\u7684\u95f4\u9694\u3002\u5728\u8fd9\u79cd\u60c5\u51b5\u4e0b\uff0c\u53ef\u4ee5\u5c06\u591a\u4e2a\u8bb0\u5f55\u5408\u5e76\u5728\u4e00\u8d77\u8fdb\u884c\u6279\u5904\u7406\u3002<\/p>\n<p>\u5728\u521d\u59cb\u8bbe\u7f6e\u4e2d\uff0c\u4f7f\u7528\u4e00\u4e2aLambda\u51fd\u6570\u5e76\u884c\u5904\u74061\u4e2aShard\u62161\u4e2aPartition\u3002\u5728KDS\u7684\u60c5\u51b5\u4e0b\uff0c\u8fd8\u53ef\u4ee5\u4f7f\u7528\u6700\u591a10\u4e2aLambda\u51fd\u6570\u5e76\u884c\u5904\u74061\u4e2aShard\uff08\u6307\u5b9aParallelization Factor\uff09\u3002<\/p>\n<div><img decoding=\"async\" class=\"post-images\" title=\"\" src=\"https:\/\/cdn.silicloud.com\/blog-img\/blog\/img\/657d7c3b913a08637a69bada\/55-0.png\" alt=\"lambda01.png\" \/><\/div>\n<p>\u5373\u4f7f\u5728\u591a\u4e2aLambda\u51fd\u6570\u4e2d\u5e76\u884c\u5904\u7406Shard\u65f6\uff0c\u5177\u6709\u76f8\u540cPartition Key\u7684\u8bb0\u5f55\u4e5f\u5c06\u7531\u540c\u4e00\u4e2aLambda\u51fd\u6570\u8fdb\u884c\u5904\u7406\uff0c\u8fd9\u6837\u53ef\u4ee5\u4fdd\u8bc1\u6bcf\u4e2aPartition Key\u7684\u5904\u7406\u987a\u5e8f\u3002<\/p>\n<div><img decoding=\"async\" class=\"post-images\" title=\"\" src=\"https:\/\/cdn.silicloud.com\/blog-img\/blog\/img\/657d7c3b913a08637a69bada\/57-0.png\" alt=\"lambda02.png\" \/><\/div>\n<p>\u53c2\u8003\u7f51\u5740\uff1ahttps:\/\/aws.amazon.com\/blogs\/compute\/new-aws-lambda-scaling-controls-for-kinesis-and-dynamodb-event-sources\/<\/p>\n<h3>SQS\u548cLambda\u7684\u7ec4\u5408<\/h3>\n<p>\u53ef\u4ee5\u901a\u8fc7\u5411SQS\u5199\u5165\u6d88\u606f\u6765\u89e6\u53d1Lambda\u51fd\u6570\uff0c\u5e76\u5bf9\u6570\u636e\u8fdb\u884c\u8f6c\u6362\u5904\u7406\u3002\u8fd9\u4e2a\u89e6\u53d1\u5668\u540c\u65f6\u652f\u6301\u6807\u51c6\u961f\u5217\u548cFIFO\u961f\u5217\u3002\u53e6\u5916\uff0cLambda\u51fd\u6570\u80fd\u591f\u81ea\u52a8\u4ece\u961f\u5217\u4e2d\u5220\u9664\u5df2\u7ecf\u6210\u529f\u5904\u7406\u7684\u6d88\u606f\u3002<\/p>\n<p>\u5728\u6807\u51c6\u961f\u5217\u7684\u60c5\u51b5\u4e0b\uff0cLambda\u51fd\u6570\u7684\u5e76\u884c\u542f\u52a8\u6570\u91cf\u5c06\u81ea\u52a8\u6269\u5c55\u3002Lambda\u51fd\u6570\u7684\u542f\u52a8\u6570\u91cf\u4ece5\u4e2a\u5f00\u59cb\uff0c\u5e76\u4e14\u6bcf\u5206\u949f\u6700\u591a\u589e\u52a060\u4e2a\uff0c\u6700\u591a\u53ef\u6269\u5c55\u52301,000\u4e2a\u3002<\/p>\n<div><img decoding=\"async\" class=\"post-images\" title=\"\" src=\"https:\/\/cdn.silicloud.com\/blog-img\/blog\/img\/657d7c3b913a08637a69bada\/62-0.png\" alt=\"lambda03.png\" \/><\/div>\n<h1>KDA\u3001EMR\u3001Lambda\u5728\u6d41\u5f0f\u5904\u7406\u4e2d\u7684\u7279\u70b9\u3002<\/h1>\n<p>\u4ee5\u4e0b\u662f\u6709\u5173\u6d41\u5904\u7406\u4e2dKDA\u3001EMR\u548cLambda\u7684\u4f18\u70b9\u548c\u6ce8\u610f\u4e8b\u9879\u3002<\/p>\n<p>\u8bf7\u6ce8\u610f\uff0c\u8fd9\u662f\u4eba\u5de5\u667a\u80fd\u751f\u6210\u7684\u4e2d\u6587\u7ffb\u8bd1\uff0c\u53ef\u80fd\u4e0d\u51c6\u786e\u3002<\/p>\n<h2>\u4e9a\u9a6c\u900aKinesis\u6570\u636e\u5206\u6790\uff08KDA\uff09<\/h2>\n<ul class=\"post-ul\">\n<li style=\"list-style-type: none;\">\n<ul class=\"post-ul\">\u30e1\u30ea\u30c3\u30c8\uff1a<\/ul>\n<\/li>\n<\/ul>\n<p>Java\u3068SQL\u306b\u3088\u308b\u30c7\u30fc\u30bf\u5909\u63db\u51e6\u7406\u304c\u53ef\u80fd<br \/>\n\u8907\u6570Record\u306b\u307e\u305f\u304c\u308b\u9ad8\u5ea6\u306a\u51e6\u7406\uff08\u30a6\u30a3\u30f3\u30c9\u30a6\u96c6\u8a08\u306a\u3069\uff09\u304c\u53ef\u80fd<\/p>\n<p>\u6ce8\u610f\u70b9\uff1a<\/p>\n<p>Flink\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u958b\u767a\u65b9\u6cd5\u306e\u5b66\u7fd2\u304c\u5fc5\u8981<\/p>\n<h2>\u4e9a\u9a6c\u900a EMR \u4e0a\u7684 Spark Streaming<\/h2>\n<ul class=\"post-ul\">\n<li style=\"list-style-type: none;\">\n<ul class=\"post-ul\">\u30e1\u30ea\u30c3\u30c8\uff1a<\/ul>\n<\/li>\n<\/ul>\n<p>Java\u3001Scala\u3001Python\u304a\u3088\u3073SQL\u306b\u3088\u308b\u30c7\u30fc\u30bf\u5909\u63db\u51e6\u7406\u304c\u53ef\u80fd<br \/>\n\u8907\u6570Record\u306b\u307e\u305f\u304c\u308b\u9ad8\u5ea6\u306a\u51e6\u7406\uff08\u30a6\u30a3\u30f3\u30c9\u30a6\u96c6\u8a08\u306a\u3069\uff09\u304c\u53ef\u80fd<br \/>\nMSK\u3068\u306e\u7d44\u307f\u5408\u308f\u305b\u3067\u306f\u82e5\u5e72\u30aa\u30fc\u30d0\u30fc\u30d8\u30c3\u30c9\u304c\u5c11\u306a\u3044<\/p>\n<p>\u6ce8\u610f\u70b9\uff1a<\/p>\n<p>Spark\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u958b\u767a\u65b9\u6cd5\u306e\u5b66\u7fd2\u304c\u5fc5\u8981<br \/>\n\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u53f0\u6570\u306a\u3069\u3092\u610f\u8b58\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u3001\u5b9f\u884c\u6642\u306e\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u306fKDA\u3088\u308a\u82e5\u5e72\u8907\u96d1<\/p>\n<h2>\u4e9a\u9a6c\u900a Lambda<\/h2>\n<ul class=\"post-ul\">\n<li style=\"list-style-type: none;\">\n<ul class=\"post-ul\">\u30e1\u30ea\u30c3\u30c8\uff1a<\/ul>\n<\/li>\n<\/ul>\n<p>\u51e6\u7406\u30b3\u30fc\u30c9\u3092\u30c7\u30d7\u30ed\u30a4\u3059\u308b\u3060\u3051\u3067\u7c21\u5358\u306b\u5229\u7528\u53ef\u80fd<br \/>\n\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u9805\u76ee\u306f\u30e1\u30e2\u30ea\u91cf\u3060\u3051\u306a\u306e\u3067\u5358\u7d14<br \/>\n\u30b5\u30fc\u30d0\u30ec\u30b9\u3067\u5e38\u6642\u7a3c\u50cd\u3059\u308b\u5fc5\u8981\u304c\u306a\u3044\u305f\u3081\u3001\u30b3\u30b9\u30c8\u3092\u6291\u3048\u3084\u3059\u3044<\/p>\n<p>\u6ce8\u610f\u70b9\uff1a<\/p>\n<p>\u8907\u6570Record\u306b\u307e\u305f\u304c\u308b\u9ad8\u5ea6\u306a\u51e6\u7406\uff08\u30a6\u30a3\u30f3\u30c9\u30a6\u96c6\u8a08\u306a\u3069\uff09\u306f\u3067\u304d\u306a\u3044<\/p>\n<h1>\u6700\u540e<\/h1>\n<p>\u672c\u6587\u4ecb\u7ecd\u4e86AWS\u63d0\u4f9b\u7684\u6d41\u5904\u7406\u670d\u52a1\u7684\u7279\u70b9\u3002\u901a\u8fc7\u5c06\u9002\u5f53\u7684\u6d88\u606f\u4f20\u9012\u670d\u52a1\u548c\u6d41\u5904\u7406\u670d\u52a1\u7ed3\u5408\u8d77\u6765\uff0c\u53ef\u4ee5\u5b9e\u73b0\u9ad8\u6548\u7684\u6d41\u5904\u7406\uff0c\u4ee5\u6ee1\u8db3\u4e0d\u540c\u7684\u5e94\u7528\u573a\u666f\u3002<\/p>\n<p>\u5982\u679c\u672c\u6295\u7a3f\u80fd\u6210\u4e3a\u5728AWS\u4e0a\u6784\u5efa\u6d41\u5904\u7406\u7cfb\u7edf\u7684\u53c2\u8003\uff0c\u6211\u5c06\u611f\u5230\u975e\u5e38\u5e78\u8fd0\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u4f5c\u8005\uff1a\u4f0a\u85e4\u96c5\u535a\uff0c\u65e5\u7acb\u88fd\u4f5c\u6240\u682a\u5f0f\u4f1a\u793e\u3002 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