{"id":46970,"date":"2023-12-24T04:26:20","date_gmt":"2023-06-24T10:37:22","guid":{"rendered":"https:\/\/www.silicloud.com\/zh\/blog\/%e5%88%86%e6%95%a3%e6%b5%81%e5%bc%8f%e5%a4%84%e7%90%86%e5%bc%95%e6%93%8e%e7%9a%84%e5%90%84%e7%a7%8d%e5%8a%9f%e8%83%bd\/"},"modified":"2024-05-04T15:07:45","modified_gmt":"2024-05-04T07:07:45","slug":"%e5%88%86%e6%95%a3%e6%b5%81%e5%bc%8f%e5%a4%84%e7%90%86%e5%bc%95%e6%93%8e%e7%9a%84%e5%90%84%e7%a7%8d%e5%8a%9f%e8%83%bd","status":"publish","type":"post","link":"https:\/\/www.silicloud.com\/zh\/blog\/%e5%88%86%e6%95%a3%e6%b5%81%e5%bc%8f%e5%a4%84%e7%90%86%e5%bc%95%e6%93%8e%e7%9a%84%e5%90%84%e7%a7%8d%e5%8a%9f%e8%83%bd\/","title":{"rendered":"\u5206\u6563\u6d41\u5f0f\u5904\u7406\u5f15\u64ce\u7684\u5404\u79cd\u529f\u80fd"},"content":{"rendered":"<h1>\u5206\u4f48\u5f0f\u6d41\u8655\u7406\u5f15\u64ce\u7684\u6642\u4ee3\u4e2d\uff0c\u5404\u5bb6\u722d\u96c4\u3002<\/h1>\n<p>\u6709\u4e86\u8d8a\u6765\u8d8a\u591a\u7684\u5206\u5e03\u5f0f\u5e73\u53f0\u6765\u5b9e\u73b0\u6d41\u5904\u7406\u3002\u6211\u4eec\u4e0d\u80fd\u4e00\u6982\u800c\u8bba\u4ec0\u4e48\u662f\u597d\u7684\u6216\u574f\u7684\uff0c\u8fd9\u53d6\u51b3\u4e8e\u5bf9\u5e73\u53f0\u7684\u9700\u6c42\u548c\u76f8\u5173\u751f\u6001\u7cfb\u7edf\u7684\u5f71\u54cd\u3002\u7136\u800c\uff0cApache\u63d0\u4f9b\u7684\u5f00\u6e90\u8f6f\u4ef6\u6db5\u76d6\u4e86\u4e00\u4e9b\u4fe1\u606f\uff0c\u6211\u60f3\u6574\u7406\u4e00\u4e0b\u5173\u952e\u70b9\u3002<\/p>\n<p>Apache\u6d41\u5a92\u4f53\u6280\u672f\u6982\u89c8<\/p>\n<div><img decoding=\"async\" class=\"post-images\" title=\"\" src=\"https:\/\/cdn.silicloud.com\/blog-img\/blog\/img\/657d7c20913a08637a69b4f3\/3-0.png\" alt=\"apache-streaming-technologies3.png\" \/><\/div>\n<h1>\u7279\u6b8a\u624d\u80fd<\/h1>\n<p>\u5c3d\u7ba1\u88ab\u79f0\u4e3a\u6d41\u5904\u7406\uff0c\u4f46\u7531\u4e8e\u6d89\u53ca\u4e0d\u540c\u7684\u5b9a\u4f4d\uff0c\u56e0\u6b64\u6211\u4eec\u9700\u8981\u5bf9\u5176\u8fdb\u884c\u5206\u7c7b\u5e76\u68b3\u7406\u5176\u7279\u70b9\u3002<\/p>\n<h2>\u6570\u636e\u6536\u96c6\u7cfb\u7edf (sh\u00f9 j\u00ed x\u00ec<\/h2>\n<p>\u6536\u96c6\u65e5\u5fd7\u548c\u4e8b\u4ef6\u7684\u7c7b\u578b\u3002<\/p>\n<p>Flume<\/p>\n<p>\u5206\u6563\u30c7\u30fc\u30bf\u53ce\u96c6\u306e\u5143\u7956\u7684\u306a\u30d7\u30ed\u30c0\u30af\u30c8\u3002Fluentd\u3068\u8fd1\u3044\u5185\u5bb9\u3002<br \/>\nHadoop\u30a8\u30b3\u30b7\u30b9\u30c6\u30e0\u3068\u3057\u3066\u767b\u5834\u3057\u305f\u304c\u3001\u6700\u8fd1\u306f\u3001\u3042\u307e\u308a\u805e\u304b\u306a\u3044\u3002<\/p>\n<p>Kafka Streams<\/p>\n<p>\u5143\u3005\u3001LinkedIn\u304c\u958b\u767a\u3057\u305f\u30e1\u30c3\u30bb\u30fc\u30b8\u30f3\u30b0\u30b7\u30b9\u30c6\u30e0\u3002Pub-Sub\u578b\u306e\u30e1\u30c3\u30bb\u30fc\u30b8\u30f3\u30b0\u3092\u30b5\u30dd\u30fc\u30c8\u3059\u308b\u304c\u3001\u30ad\u30e5\u30fc\u3068\u3057\u3066\u306e\u6a5f\u80fd\u3082\u6301\u3064\u3002<br \/>\n\u9ad8\u901f\u3001\u304b\u3064\u3001\u8010\u969c\u5bb3\u6027\u306b\u5f37\u304f\u3001\u52d5\u7684\u306a\u30b9\u30b1\u30fc\u30eb\u30a2\u30a6\u30c8\u3082\u53ef\u80fd\u3002<\/p>\n<h2>\u6570\u636e\u6d41ETL\uff08\u63d0\u53d6\/\u8f6c\u6362\/\u52a0\u8f7d\uff09\u7cfb\u7edf<\/h2>\n<p>\u5bf9\u4e8e\u4e8b\u4ef6\u6570\u636e\u8fdb\u884c\u5b9e\u65f6\u5904\u7406\u7684\u7c7b\u578b\u3002<\/p>\n<p>Nifi<\/p>\n<p>\u7c73\u56fd\u5bb6\u5b89\u5168\u4fdd\u969c\u5c40\uff08NSA\uff09\u304cOSS\u3068\u3057\u3066\u516c\u958b\u3002<br \/>\nWebUI\u3067\u3001\u30c7\u30fc\u30bf\u30d5\u30ed\u30fc\u3092\u5b9a\u7fa9\u53ef\u80fd\u3067\u3001\u4fe1\u983c\u6027\u3068\u6027\u80fd\u306e\u30c8\u30ec\u30fc\u30c9\u30aa\u30d5\u3001\u52d5\u7684\u306a\u5909\u66f4\u306a\u3069\u304c\u53ef\u80fd\u3002<br \/>\n\u53cc\u65b9\u5411\u306e\u30d5\u30ed\u30fc\u304c\u53ef\u80fd\u3002<\/p>\n<h2>\u6d41\u5f0f\u5904\u7406\u7cfb\u7edf<\/h2>\n<p>\u4e00\u79cd\u80fd\u591f\u8fdb\u884c\u901a\u7528\u6d41\u5904\u7406\u7684\u7c7b\u578b\u3002<\/p>\n<p>Storm<\/p>\n<p>Twitter\u793e\u304c\u516c\u958b\u3057\u305fOSS\u3002\u5206\u6563\u30b9\u30c8\u30ea\u30fc\u30e0\u51e6\u7406\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u306e\u706b\u4ed8\u3051\u5f79\u7684\u306a\u5b58\u5728\u3002<br \/>\n\u5927\u898f\u6a21\u306a\u6d3b\u7528\u4e8b\u4f8b\u3082\u591a\u3044\u3002Yahoo\u3084Spotify\u306e\u4ed6\u3001Salesforce\u306eIoT\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3067\u3042\u308bThunder\u3067\u3082\u5229\u7528\u3055\u308c\u3048\u3066\u3044\u308b\u3002Hortonworks\u3001Microsoft Azure\u306a\u3069\u3067\u3082\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3068\u3057\u3066\u5229\u7528\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u3063\u3066\u3044\u308b\u3002<br \/>\nSingle\u30a4\u30d9\u30f3\u30c8\u3068\u3057\u3066\u51e6\u7406\u3059\u308bSpout\uff0fBolt\u69cb\u6210\u306e Storm Core \u3068\u3001Micro-batch\u3068\u3057\u3066\u52d5\u4f5c\u3059\u308b Storm Trident \u306e\u30bf\u30a4\u30d7\u304c\u3042\u308b\u3002<br \/>\nStorm Core \u306f At Least Once\u3001Storm Trident \u306f Exactly Once\u3002<\/p>\n<p>Spark Streaming<\/p>\n<p>Spark\u306e\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u51e6\u7406\u30a8\u30f3\u30b8\u30f3\u3002Hadoop\u304c\uff08\u30d0\u30c3\u30c1\u51e6\u7406\u306e\uff09Spark\u3068\u9023\u643a\u3059\u308b\u3053\u3068\u304c\u5897\u3048\u3066\u3044\u308b\u305f\u3081\u3001Hadoop\u30d5\u30a1\u30df\u30ea\u3068\u3057\u3066\u306e\u5229\u7528\u4f8b\u304c\u5897\u3048\u3066\u3044\u308b\u3002<br \/>\nMicro-batch\u3068\u3057\u3066\u52d5\u4f5c\u3059\u308b\u3002Exactly Once \u306b\u5bfe\u5fdc\u3057\u3066\u3044\u308b\u3068\u3042\u308b\u304c\u3001\u8010\u969c\u5bb3\u6027\u3092\u8003\u616e\u3059\u308b\u3068 At Least Once\u3002<br \/>\nStorm\u3068\u6bd4\u8f03\u3055\u308c\u308b\u3053\u3068\u304c\u591a\u304b\u3063\u305f\u304c\u3001\u6700\u8fd1\u3067\u306f\u3001\u7af6\u5408\u3068\u306a\u308b\u306e\u306fFlink\u3060\u3068\u601d\u3063\u3066\u3044\u308b\u3002<\/p>\n<p>Apex<\/p>\n<p>DataTorrent\u793e\u304c\u516c\u958b\u3057\u305fOSS\u3002<br \/>\nYARN\u30d9\u30fc\u30b9\u3067\u3001Hadoop\u3068\u9023\u643a\u3059\u308b\u3002<br \/>\nExactly Once\u3002<\/p>\n<p>Samza<\/p>\n<p>Kafka\u3068\u540c\u69d8\u3001LinkedIn\u3067\u958b\u767a\u3055\u308c\u305f\u3002\u305d\u306e\u305f\u3081\u3001Kafka\u3068\u306e\u7d71\u5408\u304c\u5bb9\u6613\u3002<\/p>\n<p>Flink<\/p>\n<p>\u8010\u969c\u5bb3\u6027\u306b\u512a\u308c\u3066\u304a\u308a\u3001\u30c0\u30a6\u30f3\u3057\u3066\u3082\u81ea\u52d5\u3067\u5fa9\u65e7\u3057\u3001\u51e6\u7406\u3092\u7d99\u7d9a\u3059\u308b\u3053\u3068\u304c\u53ef\u80fd\u3002<br \/>\n\u30b9\u30c8\u30ea\u30fc\u30e0\u51e6\u7406\u3060\u3051\u3067\u306a\u304f\u3001\u30d0\u30c3\u30c1\u51e6\u7406\u3092\u30b5\u30dd\u30fc\u30c8\u3057\u3066\u3044\u305f\u308a\u3001\u6a5f\u68b0\u5b66\u7fd2\u306e\u30e9\u30a4\u30d6\u30e9\u30ea\u3082\u5b58\u5728\u3059\u308b\u3002<br \/>\nExactly Once\u3002<\/p>\n<p>Ignite<\/p>\n<p>\u30a4\u30f3\u30e1\u30e2\u30ea\u30fb\u30c7\u30fc\u30bf\u30b0\u30ea\u30c3\u30c9\u3068\u3057\u3066\u306e\u7279\u6027\u3092\u3082\u3064\u3002Spark\u306a\u3069\u3068\u3082\u9023\u643a\u53ef\u80fd\u3002<br \/>\nScan\u30af\u30a8\u30ea\u3001SQL\u30af\u30a8\u30ea\u3001\u30c6\u30ad\u30b9\u30c8\u30af\u30a8\u30ea\u306a\u3069\u3001\u591a\u5f69\u306a\u30af\u30a8\u30ea\u306b\u5bfe\u5fdc\u3059\u308b\u3002<br \/>\nAt Least Once\u3002<\/p>\n<p>Gearpump<\/p>\n<p>\u9ad8\u30b9\u30eb\u30fc\u30d7\u30c3\u30c8\u3001\u4f4e\u30ec\u30a4\u30c6\u30f3\u30b7\u3092\u610f\u8b58\u3002<br \/>\nStorm\u3084Samza\u3068\u4e92\u63db\u6027\u3092\u6301\u3064\u3002<br \/>\nAt Least Once\u3001Exactly Once\u306e\u4e21\u65b9\u306b\u5bfe\u5fdc\u53ef\u3002<\/p>\n<p>Beam<\/p>\n<p>Google Cloud Dataflow \u306e\u30e2\u30c7\u30eb\u3092OSS\u5316\u3057\u305f\u3082\u306e\u3002\u30b9\u30c8\u30ea\u30fc\u30e0\u51e6\u7406\u3068\u30d0\u30c3\u30c1\u51e6\u7406\u306e\u4e21\u30e2\u30fc\u30c9\u306b\u5bfe\u5fdc\u3059\u308b\u3002<br \/>\n\u30d0\u30c3\u30af\u30a8\u30f3\u30c9\u3068\u3057\u3066\u3001Flink\u3001Spark\u3001Google Cloud Dataflow \u3092\u5229\u7528\u3067\u304d\u308b\u3002Google\u304c\u3001\u30b9\u30c8\u30ea\u30fc\u30e0\u51e6\u7406\u30a8\u30f3\u30b8\u30f3\u306e\u7d71\u5408\u3092\u72d9\u3063\u305f\u3082\u306e\u3092\u8003\u3048\u3089\u308c\u308b\u3002<br \/>\nAuto-scaling\u306b\u5bfe\u5fdc\u3059\u308b\u3002<br \/>\nExactly Once\u3002<\/p>\n<h1>\u9009\u62e9\u65f6\u7684\u91cd\u70b9<\/h1>\n<p>\u5c3d\u7ba1\u6211\u65e0\u6cd5\u5b8c\u5168\u8c03\u67e5\u6240\u6709\u4ea7\u54c1\u7684\u5185\u5bb9\uff0c\u4f46\u5728\u5f00\u53d1\u6d41\u5904\u7406\u7cfb\u7edf\u7684\u8fc7\u7a0b\u4e2d\uff0c\u6211\u603b\u7ed3\u4e86\u4e00\u4e9b\u6211\u8ba4\u4e3a\u91cd\u8981\u7684\u8981\u70b9\u3002<\/p>\n<p>\u6027\u80fd\u3068\u8010\u969c\u5bb3\u6027<\/p>\n<p>\u30b9\u30c8\u30ea\u30fc\u30e0\u51e6\u7406\u306f\u3001\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u306e\u51e6\u7406\u3068\u306a\u308b\u305f\u3081\u3001\u6027\u80fd\u304c\u91cd\u8981\u8996\u3055\u308c\u308b\u306e\u306f\u9593\u9055\u3044\u3042\u308a\u307e\u305b\u3093\u3002\u305f\u3060\u3001\u305d\u308c\u3068\u540c\u69d8\u306b\u3001\u8010\u969c\u5bb3\u6027\u306f\u91cd\u8981\u3068\u306a\u308a\u307e\u3059\u3002\u3069\u306e\u30d7\u30ed\u30c0\u30af\u30c8\u3082\u3001\u8010\u969c\u5bb3\u6027\u3092\u3046\u305f\u3063\u3066\u3044\u307e\u3059\u304c\u3001At Least Once\uff08\u5c11\u306a\u304f\u3068\u30821\u5ea6\u306f\u51e6\u7406\u3059\u308b\uff09\u306a\u306e\u304b\u3001Exactly Once\uff08\u5fc5\u305a1\u5ea6\u3060\u3051\u51e6\u7406\u3059\u308b\uff09\u3068\u3044\u3063\u305f\u30e1\u30c3\u30bb\u30fc\u30b8\u306e\u4fe1\u983c\u6027\u304c\u7570\u306a\u3063\u305f\u308a\u3001\u969c\u5bb3\u304c\u767a\u751f\u3057\u305f\u3068\u304d\u306e\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u30e2\u30c7\u30eb\u3082\u30d7\u30ed\u30c0\u30af\u30c8\u306b\u3088\u3063\u3066\u7570\u306a\u308a\u307e\u3059\u304c\u3001\u30c7\u30fc\u30bf\u53ce\u96c6\u3084\u4fdd\u5b58\u306e\u65b9\u5f0f\u306b\u3088\u3063\u3066\u3001\u3069\u3053\u3067\u4fe1\u983c\u6027\u3092\u62c5\u4fdd\u3059\u308b\u306e\u304b\u3082\u5909\u308f\u3063\u3066\u304f\u308b\u306e\u3067\u3001\u30b7\u30b9\u30c6\u30e0\u5168\u4f53\u306e\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u3092\u3075\u307e\u3048\u3066\u3001\u691c\u8a0e\u3059\u308b\u5fc5\u8981\u304c\u3042\u308b\u3067\u3057\u3087\u3046\u3002<\/p>\n<p>Single-Event vs Micro-Batch<\/p>\n<p>Storm\u306e\u3088\u3046\u306b\u3001\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u30e2\u30c7\u30eb\u306e\u9055\u3044\u306b\u3088\u308a\u3001\u4e21\u65b9\u3092\u30b5\u30dd\u30fc\u30c8\u3059\u308b\u30b1\u30fc\u30b9\u3082\u3042\u308a\u307e\u3059\u3057\u3001Spark Streaming\u306e\u3088\u3046\u306b\u3001Micro-Batch\u306b\u7279\u5316\u3057\u3066\u3044\u308b\u3088\u3046\u306a\u30e2\u30ce\u3082\u3042\u308a\u307e\u3059\u3002<br \/>\nSingle-Event\u65b9\u5f0f\u3067\u306f\u30011\u30e1\u30c3\u30bb\u30fc\u30b8\u6bce\u306e\u9045\u5ef6\u306f\u5c11\u306a\u304f\u306a\u308a\u307e\u3059\u304c\u3001Micro-Batch\u3067\u306f\u3001\u77ed\u3044\u6642\u9593\u30b9\u30d1\u30f3\u3067\u306e\u96c6\u8a08\u51e6\u7406\u306a\u3069\u3092\u884c\u3046\u3053\u3068\u304c\u53ef\u80fd\u306b\u306a\u3063\u305f\u308a\u3057\u307e\u3059\u3002<\/p>\n<p>Streaming + Batch<\/p>\n<p>Spark\uff0fSpark Streaming\u306b\u3088\u308a\u3001\u30b9\u30c8\u30ea\u30fc\u30e0\u51e6\u7406\u3068\u30d0\u30c3\u30c1\u51e6\u7406\u306e\u4e21\u65b9\u306b\u5bfe\u5fdc\u3057\u307e\u3059\u3002\u307e\u305f\u3001Flink\u3084Beam\u306e\u3088\u3046\u306b\u3001\u3072\u3068\u3064\u306e\u30d7\u30ed\u30c0\u30af\u30c8\u3067\u3001\u4e21\u65b9\u3092\u30b5\u30dd\u30fc\u30c8\u3059\u308b\u30b1\u30fc\u30b9\u3082\u3042\u308a\u307e\u3059\u3002<br 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