{"id":47006,"date":"2023-09-16T02:45:43","date_gmt":"2023-05-14T20:52:07","guid":{"rendered":"https:\/\/www.silicloud.com\/zh\/blog\/%e6%88%91%e5%86%99%e4%ba%86%e4%b8%80%e6%9c%ac%e5%90%8d%e4%b8%ba%e3%80%8c%e6%94%af%e6%92%91%e5%a4%a7%e6%95%b0%e6%8d%ae%e7%9a%84%e6%8a%80%e6%9c%af%e5%a2%9e%e8%a1%a5%e6%94%b9%e8%ae%a2%e3%80%8d%e7%9a%84\/"},"modified":"2024-05-03T23:56:08","modified_gmt":"2024-05-03T15:56:08","slug":"%e6%88%91%e5%86%99%e4%ba%86%e4%b8%80%e6%9c%ac%e5%90%8d%e4%b8%ba%e3%80%8c%e6%94%af%e6%92%91%e5%a4%a7%e6%95%b0%e6%8d%ae%e7%9a%84%e6%8a%80%e6%9c%af%e5%a2%9e%e8%a1%a5%e6%94%b9%e8%ae%a2%e3%80%8d%e7%9a%84","status":"publish","type":"post","link":"https:\/\/www.silicloud.com\/zh\/blog\/%e6%88%91%e5%86%99%e4%ba%86%e4%b8%80%e6%9c%ac%e5%90%8d%e4%b8%ba%e3%80%8c%e6%94%af%e6%92%91%e5%a4%a7%e6%95%b0%e6%8d%ae%e7%9a%84%e6%8a%80%e6%9c%af%e5%a2%9e%e8%a1%a5%e6%94%b9%e8%ae%a2%e3%80%8d%e7%9a%84\/","title":{"rendered":"\u6211\u5199\u4e86\u4e00\u672c\u540d\u4e3a\u300c\u652f\u6491\u5927\u6570\u636e\u7684\u6280\u672f[\u589e\u8865\u6539\u8ba2]\u300d\u7684\u4e66"},"content":{"rendered":"

\u7ecf\u8fc7\u6280\u672f\u8bc4\u8bba\u793e\u7684\u4fee\u8ba2\uff0c2017\u5e74\u51fa\u7248\u7684\u300a\u652f\u6491\u5927\u6570\u636e\u7684\u6280\u672f\u300b\u5c06\u4f5c\u4e3a2021\u5e74\u7248\u91cd\u65b0\u51fa\u7248\u3002<\/p>\n

\"undefined\"<\/div>\n

WEB+DB PRESS plus\u7cfb\u5217
\n\u3010\u589e\u8865\u4fee\u8ba2\u3011\u652f\u6491\u5927\u6570\u636e\u7684\u6280\u672f
\n\u2014\u2014\u7528\u4e00\u53f0\u7b14\u8bb0\u672c\u5b66\u4e60\u6570\u636e\u57fa\u7840\u8bbe\u65bd\u7684\u539f\u7406
\nhttps:\/\/gihyo.jp\/book\/2021\/978-4-297-11952-2<\/p><\/blockquote>\n

\u6539\u8a02\u7684\u80cc\u666f<\/h1>\n

\u5728\u8fd9\u672c\u4e66\u4e2d\uff0c\u4f5c\u8005\u4ee5\u81ea\u5df1\u5728Treasure Data\u682a\u5f0f\u4f1a\u793e\u4efb\u804c\u671f\u95f4\u7684\u7ecf\u9a8c\u4e3a\u57fa\u7840\uff0c\u89e3\u91ca\u4e86\u5173\u4e8e\u201c\u5982\u4f55\u6784\u5efa\u5927\u6570\u636e\u5904\u7406\u7cfb\u7edf\u201d\u7684\u57fa\u7840\u6982\u5ff5\u3002\u5728\u8fd9\u6b21\u4fee\u8ba2\u7248\u4e2d\uff0c\u9664\u4e86\u5bf9\u9648\u65e7\u7684\u63cf\u8ff0\u8fdb\u884c\u4e86\u4fee\u6b63\uff0c\u8fd8\u589e\u52a0\u4e86\u4e00\u4e9b\u5173\u4e8e\u673a\u5668\u5b66\u4e60\u548c\u5bb9\u5668\u6280\u672f\u7b49\u8bdd\u9898\u3002<\/p>\n

\u5173\u4e8e\u672c\u4e66\u7684\u6982\u8981\u5df2\u5728\u4e0b\u4e00\u9875\u603b\u7ed3\u3002<\/p>\n

    \u672c\u66f8\u306b\u3064\u3044\u3066 \u2015\u6539\u8a02\u306b\u3042\u305f\u3063\u3066<\/ul>\n

    \u672c\u6765\u53ea\u662f\u6253\u7b97\u91cd\u65b0\u4e66\u5199\u65e7\u7b2c\u516d\u7ae0\u7684\u793a\u4f8b\u4ee3\u7801\uff0c\u4f46\u662f\u4e0d\u77e5\u4e0d\u89c9\u95f4\u589e\u52a0\u4e86\u5f88\u591a\u9644\u52a0\u5185\u5bb9\uff0c\u7ed3\u679c\u7b2c\u4e00\u7248\u76f8\u6bd4\uff0c\u539a\u4e86\u5927\u7ea660\u9875\u3002\u52a0\u4e0a\u91cd\u65b0\u7f16\u5199\u7684\u9875\u9762\uff0c\u672c\u6b21\u4fee\u8ba2\u5927\u7ea6\u6709100\u9875\u7684\u65b0\u5185\u5bb9\u3002<\/p>\n

    \u867d\u7136\u5982\u6b64\uff0c\u5728\u8fc7\u53bb\u7684\u56db\u5e74\u4e2d\uff0c\u5927\u6570\u636e\u6280\u672f\u5e76\u6ca1\u6709\u53d1\u751f\u5f88\u5927\u7684\u6539\u53d8\uff0c\u6211\u8ba4\u4e3a\u5927\u90e8\u5206\u5185\u5bb9\u4ecd\u7136\u9002\u7528\u4e8e\u521d\u7248\u3002\u672c\u4e66\u7684\u5185\u5bb9\u539f\u672c\u4e3b\u8981\u662f\u5e2e\u52a9\u8bfb\u8005\u201c\u7406\u89e3\u6280\u672f\u6982\u5ff5\u201d\u6216\u201c\u6574\u7406\u6280\u672f\u672f\u8bed\u201d\uff0c\u4f46\u662f\u6211\u8ba4\u4e3a\u5927\u6570\u636e\u57fa\u7840\u6280\u672f\u672c\u8eab\u57282016\u5e74\u5de6\u53f3\u5df2\u7ecf\u5b8c\u6210\uff0c\u8fd9\u662f\u6211\u4e2a\u4eba\u7684\u5370\u8c61\u3002<\/p>\n

    \u5bf9\u4e8e\u8bd5\u56fe\u5b66\u4e60\u5927\u6570\u636e\u6280\u672f\u7684\u521d\u5b66\u8005\u6765\u8bf4\uff0c\u6211\u8ba4\u4e3a\u901a\u8fc7\u9605\u8bfb\u672c\u4e66\uff0c\u53ef\u4ee5\u5e2e\u52a9\u4ed6\u4eec\u7406\u89e3\u8fd9\u4e00\u9886\u57df\u7684\u6574\u4f53\u60c5\u51b5\u3002\u53e6\u4e00\u65b9\u9762\uff0c\u5bf9\u4e8e\u5df2\u7ecf\u9605\u8bfb\u8fc7\u521d\u7248\u7684\u8bfb\u8005\u6765\u8bf4\uff0c\u662f\u5426\u503c\u5f97\u9605\u8bfb\u8fd9\u4e2a\u4fee\u8ba2\u7248\u662f\u4e00\u4e2a\u4ee4\u4eba\u72b9\u8c6b\u7684\u95ee\u9898\uff0c\u56e0\u4e3a\u6bcf\u4e2a\u4eba\u6240\u80fd\u83b7\u5f97\u7684\u6536\u83b7\u53ef\u80fd\u4f1a\u6709\u6240\u4e0d\u540c\u3002\u8bf7\u53c2\u8003\u4e0b\u9762\u603b\u7ed3\u7684\u4e3b\u8981\u53d8\u66f4\u5185\u5bb9\u3002<\/p>\n

    \u4fee\u6539\u7248\u4e2d\u7684\u4fee\u6539\u5167\u5bb9 de<\/h1>\n

    \u6211\u65b0\u589e\u4e86\u7b2c6\u7ae0\uff0c\u9898\u4e3a\u201c\u5927\u6570\u636e\u4e0e\u673a\u5668\u5b66\u4e60\u201d\u3002\u5185\u5bb9\u662f\u5173\u4e8e\u201c\u7279\u5f81\u5e93\uff08Feature Store\uff09\u201d\u548c\u201cMLOps\u201d\u7684\u6982\u8981\u8bf4\u660e\u3002<\/p>\n

    \u7279\u5f81\u5b58\u50a8\u662f\u4ece2018\u5e74\u5f00\u59cb\u6d41\u884c\u7684\u6982\u5ff5\uff0c\u65e8\u5728\u6784\u5efa\u4e13\u4e3a\u673a\u5668\u5b66\u4e60\u6570\u636e\u800c\u8bbe\u8ba1\u7684\u5b58\u50a8\u3002\u4f8b\u5982\uff0c\u52302020\u5e74\u5e95\u63a8\u51fa\u4e86”Amazon SageMaker\u7279\u5f81\u5b58\u50a8”\uff0c\u6211\u8ba4\u4e3a\u5b83\u7684\u666e\u53ca\u8fd8\u5728\u672a\u6765\u3002<\/p>\n

    \u5728\u8fd9\u4e2a\u7248\u672c\u7684\u4fee\u8ba2\u4e2d\uff0c\u6211\u4eec\u901a\u8fc7\u67e5\u770b\u4e09\u4e2a\u7279\u5f81\u5b58\u50a8\uff08Michelangelo\u3001Hopsworks\u3001Feast\uff09\u7684\u67b6\u6784\u6765\u89e3\u91ca\u201c\u7279\u5f81\u5b58\u50a8\u7684\u6784\u5efa\u65b9\u5f0f\u4ee5\u53ca\u5927\u6570\u636e\u6280\u672f\u5982\u4f55\u88ab\u4f7f\u7528\u201d\u7684\u95ee\u9898\u3002\u6709\u8da3\u7684\u662f\uff0c\u6bcf\u4e2a\u7279\u5f81\u5b58\u50a8\u90fd\u4f7f\u7528\u4e86Kafka\u548cSpark\u3002<\/p>\n

    \u4e00\u65b9\u9762\uff0c\u5173\u4e8eMLOps\uff0c\u6211\u4eec\u53ea\u7b80\u8981\u4ecb\u7ecd\u4e86”Kubeflow”\u7684\u529f\u80fd\u3002\u5bf9\u4e8e\u5df2\u7ecf\u4e86\u89e3MLOps\u7684\u4eba\u6765\u8bf4\uff0c\u5e76\u6ca1\u6709\u4ec0\u4e48\u65b0\u9c9c\u7684\u5185\u5bb9\uff0c\u4f46\u5728\u6784\u5efa\u6570\u636e\u7ba1\u9053\u65f6\uff0c”\u662f\u4f7f\u7528\u901a\u7528\u7684\u5de5\u4f5c\u6d41\u7ba1\u7406\u5de5\u5177\uff08\u4f8b\u5982Airflow\uff09\uff0c\u8fd8\u662f\u4f7f\u7528\u4e13\u95e8\u4e3aMLOps\u8bbe\u8ba1\u7684\u7ba1\u9053\u5de5\u5177”\u8fd9\u662f\u4e00\u4e2a\u6709\u5206\u6b67\u7684\u5224\u65ad\u70b9\uff0c\u6240\u4ee5\u6211\u4eec\u5c06\u5176\u4f5c\u4e3a\u5728\u8003\u8651\u6570\u636e\u57fa\u7840\u8bbe\u65bd\u65f6\u7684\u4e00\u4e2a\u9009\u9879\u6765\u4ecb\u7ecd\u3002<\/p>\n

    \u6700\u8fd1\u51e0\u5e74\u6765\uff0c\u5de5\u4f5c\u6d41\u7ba1\u7406\u5de5\u5177\u7684\u79cd\u7c7b\u771f\u7684\u975e\u5e38\u591a\uff0c\u8ba9\u4eba\u6709\u70b9\u72b9\u8c6b\u8be5\u9009\u54ea\u4e2a\u3002\u76ee\u524d\u6765\u770b\uff0c\u6211\u8ba4\u4e3a\u4e3b\u6d41\u7684\u662f”Apache Airflow”\u3002\u867d\u7136\u6211\u4e5f\u4f7f\u7528\u4e86\u5927\u7ea6\u4e09\u5e74\uff0c\u4f46\u6e10\u6e10\u5730\u611f\u5230\u5b83\u6709\u4e00\u4e9b\u4e0d\u65b9\u4fbf\u4e4b\u5904\uff0c\u56e0\u6b64\u4e00\u76f4\u5728\u5bfb\u627e\u66f4\u597d\u7684\u9009\u62e9\u3002<\/p>\n

    \u6211\u73b0\u5728\u4e3b\u8981\u4f7f\u7528”Prefect”\uff0c\u5728\u8fd9\u6b21\u7684\u6539\u7248\u4e2d\u4e5f\u7ecf\u8fc7\u4e86\u4e00\u756a\u72b9\u8c6b\u540e\u51b3\u5b9a\u4ee5”Prefect”\u4e3a\u4e3b\u3002\u867d\u7136”Prefect”\u7684\u6838\u5fc3\u529f\u80fd\u662f\u5f00\u6e90\u7684\uff0c\u4f46\u4e5f\u63d0\u4f9b\u5546\u4e1a\u5316\u7684\u4e91\u670d\u52a1\uff0c\u6240\u4ee5\u5e76\u4e0d\u80fd\u5b8c\u5168\u7b97\u4f5c\u7eaf\u7cb9\u7684\u5f00\u6e90\u8f6f\u4ef6\u3002\u4e0d\u8fc7\uff0c\u56e0\u4e3a\u53ef\u4ee5\u5f88\u5bb9\u6613\u5730\u5728Kubernetes\u4e0a\u8fd0\u884c\uff0c\u4e2a\u4eba\u6211\u8fd8\u662f\u5f88\u559c\u6b22\u5b83\u7684\u3002<\/p>\n

    \u91cd\u65b0\u5b9e\u73b0\u793a\u4f8b\u4ee3\u7801<\/h2>\n

    \u5728\u65b0\u7684\u7b2c\u4e03\u7ae0\u4e2d\uff0c\u6211\u4eec\u5f7b\u5e95\u91cd\u5199\u4e86\u65e7\u7684\u7b2c\u516d\u7ae0\uff0c\u5e76\u63d0\u4f9b\u4e86\u7528\u4e8e\u52a0\u5de5\u548c\u6c47\u603b\u6587\u672c\u6570\u636e\u7684\u5177\u4f53\u793a\u4f8b\u4ee3\u7801\u3002\u8fd9\u6b21\u6211\u4eec\u653e\u5f03\u4e86\u5bf9Homebrew\u7684\u4f9d\u8d56\uff0c\u800c\u662f\u4f7f\u7528Ubuntu 20.04\u548cDocker\u8fdb\u884c\u5b9e\u73b0\u3002\uff08\u6211\u4eec\u5c06\u4f7f\u7528Multipass\u4f5c\u4e3a\u865a\u62df\u673a\uff09<\/p>\n

    \u4e3a\u4e86\u66f4\u65b9\u4fbf\u5730\u8fd0\u884c\u793a\u4f8b\u4ee3\u7801\uff0c\u5728\u67d0\u4e9b\u4ee3\u7801\u4e2d\u8fd8\u53ef\u4ee5\u5728Google Colab\u4e0a\u8fd0\u884c\u3002<\/p>\n

      \n
    • \n
        7.1\u7bc0\u306e\u30b5\u30f3\u30d7\u30eb\u30b3\u30fc\u30c9<\/ul>\n<\/li>\n<\/ul>\n

         <\/p>\n

          7.3\u7bc0\u306e\u30b5\u30f3\u30d7\u30eb\u30b3\u30fc\u30c9<\/ul>\n

          Google Colab\u53ef\u4ee5\u8fd0\u884cSpark\u4e86\uff0c\u771f\u662f\u4e2a\u597d\u65f6\u4ee3\u554a\uff01<\/p>\n

          \u5728\u672c\u6b21\u793a\u4f8b\u4ee3\u7801\u4e2d\uff0c\u6211\u4eec\u5c06\u901a\u8fc7\u4ee5\u4e0b\u6b65\u9aa4\u6267\u884c\u6570\u636e\u7ba1\u9053\u3002<\/p>\n

            \n
          1. \n
              \u4ece\u7f51\u7ad9\u4e0a\u4e0b\u8f7d\u6587\u672c\u6587\u4ef6<\/ol>\n<\/li>\n<\/ol>\n

               <\/p>\n

                \n
              1. \n
                  \u4fdd\u5b58\u5728\u4e0eS3\u517c\u5bb9\u7684\u5bf9\u8c61\u5b58\u50a8\u4e2d\uff08\u521b\u5efa\u6570\u636e\u6e56\uff09<\/ol>\n<\/li>\n<\/ol>\n

                  \u4f7f\u7528Spark\u8fdb\u884cETL\u8fc7\u7a0b\uff08\u6570\u636e\u7ed3\u6784\u5316\uff09<\/p>\n

                  \u4f7f\u7528Presto\u521b\u5efa\u6570\u636e\u4ed3\u5e93<\/p>\n

                  \u4f7f\u7528Metabase\u521b\u5efa\u4eea\u8868\u76d8\uff08\u53ef\u89c6\u5316\uff09<\/p>\n

                  \u6700\u5f00\u59cb\uff0c\u8fd9\u4e9b\u4efb\u52a1\u5c06\u6309\u987a\u5e8f\u624b\u52a8\u6267\u884c\uff0c\u6700\u540e\u4f7f\u7528\u5de5\u4f5c\u6d41\u7ba1\u7406\u5de5\u5177\uff08Prefect\uff09\u8fdb\u884c\u81ea\u52a8\u5316\u3002<\/p>\n

                  \u5c06\u5de5\u4f5c\u6d41\u7a0b\u5bb9\u5668\u5316<\/h2>\n

                  \u9009\u62e9Prefect\u7684\u4e00\u4e2a\u539f\u56e0\u662f\u5bb9\u5668\u5316\u5de5\u4f5c\u6d41\u7a0b\u975e\u5e38\u7b80\u5355\u3002\u867d\u7136\u73b0\u5728\u5df2\u7ecf\u4e0d\u518d\u662f\u6ca1\u6709\u4f7f\u7528\u5bb9\u5668\u6280\u672f\u8fdb\u884c\u6570\u636e\u5904\u7406\u7684\u65f6\u4ee3\uff0c\u4f46\u662f\u5728Prefect\u4e2d\uff0c\u6211\u4eec\u53ef\u4ee5\u4f7f\u7528\u4e0b\u9762\u7684\u4ee3\u7801\u6765\u6784\u5efaDocker\u955c\u50cf\u5e76\u5c06\u5176\u6ce8\u518c\u5230\u6ce8\u518c\u8868\u4e2d\uff0c\u4ee5\u4fbf\u5728Kubernetes\u7b49\u73af\u5883\u4e2d\u8fd0\u884c\u3002<\/p>\n

                  from<\/span> prefect<\/span> import<\/span> task<\/span>,<\/span> Flow<\/span>\r\nfrom<\/span> prefect.environments.storage<\/span> import<\/span> Docker<\/span>\r\n\r\n# \u30bf\u30b9\u30af\u3092\u5b9f\u88c5\r\n<\/span>@<\/span>task<\/span>\r\ndef<\/span> my_task<\/span>():<\/span>\r\n  # do something\r\n<\/span>  ...<\/span>\r\n\r\n# \u30ef\u30fc\u30af\u30d5\u30ed\u30fc\uff08\u30bf\u30b9\u30af\u306e\u5b9f\u884c\u9806\u5e8f\uff09\u3092\u5b9a\u7fa9\r\n<\/span>with<\/span> Flow<\/span>(<\/span>'my-flow'<\/span>)<\/span> as<\/span> flow<\/span>:<\/span>\r\n  my_task<\/span>()<\/span>\r\n\r\n# Docker\u30a4\u30e1\u30fc\u30b8\u3092\u30d3\u30eb\u30c9\u3057\u3066\u30ec\u30b8\u30b9\u30c8\u30ea\u306b\u30c7\u30d7\u30ed\u30a4\r\n<\/span>flow<\/span>.<\/span>storage<\/span> =<\/span> Docker<\/span>(<\/span>\r\n  registry_url<\/span>=<\/span>'ghcr.io\/my-project'<\/span>,<\/span>\r\n)<\/span>\r\n\r\n# Prefect\u30b5\u30fc\u30d0\u30fc\u306b\u30e1\u30bf\u60c5\u5831\u3092\u767b\u9332\uff08\u5b9f\u884c\u958b\u59cb\uff09\r\n<\/span>flow<\/span>.<\/span>register<\/span>(<\/span>project_name<\/span>=<\/span>'my-project'<\/span>)<\/span>\r\n<\/code><\/pre>\n
                  \u5f88\u9057\u61be\uff0cPrefect\u7684\u624b\u518c\u6709\u70b9\u96be\u8bfb\uff0c\u6709\u65f6\u9700\u8981\u9605\u8bfb\u6e90\u4ee3\u7801\u624d\u80fd\u7406\u89e3\u5176\u89c4\u8303\u3002\u7531\u4e8e\u5f00\u53d1\u975e\u5e38\u6d3b\u8dc3\u4e14\u89c4\u8303\u7ecf\u5e38\u53d8\u52a8\uff0c\u4e5f\u8bb8\u73b0\u5728\u8fd8\u4e0d\u662f\u8c08\u8bba\u8be5\u4e66\u7c4d\u7684\u65f6\u673a\uff0c\u4f46\u6211\u5e0c\u671b\u80fd\u591f\u4f20\u8fbe\u4e00\u4e0b\u4ec0\u4e48\u662f\u5de5\u4f5c\u6d41\u7a0b\u5bb9\u5668\u5316\u3002<\/p>\n
                  \u987a\u4fbf\u63d0\u4e00\u4e0b\uff0c\u672c\u4e66\u4e2d\u672a\u80fd\u8bb0\u5f55\u5728\u5185\u7684\u662f\uff0c\u6700\u65b0\u7684Prefect 0.14\u7248\u672c\u4e2d\uff0cKubernetes\u73af\u5883\u4e0b\u7684\u8d44\u6e90\u5206\u914d\u65b9\u6cd5\u5df2\u7ecf\u53d1\u751f\u4e86\u53d8\u5316\uff0c\u73b0\u5728\u53ef\u4ee5\u8f7b\u677e\u5730\u901a\u8fc7\u5de5\u4f5c\u6d41\u6765\u6307\u5b9a\u3002<\/p>\n
                    Prefect 0.14.0: Improved Flow Run Configuration<\/ul>\n
                    # Run on Kubernetes with a custom resource configuration\r\n<\/span>flow<\/span>.<\/span>run_config<\/span> =<\/span> KubernetesRun<\/span>(<\/span>cpu_request<\/span>=<\/span>2<\/span>,<\/span> memory_request<\/span>=<\/span>\"4Gi\"<\/span>)<\/span>\r\n<\/code><\/pre>\n
                    \u6570\u636e\u7684\u53ef\u89c6\u5316<\/h2>\n
                    \u5c06\u6570\u636e\u53ef\u89c6\u5316\u8f6f\u4ef6\u91cd\u5199\u4e3a\u4ee5\u5f00\u6e90\u8f6f\u4ef6\u201cMetabase\u201d\u548c\u4e91\u670d\u52a1\u201cGoogle\u6570\u636e\u95e8\u6237\u201d\u4e3a\u4e2d\u5fc3\uff08\u7b2c2\u7ae0\uff0c\u7b2c7\u7ae0\uff09\u3002\u7531\u4e8e\u4e24\u8005\u90fd\u662f\u514d\u8d39\u4f7f\u7528\u7684\uff0c\u56e0\u6b64\u53ef\u4ee5\u4f5c\u4e3a\u8fc8\u51fa\u7684\u7b2c\u4e00\u6b65\u8f7b\u677e\u5f15\u5165\u3002<\/p>\n
                    \u88dc\u5145\uff1a\u672c\u6b21\u4fee\u8a02\u4e2d\u672a\u80fd\u63d0\u53ca\u7684\u4e8b\u9805\u3002<\/h1>\n
                    \u6211\u4f1a\u5c06\u6211\u6700\u7ec8\u6ca1\u6709\u5199\u7684\u8bdd\u9898\u603b\u7ed3\u5982\u4e0b\u3002<\/p>\n
                    \u6d88\u606f\u4f20\u9012<\/h2>\n
                    \u4ece Apache Kafka 0.11 \u7248\u672c\u5f00\u59cb\uff0c\u5b83\u652f\u6301\u201c\u7cbe\u786e\u4e00\u6b21\u201d\u6d88\u606f\u4f20\u9012\u3002\u636e\u8bf4 Kafka 2.5 \u66f4\u52a0\u6613\u4e8e\u4f7f\u7528\uff0c\u4f46\u672c\u6b21\u4fee\u8ba2\u7248\u65e0\u6cd5\u5b8c\u5168\u6db5\u76d6\u8fd9\u65b9\u9762\u7684\u5185\u5bb9\u3002<\/p>\n
                      Improved Robustness and Usability of Exactly-Once Semantics in Apache Kafka<\/ul>\n
                      \u9274\u4e8eKafka\u5df2\u6210\u4e3a\u6d88\u606f\u4f20\u9001\u7684\u4e8b\u5b9e\u6807\u51c6\uff0c\u56e0\u6b64\u66f4\u6df1\u5165\u5730\u63a2\u8ba8\u53ef\u80fd\u66f4\u597d\u4e00\u4e9b\uff0c\u4f46\u672c\u4e66\u66f4\u6ce8\u91cd\u6279\u5904\u7406\u800c\u4e0d\u662f\u6d41\u5904\u7406\u3002<\/p>\n
                      \u5728\u4e2d\u56fd\uff0c\u6211\u4eec\u8d8a\u6765\u8d8a\u7ecf\u5e38\u770b\u5230\u8fd9\u6837\u7684\u4e3b\u5f20\uff1a\u653e\u5f03\u6279\u5904\u7406\u7684ETL\uff0c\u7edf\u4e00\u4f7f\u7528\u6d41\u5904\u7406\u3002<\/p>\n
                        ETL\u306f\u904e\u53bb\u306e\u3082\u306e\u304b – Apache Kafka\u304c\u30c7\u30fc\u30bf\u51e6\u7406\u306e\u672a\u6765\u306a\u306e\u304b\uff1f<\/ul>\n
                        \u5bf9\u4e8e\u8fd9\u4e2a\u8ba8\u8bba\uff0c\u6211\u5bf9\u81ea\u5df1\u7684\u89c2\u70b9\u6ca1\u6709\u592a\u5f3a\u70c8\u7684\u610f\u89c1\uff0c\u4f46\u5b8c\u5168\u6d88\u9664ETL\u662f\u4e0d\u53ef\u80fd\u7684\uff0c\u4f5c\u4e3a\u5b66\u4e60\u987a\u5e8f\uff0c\u6211\u8ba4\u4e3a\u5148\u638c\u63e1ETL\u7684\u65b9\u6cd5\u6bd4\u5148\u5b66Kafka\u66f4\u597d\u3002<\/p>\n
                        \u7136\u800c\uff0c\u6bcb\u5eb8\u7f6e\u7591\uff0c\u6d41\u5904\u7406\u786e\u5b9e\u66f4\u9002\u5408\u67d0\u4e9b\u6570\u636e\uff0c\u6240\u4ee5\u6700\u597d\u51c6\u5907\u4e86\u4f7f\u7528Kafka\u7684\u7b80\u5355\u793a\u4f8b\u4ee3\u7801\u3002<\/p>\n
                        \u5de5\u4f5c\u6d41\u7a0b\u7ba1\u7406<\/h2>\n
                        \u5173\u4e8e\u5de5\u4f5c\u6d41\u7ba1\u7406\u7684\u5b9e\u4f8b\uff0c\u6211\u4eec\u53ea\u8003\u8651\u4e86Prefect\uff0c\u4f46\u5728\u6267\u884c\u5927\u91cfSQL\u7684\u5de5\u4f5c\u6d41\u4e2d\uff0c\u4f7f\u7528\u58f0\u660e\u5f0f\u5de5\u5177\u4f1a\u66f4\u5bb9\u6613\u3002\u4f5c\u8005\u4ee5\u524d\u4f7f\u7528\u8fc7”Digdag”\uff0c\u4f46\u6700\u8fd1\u5f00\u59cb\u4f7f\u7528\u66f4\u4e13\u6ce8\u4e8e\u6267\u884cSQL\u7684”dbt”\u3002Prefect\u4e2d\u8fd8\u5305\u542b\u4e86\u6267\u884cdbt\u4efb\u52a1\u7684\u529f\u80fd\uff0c\u53ef\u4ee5\u5728\u4f7f\u7528Prefect\u63cf\u8ff0\u5de5\u4f5c\u6d41\u7684\u6574\u4f53\u6d41\u7a0b\u7684\u540c\u65f6\uff0c\u5c06SQL\u7684\u6267\u884c\u90e8\u5206\u4ea4\u7ed9dbt\u6765\u5904\u7406\u3002<\/p>\n
                        \u5bf9\u4e8e\u88ab\u79f0\u4e3a\u300c\u5bb9\u5668\u539f\u751f\u5de5\u4f5c\u6d41\u5f15\u64ce\u300d\u7684\u300cArgo\u300d\uff0c\u6211\u65e0\u6cd5\u63d0\u4f9b\u8be6\u7ec6\u8bf4\u660e\u3002\u5728Kubernetes\u7684\u5468\u8fb9\uff0c\u5b83\u4f3c\u4e4e\u975e\u5e38\u53d7\u6b22\u8fce\uff0c\u4f46\u6211\u8fd8\u662f\u66f4\u559c\u6b22\u4f7f\u7528Python\u6765\u7f16\u5199\u5de5\u4f5c\u6d41\u3002\u4e5f\u8bb8\u5bf9\u4e8e\u90a3\u4e9b\u8017\u8d39\u8d44\u6e90\u7684\u5de5\u4f5c\u6d41\uff0c\u5176\u4e2d\u300c\u4e00\u4e2a\u4efb\u52a1\u7b49\u4e8e\u4e00\u4e2a\u5bb9\u5668\u300d\uff0cArgo\u53ef\u80fd\u66f4\u9002\u5408\u3002<\/p>\n
                        \u6839\u636e\u4e0d\u540c\u7684\u76ee\u7684\uff0cETL\u8fc7\u7a0b\u4ee5\u6570\u636e\u4f20\u8f93\u4e3a\u4e3b\uff0c\u6267\u884cSQL\u6765\u521b\u5efa\u6570\u636e\u4ed3\u5e93\uff0c\u8fdb\u884c\u7279\u5f81\u5de5\u7a0b\u7528\u4e8e\u673a\u5668\u5b66\u4e60\uff0c\u4ee5\u53ca\u6267\u884c\u673a\u5668\u5b66\u4e60\u7684\u8bad\u7ec3\u548c\u90e8\u7f72\u7b49\uff0c\u53ef\u80fd\u4f1a\u6709\u4e0d\u540c\u7684\u6700\u4f73\u5de5\u5177\u3002\u7136\u800c\uff0c\u7531\u4e8e\u4e0d\u60f3\u8fc7\u5ea6\u589e\u52a0\u4f7f\u7528\u7684\u5de5\u5177\uff0c\u8fd9\u662f\u4e00\u4e2a\u4ee4\u4eba\u56f0\u6270\u7684\u95ee\u9898\u3002<\/p>\n
                        \u5927\u7684<\/h2>\n
                        \u51e0\u4e4e\u6ca1\u6709\u5173\u4e8e\u4f7f\u7528\u300cDask\u300d\u8fdb\u884c\u6570\u636e\u5904\u7406\u7684\u8ba8\u8bba\u3002\u5bf9\u4e8e\u9002\u5408\u5b58\u50a8\u5728\u5185\u5b58\u4e2d\u7684\u6570\u636e\uff0c\u4f7f\u7528pandas\uff1b\u5bf9\u4e8e\u9700\u8981\u4f7f\u7528\u5927\u91cf\u8ba1\u7b97\u673a\u8fdb\u884c\u5206\u5e03\u5f0f\u5904\u7406\u7684\u6570\u636e\uff0c\u4f7f\u7528Spark\u5df2\u6210\u4e3a\u6807\u51c6\u3002\u7136\u800c\uff0c\u5728\u8fd9\u4e24\u8005\u4e4b\u95f4\u7684\u4e2d\u7b49\u89c4\u6a21\u7684\u6570\u636e\u5904\u7406\u4e2d\uff0cDask\u975e\u5e38\u9002\u7528\u3002<\/p>\n
                        \u7531\u4e8e\u4f7f\u7528Dask\u7684\u4eba\u901a\u5e38\u662f\u673a\u5668\u5b66\u4e60\u5de5\u7a0b\u5e08\u6216\u6570\u636e\u79d1\u5b66\u5bb6\uff0c\u6240\u4ee5\u53ef\u80fd\u8d85\u51fa\u4e86\u672c\u4e66\u7684\u4e3b\u8981\u76ee\u6807\u8bfb\u8005\u2014\u2014\u6570\u636e\u5de5\u7a0b\u5e08\u7684\u804c\u8d23\u8303\u56f4\u3002\u7136\u800c\uff0c\u6700\u8fd1\u673a\u5668\u5b66\u4e60\u5de5\u7a0b\u5e08\u7684\u6570\u91cf\u4f3c\u4e4e\u5728\u589e\u52a0\uff0c\u6240\u4ee5\u6216\u8bb8\u672c\u6765\u5e94\u8be5\u66f4\u8be6\u7ec6\u5730\u63cf\u8ff0\u4e00\u4e0b\u3002<\/p>\n
                        \u4e91\u670d\u52a1<\/h2>\n
                        \u6211\u5bf9\u4f7f\u7528\u4e91\u670d\u52a1\u6784\u5efa\u6570\u636e\u57fa\u7840\u8bbe\u65bd\u4e00\u65e0\u6240\u77e5\u3002\u8003\u8651\u5230\u63d0\u4f9b\u7684\u670d\u52a1\u5982”AWS”\u548c”Google Cloud”\u8fd9\u6837\u7684\u5e73\u53f0\uff0c\u4ee5\u53ca\u63d0\u4f9b\u7684\u591a\u4e91\u670d\u52a1\u4f8b\u5982”Snowflake”\u548c”Databricks”\uff0c\u751a\u81f3\u5305\u62ec\u4e13\u95e8\u7684\u6570\u636e\u5e73\u53f0\u5982”Treasure Data CDP”\uff0c\u6211\u51b3\u5b9a\u653e\u5f03\u7ee7\u7eed\u5199\u4e0b\u53bb\uff0c\u56e0\u4e3a\u5df2\u7ecf\u6ca1\u6709\u4ec0\u4e48\u597d\u5199\u7684\u4e86\u3002<\/p>\n
                        \u6211\u5e0c\u671b\u901a\u8fc7\u8fd9\u672c\u4e66\u6240\u6d89\u53ca\u7684\u4e3b\u9898\uff0c\u80fd\u5e2e\u52a9\u8bfb\u8005\u7406\u6e05\u57fa\u7840\u77e5\u8bc6\uff0c\u56e0\u4e3a\u8fd9\u4e9b\u4e3b\u9898\u5728\u4efb\u4f55\u4f7f\u7528\u670d\u52a1\u7684\u60c5\u51b5\u4e0b\u90fd\u662f\u5fc5\u4e0d\u53ef\u5c11\u7684\u666e\u9002\u5185\u5bb9\u3002<\/p>\n
                        \u6539\u52a8\u540e\u7684\u76ee\u5f55\uff08\u4ece\u7b2c\u516d\u7ae0\u5f00\u59cb\uff09<\/h1>\n
                        \u4ece\u51fa\u7248\u793e\u7684\u9875\u9762\u8f6c\u8f7d<\/p>\n
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