{"id":301168,"date":"2025-02-05T09:30:06","date_gmt":"2025-02-05T09:30:06","guid":{"rendered":"https:\/\/www.artefact.com\/?post_type=blog&p=301168"},"modified":"2025-02-11T10:38:01","modified_gmt":"2025-02-11T10:38:01","slug":"apache-paimon-a-real-time-data-lake-framework-and-its-applications","status":"publish","type":"blog","link":"https:\/\/www.artefact.com\/zh\/blog\/apache-paimon-a-real-time-data-lake-framework-and-its-applications\/","title":{"rendered":"Apache Paimon\uff1a\u5b9e\u65f6 Data Lake \u6846\u67b6\u53ca\u5176\u5e94\u7528 | \u63a8\u52a8 Data \u548c\u4eba\u5de5\u667a\u80fd\u8f6c\u578b\u7684\u5f15\u64ce"},"content":{"rendered":"

\u4f5c\u8005<\/h2><\/div><\/div><\/div><\/div><\/div>
\"Image\"

\u738b\u6d2a\u6797<\/h3><\/div>

Data Engineering VP\u3001, Artefact \u4e9a\u6d32<\/a><\/p>\n<\/div><\/div><\/div>

\u8d75\u4f1f\u6960\uff08Jayce\uff09<\/span><\/h3><\/div>

\u9ad8\u7ea7 Data Engineer<\/span>, Artefact \u4e9a\u6d32<\/a><\/p>\n<\/div><\/div><\/div><\/div><\/div>

\u5728\u6570\u5b57\u5316\u8f6c\u578b\u65f6\u4ee3\uff0c\u4f01\u4e1a\u4e0d\u65ad\u79ef\u7d2f\u6d77\u91cf data \u96c6\uff0c\u5176\u89c4\u6a21\u548c\u590d\u6742\u6027\u4e0e\u65e5\u4ff1\u589e\u3002.<\/span><\/p>\n<\/div>

\u5bf9\u4e8e\u4f01\u4e1a\u6765\u8bf4\uff0cdata\u6e56\u4e0d\u4ec5\u4ec5\u662f\u5b58\u50a8\u4e0d\u540c\u7c7b\u578bdata\u7684\u6280\u672f\u624b\u6bb5\uff0c\u66f4\u662f\u63d0\u9ad8data\u5206\u6790\u6548\u7387\u3001\u652f\u6301data-driven\u51b3\u7b56\u3001\u52a0\u901f\u4eba\u5de5\u667a\u80fd\u53d1\u5c55\u7684\u57fa\u7840\u8bbe\u65bd\u3002\u7136\u800c\uff0c\u5728\u5b9e\u65f6\u5904\u7406\u3001\u6d41data\u5206\u6790\u548c\u590d\u6742\u4e1a\u52a1\u573a\u666f\uff08\u5982\u7528\u6237\u884c\u4e3a\u5206\u6790\u3001\u5e93\u5b58\u7ba1\u7406\u3001\u6b3a\u8bc8\u68c0\u6d4b\uff09\u4e2d\uff0c\u4f20\u7edf\u7684data\u6e56\u67b6\u6784\u96be\u4ee5\u6ee1\u8db3\u5feb\u901f\u54cd\u5e94\u7684\u9700\u6c42\u3002.<\/p>\n<\/div>

\u4f5c\u4e3a\u65b0\u4e00\u4ee3\u5b9e\u65f6 data \u6e56\u6280\u672f\u3001, <\/span>Apache PAIMON \u517c\u5bb9 Apache Flink\u3001Spark \u7b49\u4e3b\u6d41\u8ba1\u7b97\u5f15\u64ce\uff0c\u652f\u6301\u6d41\u5f0f\u548c\u6279\u5904\u7406\u3001\u5feb\u901f\u67e5\u8be2\u548c\u6027\u80fd\u4f18\u5316\uff0c\u662f\u52a0\u901f\u4eba\u5de5\u667a\u80fd\u8f6c\u578b\u7684\u91cd\u8981\u5de5\u5177\u3002.<\/b><\/p>\n<\/div>

PAIMON \u539f\u5219<\/b><\/h2><\/div>

Apache PAIMON \u662f\u4e00\u4e2a\u5b58\u50a8\u548c\u5206\u6790\u7cfb\u7edf\uff0c\u652f\u6301\u5927\u89c4\u6a21\u5b9e\u65f6 data \u66f4\u65b0\uff0c\u5e76\u901a\u8fc7 LSM \u6811\uff08\u65e5\u5fd7\u7ed3\u6784\u5408\u5e76\u6811\uff09\u548c\u5217\u5f0f\u5b58\u50a8\u683c\u5f0f\uff08\u5982 ORC\/Parquet\uff09\u5b9e\u73b0\u9ad8\u6548\u67e5\u8be2\u3002\u5b83\u4e0e Flink \u6df1\u5ea6\u96c6\u6210\uff0c\u53ef\u6574\u5408\u6765\u81ea Kafka\u3001\u65e5\u5fd7\u548c\u4e1a\u52a1 database \u7684\u53d8\u5316 data\uff0c\u5e76\u652f\u6301\u6d41\u548c\u6279\u91cf\u6d41\uff0c\u4ee5\u5b9e\u73b0\u4f4e\u5ef6\u8fdf\u3001\u5b9e\u65f6\u66f4\u65b0\u548c\u5feb\u901f\u67e5\u8be2\u3002.<\/p>\n<\/div>

\"PAIMON-based<\/span><\/div>

\u57fa\u4e8e PAIMON \u7684\u540e\u7aef data \u6d41\u91cf\u7ed3\u6784\u793a\u4f8b<\/span><\/em><\/p>\n<\/div>

\u4e0e\u5176\u4ed6 data \u6e56\u6846\u67b6\uff08\u5982 Apache Iceberg \u548c Delta Lake\uff09\u76f8\u6bd4\uff0cPAIMON \u72ec\u4e00\u65e0\u4e8c\u5730\u63d0\u4f9b\u4e86\u5bf9\u7edf\u4e00\u6d41\u6279\u5904\u7406\u7684\u672c\u673a\u652f\u6301\uff0c\u4e0d\u4ec5\u80fd\u9ad8\u6548\u5904\u7406\u6279\u5904\u7406 data \uff0c\u8fd8\u80fd\u5b9e\u65f6\u54cd\u5e94\u53d8\u5316\u7684 data \uff08\u5982 CDC\uff09\u3002\u5b83\u8fd8\u517c\u5bb9\u5404\u79cd\u5206\u5e03\u5f0f\u5b58\u50a8\u7cfb\u7edf\uff08\u5982 OSS\u3001S3\u3001HDFS\uff09\uff0c\u5e76\u4e0e OLAP \u5de5\u5177\uff08\u5982 Spark\u3001StarRocks\u3001Doris\uff09\u96c6\u6210\uff0c\u786e\u4fdd\u5b89\u5168\u5b58\u50a8\u548c\u9ad8\u6548\u8bfb\u53d6\uff0c\u4e3a\u4f01\u4e1a\u7684\u5feb\u901f\u51b3\u7b56\u548c data \u5206\u6790\u63d0\u4f9b\u7075\u6d3b\u652f\u6301\u3002.<\/p>\n<\/div>

PAIMON \u4e3b\u8981\u7528\u4f8b<\/h2><\/div>
\"Key<\/span><\/div>

1.\u5c06 Data \u7eb3\u5165 Data \u6e56\u7684 Flink CDC<\/h3><\/div>

PAIMON \u7b80\u5316\u5e76\u4f18\u5316\u4e86\u8fd9\u4e00\u8fc7\u7a0b\u3002\u53ea\u9700\u70b9\u51fb\u4e00\u4e0b\u6444\u53d6\uff0c\u6574\u4e2a database \u5c31\u80fd\u5feb\u901f\u5bfc\u5165 data \u6e56\uff0c\u4ece\u800c\u5927\u5927\u964d\u4f4e\u4e86\u67b6\u6784\u7684\u590d\u6742\u6027\u3002\u5b83\u4ee5\u4f4e\u6210\u672c\u652f\u6301\u5b9e\u65f6\u66f4\u65b0\u548c\u5feb\u901f\u67e5\u8be2\u3002\u6b64\u5916\uff0c\u5b83\u8fd8\u63d0\u4f9b\u7075\u6d3b\u7684\u66f4\u65b0\u9009\u9879\uff0c\u5141\u8bb8\u5e94\u7528\u7279\u5b9a\u5217\u6216\u4e0d\u540c\u7c7b\u578b\u7684\u805a\u5408\u66f4\u65b0\u3002.<\/p>\n<\/div>

2.\u5efa\u7acb\u6d41 Data \u7ba1\u9053<\/h3><\/div>

PAIMON \u53ef\u7528\u4e8e\u6784\u5efa\u5b8c\u6574\u7684\u6d41 data \u7ba1\u9053\uff0c\u5176\u529f\u80fd\u5305\u62ec
\n\u751f\u6210\u66f4\u6539\u65e5\u5fd7\uff0c\u5141\u8bb8\u5bf9\u5b8c\u5168\u66f4\u65b0\u7684\u8bb0\u5f55\u8fdb\u884c\u6d41\u5f0f\u8bfb\u53d6\u8bbf\u95ee\uff0c\u4ece\u800c\u66f4\u8f7b\u677e\u5730\u6784\u5efa\u5f3a\u5927\u7684\u6d41\u5f0f data \u7ba1\u9053\u3002.<\/p>\n

PAIMON \u6b63\u5728\u53d1\u5c55\u6210\u4e3a\u4e00\u4e2a\u5177\u6709\u6d88\u8d39\u8005\u673a\u5236\u7684\u6d88\u606f\u961f\u5217\u7cfb\u7edf\u3002\u5728\u5176\u6700\u65b0\u7248\u672c\u4e2d\uff0c\u5b83\u5305\u542b\u4e86\u5bf9\u53d8\u66f4\u65e5\u5fd7\u7684\u751f\u547d\u5468\u671f\u7ba1\u7406\uff0c\u5141\u8bb8\u7528\u6237\u5b9a\u4e49\u4fdd\u7559\u671f\uff08\u4f8b\u5982\uff0c\u65e5\u5fd7\u53ef\u4fdd\u7559\u4e03\u5929\u6216\u66f4\u591a\uff09\uff0c\u7c7b\u4f3c\u4e8e Kafka\u3002\u8fd9\u5c31\u521b\u5efa\u4e86\u4e00\u4e2a\u8f7b\u91cf\u7ea7\u3001\u9ad8\u6027\u4ef7\u6bd4\u7684\u6d41\u7ba1\u9053\u89e3\u51b3\u65b9\u6848\u3002.<\/p>\n<\/div>

3.\u8d85\u5feb OLAP \u67e5\u8be2<\/h3><\/div>

\u5728\u524d\u4e24\u4e2a\u4f7f\u7528\u6848\u4f8b\u786e\u4fdd\u5b9e\u65f6 data \u6d41\u91cf\u7684\u540c\u65f6\uff0cPAIMON \u8fd8\u652f\u6301\u9ad8\u901f OLAP \u67e5\u8be2\uff0c\u4ee5\u5206\u6790\u5b58\u50a8\u7684 data\u3002\u901a\u8fc7\u7ed3\u5408 LSM \u548c\u7d22\u5f15\uff0cPAIMON \u53ef\u5b9e\u73b0\u5feb\u901f data \u5206\u6790\u3002\u5176\u751f\u6001\u7cfb\u7edf\u652f\u6301 Flink\u3001Spark\u3001StarRocks \u548c Trino \u7b49\u67e5\u8be2\u5f15\u64ce\uff0c\u53ef\u5728 PAIMON \u5185\u5bf9\u5b58\u50a8\u7684 data \u8fdb\u884c\u9ad8\u6548\u67e5\u8be2\u3002.<\/span><\/p>\n<\/div>

ARTEFACT \u4f7f\u7528\u6848\u4f8b<\/h2><\/div>

\u6848\u4f8b 1<\/strong>:\u63d0\u9ad8 Data \u5b9e\u65f6\u5206\u6790\u6548\u7387<\/h3><\/div>
  • <\/i><\/span>
    \n

    \u6311\u6218<\/strong>:<\/strong> \u4e00\u5bb6\u5168\u7403\u96f6\u552e\u5de8\u5934\u5728\u5e97\u5185\u548c\u7535\u5b50\u5546\u52a1\u5e73\u53f0\u7684\u5b9e\u65f6\u7528\u6237\u884c\u4e3a\u5206\u6790\u548c\u4e2a\u6027\u5316\u63a8\u8350\u65b9\u9762\u9762\u4e34\u6311\u6218\u3002\u5728\u4f20\u7edf\u7684 data \u5206\u6790\u67b6\u6784\u4e0b\uff0c\u7cfb\u7edf\u65e0\u6cd5\u6709\u6548\u5730\u5904\u7406\u5927\u89c4\u6a21\u5b9e\u65f6 data\uff0c\u5bfc\u81f4\u7528\u6237\u4f53\u9a8c\u4e0d\u4f73\u548c\u63a8\u8350\u7cfb\u7edf\u5ef6\u8fdf\u8fc7\u9ad8\u3002.<\/span><\/p>\n<\/div><\/li>

  • <\/i><\/span>
    \n

    \u89e3\u51b3\u65b9\u6848<\/strong>:<\/strong> \u901a\u8fc7\u5f15\u5165 Apache PAIMON\uff0c\u96f6\u552e\u5ba2\u6237\u7aef\u5b9e\u73b0\u4e86\u7528\u6237\u8d2d\u7269\u884c\u4e3a\u548c\u5e93\u5b58 data \u7684\u5b9e\u65f6\u540c\u6b65\u3002\u7ed3\u5408\u7528\u4e8e\u6d41\u5904\u7406\u7684 Flink\uff0c\u5ba2\u6237\u80fd\u591f\u6839\u636e\u6700\u65b0\u7684 data \u751f\u6210\u4e2a\u6027\u5316\u63a8\u8350\u3002\u8fd9\u4e0d\u4ec5\u6539\u5584\u4e86\u8d2d\u7269\u4f53\u9a8c\uff0c\u8fd8\u964d\u4f4e\u4e86\u57fa\u7840\u8bbe\u65bd\u6210\u672c\u3002.<\/span><\/p>\n<\/div><\/li>

  • <\/i><\/span>
    \n

    \u7ed3\u679c<\/strong>:<\/strong> \u7528\u6237\u8f6c\u6362\u7387\u63d0\u9ad8\u4e86 10%\uff0c\u7cfb\u7edf\u5ef6\u8fdf\u65f6\u95f4\u4ece T+1 \u5206\u949f\u7f29\u77ed\u5230\u51e0\u5206\u949f\u3002.<\/span><\/p>\n<\/div><\/li><\/ul>

    \u6848\u4f8b 2\uff1a <\/b>\u5efa\u7acb\u53ef\u9760\u7684\u5b9e\u65f6\u4e1a\u52a1\u76d1\u63a7<\/h3><\/div>
    • <\/i><\/span>
      \n

      \u6311\u6218<\/strong>:<\/strong> \u968f\u7740\u4e1a\u52a1\u89c4\u6a21\u7684\u6269\u5927\uff0c\u4e00\u5bb6\u96f6\u552e\u5ba2\u6237\u7684\u4f9b\u5e94\u94fe\u7ba1\u7406\u7cfb\u7edf\u9762\u4e34\u7740\u65e5\u76ca\u590d\u6742\u7684\u95ee\u9898\u3002\u8fd9\u5c31\u8feb\u5207\u9700\u8981\u5bf9\u4e1a\u52a1\u5de5\u4f5c\u6d41\u7a0b\u8fdb\u884c\u5b9e\u65f6\u76d1\u63a7\uff0c\u4ee5\u786e\u4fdd\u7a33\u5b9a\u6027\u548c\u6548\u7387\u3002\u7136\u800c\uff0c\u73b0\u6709\u7684\u7cfb\u7edf\u67b6\u6784\u4ec5\u652f\u6301\u79bb\u7ebf data \u5904\u7406\uff0c\u65e0\u6cd5\u6ee1\u8db3\u5b9e\u65f6\u64cd\u4f5c\u7684\u9700\u6c42\u3002.<\/span><\/p>\n

       <\/p>\n<\/div><\/li>

    • <\/i><\/span>
      \n

      \u89e3\u51b3\u65b9\u6848<\/strong>:<\/strong> \u901a\u8fc7\u5f15\u5165 PAIMON data \u6e56\uff0c\u5229\u7528\u963f\u91cc\u4e91 EMR + OSS \u6784\u5efa\u4e86\u5b9e\u65f6 data \u6e56\u67b6\u6784\u3002\u8be5\u7cfb\u7edf\u4f7f\u7528 Flink \u548c Flink CDC \u4ece\u591a\u4e2a\u6765\u6e90\u5b9e\u65f6\u6536\u96c6 data\u3002\u7ed3\u5408 OSS \u5bf9\u8c61\u5b58\u50a8\uff0c\u786e\u4fdd\u4e86 data \u7684\u53ef\u67e5\u8be2\u6027\u548c\u5206\u5c42\u91cd\u7528\u6027\u3002\u540c\u65f6\uff0c\u5728\u5206\u6790\u5c42\u7ed3\u5408\u4e86 Doris\uff0c\u89e3\u51b3\u4e86 OLAP \u5206\u6790\u65f6\u6548\u6027\u4f4e\u7684\u95ee\u9898\uff0c\u63d0\u9ad8\u4e86\u62a5\u544a\u548c\u76d1\u63a7\u7cfb\u7edf\u7684\u65f6\u6548\u6027\u3002.<\/span><\/p>\n<\/div><\/li>

    • <\/i><\/span>
      \n

      \u7ed3\u679c<\/strong>:<\/strong> \u4f9b\u5e94\u94fe\u90e8\u95e8\u5b9e\u73b0\u4e86\u5bf9\u4e1a\u52a1\u5de5\u4f5c\u6d41\u7a0b\u7684\u5b9e\u65f6\u76d1\u63a7\uff0c\u786e\u4fdd\u4e86\u7cfb\u7edf\u7684\u7a33\u5b9a\u6027\uff0c\u63d0\u9ad8\u4e86\u8fd0\u8425\u6548\u7387\u3002.<\/span><\/p>\n

       <\/p>\n<\/div><\/li><\/ul>

      \u4ee5\u4e0a\u6848\u4f8b\u603b\u7ed3\u4e86 ARTEFACT \u4e3a\u5ba2\u6237\u5b9e\u65bd Apache PAIMON \u7684\u5b9e\u8df5\u7ecf\u9a8c\u3002\u4f5c\u4e3a\u4e00\u79cd\u5b9e\u65f6 data \u6e56\u6280\u672f\uff0cPAIMON \u4e3a\u4f01\u4e1a\u5e94\u5bf9\u590d\u6742\u7684 data \u5904\u7406\u6311\u6218\u63d0\u4f9b\u4e86\u9ad8\u6548\u7075\u6d3b\u7684\u89e3\u51b3\u65b9\u6848\u3002.\u00a0<\/span><\/p>\n<\/div><\/div><\/div><\/div><\/article><\/p>","protected":false},"excerpt":{"rendered":"

      \u5728\u6570\u5b57\u5316\u8f6c\u578b\u65f6\u4ee3\uff0c\u4f01\u4e1a\u4e0d\u65ad\u79ef\u7d2f\u6d77\u91cf data \u96c6\uff0c\u5176\u89c4\u6a21\u548c\u590d\u6742\u6027\u4e0e\u65e5\u4ff1\u589e\u3002.<\/p>","protected":false},"featured_media":301284,"parent":0,"template":"","meta":{"_acf_changed":false,"ep_exclude_from_search":false},"blog-category":[22035],"blog-language":[2991],"class_list":["post-301168","blog","type-blog","status-publish","has-post-thumbnail","hentry","blog-category-data-ai-consulting","blog-language-en"],"acf":[],"_links":{"self":[{"href":"https:\/\/www.artefact.com\/zh\/wp-json\/wp\/v2\/blog\/301168","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.artefact.com\/zh\/wp-json\/wp\/v2\/blog"}],"about":[{"href":"https:\/\/www.artefact.com\/zh\/wp-json\/wp\/v2\/types\/blog"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.artefact.com\/zh\/wp-json\/wp\/v2\/media\/301284"}],"wp:attachment":[{"href":"https:\/\/www.artefact.com\/zh\/wp-json\/wp\/v2\/media?parent=301168"}],"wp:term":[{"taxonomy":"blog-category","embeddable":true,"href":"https:\/\/www.artefact.com\/zh\/wp-json\/wp\/v2\/blog-category?post=301168"},{"taxonomy":"blog-language","embeddable":true,"href":"https:\/\/www.artefact.com\/zh\/wp-json\/wp\/v2\/blog-language?post=301168"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}