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class=\"post-ul\">Flink\u304cHive\u306e\u30e1\u30bf\u30c7\u30fc\u30bf\u306b\u30a2\u30af\u30bb\u30b9\u3067\u304d\u308b\u3088\u3046\u306b\u3057\u307e\u3059\u3002<\/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\">Flink\u304cHive\u306e\u30c6\u30fc\u30d6\u30eb\u30c7\u30fc\u30bf\u306b\u30a2\u30af\u30bb\u30b9\u3067\u304d\u308b\u3088\u3046\u306b\u3057\u307e\u3059\u3002<\/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\">Flink\u306fHive\u306e\u30c7\u30fc\u30bf\u578b\u3068\u4e92\u63db\u6027\u304c\u3042\u308a\u307e\u3059\u3002<\/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\">Flink\u3067Hive UDF\u3092\u4f7f\u7528\u3067\u304d\u307e\u3059\u3002<\/ul>\n<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<ul class=\"post-ul\">Flink\u3067Hive SQL\u3092\u4f7f\u7528\u3067\u304d\u307e\u3059\uff08DML\u3084DDL\u3092\u542b\u3080\uff09\u3002<\/ul>\n<p>Flink\u793e\u533a\u6b63\u5728\u91c7\u53d6\u6e10\u8fdb\u5f0f\u7684\u6b65\u9aa4\u6765\u5b9e\u73b0\u4e0a\u8ff0\u529f\u80fd\u3002\u5982\u679c\u60a8\u60f3\u9884\u5148\u5c1d\u8bd5\u8fd9\u4e9b\u529f\u80fd\uff0c\u5efa\u8bae\u60a8\u5c1d\u8bd5\u7531\u963f\u91cc\u5df4\u5df4\u4e91\u5f00\u53d1\u7684\u5f00\u6e90Blink\u9879\u76ee\u3002Blink\u9879\u76ee\u5c06Flink\u548cHive\u8fde\u63a5\u5728\u5143\u6570\u636e\u5c42\u548c\u6570\u636e\u5c42\u4e0a\u3002\u7528\u6237\u53ef\u4ee5\u76f4\u63a5\u4f7f\u7528Flink SQL\u67e5\u8be2Hive\u5185\u7684\u6570\u636e\uff0c\u6216\u8005\u65e0\u7f1d\u5207\u6362Hive\u548cFlink\u3002\u4e3a\u4e86\u8fde\u63a5\u5143\u6570\u636e\uff0cBlink\u91cd\u65b0\u6784\u5efa\u4e86Flink Catalog\u7684\u5b9e\u73b0\uff0c\u5e76\u6dfb\u52a0\u4e86\u4e24\u4e2aCatalog\uff1a\u57fa\u4e8e\u5185\u5b58\u7684FlinkInMemoryCatalog\u548c\u8fde\u63a5Hive MetaStore\u7684HiveCatalog\u3002\u4f7f\u7528HiveCatalog\uff0cFlink\u4f5c\u4e1a\u53ef\u4ee5\u4eceHive\u8bfb\u53d6\u5143\u6570\u636e\u3002\u4e3a\u4e86\u8fde\u63a5\u6570\u636e\uff0cBlink\u5b9e\u73b0\u4e86HiveTableSource\uff0c\u4f7f\u5f97Flink\u4f5c\u4e1a\u53ef\u4ee5\u76f4\u63a5\u4eceHive\u7684\u666e\u901a\u8868\u548c\u5206\u533a\u8868\u4e2d\u8bfb\u53d6\u6570\u636e\u3002\u56e0\u6b64\uff0c\u901a\u8fc7\u4f7f\u7528Blink\uff0c\u7528\u6237\u53ef\u4ee5\u4f7f\u7528Flink\u7684SQL\u52a0\u8f7d\u73b0\u6709\u7684Hive\u5143\u6570\u636e\u548c\u6570\u636e\u8fdb\u884c\u6570\u636e\u5904\u7406\u3002\u963f\u91cc\u5df4\u5df4\u5c06\u8fdb\u4e00\u6b65\u6539\u5584Flink\u548cHive\u7684\u517c\u5bb9\u6027\uff0c\u5305\u62ec\u652f\u6301Hive\u7279\u5b9a\u7684\u67e5\u8be2\u3001\u6570\u636e\u7c7b\u578b\u548cHive UDF\u7b49\u3002\u8fd9\u4e9b\u6539\u8fdb\u5c06\u9010\u6b65\u8d21\u732e\u7ed9Flink\u793e\u533a\u3002<\/p>\n<h1>\u652f\u6301Flink\u4e0a\u7684\u4ea4\u4e92\u5f0f\u5206\u6790\u3002<\/h1>\n<p>\u6279\u91cf\u5904\u7406\u4e5f\u662fFlink\u7684\u5e38\u89c1\u5e94\u7528\u573a\u666f\u4e4b\u4e00\u3002\u4ea4\u4e92\u5f0f\u5206\u6790\u5360\u636e\u4e86\u6279\u91cf\u5904\u7406\u7684\u5927\u90e8\u5206\uff0c\u5e76\u4e14\u5bf9\u4e8e\u6570\u636e\u5206\u6790\u5e08\u548c\u6570\u636e\u79d1\u5b66\u5bb6\u6765\u8bf4\u5c24\u4e3a\u91cd\u8981\u3002<\/p>\n<p>\u5bf9\u4e8e\u4ea4\u4e92\u5f0f\u5206\u6790\u9879\u76ee\u548c\u5de5\u5177\uff0cFlink\u672c\u8eab\u9700\u8981\u8fdb\u4e00\u6b65\u589e\u5f3a\u4ee5\u6539\u5584\u6027\u80fd\u8981\u6c42\u3002\u4ee5FLINK-11199\u4e3a\u4f8b\u8003\u8651\u3002\u76ee\u524d\u65e0\u6cd5\u5728\u540c\u4e00Flink\u5e94\u7528\u7a0b\u5e8f\u4e2d\u591a\u4e2a\u4f5c\u4e1a\u4e4b\u95f4\u5171\u4eab\u6570\u636e\u3002\u6bcf\u4e2a\u4f5c\u4e1a\u7684\u6709\u5411\u65e0\u73af\u56fe(DAG)\u4ecd\u7136\u662f\u5206\u79bb\u7684\u3002FLINK-11199\u65e8\u5728\u89e3\u51b3\u8fd9\u4e2a\u95ee\u9898\uff0c\u5e76\u66f4\u53cb\u597d\u5730\u652f\u6301\u4ea4\u4e92\u5f0f\u5206\u6790\u3002<\/p>\n<p>\u6b64\u5916\uff0c\u4e3a\u4e86\u4f7f\u6570\u636e\u5206\u6790\u5e08\u548c\u6570\u636e\u79d1\u5b66\u5bb6\u80fd\u591f\u66f4\u6709\u6548\u5730\u4f7f\u7528Flink\uff0c\u9700\u8981\u4e00\u4e2a\u4ea4\u4e92\u5f0f\u5206\u6790\u5e73\u53f0\u3002Apache Zeppelin\u5728\u8fd9\u65b9\u9762\u505a\u51fa\u4e86\u5f88\u591a\u8d21\u732e\u3002Apache Zeppelin\u63d0\u4f9b\u4e86\u4ea4\u4e92\u5f0f\u5f00\u53d1\u73af\u5883\uff0c\u5e76\u652f\u6301\u591a\u79cd\u7f16\u7a0b\u8bed\u8a00\uff0c\u5982Scala\u3001Python\u3001SQL\u7b49\u3002\u6b64\u5916\uff0cZeppelin\u8fd8\u652f\u6301\u9ad8\u5ea6\u7684\u53ef\u6269\u5c55\u6027\uff0c\u5e76\u652f\u6301\u8bb8\u591a\u5927\u6570\u636e\u5f15\u64ce\uff0c\u5982Spark\u3001Hive\u3001Pig\u7b49\u3002\u963f\u91cc\u5df4\u5df4\u4e3a\u4e86\u5b9e\u73b0\u5728Zeppelin\u4e2d\u5bf9Flink\u7684\u66f4\u597d\u652f\u6301\u5df2\u7ecf\u4ed8\u51fa\u4e86\u5f88\u5927\u52aa\u529b\u3002\u7528\u6237\u53ef\u4ee5\u5728Zeppelin\u4e2d\u76f4\u63a5\u7f16\u5199Flink\u4ee3\u7801\uff08Scala\u6216SQL\u8bed\u8a00\uff09\u3002\u6b64\u5916\uff0c\u7528\u6237\u8fd8\u53ef\u4ee5\u76f4\u63a5\u5728Zeppelin\u4e2d\u63d0\u4ea4\u4f5c\u4e1a\u5e76\u67e5\u770b\u4f5c\u4e1a\u7ed3\u679c\uff0c\u800c\u4e0d\u662f\u5728\u672c\u5730\u8fdb\u884c\u6253\u5305\uff0c\u7136\u540e\u6267\u884cbin\/flink\u811a\u672c\u624b\u52a8\u63d0\u4ea4\u4f5c\u4e1a\u3002\u4f5c\u4e1a\u7ed3\u679c\u53ef\u4ee5\u4ee5\u6587\u672c\u5f62\u5f0f\u663e\u793a\uff0c\u4e5f\u53ef\u4ee5\u8fdb\u884c\u53ef\u89c6\u5316\u3002\u5bf9\u4e8eSQL\u7ed3\u679c\uff0c\u53ef\u89c6\u5316\u5c24\u4e3a\u91cd\u8981\u3002Zeppelin\u4e3b\u8981\u63d0\u4f9b\u4ee5\u4e0b\u5bf9Flink\u7684\u652f\u6301\u3002<\/p>\n<ul class=\"post-ul\">\n<li style=\"list-style-type: none;\">\n<ul class=\"post-ul\">3\u3064\u306erun\u30e2\u30fc\u30c9 \u30ed\u30fc\u30ab\u30eb\u3001\u30ea\u30e2\u30fc\u30c8\u3001\u30e4\u30fc\u30f3<\/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\">Scala\u3001\u30d0\u30c3\u30c1SQL\u3001\u30b9\u30c8\u30ea\u30fc\u30e0SQL<\/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\">\u9759\u7684\u30fb\u52d5\u7684\u30c6\u30fc\u30d6\u30eb\u306e\u53ef\u8996\u5316<\/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\">\u30b8\u30e7\u30d6URL\u3068\u306e\u81ea\u52d5\u95a2\u9023\u4ed8\u3051<\/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\">\u30b8\u30e7\u30d6\u30ad\u30e3\u30f3\u30bb\u30eb<\/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\">\u30d5\u30ea\u30f3\u30af\u306eSavepoint\u306e\u6c42\u4eba\u60c5\u5831<\/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\">\u30b3\u30f3\u30c8\u30ed\u30fc\u30eb\u306e\u4f5c\u6210\u306a\u3069\u3001ZeppelinContext\u306e\u9ad8\u5ea6\u306a\u6a5f\u80fd<\/ul>\n<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<ul class=\"post-ul\">3\u3064\u306e\u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb\u30ce\u30fc\u30c8 \u30b9\u30c8\u30ea\u30fc\u30df\u30f3\u30b0ETL\u3001Flink\u30d0\u30c3\u30c1\u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb\u3001Flink\u30b9\u30c8\u30ea\u30fc\u30e0\u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb<\/ul>\n<p>\u8fd9\u4e9b\u6539\u53d8\u4e2d\u7684\u4e00\u4e9b\u5df2\u7ecf\u5728Flink\u4e2d\u5b9e\u73b0\uff0c\u4e00\u4e9b\u5df2\u7ecf\u5728Zeppelin\u4e2d\u5b9e\u73b0\u3002\u5728\u8fd9\u4e9b\u6539\u53d8\u88ab\u8d21\u732e\u7ed9Flink\u793e\u533a\u548cZeppelin\u793e\u533a\u4e4b\u524d\uff0c\u60a8\u53ef\u4ee5\u4f7f\u7528\u8fd9\u4e2aZeppelin Docker\u955c\u50cf\u6765\u6d4b\u8bd5\u548c\u4f7f\u7528\u8fd9\u4e9b\u529f\u80fd\u3002\u6709\u5173Zeppelin Docker\u955c\u50cf\u7684\u4e0b\u8f7d\u548c\u5b89\u88c5\u8be6\u7ec6\u4fe1\u606f\uff0c\u8bf7\u53c2\u8003Blink\u6587\u6863\u4e2d\u7684\u793a\u4f8b\u3002\u4e3a\u4e86\u8ba9\u7528\u6237\u66f4\u65b9\u4fbf\u5730\u5c1d\u8bd5\u8fd9\u4e9b\u529f\u80fd\uff0c\u8fd9\u4e2a\u7248\u672c\u7684Zeppelin\u6dfb\u52a0\u4e86\u4e09\u4e2a\u5185\u7f6e\u7684Flink\u6559\u7a0b\u3002\u5176\u4e2d\u4e00\u4e2a\u793a\u4f8b\u5c55\u793a\u4e86Streaming ETL\u7684\u4f8b\u5b50\uff0c\u53e6\u5916\u4e24\u4e2a\u793a\u4f8b\u5c55\u793a\u4e86Flink Batch\u548cFlink Stream\u7684\u4f8b\u5b50\u3002<\/p>\n<p># \u5728Flink\u4e2d\u652f\u6301\u673a\u5668\u5b66\u4e60\u3002<\/p>\n<div><img decoding=\"async\" class=\"post-images\" title=\"\" src=\"https:\/\/cdn.silicloud.com\/blog-img\/blog\/img\/657d293c37434c4406c43201\/25-0.png\" alt=\"image.png\" 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