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12 \u4e2a\u6708\u5185\u6ca1\u6709\u4ea4\u6613\uff0c\u5219\u88ab\u89c6\u4e3a\u4e0d\u6d3b\u8dc3\u201d\uff09\u53ef\u4ee5\u8f6c\u6362\u4e3a\u7ba1\u9053\u4e2d\u7684\u6570\u636e\u8d28\u91cf\u68c0\u67e5\u3002\u7531\u4e8e\u975e\u6280\u672f\u7528\u6237\u53ef\u4ee5\u8bbf\u95ee\u76ee\u5f55\uff0c\u5b83\u4f7f<strong>\u6570\u636e\u6cbb\u7406\u59d4\u5458\u4f1a\u548c\u9886\u57df\u4e13\u5bb6<\/strong>\u80fd\u591f\u53c2\u4e0e\u89c4\u5219\u5236\u5b9a\uff0c\u800c\u65e0\u9700\u4e86\u89e3\u6280\u672f\u5b9e\u73b0\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"858\" src=\"http:\/\/159.223.199.105\/wp-content\/uploads\/2025\/09\/image-8-1024x858.png\" alt=\"\" class=\"wp-image-182\" srcset=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-8-1024x858.png 1024w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-8-300x251.png 300w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-8-768x643.png 768w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-8.png 1108w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u56fe 2\uff1a\u6570\u636e\u6cbb\u7406\u795e\u7ecf\u4e2d\u67a2\u7684\u8868\u793a<\/p>\n\n\n\n<p>\u901a\u8fc7\u5c65\u884c\u8fd9\u4e09\u5927\u529f\u80fd\uff0c\u96c6\u6210\u67b6\u6784\u4e2d\u7684\u6570\u636e\u76ee\u5f55\u5c06\u6210\u4e3a<strong>\u6570\u636e\u6cbb\u7406\u7684\u795e\u7ecf\u4e2d\u67a2<\/strong>\u3002\u5b83\u4e0d\u4ec5\u5bf9\u6570\u636e\u8fdb\u884c\u7f16\u76ee\uff0c\u8fd8\u4e3b\u52a8\u7ba1\u7406\u6570\u636e\u7684\u4f7f\u7528\u548c\u8d28\u91cf\u3002\u503c\u5f97\u6ce8\u610f\u7684\u662f\uff0c\u4eba\u5de5\u667a\u80fd\u548c\u81ea\u52a8\u5316\u589e\u5f3a\u4e86\u8fd9\u4e09\u5927\u529f\u80fd\uff1a\u4eba\u5de5\u667a\u80fd\u53ef\u4ee5\u4e30\u5bcc\u4fe1\u606f\uff08\u901a\u8fc7\u81ea\u52a8\u6807\u8bb0\u6216\u5efa\u8bae\u5173\u7cfb\uff09\uff0c\u53ef\u4ee5\u81ea\u52a8\u5316\u90e8\u5206\u8bbf\u95ee\u63a7\u5236\uff08\u4f8b\u5982\u6839\u636e\u7b56\u7565\u81ea\u52a8\u6279\u51c6\u67d0\u4e9b\u8bf7\u6c42\uff09\uff0c\u5e76\u53ef\u4ee5\u5e2e\u52a9\u8bc6\u522b\u65b0\u89c4\u5219\u6216\u5f02\u5e38\u4ee5\u5c06\u5176\u8f93\u5165\u89c4\u5219\u5b58\u50a8\u5e93\u3002\u5b9e\u9645\u4e0a\uff0c\u76ee\u5f55\u4ece\u4e00\u4e2a\u88ab\u52a8\u7684\u6570\u636e\u5b57\u5178\u8f6c\u53d8\u4e3a\u4e00\u4e2a<strong>\u4e3b\u52a8\u7684\u6570\u636e\u6cbb\u7406\u5e73\u53f0<\/strong>\u3002<\/p>\n\n\n\n<p><strong>\u4e2d\u592e\u5143\u5b58\u50a8\u548c\u5f00\u653e\u8868\u683c\u5f0f\uff1a<\/strong><\/p>\n\n\n\n<p>\u96c6\u6210\u7684\u57fa\u7840\u8981\u7d20\u662f\u4f7f\u7528<strong>\u4e2d\u592e\u5143\u5b58\u50a8\u548c\u5f00\u653e\u8868\u683c\u5f0f<\/strong>\u3002\u4f20\u7edf\u4e0a\uff0c\u4e0d\u540c\u7684\u5206\u6790\u5e73\u53f0\u548c\u5f15\u64ce\u9700\u8981\u5355\u72ec\u7684\u6a21\u5f0f\u5b9a\u4e49\uff0c\u4ece\u800c\u5bfc\u81f4\u91cd\u590d\uff08\u6570\u636e\u4ed3\u5e93\u4e2d\u4e00\u4e2a\u6a21\u5f0f\uff0c\u6570\u636e\u6e56\u4e2d\u53e6\u4e00\u4e2a\u6a21\u5f0f\uff0c\u7b49\u7b49\uff09\u3002\u6211\u4eec\u7684\u65b9\u6cd5\u4e3b\u5f20\u4f7f\u7528<strong>\u5f00\u653e\u3001\u53ef\u5171\u4eab\u7684\u8868\u683c\u5f0f\u548c\u901a\u7528\u5143\u6570\u636e\u5b58\u50a8<\/strong>\uff0c\u4ee5\u7edf\u4e00\u6574\u4e2a\u751f\u6001\u7cfb\u7edf\u7684\u6a21\u5f0f\u548c\u5b58\u50a8\u3002<\/p>\n\n\n\n<p><strong>\u5171\u4eab\u6570\u636e\u5b9a\u4e49\uff1a<\/strong><\/p>\n\n\n\n<p>\u901a\u8fc7\u5728\u4e2d\u592e\u5143\u5b58\u50a8\uff08\u5982 AWS Glue \u6570\u636e\u76ee\u5f55\u6216 Hive Metastore \u6216\u7528\u4e8e\u591a\u4e91\u7684 Databricks Unity Catalog\uff09\u4e2d\u6ce8\u518c\u6240\u6709\u6570\u636e\u8d44\u4ea7\uff0c\u6211\u4eec\u786e\u4fdd\u6bcf\u4e2a\u5de5\u5177\u90fd\u5f15\u7528<strong>\u76f8\u540c\u7684\u8868\u5b9a\u4e49<\/strong>\u3002\u8fd9\u610f\u5473\u7740\u6570\u636e\u8bbf\u95ee\u7a0b\u5e8f\uff0c\u65e0\u8bba\u5b83\u4eec\u662f\u5728 Spark\u3001Presto\u3001Databricks \u8fd8\u662f Snowflake\uff08\u901a\u8fc7\u5916\u90e8\u8868\uff09\u4e2d\u8fd0\u884c\uff0c\u90fd\u53ef\u4ee5\u770b\u5230\u4e00\u81f4\u7684\u6570\u636e\u89c6\u56fe\u3002\u4f8b\u5982\uff0cGlue \u4e2d\u5b9a\u4e49\u7684\u4f18\u5316\u884c\u5217\u5f0f\uff08ORC\uff09\u6216 Parquet \u8868\u53ef\u4ee5\u7531 AWS Athena\u3001AWS EMR Spark \u548c Redshift Spectrum \u5e73\u7b49\u67e5\u8be2\u3002\u8fd9\u6d88\u9664\u4e86\u5728\u4e0d\u540c\u7cfb\u7edf\u4e2d\u624b\u52a8\u590d\u5236\u6570\u636e\u5b9a\u4e49\u8bed\u8a00\uff08DDL\uff09\u7684\u5bb9\u6613\u51fa\u9519\u7684\u505a\u6cd5\u3002\u5b83\u8fd8\u7b80\u5316\u4e86\u6cbb\u7406\uff1a\u5f53\u6a21\u5f0f\u53d1\u751f\u53d8\u5316\u6216\u6dfb\u52a0\u65b0\u8868\u65f6\uff0c\u5b83\u4f1a\u5728\u4e00\u4e2a\u5730\u65b9\u66f4\u65b0\u5e76<strong>\u7acb\u5373\u53cd\u6620\u5728\u6240\u6709\u5730\u65b9<\/strong>\uff08\u5305\u62ec\u4ece\u5143\u5b58\u50a8\u4e2d\u63d0\u53d6\u7684\u6570\u636e\u76ee\u5f55\uff09\u3002<\/p>\n\n\n\n<p><strong>\u5f00\u653e\u8868\u683c\u5f0f\uff08\u4f8b\u5982 Delta Lake\uff09\uff1a<\/strong><\/p>\n\n\n\n<p><strong>Delta Lake<\/strong>&nbsp;\uff08\u4e00\u79cd\u5f00\u6e90\u8868\u683c\u5f0f\uff09\u7b49\u6280\u672f\u8fdb\u4e00\u6b65\u589e\u5f3a\u4e86\u8fd9\u79cd\u53ef\u79fb\u690d\u6027\u3002Delta Lake \u4e3a\u6570\u636e\u6e56\u5b58\u50a8\u5e26\u6765\u4e86\u539f\u5b50\u6027\u3001\u4e00\u81f4\u6027\u3001\u9694\u79bb\u6027\u548c\u6301\u4e45\u6027 (ACID) \u4e8b\u52a1\u548c\u6a21\u5f0f\u6f14\u8fdb\uff0c\u5e76\u5df2\u6210\u4e3a\u8bb8\u591a Lakehouse \u67b6\u6784\u7684\u4e8b\u5b9e\u6807\u51c6\u3002\u7531\u4e8e Delta Lake \u662f\u5f00\u6e90\u7684\uff0c\u56e0\u6b64\u591a\u4e2a\u67e5\u8be2\u5f15\u64ce\uff08Databricks\u3001Apache Spark\u3001Flink\u3001Presto \u6216 Trino \u7b49\uff09\u90fd\u53ef\u4ee5\u8bfb\u53d6\u5b83\u3002\u96c6\u6210\u67b6\u6784\u5145\u5206\u5229\u7528\u4e86\u8fd9\u4e00\u4f18\u52bf\uff1a\u4ee5\u5f00\u653e\u683c\u5f0f\uff08\u4f8b\u5982 Delta\u3001Parquet\u3001\u4f18\u5316\u884c\u5217\u5f0f (ORC) \u751a\u81f3\u8f83\u65b0\u7684 Apache Iceberg\uff09\u5b58\u50a8\u6570\u636e\u610f\u5473\u7740\u6211\u4eec<strong>\u4e0d\u4f1a\u88ab\u9501\u5b9a\u5728\u4e00\u79cd\u5904\u7406\u5f15\u64ce\u4e2d<\/strong>\u3002\u5982\u679c\u660e\u5929\u67d0\u4e2a\u56e2\u961f\u60f3\u8981\u4f7f\u7528\u4e0d\u540c\u7684\u5de5\u5177\uff08\u4f8b\u5982 Google BigQuery \u6216 Azure Synapse\uff09\uff0c\u53ea\u8981\u5b83\u652f\u6301\u8fd9\u4e9b\u5f00\u653e\u683c\u5f0f\uff0c\u4ed6\u4eec\u5c31\u53ef\u4ee5\u4ee5\u6700\u5c0f\u7684\u963b\u529b\u8bbf\u95ee\u6570\u636e\u3002 Databricks \u6700\u8fd1\u751a\u81f3\u5ba3\u5e03\u63a8\u51fa\u91c7\u7528\u901a\u7528\u683c\u5f0f (UniForm)\u7684 Delta Lake 3.0 \uff0c\u4ee5\u5f25\u5408 Delta\u3001Iceberg \u548c Hudi \u4e4b\u95f4\u7684\u517c\u5bb9\u6027\uff0c\u51f8\u663e\u4e86\u4e1a\u754c\u63d0\u9ad8\u8de8\u5f15\u64ce\u4e92\u64cd\u4f5c\u6027\u7684\u4e3e\u63aa\u3002<\/p>\n\n\n\n<p><strong>\u6570\u636e\u5f55\u5165\u76ee\u5f55\uff1a<\/strong><\/p>\n\n\n\n<p>\u4e2d\u592e\u5143\u5b58\u50a8\u5145\u5f53\u6570\u636e\u76ee\u5f55\u7684<strong>\u6280\u672f\u5143\u6570\u636e\u8f93\u5165\u5668<\/strong>\u3002\u96c6\u6210\u540e\uff0c\u76ee\u5f55\u4e0d\u4ec5\u4f1a\u63d0\u53d6\u8868\u540d\u548c\u5217\uff0c\u8fd8\u4f1a\u63d0\u53d6\u8868\u4f4d\u7f6e\u3001\u683c\u5f0f\u7b49\u8be6\u7ec6\u4fe1\u606f\uff0c\u6709\u65f6\u8fd8\u4f1a\u63d0\u53d6\u884c\u6570\u6216\u914d\u7f6e\u6587\u4ef6\u7edf\u8ba1\u4fe1\u606f\uff08\u5982\u679c\u53ef\u7528\uff09\u3002\u67d0\u4e9b\u76ee\u5f55\u8fd8\u4f1a\u6301\u7eed\u4e0e\u5143\u5b58\u50a8\u540c\u6b65\uff0c\u4ee5\u4fbf\u4efb\u4f55\u66f4\u6539\u90fd\u4f1a\u5728\u76ee\u5f55\u4e2d\u81ea\u52a8\u66f4\u65b0\uff08\u4e3b\u52a8\u5143\u6570\u636e\u540c\u6b65\uff09\u3002\u8fd9\u786e\u4fdd\u4e86\u76ee\u5f55\u4f5c\u4e3a\u6cbb\u7406\u4e2d\u5fc3\u59cb\u7ec8\u53cd\u6620\u6570\u636e\u7684\u5f53\u524d\u72b6\u6001\u3002\u603b\u800c\u8a00\u4e4b\uff0c\u5171\u4eab\u5143\u5b58\u50a8\u4e0e\u5f00\u653e\u8868\u683c\u5f0f\u7684\u7ed3\u5408\uff0c\u901a\u8fc7\u786e\u4fdd<strong>\u5143\u6570\u636e\u7684\u5355\u4e00\u771f\u5b9e\u7248\u672c<\/strong>\u4ee5\u53ca\u8de8\u5de5\u5177\u7684\u5e7f\u6cdb\u6570\u636e\u8bbf\u95ee\uff0c\u4e3a\u7edf\u4e00\u6cbb\u7406\u5960\u5b9a\u4e86\u575a\u5b9e\u7684\u57fa\u7840\u3002<\/p>\n\n\n\n<p><strong>\u6570\u636e\u8d28\u91cf\u6846\u67b6\uff1a<\/strong><\/p>\n\n\n\n<p>\u4e00\u4e2a\u7528\u4e8e\u5b9a\u4e49\u3001\u6267\u884c\u548c\u76d1\u63a7\u6570\u636e\u8d28\u91cf (DQ) \u89c4\u5219\u7684\u5f3a\u5927\u6846\u67b6\u3002\u4f01\u4e1a\u65e0\u9700\u4f7f\u7528\u5b64\u7acb\u7684 DQ \u5de5\u5177\uff0c\u800c\u662f\u53ef\u4ee5\u5229\u7528\u5e73\u53f0<strong>\u539f\u751f\u7684\u6570\u636e\u8d28\u91cf\u529f\u80fd<\/strong>\uff08\u4f8b\u5982 Databricks \u7684 Lakehouse \u76d1\u63a7\u548c\u9884\u671f\u529f\u80fd\uff0c\u6216 Snowflake \u7684\u6570\u636e\u8d28\u91cf\u529f\u80fd\uff09\uff0c\u5e76\u5c06\u5176\u8f93\u51fa\u4e0e\u76ee\u5f55\u96c6\u6210\u3002\u539f\u751f\u548c\u7b2c\u4e09\u65b9 DQ \u5de5\u5177\u975e\u5e38\u9002\u5408\u76d1\u63a7\u9759\u6001\u6570\u636e\uff0c\u5e76\u4e14\u901a\u5e38\u9644\u5e26\u6807\u51c6 DQ \u68c0\u67e5\u5e93\u3002\u5bf9\u4e8e\u66f4\u590d\u6742\u7684\u89c4\u5219\u548c\u52a8\u6001\u6570\u636e\u573a\u666f\uff0c\u901a\u5e38\u9700\u8981<strong>\u81ea\u5b9a\u4e49\u914d\u7f6e\u3002\u8f7b\u91cf\u7ea7\u670d\u52a1\u6216\u81ea\u5b9a\u4e49\u540e\u5904\u7406\u5668<\/strong>\u4e5f\u53ef\u7528\u4e8e\u8ba1\u7b97\u5176\u4ed6\u6307\u6807\u6216\u5c06\u7ed3\u679c\u63a8\u9001\u5230\u76ee\u5f55\u3002DQ \u6846\u67b6\u652f\u6301\u5173\u952e\u8d28\u91cf\u7ef4\u5ea6\uff08\u51c6\u786e\u6027\u3001\u5b8c\u6574\u6027\u3001\u4e00\u81f4\u6027\u3001\u53ca\u65f6\u6027\u3001\u6709\u6548\u6027\u3001\u552f\u4e00\u6027\uff09\uff0c\u5f53\u8d85\u8fc7\u9608\u503c\u65f6\u4f1a\u4ea7\u751f\u5206\u6570\u6216\u8b66\u62a5\u3002<\/p>\n\n\n\n<p><strong>DQ \u6d1e\u5bdf\u4e0d\u518d\u662f\u9759\u6001\u62a5\u544a<\/strong><\/p>\n\n\n\n<p>\u5ba1\u8ba1\u65e5\u5fd7\u548c\u7ed3\u679c\u4f1a\u5b9e\u65f6\u53d1\u5e03\u5230\u76ee\u5f55\u4e2d\uff0c\u4ece\u800c\u51cf\u5c11\u5bf9 Excel \u548c PDF \u5bfc\u51fa\u7684\u4f9d\u8d56\uff0c\u5e76\u901a\u8fc7\u6700\u5927\u9650\u5ea6\u5730\u51cf\u5c11\u6570\u636e\u79fb\u52a8\u6765\u589e\u5f3a\u5b9e\u65f6\u6cbb\u7406\u548c\u5408\u89c4\u6027\u3002\u4f8b\u5982\uff0c\u901a\u8fc7\u81ea\u5b9a\u4e49 DQ \u5904\u7406\u5668\u5c06 Snowflake \u548c Databricks \u68c0\u67e5\u4e0e Alation \u96c6\u6210\uff0c\u5c06 DQ \u6d1e\u5bdf\u5b9e\u65f6\u53d1\u5e03\u5230\u76ee\u5f55\u4e2d\uff0c\u5e76\u652f\u6301\u81ea\u5b9a\u4e49\u7684\u4e1a\u52a1\u7279\u5b9a\u903b\u8f91\u3002\u8fd9\u79cd\u96c6\u6210\u8bbe\u8ba1\u65b9\u6cd5<strong>\u51cf\u5c11\u4e86\u8bb8\u53ef\u8bc1\u5f00\u9500<\/strong>\uff0c<strong>\u589e\u5f3a\u4e86\u53ef\u5ba1\u8ba1\u6027<\/strong>\u5e76\u786e\u4fdd\u4e86<strong>\u7075\u6d3b\u6027\u548c\u53ef\u6269\u5c55\u6027\uff0c<\/strong>\u540c\u65f6\u5c06\u6570\u636e\u8d28\u91cf\u5d4c\u5165\u5230\u672c\u673a\u5904\u7406\u73af\u5883\u4e2d\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"591\" src=\"http:\/\/159.223.199.105\/wp-content\/uploads\/2025\/09\/image-9-1024x591.png\" alt=\"\" class=\"wp-image-183\" srcset=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-9-1024x591.png 1024w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-9-300x173.png 300w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-9-768x443.png 768w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-9.png 1108w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u56fe 3\uff1a\u96c6\u6210\u8bbe\u8ba1\u65b9\u6cd5<\/p>\n\n\n\n<p><strong>\u8bbf\u95ee\u63a7\u5236\u548c\u5b89\u5168\uff1a<\/strong><\/p>\n\n\n\n<p>\u6cbb\u7406\u67b6\u6784\u5305\u542b\u4e00\u4e2a\u96c6\u6210\u7684<strong>\u8bbf\u95ee\u7ba1\u7406\u5c42<\/strong>\u3002\u8fd9\u53ef\u4ee5\u662f\u4e91\u539f\u751f\u8bbf\u95ee\u63a7\u5236\uff08\u4f8b\u5982\u7528\u4e8e\u6570\u636e\u6743\u9650\u7684 Azure Purview \u548c Databricks Unity Catalog\uff0c\u6216 Snowflake \u7684\u57fa\u4e8e\u89d2\u8272\u7684\u8bbf\u95ee\u63a7\u5236 (RBAC)\uff09\uff0c\u4e5f\u53ef\u4ee5\u662f\u50cf TrustLogix \u8fd9\u6837\u8986\u76d6<strong>\u7ec6\u7c92\u5ea6<\/strong>\u8bbf\u95ee\u7b56\u7565\u7684\u8de8\u5e73\u53f0\u5b89\u5168\u5de5\u5177\u3002<\/p>\n\n\n\n<p>\u00b7 \u8bbf\u95ee\u7b56\u7565\u96c6\u4e2d\u5b9a\u4e49\uff0c\u5e76\u901a\u8fc7\u6570\u636e\u76ee\u5f55\u754c\u9762\u5448\u73b0\u2014\u2014\u6253\u9020<strong>\u6570\u636e\u5e02\u573a\u4f53\u9a8c<\/strong>\uff0c\u7528\u6237\u53ef\u4ee5\u901a\u8fc7\u53d7\u7ba1\u63a7\u7684\u5de5\u4f5c\u6d41\u7a0b\u53d1\u73b0\u6570\u636e\u5e76\u8bf7\u6c42\u8bbf\u95ee\u6743\u9650\u3002\u6279\u51c6\u540e\uff0c\u5c06\u4f7f\u7528\u5e95\u5c42\u5e73\u53f0 API\uff08\u4f8b\u5982 Snowflake GRANT\u3001Unity Catalog \u89d2\u8272\u5206\u914d\uff09\u81ea\u52a8\u5e94\u7528\u6743\u9650\uff0c\u5e76\u4e14\u76ee\u5f55\u4f1a\u8bb0\u5f55\u6240\u6709\u8bbf\u95ee\u6743\u9650\uff0c\u4ee5\u4fbf\u5ba1\u8ba1\u3002<\/p>\n\n\n\n<p>\u00b7 \u539f\u751f\u8bbf\u95ee\u63a7\u5236\u5e73\u53f0\u63d0\u4f9b\u5f3a\u5927\u7684\u6267\u884c\u673a\u5236\u3002\u4f8b\u5982\uff0cUnity Catalog \u4f7f\u7528\u89c6\u56fe\u652f\u6301\u67b6\u6784\u3001\u8868\u3001\u5217\u7ea7\u548c\u884c\u7ea7\u6743\u9650\u3002Snowflake RBAC \u5141\u8bb8\u57fa\u4e8e\u89d2\u8272\u7684\u7ec6\u7c92\u5ea6\u6743\u9650\u3002AWS Lake Formation \u548c Azure Purview \u5728\u4e91\u6570\u636e\u6e56\u4e2d\u539f\u751f\u63d0\u4f9b\u57fa\u4e8e\u7b56\u7565\u7684\u63a7\u5236\u3002<\/p>\n\n\n\n<p>\u00b7 \u5bf9\u4e8e\u591a\u5e73\u53f0\u73af\u5883\uff0cTrustLogix \u7b49\u5de5\u5177\u5145\u5f53\u7edf\u4e00\u7684\u7b56\u7565\u5c42\uff0c\u62bd\u8c61\u5e76\u6267\u884c\u8de8\u7cfb\u7edf\u5c4f\u853d\u6216\u805a\u5408\u7b49\u89c4\u5219 &#8211; \u4f8b\u5982\u201c\u5206\u6790\u5e08\u53ea\u80fd\u8bbf\u95ee\u805a\u5408\u6570\u636e\u201d\u3002<\/p>\n\n\n\n<p>\u00b7 \u6b64\u96c6\u6210\u5141\u8bb8\u76ee\u5f55\uff08\u4f8b\u5982 Alation\uff09\u5145\u5f53\u8bbf\u95ee\u7ba1\u7406\u7f51\u5173\u2014\u2014\u7528\u6237\u53ef\u4ee5\u76f4\u63a5\u5728\u754c\u9762\u4e2d\u67e5\u770b\u6743\u9650\u72b6\u6001\u3001\u53d1\u8d77\u8bbf\u95ee\u8bf7\u6c42\u5e76\u63a5\u6536\u66f4\u65b0\u3002\u8fd9\u51cf\u5c11\u4e86\u540e\u95e8\u5171\u4eab\uff0c\u5e76\u786e\u4fdd\u4e86\u8de8\u5e73\u53f0\u4e00\u81f4\u4e14\u5408\u89c4\u7684\u6d41\u7a0b\u3002<\/p>\n\n\n\n<p>\u00b7 \u53ef\u6269\u5c55\u6027\u548c\u81ea\u52a8\u5316\uff1a\u5ba1\u6279\u53ef\u4ee5\u5728\u76ee\u5f55\u4e2d\u5904\u7406\uff0c\u4e5f\u53ef\u4ee5\u4e0e\u5de5\u4f5c\u6d41\u5f15\u64ce\uff08\u4f8b\u5982 ServiceNow\u3001Jira\uff09\u96c6\u6210\u3002\u8f7b\u91cf\u7ea7\u81ea\u52a8\u5316\uff08\u4f8b\u5982\u901a\u8fc7\u4e91\u51fd\u6570\uff09\u652f\u6301\u5feb\u901f\u5b9e\u65bd\uff0c\u65e0\u9700\u8fdb\u884c\u5927\u91cf\u5b9a\u5236\u3002<\/p>\n\n\n\n<p>\u8fd9\u79cd\u65b9\u6cd5\u7b80\u5316\u4e86\u7528\u6237\u8bbf\u95ee\uff0c\u7f29\u77ed\u4e86\u6570\u636e\u6743\u9650\u7684\u5468\u8f6c\u65f6\u95f4\uff0c\u5e76\u786e\u4fdd\u6240\u6709\u6570\u636e\u8bbf\u95ee\u90fd\u5f97\u5230\u6279\u51c6\u3001\u53ef\u8ffd\u6eaf\u4e14\u5408\u89c4\u2014\u2014\u7b26\u5408\u8054\u5408\u6cbb\u7406\u539f\u5219\u3002<\/p>\n\n\n\n<p><strong>\u8840\u7f18\u548c\u53ef\u89c2\u5bdf\u6027\uff1a<\/strong><\/p>\n\n\n\n<p>\u4e3a\u4e86\u5b9e\u73b0\u7aef\u5230\u7aef\u6cbb\u7406\uff0c\u4e86\u89e3\u6570\u636e\u6d41\u52a8\u548c\u53d8\u5316\u65b9\u5f0f\u81f3\u5173\u91cd\u8981\u3002\u96c6\u6210\u65b9\u6cd5\u5f15\u5165\u4e86<strong>\u6570\u636e\u6cbf\u88ad<\/strong>\uff08\u6e90\u3001\u8f6c\u6362\u548c\u8f93\u51fa\u4e4b\u95f4\u7684\u5173\u7cfb\uff09\u548c\u53ef\u89c2\u5bdf\u6027\uff08\u6570\u636e\u7ba1\u9053\u3001\u4f7f\u7528\u60c5\u51b5\u548c\u5f02\u5e38\u7684\u76d1\u63a7\uff09\u3002\u539f\u751f\u6cbf\u88ad\u529f\u80fd\uff08\u4f8b\u5982 Databricks \u7684 Unity Catalog \u4e2d\u7684\u529f\u80fd\uff0c\u6216 Snowflake \u7684\u67e5\u8be2\u5386\u53f2\u8bb0\u5f55\uff09\u53ef\u88ab\u6355\u83b7\uff0c\u540c\u65f6\u53ef\u4ee5\u4f7f\u7528<strong>OpenLineage\u7b49\u5f00\u653e\u6807\u51c6\u6216Manta\u3001Ataccama\u3001Marquez<\/strong>\u6216<strong>Microsoft Purview<\/strong>\u7b49\u5de5\u5177\u6765\u4e30\u5bcc\u8de8\u5e73\u53f0\u7684\u6cbf\u88ad\u3002<\/p>\n\n\n\n<p>\u00b7 \u5728\u591a\u4e2a\u7ea7\u522b\u6355\u83b7\u8840\u7edf\uff1aa\uff09\u6280\u672f\u8840\u7edf\uff08\u4f8b\u5982\uff0c\u5217\u7ea7\u8f6c\u6362\uff09\uff0cb\uff09\u7ba1\u9053\u8840\u7edf\uff08\u4f8b\u5982\uff0c\u79fb\u52a8\u548c\u8f6c\u6362\u6570\u636e\u7684 Spark \u6216 ETL \u4f5c\u4e1a\uff09\uff0cc\uff09\u4e1a\u52a1\u8840\u7edf\uff08\u4f8b\u5982\uff0c\u4ece CRM \u5230\u4eea\u8868\u677f\u7684\u7cfb\u7edf\u7ea7\u53ef\u8ffd\u6eaf\u6027\uff09\u3002<\/p>\n\n\n\n<p>\u00b7 \u8fd9\u4e9b\u4fe1\u606f\u901a\u8fc7 API \u6216\u8fde\u63a5\u5668\u63a8\u9001\u5230\u6570\u636e\u76ee\u5f55\uff08\u4f8b\u5982 Alation\uff09\uff0c\u6216\u7531\u6570\u636e\u76ee\u5f55\u63d0\u53d6\u3002\u7136\u540e\uff0c\u7528\u6237\u53ef\u4ee5\u76f4\u63a5\u5728\u76ee\u5f55\u754c\u9762\u4e2d\u4ee5\u56fe\u8868\u5f62\u5f0f\u67e5\u770b\u4e0a\u6e38\u6216\u4e0b\u6e38\u4f9d\u8d56\u5173\u7cfb\u3002<\/p>\n\n\n\n<p>\u00b7 \u5728<strong>\u53ef\u89c2\u5bdf\u6027<\/strong>\u65b9\u9762\uff0c\u8be5\u67b6\u6784\u96c6\u6210\u4e86\u7ba1\u9053\u5065\u5eb7\u548c\u76d1\u63a7\u6d1e\u5bdf\uff1a<strong>\u6570\u636e\u65b0\u9c9c\u5ea6\u548c SLA \u8ddf\u8e2a<\/strong>\uff08\u4f8b\u5982\uff0c\u8b66\u62a5\u5ef6\u8fdf\u6216\u5931\u8d25\u7684\u6570\u636e\u52a0\u8f7d\uff09\u3001<strong>\u5bb9\u91cf\u548c\u6a21\u5f0f\u5f02\u5e38\u68c0\u6d4b<\/strong>\uff08\u4f8b\u5982\uff0c\u884c\u6570\u6fc0\u589e\/\u4e0b\u964d\uff09\u3001<strong>\u4f7f\u7528\u60c5\u51b5\u5206\u6790<\/strong>\uff08\u4f8b\u5982\uff0c\u67e5\u8be2\u6700\u591a\u7684\u8868\u3001\u4e0a\u6b21\u8bbf\u95ee\u65f6\u95f4\uff09\u3002<\/p>\n\n\n\n<p>\u00b7 \u8fd9\u4e9b\u4fe1\u53f7\u53ef\u4ee5\u6765\u81ea<strong>Databricks \u76d1\u63a7\u3001\u8499\u7279\u5361\u6d1b\u6216\u5185\u7f6e\u5e73\u53f0\u5143\u6570\u636e<\/strong>\uff08\u4f8b\u5982 Snowflake \u7684 LAST_DDL\u3001LAST_QUERY \u6216\u4f7f\u7528\u60c5\u51b5\u7edf\u8ba1\uff09\u7b49\u5de5\u5177\u3002\u8fd9\u4e9b\u5143\u6570\u636e\u968f\u540e\u4f1a\u4e0e\u8c31\u7cfb\u548c\u8d28\u91cf\u5f97\u5206\u4e00\u8d77\u663e\u793a\u5728\u76ee\u5f55\u4e2d\u3002<\/p>\n\n\n\n<p>\u00b7<strong>\u53ef\u89c2\u5bdf\u6027\u4e0e\u8d28\u91cf\u7d27\u5bc6\u76f8\u8fde<\/strong>\uff1a\u5f02\u5e38\u60c5\u51b5\uff08\u4f8b\u5982\uff0c\u6d41\u91cf\u7a81\u7136\u4e0b\u964d\uff09\u53ef\u80fd\u89e6\u53d1 DQ \u89c4\u5219\u5931\u6548\u3002\u5728\u6211\u4eec\u7684\u8bbe\u8ba1\u4e2d\uff0c\u8fd0\u884c\u72b6\u6001\uff08\u4f8b\u5982\uff0c\u201c\u4e0a\u6b21\u52a0\u8f7d\u5931\u8d25\u201d\u3001\u201c\u81ea\u4e0a\u6b21\u66f4\u65b0\u4ee5\u6765\u4e94\u5929\u201d\uff09\u4f1a\u4e0e DQ \u6307\u6807\u4e00\u8d77\u663e\u793a\uff0c\u4ece\u800c\u5f62\u6210\u95ed\u73af\u5e76\u5b9e\u73b0\u4e3b\u52a8\u6cbb\u7406\u3002<\/p>\n\n\n\n<p>\u00b7 \u8be5<strong>\u76ee\u5f55\u5145\u5f53\u96c6\u4e2d\u5f0f\u754c\u9762<\/strong>\uff0c\u805a\u5408\u4e86\u6570\u636e\u6cbf\u88ad\u3001\u53ef\u89c2\u5bdf\u6027\u548c\u8d28\u91cf\uff0c\u4f7f\u7528\u6237\u80fd\u591f\u5168\u9762\u53d1\u73b0\u3001\u8bc4\u4f30\u548c\u4fe1\u4efb\u6570\u636e\u8d44\u4ea7\u3002\u8fd9\u79cd\u65b9\u6cd5\u4f7f\u6cbb\u7406<strong>\u53d8\u5f97\u4e3b\u52a8\u4e14\u5177\u6709\u9884\u9632\u6027<\/strong>\uff0c\u800c\u975e\u88ab\u52a8\u5e94\u5bf9\uff0c\u5e76\u652f\u6301\u8054\u5408\u63a7\u5236\uff0c\u540c\u65f6\u63d0\u4f9b\u7edf\u4e00\u7684\u4f53\u9a8c\u3002<\/p>\n\n\n\n<p><strong>\u4e1a\u52a1\u89c4\u5219\u5b58\u50a8\u5e93\uff1a<\/strong><\/p>\n\n\n\n<p>\u9664\u4e86\u6280\u672f\u5c42\u9762\u4e4b\u5916\uff0c\u6cbb\u7406\u8fd8\u5fc5\u987b\u5bf9\u4e1a\u52a1\u77e5\u8bc6\u8fdb\u884c\u7f16\u7801\uff0c\u4f8b\u5982\u4e1a\u52a1\u89c4\u5219\u6216\u7b56\u7565\u7684\u5b58\u50a8\u5e93\u3002\u8be5\u5b58\u50a8\u5e93\u53ef\u80fd\u4f4d\u4e8e\u6570\u636e\u76ee\u5f55\u4e2d\uff0c\u56e0\u4e3a\u8bb8\u591a\u76ee\u5f55\u90fd\u5305\u542b\u8bcd\u6c47\u8868\u6a21\u5757\u548c\u7b56\u7565\u7ba1\u7406\uff0c\u6216\u8005\u94fe\u63a5\u5230\u5916\u90e8\u6587\u6863\u3002\u5728\u96c6\u6210\u8bbe\u8ba1\u4e2d\uff0c\u8fd9\u4e9b\u89c4\u5219\u53ef\u4ee5\u88ab\u6570\u636e\u8d28\u91cf (DQ) \u6846\u67b6\u548c\u8bbf\u95ee\u63a7\u5236\u5f15\u7528\uff0c\u4ece\u800c\u786e\u4fdd\u7b56\u7565\u7684\u4e00\u81f4\u6027\u3002\u5728\u5927\u591a\u6570\u60c5\u51b5\u4e0b\uff0c\u4e1a\u52a1\u89c4\u5219\u548c\u7b56\u7565\u5c06\u5728\u6240\u6709\u6570\u636e\u5c42\u7ea7\u4e0a\u53ef\u7528\uff1a\u6570\u636e\u6e90\u3001\u6a21\u5f0f\u3001\u8868\u548c\u5217\u3002<\/p>\n\n\n\n<p><strong>\u96c6\u6210\u548c\u7f16\u6392\u5e73\u53f0\uff1a<\/strong><\/p>\n\n\n\n<p>\u6700\u540e\uff0c\u5c06\u6240\u6709\u5185\u5bb9\u7ed3\u5408\u5728\u4e00\u8d77\u7684\u662f\u4e00\u4e2a\u7f16\u6392\u5c42\u2014\u2014\u5b83\u53ef\u4ee5\u53ea\u662f\u4e00\u7ec4 API 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API\uff09\u6765\u5b9e\u73b0\u3002<\/p>\n\n\n\n<p>\u76ee\u6807\u662f<strong>\u81ea\u52a8\u5316<\/strong>\uff1a\u5143\u6570\u636e\u540c\u6b65\u548c\u4e8b\u4ef6\u9a71\u52a8\u7684\u66f4\u65b0\uff0c\u4ee5\u4fbf\u6cbb\u7406\u751f\u6001\u7cfb\u7edf\u65e0\u9700\u4eba\u5de5\u5e72\u9884\u5373\u53ef\u4fdd\u6301\u6700\u65b0\u3002<\/p>\n\n\n\n<p><strong>\u4e09 \u6cbb\u7406\u4e2d\u7684\u4eba\u5de5\u667a\u80fd\u548c\u81ea\u52a8\u5316<\/strong><\/p>\n\n\n\n<p><strong>\u4efb\u4f55\u73b0\u4ee3\u6570\u636e\u6218\u7565\u90fd\u5fc5\u987b\u8003\u8651\u4eba\u5de5\u667a\u80fd\u548c\u81ea\u52a8\u5316<\/strong>\u7684\u4f5c\u7528\uff0c\u5426\u5219\u5c31\u4e0d\u5b8c\u6574\uff0c\u5c24\u5176\u8003\u8651\u5230\u7ec4\u7ec7\u6240\u5904\u7406\u7684\u6570\u636e\u89c4\u6a21\uff08\u6570\u91cf\u3001\u79cd\u7c7b\u548c\u901f\u5ea6\uff09\u3002\u5728\u96c6\u6210\u6570\u636e\u6cbb\u7406\u7684\u80cc\u666f\u4e0b\uff0c\u4eba\u5de5\u667a\u80fd\u548c\u81ea\u52a8\u5316\u5982\u540c\u529b\u91cf\u500d\u589e\u5668\uff0c\u80fd\u591f\u4f7f\u7cfb\u7edf<strong>\u66f4\u667a\u80fd\u3001\u66f4\u4e3b\u52a8\u3001\u66f4\u6613\u4e8e\u7ef4\u62a4<\/strong>\u3002<\/p>\n\n\n\n<p><strong>\u81ea\u52a8\u5206\u7c7b\u548c\u6807\u8bb0\uff1a<\/strong>\u4eba\u5de5\u667a\u80fd\u5728\u6570\u636e\u76ee\u5f55\u4e2d\u7684\u65e9\u671f\u4f18\u52bf\u4e4b\u4e00\u662f<strong>\u81ea\u52a8\u6570\u636e\u5206\u7c7b<\/strong>\u3002\u5229\u7528\u673a\u5668\u5b66\u4e60 (ML) \u548c\u6a21\u5f0f\u8bc6\u522b\uff0c\u6570\u636e\u76ee\u5f55\uff08\u6216\u76f8\u5173\u5de5\u5177\uff09\u53ef\u4ee5\u626b\u63cf\u6570\u636e\u503c\u5e76\u63a8\u65ad\u51fa\u201c\u7535\u5b50\u90ae\u4ef6\u5730\u5740\u201d\u6216\u201c\u56fd\u5bb6\u4ee3\u7801\u201d\u7b49\u6807\u7b7e\uff0c\u6216\u8bc6\u522b\u4e2a\u4eba\u8eab\u4efd\u4fe1\u606f (PII)\uff0c\u4f8b\u5982\u793e\u4fdd\u53f7\u7801\u3002\u8fd9\u5927\u5927\u51cf\u5c11\u4e86\u6570\u636e\u7ba1\u7406\u5458\u6807\u8bb0\u548c\u5206\u7c7b\u6570\u636e\u7684\u624b\u52a8\u5de5\u4f5c\u91cf\u3002<\/p>\n\n\n\n<p><strong>\u89c4\u5219\u751f\u6210\u548c\u63a8\u8350\uff1a<\/strong>&nbsp;AI 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\u4e4b\u95f4\u201d\uff09\u3002\u6216\u8005\uff0c\u5982\u679c\u4e24\u4e2a\u8868\u4f3c\u4e4e\u603b\u662f\u57fa\u4e8e\u67d0\u4e9b\u952e\u8fdb\u884c\u8fde\u63a5\uff0c\u7cfb\u7edf\u53ef\u80fd\u4f1a\u63a8\u65ad\u51fa\u4e00\u6761\u5f15\u7528\u5b8c\u6574\u6027\u89c4\u5219\u3002\u867d\u7136\u4eba\u5de5\u4f1a\u9a8c\u8bc1\u8fd9\u4e9b\u89c4\u5219\uff0c\u4f46\u5b83\u4f1a\u5feb\u901f\u542f\u52a8\u5b9a\u4e49\u8d28\u91cf\u68c0\u67e5\u548c\u4e1a\u52a1\u89c4\u5219\u7684\u6d41\u7a0b\u3002\u968f\u7740\u65f6\u95f4\u7684\u63a8\u79fb\uff0c\u7cfb\u7edf\u4f1a\u4ece\u53cd\u9988\u4e2d\u5b66\u4e60\uff08\u54ea\u4e9b\u5efa\u8bae\u88ab\u91c7\u7eb3\uff09\uff0c\u4ece\u800c\u4e0d\u65ad\u6539\u8fdb\u3002<\/p>\n\n\n\n<p><strong>\u5f02\u5e38\u68c0\u6d4b\uff1a<\/strong>\u4e0e\u8d28\u91cf\u548c\u53ef\u89c2\u5bdf\u6027\u76f8\u5173\uff0c\u4eba\u5de5\u667a\u80fd\u9a71\u52a8\u7684\u5f02\u5e38\u68c0\u6d4b\u662f<strong>\u6570\u636e\u53ef\u9760\u6027<\/strong>\u7684\u5173\u952e\u3002\u5f02\u5e38\u68c0\u6d4b\u7b97\u6cd5\u5e76\u975e\u4e3a\u8d28\u91cf\u6307\u6807\u8bbe\u5b9a\u9759\u6001\u9608\u503c\uff0c\u800c\u662f\u53ef\u4ee5\u5efa\u7acb\u57fa\u7ebf\u5e76\u68c0\u6d4b\u6307\u6807\u4f55\u65f6\u51fa\u73b0\u5f02\u5e38\u504f\u5dee\u3002\u4f8b\u5982\uff0c\u5982\u679c\u4e00\u4e2a\u8868\u901a\u5e38\u6bcf\u5929\u6709 10 \u4e07\u5230 12 \u4e07\u6761\u8bb0\u5f55\uff0c\u800c\u7a81\u7136\u53d8\u6210\u4e86 15 \u4e07\u6216 1 \u4e07\u6761\uff0c\u90a3\u4e48\u5373\u4f7f\u5b83\u6ca1\u6709\u8fdd\u53cd\u786c\u7f16\u7801\u89c4\u5219\uff0c\u7edf\u8ba1\u6a21\u578b\u4e5f\u4f1a\u5c06\u5176\u6807\u8bb0\u4e3a\u5f02\u5e38\u3002\u5728\u7efc\u5408\u6cbb\u7406\u4e2d\uff0c\u6b64\u7c7b\u5f02\u5e38\u53ef\u4ee5\u89e6\u53d1\u8b66\u62a5\uff0c\u5411\u6570\u636e\u5de5\u7a0b\u5e08\u6216\u7ba1\u7406\u5458\u53d1\u51fa\u8b66\u62a5\uff0c\u4fc3\u4f7f\u4e0b\u6e38\u7528\u6237\u53d7\u5230\u5f71\u54cd\u4e4b\u524d\u8fdb\u884c\u8c03\u67e5\u3002\u8fd9\u4e9b\u8b66\u62a5\u53ef\u4ee5\u901a\u8fc7\u76ee\u5f55\u3001\u7535\u5b50\u90ae\u4ef6\u6216 Slack 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\u4e2d\u521b\u5efa\u65b0\u8868\u3001\u66f4\u65b0\u6570\u636e\u8d28\u91cf\u8bc4\u5206\u3001\u7528\u6237\u5165\u804c\u6216\u89d2\u8272\u53d8\u66f4\u7b49\u60c5\u51b5\u4e0b\u81ea\u52a8\u540c\u6b65\u3002<\/p>\n\n\n\n<p>\u603b\u4f53\u800c\u8a00\uff0c\u96c6\u6210\u65b9\u6cd5\u786e\u4fdd\u6bcf\u4e2a\u7ec4\u4ef6\uff08\u76ee\u5f55\u3001\u5143\u5b58\u50a8\u3001DQ\u3001\u8bbf\u95ee\u3001\u8840\u7edf\uff09\u4e0d\u662f<strong>\u5b64\u5c9b\uff0c<\/strong>\u800c\u662f\u7edf\u4e00\u8bbe\u8ba1\u7684\u4e00\u90e8\u5206\u3002<\/p>\n\n\n\n<p><strong>\u56db \u4e1a\u52a1\u5f71\u54cd<\/strong><\/p>\n\n\n\n<p>\u5b9e\u65bd\u7efc\u5408\u6cbb\u7406\u6846\u67b6\u53ef\u5e26\u6765\u663e\u8457\u7684\u6548\u76ca\uff1a<\/p>\n\n\n\n<p><strong>\u63d0\u9ad8\u91c7\u7528\u7387\u548c\u751f\u4ea7\u529b<\/strong>\uff1a\u7b80\u5316\u7684\u7528\u6237\u4f53\u9a8c\u589e\u52a0\u4e86\u4e0e\u6cbb\u7406\u5de5\u5177\u7684\u53c2\u4e0e\u5ea6\u3002<\/p>\n\n\n\n<p><strong>\u6210\u672c\u4f18\u5316<\/strong>\uff1a\u51cf\u5c11\u5bf9\u4e13\u95e8\u7684\u7b2c\u4e09\u65b9\u5de5\u5177\u7684\u4f9d\u8d56\u5e76\u7b80\u5316\u7ef4\u62a4\u3002<\/p>\n\n\n\n<p><strong>\u589e\u5f3a\u6570\u636e\u8d44\u4ea7\u7684\u4ef7\u503c<\/strong>\uff1a\u66f4\u9ad8\u7684\u53ef\u89c1\u6027\u3001\u53ef\u4fe1\u5ea6\u548c\u53ef\u8bbf\u95ee\u6027\u53ef\u63d0\u9ad8\u6570\u636e\u4f7f\u7528\u7387\u548c\u6295\u8d44\u56de\u62a5\u7387 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