![\"Image\"](\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2021\/10\/benoit-goujon.jpeg\")
![](\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2021\/04\/Medium-Blog.png\" "\\"\u4e2d\u578b")
<\/span><\/div>\u7531 dbt \u7ec4\u7ec7\u7684\u6d3b\u52a8\u4eca\u5e74\u53c8\u56de\u6765\u4e86\u3002\u60a8\u53ef\u4ee5\u4eb2\u81ea\u5230\u65b0\u5965\u5c14\u826f\u53c2\u52a0\uff0c\u4e5f\u53ef\u4ee5\u5728\u7ebf\u89c2\u770b\u8bb2\u5ea7\u3002.<\/p>\n
\u7531\u4e8e dbt \u7684\u91c7\u7528\u7387\u6b63\u5728\u4e0a\u5347\uff0c\u6211\u4eec\u5bf9\u8fd9\u6b21\u4f1a\u8bae\u5145\u6ee1\u671f\u5f85\u3002\u4f1a\u8bae\u63d0\u51fa\u4e86\u4e0d\u540c\u7684\u4e3b\u9898\uff0c\u4f46\u5e76\u4e0d\u5c40\u9650\u4e8e dbt \u7684\u4f7f\u7528\u3002\u4f8b\u5982\uff0c\u4f1a\u8bae\u8ba8\u8bba\u4e86 data \u56e2\u961f\u7684\u804c\u4e1a\u53d1\u5c55\u65b9\u5411\u3002.<\/p>\n
\u4e0b\u9762\u662f\u6211\u8ba4\u4e3a\u8fd9\u4e00\u671f\u7684\u4e3b\u8981\u7ecf\u9a8c\uff0c\u4e0d\u518d\u8d58\u8ff0\uff1a<\/p>\n<\/div>
- <\/i><\/span>\u60a8\u73b0\u5728\u53ef\u4ee5\u00a0\u7528 Python \u7f16\u5199\u6a21\u578b<\/strong><\/div><\/li>
- <\/i><\/span>
\u7684\u00a0dbt cloud UI \u548c IDE \u5df2\u6539\u7248<\/strong>\u00a0\u4e3a\u5f00\u53d1\u4eba\u5458\u5e26\u6765\u66f4\u597d\u7684\u4f53\u9a8c<\/div><\/li>- <\/i><\/span>
\ndbt \u5f15\u5165\u4e86\u81ea\u5df1\u7248\u672c\u7684\u00a0\u8bed\u4e49\u5c42<\/strong><\/p>\n<\/div><\/li>
- <\/i><\/span>
\ndbt \u7684\u76ee\u6807\u662f\u00a0\u73b0\u4ee3 data \u751f\u6001\u7cfb\u7edf\u7684\u6838\u5fc3<\/strong><\/p>\n<\/div><\/li><\/ul>
\u8ba9\u6211\u4eec\u6765\u8be6\u7ec6\u4e86\u89e3\u4e00\u4e0b\u3002.<\/p>\n<\/div>
\u7ec8\u4e8e\u6709\u4e86 Python \u6a21\u578b<\/p><\/h2><\/div>
\u8fd9\u65e0\u7591\u662f\u6700\u4ee4\u4eba\u671f\u5f85\u7684\u529f\u80fd\u3002\u73b0\u5728\uff0c\u60a8\u53ef\u4ee5\u6267\u884c Python \u6a21\u578b\u4e86\u3002\u5176\u884c\u4e3a\u4e0e SQL \u6a21\u578b\u975e\u5e38\u76f8\u4f3c\u3002.<\/p>\n
\u8fd9\u9879\u529f\u80fd\u6539\u53d8\u4e86\u6e38\u620f\u89c4\u5219\u3002\u6211\u60f3\u6211\u4eec\u5f88\u591a\u4eba\u90fd\u4f1a\u9047\u5230\u540c\u6837\u7684\u95ee\u9898\uff0c\u7531\u4e8e\u4e00\u4e24\u4e2a\u64cd\u4f5c\u5728 SQL \u4e2d\u975e\u5e38\u68d8\u624b\uff0c\u6211\u4eec\u65e0\u6cd5\u7aef\u5230\u7aef\u5730\u8fd0\u884c\u5de5\u4f5c\u6d41\u3002\u8fd9\u5f88\u75db\u82e6\uff0c\u56e0\u4e3a\u6211\u4eec\u9700\u8981\u989d\u5916\u7684\u4e00\u5c42\u3002\u6211\u4eec\u4e0d\u60f3\u5728 dbt \u548c\u53e6\u4e00\u4e2a\u7ec4\u4ef6\u4e4b\u95f4\u6765\u56de\u7ba1\u7406\u8fd9\u4e9b\u64cd\u4f5c\u3002.<\/p>\n
\u9ad8\u7ea7\u7edf\u8ba1\u3001\u6587\u672c\u5904\u7406\u4ee5\u53ca\u6240\u6709\u4e0e ML \u76f8\u5173\u7684\u5de5\u4f5c\uff08\u7279\u5f81\u5de5\u7a0b\u3001data \u5bcc\u96c6......\uff09\u5c24\u5176\u5982\u6b64\u3002\u8fd9\u4e9b\u8fb9\u7f18\u6848\u4f8b\u6b63\u662f Python \u6a21\u578b\u7684\u76ee\u6807\u7528\u4f8b\u3002\u4ea7\u54c1\u7ecf\u7406\u5728\u4e3b\u9898\u6f14\u8bb2\u4e2d\u660e\u786e\u8868\u793a\uff0c\u5b83\u5c06\u7528\u4e8e\u00a0\u610f\u5473\u7740 data \u8f6c\u6362\u7684\u57fa\u672c\u7528\u4f8b<\/strong>. .\u4e0d\u5efa\u8bae\u8c03\u7528\u5916\u90e8 API\u3002.<\/p>\n
\u90a3\u4e48\uff0c\u5b83\u662f\u5982\u4f55\u5de5\u4f5c\u7684\u5462\uff1f<\/p>\n
\u9996\u5148\uff0c\u4e0e SQL \u6a21\u578b\u7c7b\u4f3c\u3001,\u00a0\u4ee3\u7801\u5c06\u5728\u60a8\u7684 cloud data platform \u4e0a\u6267\u884c\u3002.<\/strong><\/p>\n
\u5176\u6b21\uff0c\u4e0e SQL \u6a21\u578b\u4e00\u6837\uff0c\u60a8\u5fc5\u987b\u6839\u636e\u5e95\u5c42 cloud \u5e73\u53f0\u8c03\u6574\u8bed\u6cd5\u3002\u5728 SQL \u4e2d\uff0c\u60a8\u9700\u8981\u4f7f\u7528\u9002\u5f53\u7684 SQL \u65b9\u8a00\u3002\u5728 Python \u4e2d\uff0c\u60a8\u53ef\u4ee5\u4f7f\u7528\u00a0\u5c06\u63d0\u4f9b\u4e0d\u540c\u7684\u56fe\u4e66\u9986\u3002.<\/strong><\/p>\n
\u4ece\u4eca\u5929\u8d77\uff0c\u4e09\u53f0 data platforms \u53ef\u4f7f\u7528\u8be5\u529f\u80fd\uff1a<\/p>\n<\/div>
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\u96ea\u82b1<\/p>\n<\/div><\/li>
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\nBigQuery<\/p>\n<\/div><\/li>
- <\/i><\/span>
\nDatabricks<\/p>\n<\/div><\/li><\/ul>
\u4f8b\u5982\uff0c\u5982\u679c\u60a8\u4f7f\u7528 Snowflake\uff0c\u60a8\u53ef\u4ee5\u5229\u7528 snowpark \u8fdb\u884c\u8f6c\u6362\u3002\u8bf7\u6ce8\u610f\uff0c\u6b63\u5982 Eda Johnson \u548c Venkatesh Sekar \u5728\u4ed6\u4eec\u7684\u6f14\u8bb2 \u201cEmpowering pythonistas with dbt and snowpark \u201d\u4e2d\u6240\u63d0\u5230\u7684\uff0c\u8be5\u529f\u80fd\u4ecd\u5904\u4e8e\u65e9\u671f\u9636\u6bb5\u3002.<\/p>\n
\u6b63\u5982\u4e3b\u9898\u6f14\u8bb2\u4e2d\u6240\u8bf4\uff0c\u6709\u00a0\u6709\u5f85\u6539\u8fdb<\/a>\u00a0\u66f4\u63a5\u8fd1 Python \u8f6f\u4ef6\u5de5\u7a0b\u5e08\u7684\u7ecf\u9a8c\uff08\u4fc3\u8fdb\u8de8\u6a21\u578b\u4ee3\u7801\u91cd\u7528\u3001\u63d0\u4f9b\u6d4b\u8bd5\u529f\u80fd\u3001\u4f7f\u7528 docstrings \u7f16\u5199\u6587\u6863......\uff09\u3002.<\/p>\n<\/div>
\u5bf9 dbt cloud \u8fdb\u884c\u4e86\u5927\u91cf\u6539\u8fdb<\/p><\/h2><\/div>
\u51e0\u4e2a\u6708\u524d\uff0c\u4e00\u7bc7\u9898\u4e3a\u00a0\u201c\u6211\u4eec\u9700\u8981\u8c08\u8c08 dbt\u201d<\/a>, Petram Navid \u64b0\u5199\u7684\u8fd9\u7bc7\u6587\u7ae0\u5f15\u8d77\u4e86\u8f69\u7136\u5927\u6ce2\u3002dbt \u5b9e\u9a8c\u5ba4\u9996\u5e2d\u6267\u884c\u5b98\u7279\u91cc\u65af\u5766-\u6c49\u8fea\uff08Tristan Handy\uff09\u3001,\u00a0\u7b54\u590d<\/a>\u00a0Pedram \u7684\u62c5\u5fe7\uff0c\u5c24\u5176\u662f\u5173\u4e8e dbt cloud \u7684\u62c5\u5fe7\u3002\u4e8b\u5b9e\u4e0a\uff0c\u5728\u6700\u521d\u7684\u535a\u6587\u4e2d\uff0c\u8fd9\u4f4d dbt \u7684\u957f\u671f\u4ece\u4e1a\u8005\u5c31\u6307\u51fa\u4e86\u4ed6\u5728 dbt cloud \u4e0a\u7684\u7cdf\u7cd5\u4f53\u9a8c\u3002\u7279\u91cc\u65af\u5766\u540c\u610f\u4ed6\u4eec\u5e94\u8be5\u52aa\u529b\u6539\u5584\u5f00\u53d1\u4eba\u5458\u7684\u4f53\u9a8c\u3002.<\/p>\n
\u4ed6\u4eec\u505a\u5230\u4e86\uff01\u672c\u5468\uff0cdbt Labs \u5ba3\u5e03\u5bf9 cloud \u96c6\u6210\u5f00\u53d1\u73af\u5883\u8fdb\u884c\u5168\u9762\u6539\u9020\uff0c\u6539\u8fdb\u7528\u6237\u754c\u9762\uff0c\u5e76\u51cf\u5c11\u4fdd\u5b58\u6587\u4ef6\u7b49\u5e38\u89c1\u64cd\u4f5c\u7684\u5ef6\u8fdf\u3002.<\/p>\n
\u8fd9\u5bf9\u91c7\u7528 dbt cloud \u7684\u7528\u6237\u6765\u8bf4\u662f\u4e2a\u597d\u6d88\u606f\uff01<\/p>\n<\/div>
\u8bed\u4e49\u5c42\u662f\u7ba1\u7406 data \u65b9\u5f0f\u7684\u7ed3\u6784\u6027\u8f6c\u53d8<\/p><\/h2><\/div>
\u8fd9\u662f\u4e00\u4e2a\u70ed\u95e8\u8bdd\u9898\uff01<\/p>\n
\u5728\u4e3b\u9898\u53d1\u8a00\u4e2d\uff0c\u53d1\u8a00\u4eba\u5c06\u8bed\u4e49\u5c42\u5b9a\u4e49\u4e3a\u00a0\u201c\u5728\u4e0b\u6e38\u5de5\u5177\u4e2d\u7f16\u8bd1\u548c\u8bbf\u95ee dbt \u8d44\u4ea7\u7684\u5e73\u53f0\u201c\u3002.<\/em><\/p>\n
\u8bed\u4e49\u5c42\u65e8\u5728\u89e3\u51b3\u5e38\u89c1\u7684 data governance \u96be\u9898\uff1a<\/p>\n<\/div>
- <\/i><\/span>\n
\u7f3a\u4e4f\u9002\u5f53\u7684\u00a0\u8bbf\u95ee\u7ba1\u7406<\/strong><\/p>\n<\/div><\/li>
- <\/i><\/span>
\n\u7684\u00a0\u91cd\u590d<\/strong>\u00a0data \u8d44\u4ea7\uff0c\u4ece\u800c\u5bfc\u81f4\u6280\u672f\u503a\u52a1\u548c\u00a0\u8bef\u533a<\/strong>\u00a0\u60a8\u7684\u5173\u952e\u7ee9\u6548\u6307\u6807\u4e4b\u95f4<\/p>\n<\/div><\/li>
- <\/i><\/span>
\n\u60a8\u7684 data \u8d44\u4ea7\u7f3a\u4e4f\u6587\u6863\u8bb0\u5f55\uff0c\u518d\u52a0\u4e0a\u00a0\u53ef\u53d1\u73b0\u6027<\/strong>\u00a0\u95ee\u9898<\/p>\n<\/div><\/li><\/ul>
\u8fd9\u91cc\u7684\u76ee\u6807\u662f\u6269\u5c55 dbt \u7684\u8303\u56f4\u3002\u76ee\u524d\uff0c\u5176\u8303\u56f4\u4ec5\u9650\u4e8e\u8f6c\u6362\u5c42\u3002\u6211\u4eec\u53ef\u4ee5\u5728\u8f6c\u6362\u5c42\u4e4b\u4e0a\u6dfb\u52a0\u8fd9\u4e2a\u8bed\u4e49\u5c42\u3002.<\/p>\n
\u8fd9\u662f\u6709\u9053\u7406\u7684\u3002\u5728 1.0 \u7248\u4e2d\uff0c\u5f15\u5165\u4e86\u5ea6\u91cf\u6807\u51c6\u3002\u8fd9\u662f\u8fc8\u5411\u8bed\u4e49\u5c42\u613f\u666f\u7684\u7b2c\u4e00\u6b65\u3002.<\/p>\n<\/div>
dbt \u662f\u73b0\u4ee3 data \u5806\u6808\u751f\u6001\u7cfb\u7edf\u7684\u6838\u5fc3<\/p><\/h2><\/div>
\u5728\u8fd9\u6b21\u4f1a\u8bae\u4e0a\uff0c\u4ee4\u6211\u5370\u8c61\u6df1\u523b\u7684\u662f\u5ba3\u5e03\u7684\u5408\u4f5c\u4f19\u4f34\u6570\u91cf\u3002\u6b64\u5916\uff0c\u5927\u591a\u6570\u4f1a\u8c08\u90fd\u662f\u7531\u5408\u4f5c\u4f19\u4f34\u53d1\u8868\u7684\u3002.<\/p>\n
\u50cf Atlan\u3001Collibra \u6216 MonteCarlo \u8fd9\u6837\u7684\u8f6f\u4ef6\u4f9b\u5e94\u5546\u9700\u8981\u96c6\u6210\u5230 dbt\uff0c\u56e0\u4e3a\u4ed6\u4eec\u7684\u5ba2\u6237\u8981\u6c42\u4ed6\u4eec\u8fd9\u6837\u505a\u3002\u60a8\u5e0c\u671b\u5728\u5168\u5c40 data \u7cfb\u5217\u4e2d\u770b\u5230\u53ef\u80fd\u7531 Collibra \u7b49\u5916\u90e8\u5de5\u5177\u7ba1\u7406\u7684\u8f6c\u6362\u3002\u60a8\u8fd8\u5e0c\u671b\u7528\u81ea\u5df1\u559c\u6b22\u7684\u5de5\u5177\u76d1\u63a7 dbt \u6d4b\u8bd5\u7ed3\u679c\u7b49\u3002\u60a8\u9700\u8981\u5de5\u5177\u4e4b\u95f4\u7684\u96c6\u6210\u3002.<\/p>\n
dataform \u662f dbt \u76ee\u524d\u552f\u4e00\u7684\u7ade\u4e89\u5bf9\u624b\uff0c\u4e0e dataform \u4e0d\u540c\uff0c\u6211\u611f\u89c9 dbt \u5b9e\u9a8c\u5ba4\u5e0c\u671b\u4fdd\u6301 cloud \u7684\u4e2d\u7acb\u6027\u3002\u4ed6\u4eec\u63d0\u4f9b\u4e86\u8bb8\u591a\u4e0e\u5229\u57fa\u89e3\u51b3\u65b9\u6848\u7684\u96c6\u6210\uff0c\u4ee5\u4fbf\u66f4\u597d\u5730\u7ba1\u7406 data \u8d28\u91cf\u6216\u5143 data\u3002.<\/p>\n<\/div>
\u7ed3\u8bba<\/h2><\/div>
\u5230\u6b64\u4e3a\u6b62\uff01\u672c\u671f\u5185\u5bb9\u975e\u5e38\u4e30\u5bcc\u3002\u5728\u672c\u5468\u7ed3\u675f\u65f6\uff0c\u6211\u4eec\u8fd8\u5c06\u5c31\u516c\u544a\u8fdb\u884c\u5927\u91cf\u8ba8\u8bba\u3002\u8fd9\u5c31\u662f\u8fd9\u4efd\u5de5\u4f5c\u7684\u7cbe\u5f69\u4e4b\u5904\uff01<\/p>\n
\u8bf4\u5230\u8fd9\u91cc\uff0c\u6211\u4eec\u00a0\u96c7\u7528<\/a>\u00a0\u5728 Artefact\uff01\u6211\u76f8\u4fe1\u4f60\u4e00\u5b9a\u6ca1\u60f3\u5230\u4f1a\u53d1\u751f\u8fd9\u79cd\u4e8b \ud83d\ude09<\/p>\n<\/div><\/div><\/div><\/div><\/article>
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![](\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2021\/03\/medium.png\" "\\"\u4e2d\u7b49\\"")
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