{"id":355,"date":"2024-11-28T02:19:59","date_gmt":"2024-11-28T02:19:59","guid":{"rendered":"https:\/\/www.nnt-consulting.com\/tech\/blog\/?p=355"},"modified":"2024-11-28T02:19:59","modified_gmt":"2024-11-28T02:19:59","slug":"snowflake-%eb%8d%b0%ec%9d%b4%ed%84%b0-%ec%97%94%ec%a7%80%eb%8b%88%ec%96%b4%eb%a5%bc-%ec%9c%84%ed%95%9c-%eb%8d%b0%ec%9d%b4%ed%84%b0-%ec%9b%a8%ec%96%b4%ed%95%98","status":"publish","type":"post","link":"https:\/\/www.nnt-consulting.com\/tech\/blog\/snowflake-%eb%8d%b0%ec%9d%b4%ed%84%b0-%ec%97%94%ec%a7%80%eb%8b%88%ec%96%b4%eb%a5%bc-%ec%9c%84%ed%95%9c-%eb%8d%b0%ec%9d%b4%ed%84%b0-%ec%9b%a8%ec%96%b4%ed%95%98\/","title":{"rendered":"Snowflake: \ub370\uc774\ud130 \uc5d4\uc9c0\ub2c8\uc5b4\ub97c \uc704\ud55c \ub370\uc774\ud130 \uc6e8\uc5b4\ud558\uc6b0\uc9d5 \uc194\ub8e8\uc158"},"content":{"rendered":"\r\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_82_2 counter-hierarchy ez-toc-counter ez-toc-grey ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\">\n<p class=\"ez-toc-title\" style=\"cursor:inherit\">Table of Contents<\/p>\n<span class=\"ez-toc-title-toggle\"><a href=\"#\" class=\"ez-toc-pull-right ez-toc-btn ez-toc-btn-xs ez-toc-btn-default ez-toc-toggle\" aria-label=\"\ubaa9\ucc28 \ud1a0\uae00\"><span class=\"ez-toc-js-icon-con\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">Toggle<\/span><span class=\"ez-toc-icon-toggle-span\"><svg style=\"fill: #999;color:#999\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"list-377408\" width=\"20px\" height=\"20px\" viewBox=\"0 0 24 24\" fill=\"none\"><path d=\"M6 6H4v2h2V6zm14 0H8v2h12V6zM4 11h2v2H4v-2zm16 0H8v2h12v-2zM4 16h2v2H4v-2zm16 0H8v2h12v-2z\" fill=\"currentColor\"><\/path><\/svg><svg style=\"fill: #999;color:#999\" class=\"arrow-unsorted-368013\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"10px\" height=\"10px\" viewBox=\"0 0 24 24\" version=\"1.2\" baseProfile=\"tiny\"><path d=\"M18.2 9.3l-6.2-6.3-6.2 6.3c-.2.2-.3.4-.3.7s.1.5.3.7c.2.2.4.3.7.3h11c.3 0 .5-.1.7-.3.2-.2.3-.5.3-.7s-.1-.5-.3-.7zM5.8 14.7l6.2 6.3 6.2-6.3c.2-.2.3-.5.3-.7s-.1-.5-.3-.7c-.2-.2-.4-.3-.7-.3h-11c-.3 0-.5.1-.7.3-.2.2-.3.5-.3.7s.1.5.3.7z\"\/><\/svg><\/span><\/span><\/span><\/a><\/span><\/div>\n<nav><ul class='ez-toc-list ez-toc-list-level-1 ' ><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/www.nnt-consulting.com\/tech\/blog\/snowflake-%eb%8d%b0%ec%9d%b4%ed%84%b0-%ec%97%94%ec%a7%80%eb%8b%88%ec%96%b4%eb%a5%bc-%ec%9c%84%ed%95%9c-%eb%8d%b0%ec%9d%b4%ed%84%b0-%ec%9b%a8%ec%96%b4%ed%95%98\/#%EB%93%A4%EC%96%B4%EA%B0%80%EB%A9%B0\" >\ub4e4\uc5b4\uac00\uba70<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/www.nnt-consulting.com\/tech\/blog\/snowflake-%eb%8d%b0%ec%9d%b4%ed%84%b0-%ec%97%94%ec%a7%80%eb%8b%88%ec%96%b4%eb%a5%bc-%ec%9c%84%ed%95%9c-%eb%8d%b0%ec%9d%b4%ed%84%b0-%ec%9b%a8%ec%96%b4%ed%95%98\/#Snowflake%EC%97%90_%EB%8C%80%ED%95%B4\" >Snowflake\uc5d0 \ub300\ud574<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/www.nnt-consulting.com\/tech\/blog\/snowflake-%eb%8d%b0%ec%9d%b4%ed%84%b0-%ec%97%94%ec%a7%80%eb%8b%88%ec%96%b4%eb%a5%bc-%ec%9c%84%ed%95%9c-%eb%8d%b0%ec%9d%b4%ed%84%b0-%ec%9b%a8%ec%96%b4%ed%95%98\/#%EC%A3%BC%EC%9A%94_%ED%8A%B9%EC%A7%95\" >\uc8fc\uc694 \ud2b9\uc9d5<\/a><ul class='ez-toc-list-level-4' ><li class='ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/www.nnt-consulting.com\/tech\/blog\/snowflake-%eb%8d%b0%ec%9d%b4%ed%84%b0-%ec%97%94%ec%a7%80%eb%8b%88%ec%96%b4%eb%a5%bc-%ec%9c%84%ed%95%9c-%eb%8d%b0%ec%9d%b4%ed%84%b0-%ec%9b%a8%ec%96%b4%ed%95%98\/#1_%EB%8D%B0%EC%9D%B4%ED%84%B0_%ED%86%B5%ED%95%A9_%EB%B0%8F_ETLELT_%ED%94%84%EB%A1%9C%EC%84%B8%EC%8A%A4\" >1. \ub370\uc774\ud130 \ud1b5\ud569 \ubc0f ETL\/ELT \ud504\ub85c\uc138\uc2a4<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/www.nnt-consulting.com\/tech\/blog\/snowflake-%eb%8d%b0%ec%9d%b4%ed%84%b0-%ec%97%94%ec%a7%80%eb%8b%88%ec%96%b4%eb%a5%bc-%ec%9c%84%ed%95%9c-%eb%8d%b0%ec%9d%b4%ed%84%b0-%ec%9b%a8%ec%96%b4%ed%95%98\/#2_%EB%8D%B0%EC%9D%B4%ED%84%B0_%EB%B3%80%ED%99%98_%EB%B0%8F_%EC%A0%95%EC%A0%9C\" >2. \ub370\uc774\ud130 \ubcc0\ud658 \ubc0f \uc815\uc81c<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/www.nnt-consulting.com\/tech\/blog\/snowflake-%eb%8d%b0%ec%9d%b4%ed%84%b0-%ec%97%94%ec%a7%80%eb%8b%88%ec%96%b4%eb%a5%bc-%ec%9c%84%ed%95%9c-%eb%8d%b0%ec%9d%b4%ed%84%b0-%ec%9b%a8%ec%96%b4%ed%95%98\/#3_%EA%B3%A0%EC%84%B1%EB%8A%A5_%EB%B6%84%EC%84%9D_%EB%B0%8F_%EC%BF%BC%EB%A6%AC_%EC%B2%98%EB%A6%AC\" >3. \uace0\uc131\ub2a5 \ubd84\uc11d \ubc0f \ucffc\ub9ac \ucc98\ub9ac<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/www.nnt-consulting.com\/tech\/blog\/snowflake-%eb%8d%b0%ec%9d%b4%ed%84%b0-%ec%97%94%ec%a7%80%eb%8b%88%ec%96%b4%eb%a5%bc-%ec%9c%84%ed%95%9c-%eb%8d%b0%ec%9d%b4%ed%84%b0-%ec%9b%a8%ec%96%b4%ed%95%98\/#4_%EB%8D%B0%EC%9D%B4%ED%84%B0_%EA%B1%B0%EB%B2%84%EB%84%8C%EC%8A%A4_%EB%B0%8F_%EB%B3%B4%EC%95%88_%EA%B4%80%EB%A6%AC\" >4. \ub370\uc774\ud130 \uac70\ubc84\ub10c\uc2a4 \ubc0f \ubcf4\uc548 \uad00\ub9ac<\/a><\/li><\/ul><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/www.nnt-consulting.com\/tech\/blog\/snowflake-%eb%8d%b0%ec%9d%b4%ed%84%b0-%ec%97%94%ec%a7%80%eb%8b%88%ec%96%b4%eb%a5%bc-%ec%9c%84%ed%95%9c-%eb%8d%b0%ec%9d%b4%ed%84%b0-%ec%9b%a8%ec%96%b4%ed%95%98\/#Snowpark\" >Snowpark<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-9\" href=\"https:\/\/www.nnt-consulting.com\/tech\/blog\/snowflake-%eb%8d%b0%ec%9d%b4%ed%84%b0-%ec%97%94%ec%a7%80%eb%8b%88%ec%96%b4%eb%a5%bc-%ec%9c%84%ed%95%9c-%eb%8d%b0%ec%9d%b4%ed%84%b0-%ec%9b%a8%ec%96%b4%ed%95%98\/#%EC%A3%BC%EC%9A%94_%ED%8A%B9%EC%A7%95-2\" >\uc8fc\uc694 \ud2b9\uc9d5<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-10\" href=\"https:\/\/www.nnt-consulting.com\/tech\/blog\/snowflake-%eb%8d%b0%ec%9d%b4%ed%84%b0-%ec%97%94%ec%a7%80%eb%8b%88%ec%96%b4%eb%a5%bc-%ec%9c%84%ed%95%9c-%eb%8d%b0%ec%9d%b4%ed%84%b0-%ec%9b%a8%ec%96%b4%ed%95%98\/#Snowpark_%EC%82%AC%EC%9A%A9_%EC%98%88%EC%8B%9C\" >Snowpark \uc0ac\uc6a9 \uc608\uc2dc<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-11\" href=\"https:\/\/www.nnt-consulting.com\/tech\/blog\/snowflake-%eb%8d%b0%ec%9d%b4%ed%84%b0-%ec%97%94%ec%a7%80%eb%8b%88%ec%96%b4%eb%a5%bc-%ec%9c%84%ed%95%9c-%eb%8d%b0%ec%9d%b4%ed%84%b0-%ec%9b%a8%ec%96%b4%ed%95%98\/#Snowflake_Python_API\" >Snowflake Python API<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-12\" href=\"https:\/\/www.nnt-consulting.com\/tech\/blog\/snowflake-%eb%8d%b0%ec%9d%b4%ed%84%b0-%ec%97%94%ec%a7%80%eb%8b%88%ec%96%b4%eb%a5%bc-%ec%9c%84%ed%95%9c-%eb%8d%b0%ec%9d%b4%ed%84%b0-%ec%9b%a8%ec%96%b4%ed%95%98\/#%EC%A3%BC%EC%9A%94_%ED%8A%B9%EC%A7%95-3\" >\uc8fc\uc694 \ud2b9\uc9d5<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-13\" href=\"https:\/\/www.nnt-consulting.com\/tech\/blog\/snowflake-%eb%8d%b0%ec%9d%b4%ed%84%b0-%ec%97%94%ec%a7%80%eb%8b%88%ec%96%b4%eb%a5%bc-%ec%9c%84%ed%95%9c-%eb%8d%b0%ec%9d%b4%ed%84%b0-%ec%9b%a8%ec%96%b4%ed%95%98\/#Snowflake_Python_API_%EC%82%AC%EC%9A%A9_%EC%98%88%EC%8B%9C\" >Snowflake Python API \uc0ac\uc6a9 \uc608\uc2dc<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-14\" href=\"https:\/\/www.nnt-consulting.com\/tech\/blog\/snowflake-%eb%8d%b0%ec%9d%b4%ed%84%b0-%ec%97%94%ec%a7%80%eb%8b%88%ec%96%b4%eb%a5%bc-%ec%9c%84%ed%95%9c-%eb%8d%b0%ec%9d%b4%ed%84%b0-%ec%9b%a8%ec%96%b4%ed%95%98\/#Python_API_%EA%B8%B0%EB%8A%A5_%ED%99%9C%EC%9A%A9\" >Python API \uae30\ub2a5 \ud65c\uc6a9<\/a><ul class='ez-toc-list-level-4' ><li class='ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-15\" href=\"https:\/\/www.nnt-consulting.com\/tech\/blog\/snowflake-%eb%8d%b0%ec%9d%b4%ed%84%b0-%ec%97%94%ec%a7%80%eb%8b%88%ec%96%b4%eb%a5%bc-%ec%9c%84%ed%95%9c-%eb%8d%b0%ec%9d%b4%ed%84%b0-%ec%9b%a8%ec%96%b4%ed%95%98\/#%ED%8C%8C%EB%9D%BC%EB%AF%B8%ED%84%B0%ED%99%94%EB%90%9C_%EC%BF%BC%EB%A6%AC\" >\ud30c\ub77c\ubbf8\ud130\ud654\ub41c \ucffc\ub9ac<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-16\" href=\"https:\/\/www.nnt-consulting.com\/tech\/blog\/snowflake-%eb%8d%b0%ec%9d%b4%ed%84%b0-%ec%97%94%ec%a7%80%eb%8b%88%ec%96%b4%eb%a5%bc-%ec%9c%84%ed%95%9c-%eb%8d%b0%ec%9d%b4%ed%84%b0-%ec%9b%a8%ec%96%b4%ed%95%98\/#%EB%8C%80%EC%9A%A9%EB%9F%89_%EB%8D%B0%EC%9D%B4%ED%84%B0_%EB%A1%9C%EB%93%9C\" >\ub300\uc6a9\ub7c9 \ub370\uc774\ud130 \ub85c\ub4dc<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-17\" href=\"https:\/\/www.nnt-consulting.com\/tech\/blog\/snowflake-%eb%8d%b0%ec%9d%b4%ed%84%b0-%ec%97%94%ec%a7%80%eb%8b%88%ec%96%b4%eb%a5%bc-%ec%9c%84%ed%95%9c-%eb%8d%b0%ec%9d%b4%ed%84%b0-%ec%9b%a8%ec%96%b4%ed%95%98\/#%EB%B9%84%EB%8F%99%EA%B8%B0_%EC%BF%BC%EB%A6%AC_%EC%8B%A4%ED%96%89\" >\ube44\ub3d9\uae30 \ucffc\ub9ac \uc2e4\ud589<\/a><\/li><\/ul><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-18\" href=\"https:\/\/www.nnt-consulting.com\/tech\/blog\/snowflake-%eb%8d%b0%ec%9d%b4%ed%84%b0-%ec%97%94%ec%a7%80%eb%8b%88%ec%96%b4%eb%a5%bc-%ec%9c%84%ed%95%9c-%eb%8d%b0%ec%9d%b4%ed%84%b0-%ec%9b%a8%ec%96%b4%ed%95%98\/#Snowflake_Pandas_API\" >Snowflake Pandas API<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-19\" href=\"https:\/\/www.nnt-consulting.com\/tech\/blog\/snowflake-%eb%8d%b0%ec%9d%b4%ed%84%b0-%ec%97%94%ec%a7%80%eb%8b%88%ec%96%b4%eb%a5%bc-%ec%9c%84%ed%95%9c-%eb%8d%b0%ec%9d%b4%ed%84%b0-%ec%9b%a8%ec%96%b4%ed%95%98\/#%EC%A3%BC%EC%9A%94_%ED%8A%B9%EC%A7%95-4\" >\uc8fc\uc694 \ud2b9\uc9d5<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-20\" href=\"https:\/\/www.nnt-consulting.com\/tech\/blog\/snowflake-%eb%8d%b0%ec%9d%b4%ed%84%b0-%ec%97%94%ec%a7%80%eb%8b%88%ec%96%b4%eb%a5%bc-%ec%9c%84%ed%95%9c-%eb%8d%b0%ec%9d%b4%ed%84%b0-%ec%9b%a8%ec%96%b4%ed%95%98\/#Snowflake_Pandas_API_%EC%82%AC%EC%9A%A9_%EC%98%88%EC%8B%9C\" >Snowflake Pandas API \uc0ac\uc6a9 \uc608\uc2dc<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-21\" href=\"https:\/\/www.nnt-consulting.com\/tech\/blog\/snowflake-%eb%8d%b0%ec%9d%b4%ed%84%b0-%ec%97%94%ec%a7%80%eb%8b%88%ec%96%b4%eb%a5%bc-%ec%9c%84%ed%95%9c-%eb%8d%b0%ec%9d%b4%ed%84%b0-%ec%9b%a8%ec%96%b4%ed%95%98\/#%EC%A3%BC%EC%9D%98%EC%82%AC%ED%95%AD_%EB%B0%8F_%EC%B5%9C%EC%A0%81%ED%99%94\" >\uc8fc\uc758\uc0ac\ud56d \ubc0f \ucd5c\uc801\ud654<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-22\" href=\"https:\/\/www.nnt-consulting.com\/tech\/blog\/snowflake-%eb%8d%b0%ec%9d%b4%ed%84%b0-%ec%97%94%ec%a7%80%eb%8b%88%ec%96%b4%eb%a5%bc-%ec%9c%84%ed%95%9c-%eb%8d%b0%ec%9d%b4%ed%84%b0-%ec%9b%a8%ec%96%b4%ed%95%98\/#Snowflake_Python_API%EC%99%80_Pandas_API\" >Snowflake Python API\uc640 Pandas API<\/a><ul class='ez-toc-list-level-4' ><li class='ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-23\" href=\"https:\/\/www.nnt-consulting.com\/tech\/blog\/snowflake-%eb%8d%b0%ec%9d%b4%ed%84%b0-%ec%97%94%ec%a7%80%eb%8b%88%ec%96%b4%eb%a5%bc-%ec%9c%84%ed%95%9c-%eb%8d%b0%ec%9d%b4%ed%84%b0-%ec%9b%a8%ec%96%b4%ed%95%98\/#%EC%82%AC%EC%9A%A9_%EB%B9%88%EB%8F%84%EC%99%80_%EC%84%A0%ED%98%B8%EB%8F%84\" >\uc0ac\uc6a9 \ube48\ub3c4\uc640 \uc120\ud638\ub3c4<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-24\" href=\"https:\/\/www.nnt-consulting.com\/tech\/blog\/snowflake-%eb%8d%b0%ec%9d%b4%ed%84%b0-%ec%97%94%ec%a7%80%eb%8b%88%ec%96%b4%eb%a5%bc-%ec%9c%84%ed%95%9c-%eb%8d%b0%ec%9d%b4%ed%84%b0-%ec%9b%a8%ec%96%b4%ed%95%98\/#%EC%84%A0%ED%83%9D_%EA%B8%B0%EC%A4%80\" >\uc120\ud0dd \uae30\uc900<\/a><\/li><\/ul><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-25\" href=\"https:\/\/www.nnt-consulting.com\/tech\/blog\/snowflake-%eb%8d%b0%ec%9d%b4%ed%84%b0-%ec%97%94%ec%a7%80%eb%8b%88%ec%96%b4%eb%a5%bc-%ec%9c%84%ed%95%9c-%eb%8d%b0%ec%9d%b4%ed%84%b0-%ec%9b%a8%ec%96%b4%ed%95%98\/#Snowflake%EC%9D%98_%EB%B9%84%EC%9A%A9_%EA%B5%AC%EC%A1%B0\" >Snowflake\uc758 \ube44\uc6a9 \uad6c\uc870<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-26\" href=\"https:\/\/www.nnt-consulting.com\/tech\/blog\/snowflake-%eb%8d%b0%ec%9d%b4%ed%84%b0-%ec%97%94%ec%a7%80%eb%8b%88%ec%96%b4%eb%a5%bc-%ec%9c%84%ed%95%9c-%eb%8d%b0%ec%9d%b4%ed%84%b0-%ec%9b%a8%ec%96%b4%ed%95%98\/#1_%EC%BB%B4%ED%93%A8%ED%8C%85_%EB%B9%84%EC%9A%A9\" >1. \ucef4\ud4e8\ud305 \ube44\uc6a9<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-27\" href=\"https:\/\/www.nnt-consulting.com\/tech\/blog\/snowflake-%eb%8d%b0%ec%9d%b4%ed%84%b0-%ec%97%94%ec%a7%80%eb%8b%88%ec%96%b4%eb%a5%bc-%ec%9c%84%ed%95%9c-%eb%8d%b0%ec%9d%b4%ed%84%b0-%ec%9b%a8%ec%96%b4%ed%95%98\/#2_%EC%A0%80%EC%9E%A5_%EB%B9%84%EC%9A%A9\" >2. \uc800\uc7a5 \ube44\uc6a9<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-28\" href=\"https:\/\/www.nnt-consulting.com\/tech\/blog\/snowflake-%eb%8d%b0%ec%9d%b4%ed%84%b0-%ec%97%94%ec%a7%80%eb%8b%88%ec%96%b4%eb%a5%bc-%ec%9c%84%ed%95%9c-%eb%8d%b0%ec%9d%b4%ed%84%b0-%ec%9b%a8%ec%96%b4%ed%95%98\/#3_%EB%8D%B0%EC%9D%B4%ED%84%B0_%EC%A0%84%EC%86%A1_%EB%B9%84%EC%9A%A9\" >3. \ub370\uc774\ud130 \uc804\uc1a1 \ube44\uc6a9<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-29\" href=\"https:\/\/www.nnt-consulting.com\/tech\/blog\/snowflake-%eb%8d%b0%ec%9d%b4%ed%84%b0-%ec%97%94%ec%a7%80%eb%8b%88%ec%96%b4%eb%a5%bc-%ec%9c%84%ed%95%9c-%eb%8d%b0%ec%9d%b4%ed%84%b0-%ec%9b%a8%ec%96%b4%ed%95%98\/#4_%EC%84%9C%EB%B9%84%EC%8A%A4_%EB%B9%84%EC%9A%A9\" >4. \uc11c\ube44\uc2a4 \ube44\uc6a9<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-30\" href=\"https:\/\/www.nnt-consulting.com\/tech\/blog\/snowflake-%eb%8d%b0%ec%9d%b4%ed%84%b0-%ec%97%94%ec%a7%80%eb%8b%88%ec%96%b4%eb%a5%bc-%ec%9c%84%ed%95%9c-%eb%8d%b0%ec%9d%b4%ed%84%b0-%ec%9b%a8%ec%96%b4%ed%95%98\/#%EA%B2%B0%EB%A1%A0\" >\uacb0\ub860<\/a><\/li><\/ul><\/nav><\/div>\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%EB%93%A4%EC%96%B4%EA%B0%80%EB%A9%B0\"><\/span>\ub4e4\uc5b4\uac00\uba70<span class=\"ez-toc-section-end\"><\/span><\/h2>\r\n\r\n\r\n\r\n<p>\ub370\uc774\ud130 \uc5d4\uc9c0\ub2c8\uc5b4\ub9c1\uc758 \uc138\uacc4\ub294 \ube60\ub974\uac8c \ubcc0\ud654\ud558\uace0 \uc788\uc73c\uba70, \ub2e4\uc591\ud55c \ub370\uc774\ud130 \uc18c\uc2a4\uc640 \ubc29\ub300\ud55c \ub370\uc774\ud130 \uc591\uc744 \ud6a8\uc728\uc801\uc73c\ub85c \uad00\ub9ac\ud558\uace0 \ubd84\uc11d\ud560 \uc218 \uc788\ub294 \ub3c4\uad6c\uc758 \ud544\uc694\uc131\uc774 \ub0a0\ub85c \ucee4\uc9c0\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uc694\uad6c\ub97c \ucda9\uc871\uc2dc\ud0a4\uae30 \uc704\ud574 \ub4f1\uc7a5\ud55c \uc194\ub8e8\uc158 \uc911 \ud558\ub098\uac00 <strong>Snowflake<\/strong>\uc785\ub2c8\ub2e4. \ubcf8 \uae00\uc5d0\uc11c\ub294 Snowflake\uc758 \uc8fc\uc694 \uae30\ub2a5\uacfc \ub370\uc774\ud130 \uc5d4\uc9c0\ub2c8\uc5b4\uac00 \uc774\ub97c \uc5b4\ub5bb\uac8c \ud65c\uc6a9\ud560 \uc218 \uc788\ub294\uc9c0, \uadf8\ub9ac\uace0 \ube44\uc6a9 \uad6c\uc870\uc5d0 \ub300\ud574 \uc790\uc138\ud788 \uc0b4\ud3b4\ubcf4\uaca0\uc2b5\ub2c8\ub2e4.<\/p>\r\n\r\n\r\n\r\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Snowflake%EC%97%90_%EB%8C%80%ED%95%B4\"><\/span>Snowflake\uc5d0 \ub300\ud574<span class=\"ez-toc-section-end\"><\/span><\/h2>\r\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter\" src=\"https:\/\/docs.snowflake.com\/en\/_images\/architecture-overview.png\" alt=\"Snowflake Architecture\" width=\"858\" height=\"485\" \/><\/p>\r\n\r\n\r\n\r\n<p style=\"text-align: center;\">\ucd9c\ucc98: <a href=\"https:\/\/docs.snowflake.com\/en\/user-guide\/intro-key-concepts\" target=\"_blank\" rel=\"noopener\">Snowflake Document<\/a><\/p>\r\n<p><a href=\"https:\/\/www.snowflake.com\/ko\/\" target=\"_blank\" rel=\"noopener\">Snowflake<\/a>\ub294 \ud074\ub77c\uc6b0\ub4dc \uae30\ubc18\uc758 \ub370\uc774\ud130 \uc6e8\uc5b4\ud558\uc6b0\uc2a4 \ud50c\ub7ab\ud3fc\uc73c\ub85c, \ub370\uc774\ud130 \uc800\uc7a5, \ucc98\ub9ac, \ubd84\uc11d\uc744 \ud558\ub098\uc758 \ud1b5\ud569\ub41c \ud658\uacbd\uc5d0\uc11c \uc81c\uacf5\ud558\ub294 \uc11c\ube44\uc2a4\uc785\ub2c8\ub2e4. \uc804\ud1b5\uc801\uc778 \ub370\uc774\ud130 \uc6e8\uc5b4\ud558\uc6b0\uc2a4\uc640 \ub2ec\ub9ac Snowflake\ub294 \ud074\ub77c\uc6b0\ub4dc\uc758 \uc720\uc5f0\uc131\uacfc \ud655\uc7a5\uc131\uc744 \ucd5c\ub300\ud55c \ud65c\uc6a9\ud558\uc5ec \ub370\uc774\ud130 \uc5d4\uc9c0\ub2c8\uc5b4\ub9c1 \uc791\uc5c5\uc744 \ubcf4\ub2e4 \ud6a8\uc728\uc801\uc774\uace0 \ud6a8\uacfc\uc801\uc73c\ub85c \uc218\ud589\ud560 \uc218 \uc788\uac8c \ud574\uc90d\ub2c8\ub2e4.<\/p>\r\n\r\n\r\n\r\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%EC%A3%BC%EC%9A%94_%ED%8A%B9%EC%A7%95\"><\/span>\uc8fc\uc694 \ud2b9\uc9d5<span class=\"ez-toc-section-end\"><\/span><\/h3>\r\n\r\n\r\n\r\n<ul class=\"wp-block-list\">\r\n<li><strong>\ud074\ub77c\uc6b0\ub4dc \ub124\uc774\ud2f0\ube0c \uc544\ud0a4\ud14d\ucc98<\/strong>: AWS, Azure, Google Cloud \ub4f1 \uc8fc\uc694 \ud074\ub77c\uc6b0\ub4dc \ud50c\ub7ab\ud3fc\uacfc \ud1b5\ud569\ub418\uc5b4 \uc788\uc5b4 \ubc30\ud3ec\uc640 \ud655\uc7a5\uc744 \ub354\uc6b1 \uc27d\uac8c \uc218\ud589\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\r\n\r\n\r\n\r\n<li><strong>\uc790\ub3d9 \uc2a4\ucf00\uc77c\ub9c1<\/strong>: \uc0ac\uc6a9\uc790 \uc694\uad6c\uc5d0 \ub530\ub77c \uc790\ub3d9\uc73c\ub85c \ucef4\ud4e8\ud305 \ub9ac\uc18c\uc2a4\ub97c \ud655\uc7a5\ud558\uac70\ub098 \ucd95\uc18c\ud558\uc5ec \ube44\uc6a9 \ud6a8\uc728\uc131\uc744 \uadf9\ub300\ud654\ud569\ub2c8\ub2e4.<\/li>\r\n\r\n\r\n\r\n<li><strong>\ub370\uc774\ud130 \uacf5\uc720<\/strong>: \uc190\uc27d\uac8c \ub370\uc774\ud130 \uc138\ud2b8\ub97c \uacf5\uc720\ud560 \uc218 \uc788\ub294 \uae30\ub2a5\uc744 \uc81c\uacf5\ud558\uc5ec \ud611\uc5c5\uc744 \uac15\ud654\ud569\ub2c8\ub2e4.<\/li>\r\n\r\n\r\n\r\n<li><strong>\ubcf4\uc548 \ubc0f \ucef4\ud50c\ub77c\uc774\uc5b8\uc2a4<\/strong>: \ub2e4\uc591\ud55c \ubcf4\uc548 \uae30\ub2a5\uacfc \ucef4\ud50c\ub77c\uc774\uc5b8\uc2a4 \ud45c\uc900\uc744 \uc900\uc218\ud558\uc5ec \ub370\uc774\ud130 \ubcf4\ud638\ub97c \ubcf4\uc7a5\ud569\ub2c8\ub2e4.<\/li>\r\n<\/ul>\r\n\r\n\r\n\r\n<p>\ub370\uc774\ud130 \uc5d4\uc9c0\ub2c8\uc5b4\ub294 Snowflake\ub97c \ud1b5\ud574 \ub370\uc774\ud130\ub97c \ud6a8\uc728\uc801\uc73c\ub85c \uc801\uc7ac, \ubcc0\ud658, \uc800\uc7a5, \ubd84\uc11d\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ub2e4\uc74c\uc740 Snowflake\uc758 \uc8fc\uc694 \ud65c\uc6a9 \ubc29\uc548\uc785\ub2c8\ub2e4.<\/p>\r\n\r\n\r\n\r\n<h4 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"1_%EB%8D%B0%EC%9D%B4%ED%84%B0_%ED%86%B5%ED%95%A9_%EB%B0%8F_ETLELT_%ED%94%84%EB%A1%9C%EC%84%B8%EC%8A%A4\"><\/span>1. \ub370\uc774\ud130 \ud1b5\ud569 \ubc0f ETL\/ELT \ud504\ub85c\uc138\uc2a4<span class=\"ez-toc-section-end\"><\/span><\/h4>\r\n\r\n\r\n\r\n<p>Snowflake\ub294 \ub2e4\uc591\ud55c \ub370\uc774\ud130 \uc18c\uc2a4\uc640\uc758 \ud1b5\ud569\uc774 \uc6a9\uc774\ud558\uba70, \ub300\uc6a9\ub7c9 \ub370\uc774\ud130\ub97c \ube60\ub974\uac8c \uc801\uc7ac\ud560 \uc218 \uc788\ub294 \uae30\ub2a5\uc744 \uc81c\uacf5\ud569\ub2c8\ub2e4. \uc774\ub97c \ud1b5\ud574 \ub370\uc774\ud130 \uc5d4\uc9c0\ub2c8\uc5b4\ub294 ETL(Extract, Transform, Load) \ub610\ub294 ELT(Extract, Load, Transform) \ud504\ub85c\uc138\uc2a4\ub97c \ud6a8\uc728\uc801\uc73c\ub85c \uc124\uacc4\ud558\uace0 \uad6c\ud604\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\r\n\r\n\r\n\r\n<ul class=\"wp-block-list\">\r\n<li><strong>\uc2a4\ud14c\uc774\uc9d5 \uc601\uc5ed:<\/strong> \uc678\ubd80 \ub370\uc774\ud130 \uc18c\uc2a4\uc5d0\uc11c \ub370\uc774\ud130\ub97c \uac00\uc838\uc640 \uc784\uc2dc\ub85c \uc800\uc7a5\ud560 \uc218 \uc788\ub294 \uc2a4\ud14c\uc774\uc9d5 \uc601\uc5ed\uc744 \uc81c\uacf5\ud569\ub2c8\ub2e4.<\/li>\r\n\r\n\r\n\r\n<li><strong>\uc790\ub3d9\ud654\ub41c \ub370\uc774\ud130 \uc801\uc7ac<\/strong>: Snowpipe\uc640 \uac19\uc740 \ub3c4\uad6c\ub97c \uc0ac\uc6a9\ud558\uc5ec \uc2e4\uc2dc\uac04\uc73c\ub85c \ub370\uc774\ud130\ub97c \uc790\ub3d9\uc73c\ub85c \uc801\uc7ac\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\r\n<\/ul>\r\n\r\n\r\n\r\n<h4 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"2_%EB%8D%B0%EC%9D%B4%ED%84%B0_%EB%B3%80%ED%99%98_%EB%B0%8F_%EC%A0%95%EC%A0%9C\"><\/span>2. \ub370\uc774\ud130 \ubcc0\ud658 \ubc0f \uc815\uc81c<span class=\"ez-toc-section-end\"><\/span><\/h4>\r\n\r\n\r\n\r\n<p>Snowflake\uc758 \uac15\ub825\ud55c SQL \ucc98\ub9ac \ub2a5\ub825\uc744 \ud65c\uc6a9\ud558\uc5ec \ub370\uc774\ud130 \ubcc0\ud658 \ubc0f \uc815\uc81c\ub97c \uc190\uc27d\uac8c \uc218\ud589\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ub370\uc774\ud130 \uc5d4\uc9c0\ub2c8\uc5b4\ub294 \ubcf5\uc7a1\ud55c \ub370\uc774\ud130 \ud30c\uc774\ud504\ub77c\uc778\uc744 \uad6c\ucd95\ud558\uc9c0 \uc54a\uace0\ub3c4 \ub370\uc774\ud130 \ubb34\uacb0\uc131\uc744 \uc720\uc9c0\ud558\uba70 \uc27d\uac8c \ub370\uc774\ud130\ub97c \ubcc0\ud658\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\r\n\r\n\r\n\r\n<ul class=\"wp-block-list\">\r\n<li><strong>CTE(Common Table Expressions)<\/strong>: \ubcf5\uc7a1\ud55c \ucffc\ub9ac\ub97c \uac04\uacb0\ud558\uac8c \uc791\uc131\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\r\n\r\n\r\n\r\n<li><strong>\uc0ac\uc6a9\uc790 \uc815\uc758 \ud568\uc218(UDF)<\/strong>: \ubcf5\uc7a1\ud55c \ubcc0\ud658 \ub85c\uc9c1\uc744 \uc7ac\uc0ac\uc6a9 \uac00\ub2a5\ud55c \ud568\uc218\ub85c \uc815\uc758\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\r\n<\/ul>\r\n\r\n\r\n\r\n<h4 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"3_%EA%B3%A0%EC%84%B1%EB%8A%A5_%EB%B6%84%EC%84%9D_%EB%B0%8F_%EC%BF%BC%EB%A6%AC_%EC%B2%98%EB%A6%AC\"><\/span>3. \uace0\uc131\ub2a5 \ubd84\uc11d \ubc0f \ucffc\ub9ac \ucc98\ub9ac<span class=\"ez-toc-section-end\"><\/span><\/h4>\r\n\r\n\r\n\r\n<p>Snowflake\ub294 \uace0\uc131\ub2a5\uc758 \ucffc\ub9ac \ucc98\ub9ac \uc18d\ub3c4\ub97c \uc81c\uacf5\ud558\uc5ec \ub300\uaddc\ubaa8 \ub370\uc774\ud130 \uc138\ud2b8\uc5d0 \ub300\ud55c \uc2e0\uc18d\ud55c \ubd84\uc11d\uc744 \uac00\ub2a5\ud558\uac8c \ud569\ub2c8\ub2e4. \ub370\uc774\ud130 \uc5d4\uc9c0\ub2c8\uc5b4\ub294 Snowflake\ub97c \uc774\uc6a9\ud558\uc5ec \ube60\ub974\uac8c \ub370\uc774\ud130\ub97c \ud0d0\uc0c9\ud558\uace0 \ud544\uc694\ud55c \uc778\uc0ac\uc774\ud2b8\ub97c \ub3c4\ucd9c\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\r\n\r\n\r\n\r\n<ul class=\"wp-block-list\">\r\n<li><strong>\uba40\ud2f0 \ud074\ub7ec\uc2a4\ud130 \uc544\ud0a4\ud14d\ucc98<\/strong>: \ub3d9\uc2dc \uc0ac\uc6a9\uc790\uac00 \ub9ce\ub354\ub77c\ub3c4 \uc131\ub2a5 \uc800\ud558 \uc5c6\uc774 \ube60\ub978 \ucffc\ub9ac \uc751\ub2f5\uc744 \ubcf4\uc7a5\ud569\ub2c8\ub2e4.<\/li>\r\n\r\n\r\n\r\n<li><strong>\uc790\ub3d9 \ucd5c\uc801\ud654<\/strong>: \ucffc\ub9ac \uacc4\ud68d\uc744 \uc790\ub3d9\uc73c\ub85c \ucd5c\uc801\ud654\ud558\uc5ec \ud6a8\uc728\uc801\uc778 \ub370\uc774\ud130 \ucc98\ub9ac\ub97c \uc9c0\uc6d0\ud569\ub2c8\ub2e4.<\/li>\r\n<\/ul>\r\n\r\n\r\n\r\n<h4 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"4_%EB%8D%B0%EC%9D%B4%ED%84%B0_%EA%B1%B0%EB%B2%84%EB%84%8C%EC%8A%A4_%EB%B0%8F_%EB%B3%B4%EC%95%88_%EA%B4%80%EB%A6%AC\"><\/span>4. \ub370\uc774\ud130 \uac70\ubc84\ub10c\uc2a4 \ubc0f \ubcf4\uc548 \uad00\ub9ac<span class=\"ez-toc-section-end\"><\/span><\/h4>\r\n\r\n\r\n\r\n<p>Snowflake\ub294 \ub370\uc774\ud130 \uac70\ubc84\ub10c\uc2a4\uc640 \ubcf4\uc548 \uad00\ub9ac \uae30\ub2a5\uc744 \uc81c\uacf5\ud558\uc5ec \ub370\uc774\ud130 \uc5d4\uc9c0\ub2c8\uc5b4\uac00 \ub370\uc774\ud130\uc758 \uc811\uadfc \uad8c\ud55c\uc744 \uc138\ubc00\ud558\uac8c \uc81c\uc5b4\ud560 \uc218 \uc788\ub3c4\ub85d \ud569\ub2c8\ub2e4.<\/p>\r\n\r\n\r\n\r\n<ul class=\"wp-block-list\">\r\n<li><strong>\uc5ed\ud560 \uae30\ubc18 \uc811\uadfc \uc81c\uc5b4(RBAC)<\/strong>: \uc0ac\uc6a9\uc790\ubcc4\ub85c \uc138\ubd84\ud654\ub41c \uc811\uadfc \uad8c\ud55c\uc744 \uc124\uc815\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\r\n\r\n\r\n\r\n<li><strong>\ub370\uc774\ud130 \uc554\ud638\ud654<\/strong>: \uc800\uc7a5 \ub370\uc774\ud130\uc640 \uc804\uc1a1 \ub370\uc774\ud130\ub97c \ubaa8\ub450 \uc554\ud638\ud654\ud558\uc5ec \uc548\uc804\ud558\uac8c \ubcf4\ud638\ud569\ub2c8\ub2e4.<\/li>\r\n<\/ul>\r\n<p>&nbsp;<\/p>\r\n\r\n\r\n\r\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Snowpark\"><\/span>Snowpark<span class=\"ez-toc-section-end\"><\/span><\/h2>\r\n<p><a href=\"https:\/\/www.snowflake.com\/ko\/data-cloud\/snowpark\/\" target=\"_blank\" rel=\"noopener\">Snowpark<\/a>\ub294 Snowflake\uc5d0\uc11c \uc81c\uacf5\ud558\ub294 \ud504\ub85c\uadf8\ub798\ubc0d \ud504\ub808\uc784\uc6cc\ud06c\ub85c, \ub370\uc774\ud130 \uc5d4\uc9c0\ub2c8\uc5b4\uc640 \ub370\uc774\ud130 \uc0ac\uc774\uc5b8\ud2f0\uc2a4\ud2b8\uac00 \uc775\uc219\ud55c \ud504\ub85c\uadf8\ub798\ubc0d \uc5b8\uc5b4\ub97c \uc0ac\uc6a9\ud558\uc5ec Snowflake \ub0b4\uc5d0\uc11c \uc9c1\uc811 \ub370\uc774\ud130 \ucc98\ub9ac \ubc0f \ubd84\uc11d \uc791\uc5c5\uc744 \uc218\ud589\ud560 \uc218 \uc788\uac8c \ud574\uc90d\ub2c8\ub2e4. \ud604\uc7ac Snowpark\ub294 Java, Scala, Python\uc744 \uc9c0\uc6d0\ud558\uba70, \uc774\ub97c \ud1b5\ud574 SQL \ubfd0\ub9cc \uc544\ub2c8\ub77c \ubcf5\uc7a1\ud55c \ub370\uc774\ud130 \ucc98\ub9ac \ub85c\uc9c1\uc744 \uad6c\ud604\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.\u00a0<\/p>\r\n<h3><span class=\"ez-toc-section\" id=\"%EC%A3%BC%EC%9A%94_%ED%8A%B9%EC%A7%95-2\"><\/span>\uc8fc\uc694 \ud2b9\uc9d5<span class=\"ez-toc-section-end\"><\/span><\/h3>\r\n<ul>\r\n<li><span style=\"font-size: 16px;\"><strong>\ud1b5\ud569\ub41c \uac1c\ubc1c \ud658\uacbd<\/strong>: <\/span>Snowpark\ub97c \uc0ac\uc6a9\ud558\uba74 ETL \ud504\ub85c\uc138\uc2a4, \ub370\uc774\ud130 \ubcc0\ud658, \ubd84\uc11d \uc791\uc5c5 \ub4f1 \ub370\uc774\ud130 \ud30c\uc774\ud504\ub77c\uc778\uc758 \ubaa8\ub4e0 \ub2e8\uacc4\ub97c Snowflake \ud50c\ub7ab\ud3fc \ub0b4\uc5d0\uc11c \uad6c\ud604\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub294 \ub370\uc774\ud130 \uc774\ub3d9\uc744 \ucd5c\uc18c\ud654\ud558\uace0 \ubcf4\uc548\uc744 \uac15\ud654\ud558\uba70, \uc804\uccb4 \ud504\ub85c\uc138\uc2a4\uc758 \ud6a8\uc728\uc131\uc744 \ub192\uc785\ub2c8\ub2e4.<\/li>\r\n<li><strong>\ub2e4\uc591\ud55c \ud504\ub85c\uadf8\ub798\ubc0d \uc5b8\uc5b4 \uc9c0\uc6d0<\/strong>: Java, Scala, Python\uc744 \uc9c0\uc6d0\ud568\uc73c\ub85c\uc368 \ub370\uc774\ud130 \uc5d4\uc9c0\ub2c8\uc5b4\ub4e4\uc774 \uc775\uc219\ud55c \uc5b8\uc5b4\ub85c \ucffc\ub9ac \ubc0f \ub370\uc774\ud130 \ubd84\uc11d \ucf54\ub4dc\ub97c \uc791\uc131\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub97c \ud1b5\ud574 \ud559\uc2b5 \uace1\uc120\uc744 \ub0ae\ucd94\uace0 Snowflake \ucef4\ud4e8\ud305 \uc5d4\uc9c4\uc744 \uc774\uc6a9\ud574 \uc0dd\uc0b0\uc131\uc744 \ub192\uc77c \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\r\n<li><strong>\ucd5c\uc801\ud654\ub41c \uc131\ub2a5<\/strong>: Snowpark\ub294 Snowflake\uc758 \ubd84\uc0b0 \ucc98\ub9ac \uc5d4\uc9c4\uc744 \ud65c\uc6a9\ud558\uc5ec \ub300\uaddc\ubaa8 \ub370\uc774\ud130\uc14b\uc5d0 \ub300\ud574 \uace0\uc131\ub2a5 \ucc98\ub9ac\ub97c \uc81c\uacf5\ud569\ub2c8\ub2e4. \ub610\ud55c, \uc9c0\uc5f0 \uc2e4\ud589\ubc29\uc2dd\uc744 \ucc44\ud0dd\ud558\uc5ec \ucffc\ub9ac \ucd5c\uc801\ud654\ub97c \uc218\ud589\ud569\ub2c8\ub2e4.<\/li>\r\n<li><strong>UDF \uc9c0\uc6d0<\/strong>: \ubcf5\uc7a1\ud55c \ub85c\uc9c1\uc744 UDF\ub85c \uad6c\ud604\ud558\uc5ec \uc7ac\uc0ac\uc6a9\uc131\uc744 \ub192\uc774\uace0, \uc774\ub97c SQL \ucffc\ub9ac \ub0b4\uc5d0\uc11c \uc9c1\uc811 \ud65c\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\r\n<li><strong>\uba38\uc2e0\ub7ec\ub2dd \ud1b5\ud569<\/strong>: Snowpark for Python\uc744 \ud1b5\ud574 \ub370\uc774\ud130 \uc900\ube44\ubd80\ud130 \ubaa8\ub378 \ud559\uc2b5, \ubc30\ud3ec\uae4c\uc9c0 \uc804\uccb4 ML \ud30c\uc774\ud504\ub77c\uc778\uc744 Snowflake \ub0b4\uc5d0\uc11c \uad6c\ud604\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\r\n<\/ul>\r\n<section id=\"markdown-section-46d0fda5-350b-40b0-b6ca-6942f678ce94-30\" class=\"markdown-section\" data-markdown-raw=\"\r\nSnowpark for Python\uc744 \ud1b5\ud574 \ub370\uc774\ud130 \uc900\ube44\ubd80\ud130 \ubaa8\ub378 \ud559\uc2b5, \ubc30\ud3ec\uae4c\uc9c0 \uc804\uccb4 ML \ud30c\uc774\ud504\ub77c\uc778\uc744 Snowflake \ub0b4\uc5d0\uc11c \uad6c\ud604\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.\" data-section-index=\"30\"><\/section>\r\n<h3><span class=\"ez-toc-section\" id=\"Snowpark_%EC%82%AC%EC%9A%A9_%EC%98%88%EC%8B%9C\"><\/span>Snowpark \uc0ac\uc6a9 \uc608\uc2dc<span class=\"ez-toc-section-end\"><\/span><\/h3>\r\n<p>Snowpark for Python\uc744 \uc0ac\uc6a9\ud558\uc5ec \ub370\uc774\ud130\ub97c \uc77d\uace0 \ud544\ud130\ub9c1, \uadf8\ub8f9\ud654, \uc9d1\uacc4 \uc791\uc5c5\uc744 \uc218\ud589\ud55c \ub4a4 \uc0c8\ub85c\uc6b4 \ud14c\uc774\ube14\ub85c \uc800\uc7a5\ud558\ub294 \uc608\uc2dc \ucf54\ub4dc\uc785\ub2c8\ub2e4.<\/p>\r\n<pre>from snowflake.snowpark import Session<br \/>import snowflake.snowpark.functions as F<br \/><br \/># Snowflake \uc5f0\uacb0 \uc124\uc815<br \/>session = Session.builder.configs(connection_parameters).create()<br \/><br \/># \ub370\uc774\ud130 \ud504\ub808\uc784 \uc0dd\uc131<br \/>df = session.table(\"my_table\")<br \/><br \/># \ub370\uc774\ud130 \ubcc0\ud658<br \/>transformed_df = df.filter(F.col(\"column_a\") &gt; 100) \\<br \/>.groupBy(\"column_b\") \\<br \/>.agg(F.sum(\"column_c\").alias(\"total_c\"))<br \/><br \/># \uacb0\uacfc \uc800\uc7a5<br \/>transformed_df.write.save_as_table(\"result_table\")<\/pre>\r\n<p>&nbsp;<\/p>\r\n<h2><span class=\"ez-toc-section\" id=\"Snowflake_Python_API\"><\/span>Snowflake Python API<span class=\"ez-toc-section-end\"><\/span><\/h2>\r\n<p>Snowflake Python API\ub294 \ub370\uc774\ud130 \uc5d4\uc9c0\ub2c8\uc5b4\ub9c1, Snowpark, \uba38\uc2e0\ub7ec\ub2dd, \uc571 \uac1c\ubc1c \ub4f1\uc5d0\uc11c \ubaa8\ub4e0 Snowflake \ub9ac\uc18c\uc2a4\uc640 \uc0c1\ud638 \uc791\uc6a9\ud558\uae30 \uc704\ud55c \ud1b5\ud569 Python \uc778\ud130\ud398\uc774\uc2a4\uc785\ub2c8\ub2e4.\u00a0\ubaa8\ub4e0 Snowflake \ub9ac\uc18c\uc2a4\ub97c Python\ub9cc\uc73c\ub85c \uad00\ub9ac\ud560 \uc218 \uc788\ub294 \ud3ec\uad04\uc801\uc778 \uc778\ud130\ud398\uc774\uc2a4\ub97c \uc81c\uacf5\ud569\ub2c8\ub2e4. \uc774\ub97c \ud1b5\ud574 \uac1c\ubc1c \uacfc\uc815\uc744 \ub2e8\uc21c\ud654\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\r\n<p>Snowflake Python API\ub294 \ubaa8\ub4e0 Snowflake Python \ub77c\uc774\ube0c\ub7ec\ub9ac (connector, core, snowpark, ml \ub4f1)\ub97c \ud1b5\ud569\ud558\uc600\uc2b5\ub2c8\ub2e4. API\ub97c \uc0ac\uc6a9\ud558\uc5ec \ub9ac\uc18c\uc2a4\uc758 \ubcc0\uacbd \uc0ac\ud56d\uc744 \uad00\ub9ac\ud558\uace0, Snowflake\uc5d0\uc11c \ucf54\ub4dc \ubc0f \uc778\ud504\ub77c \ubc30\ud3ec\ub97c \uc790\ub3d9\ud654\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\r\n<h3><span class=\"ez-toc-section\" id=\"%EC%A3%BC%EC%9A%94_%ED%8A%B9%EC%A7%95-3\"><\/span>\uc8fc\uc694 \ud2b9\uc9d5<span class=\"ez-toc-section-end\"><\/span><\/h3>\r\n<ul>\r\n<li><strong>\uc9c1\uad00\uc801\uc778 connection \uad00\ub9ac<\/strong>: \ub370\uc774\ud130\ubca0\uc774\uc2a4 \uc5f0\uacb0\uc744 \uc27d\uac8c \uc124\uc815\ud558\uace0 \uad00\ub9ac\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\r\n<li><strong>SQL \ucffc\ub9ac \uc2e4\ud589<\/strong>: Python \ucf54\ub4dc \ub0b4\uc5d0\uc11c SQL \ucffc\ub9ac\ub97c \uc9c1\uc811 \uc2e4\ud589\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\r\n<li><strong>\ud30c\ub77c\ubbf8\ud130\ud654\ub41c \ucffc\ub9ac<\/strong>: SQL \uc778\uc81d\uc158 \ubc29\uc9c0 \ubc0f \ucffc\ub9ac \ucd5c\uc801\ud654\ub97c \uc704\ud574 \ud30c\ub77c\ubbf8\ud130\ud654\ub41c \ucffc\ub9ac\ub97c \uc9c0\uc6d0\ud569\ub2c8\ub2e4.<\/li>\r\n<li><strong>\ub300\uc6a9\ub7c9 \ub370\uc774\ud130 \ucc98\ub9ac<\/strong>: \ub300\uc6a9\ub7c9 \ub370\uc774\ud130\uc758 \ud6a8\uc728\uc801\uc778 \ub85c\ub4dc\uc640 \uc5b8\ub85c\ub4dc\ub97c \uc9c0\uc6d0\ud569\ub2c8\ub2e4.<\/li>\r\n<li><strong>\ube44\ub3d9\uae30 \ucffc\ub9ac \uc2e4\ud589<\/strong>: \uc7a5\uc2dc\uac04 \uc2e4\ud589\ub418\ub294 \ucffc\ub9ac\ub97c \ube44\ub3d9\uae30\uc801\uc73c\ub85c \ucc98\ub9ac\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\r\n<li><strong>\ubcf4\uc548 \uae30\ub2a5<\/strong>: \ub2e4\uc591\ud55c \uc778\uc99d \ubc29\uc2dd\uacfc \uc554\ud638\ud654\ub97c \uc9c0\uc6d0\ud558\uc5ec \ubcf4\uc548\uc744 \uac15\ud654\ud569\ub2c8\ub2e4.<\/li>\r\n<\/ul>\r\n<h3><span class=\"ez-toc-section\" id=\"Snowflake_Python_API_%EC%82%AC%EC%9A%A9_%EC%98%88%EC%8B%9C\"><\/span>Snowflake Python API \uc0ac\uc6a9 \uc608\uc2dc<span class=\"ez-toc-section-end\"><\/span><\/h3>\r\n<p>Python API\ub97c \uc0ac\uc6a9\ud558\uc5ec SELECT \ucffc\ub9ac\ub97c \uc2e4\ud589\ud558\ub294 \uc608\uc2dc \ucf54\ub4dc\uc785\ub2c8\ub2e4.<\/p>\r\n<pre>import snowflake.connector<br \/><br \/># Snowflake \uc5f0\uacb0 \uc124\uc815<br \/>conn = snowflake.connector.connect(<br \/>account='account',<br \/>user='username',<br \/>password='password',<br \/>warehouse='warehouse',<br \/>database='database',<br \/>schema='schema'<br \/>)<br \/><br \/># \ucee4\uc11c \uc0dd\uc131<br \/>cur = conn.cursor()<br \/><br \/># SQL \ucffc\ub9ac \uc2e4\ud589<br \/>cur.execute(\"SELECT * FROM my_table\")<br \/><br \/># \uacb0\uacfc \uac00\uc838\uc624\uae30<br \/>for row in cur:<br \/>print(row)<br \/><br \/># \uc5f0\uacb0 \uc885\ub8cc<br \/>cur.close()<br \/>conn.close()<\/pre>\r\n<h3><span class=\"ez-toc-section\" id=\"Python_API_%EA%B8%B0%EB%8A%A5_%ED%99%9C%EC%9A%A9\"><\/span>Python API \uae30\ub2a5 \ud65c\uc6a9<span class=\"ez-toc-section-end\"><\/span><\/h3>\r\n<h4><span class=\"ez-toc-section\" id=\"%ED%8C%8C%EB%9D%BC%EB%AF%B8%ED%84%B0%ED%99%94%EB%90%9C_%EC%BF%BC%EB%A6%AC\"><\/span>\ud30c\ub77c\ubbf8\ud130\ud654\ub41c \ucffc\ub9ac<span class=\"ez-toc-section-end\"><\/span><\/h4>\r\n<p>SQL \uc778\uc81d\uc158\uc744 \ubc29\uc9c0\ud558\uace0, \ucffc\ub9ac \uc131\ub2a5\uc744 \ucd5c\uc801\ud654\ud558\uae30 \uc704\ud574 \ud30c\ub77c\ubbf8\ud130\ud654\ub41c \ucffc\ub9ac\ub97c \uc0ac\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\r\n<pre>cur.execute(<br \/>\"SELECT * FROM customers WHERE region = %s AND sales &gt; %s\",<br \/>('EMEA', 10000)<br \/>)<\/pre>\r\n<h4><span class=\"ez-toc-section\" id=\"%EB%8C%80%EC%9A%A9%EB%9F%89_%EB%8D%B0%EC%9D%B4%ED%84%B0_%EB%A1%9C%EB%93%9C\"><\/span>\ub300\uc6a9\ub7c9 \ub370\uc774\ud130 \ub85c\ub4dc<span class=\"ez-toc-section-end\"><\/span><\/h4>\r\n<p><code>write_pandas<\/code> \uba54\uc11c\ub4dc\ub97c \uc774\uc6a9\ud558\uc5ec Pandas DataFrame\uc744 Snowflake \ud14c\uc774\ube14\uc5d0 \ud6a8\uc728\uc801\uc73c\ub85c \ub85c\ub4dc\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\r\n<pre>import pandas as pd<br \/>from snowflake.connector.pandas_tools import write_pandas<br \/><br \/>df = pd.DataFrame({'col1': [1, 2], 'col2': ['a', 'b']})<br \/>success, nchunks, nrows, _ = write_pandas(conn, df, 'my_table')<\/pre>\r\n<h4><span class=\"ez-toc-section\" id=\"%EB%B9%84%EB%8F%99%EA%B8%B0_%EC%BF%BC%EB%A6%AC_%EC%8B%A4%ED%96%89\"><\/span>\ube44\ub3d9\uae30 \ucffc\ub9ac \uc2e4\ud589<span class=\"ez-toc-section-end\"><\/span><\/h4>\r\n<p>\uc7a5\uc2dc\uac04 \uc2e4\ud589\ub418\ub294 \ucffc\ub9ac\ub97c \ube44\ub3d9\uae30\uc801\uc73c\ub85c \ucc98\ub9ac\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\r\n<pre>async_cur = conn.cursor(snowflake.connector.DictCursor)<br \/>async_cur.execute_async(\"SELECT * FROM large_table\")<br \/>query_id = async_cur.sfqid<br \/><br \/>...<br \/><br \/># \uacb0\uacfc \ud655\uc778<br \/>async_cur.get_results_from_sfqid(query_id)<br \/>results = async_cur.fetchall()<\/pre>\r\n<p>&nbsp;<\/p>\r\n<h2><span class=\"ez-toc-section\" id=\"Snowflake_Pandas_API\"><\/span>Snowflake Pandas API<span class=\"ez-toc-section-end\"><\/span><\/h2>\r\n<p>\ub370\uc774\ud130 \ubd84\uc57c\uc5d0\uc11c Python\uacfc Pandas \ub77c\uc774\ube0c\ub7ec\ub9ac\ub294 \ud544\uc218\uc801\uc778 \ub3c4\uad6c\ub85c \uc790\ub9ac\uc7a1\uc558\uc2b5\ub2c8\ub2e4. Snowflake Pandas API\ub97c \uc774\uc6a9\ud558\uba74 \ub370\uc774\ud130 \uc5d4\uc9c0\ub2c8\uc5b4\ub4e4\uc774 \uc775\uc219\ud55c Pandas \ubb38\ubc95\uc744 \uc0ac\uc6a9\ud574 Snowflake \ub0b4\uc758 \ub300\uaddc\ubaa8 \ub370\uc774\ud130\ub97c \ud6a8\uc728\uc801\uc73c\ub85c \ucc98\ub9ac\ud560 \uc218 \uc788\uac8c \ub429\ub2c8\ub2e4. Pandas DataFrame\uacfc \uc720\uc0ac\ud55c \ubc29\uc2dd\uc73c\ub85c Snowflake\uc758 \ud14c\uc774\ube14\uc744 \ub2e4\ub8f0 \uc218 \uc788\uc73c\uba70, \ub300\uaddc\ubaa8 \ub370\uc774\ud130\uc14b\uc5d0 \ub300\ud574 Snowflake\uc758 \ubd84\uc0b0 \ucc98\ub9ac \ub2a5\ub825\uc744 \ud568\uaed8 \ud65c\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\r\n<p><img loading=\"lazy\" decoding=\"async\" class=\"wp-image-366 aligncenter\" src=\"https:\/\/www.nnt-consulting.com\/tech\/blog\/wp-content\/uploads\/2024\/10\/\u1109\u1173\u110f\u1173\u1105\u1175\u11ab\u1109\u1163\u11ba-2024-10-08-\u110b\u1169\u110c\u1165\u11ab-11.52.52.jpg\" alt=\"Snowflake Pandas API\" width=\"749\" height=\"385\" srcset=\"https:\/\/www.nnt-consulting.com\/tech\/blog\/wp-content\/uploads\/2024\/10\/\u1109\u1173\u110f\u1173\u1105\u1175\u11ab\u1109\u1163\u11ba-2024-10-08-\u110b\u1169\u110c\u1165\u11ab-11.52.52.jpg 1518w, https:\/\/www.nnt-consulting.com\/tech\/blog\/wp-content\/uploads\/2024\/10\/\u1109\u1173\u110f\u1173\u1105\u1175\u11ab\u1109\u1163\u11ba-2024-10-08-\u110b\u1169\u110c\u1165\u11ab-11.52.52-300x154.jpg 300w, https:\/\/www.nnt-consulting.com\/tech\/blog\/wp-content\/uploads\/2024\/10\/\u1109\u1173\u110f\u1173\u1105\u1175\u11ab\u1109\u1163\u11ba-2024-10-08-\u110b\u1169\u110c\u1165\u11ab-11.52.52-1024x526.jpg 1024w, https:\/\/www.nnt-consulting.com\/tech\/blog\/wp-content\/uploads\/2024\/10\/\u1109\u1173\u110f\u1173\u1105\u1175\u11ab\u1109\u1163\u11ba-2024-10-08-\u110b\u1169\u110c\u1165\u11ab-11.52.52-768x395.jpg 768w, https:\/\/www.nnt-consulting.com\/tech\/blog\/wp-content\/uploads\/2024\/10\/\u1109\u1173\u110f\u1173\u1105\u1175\u11ab\u1109\u1163\u11ba-2024-10-08-\u110b\u1169\u110c\u1165\u11ab-11.52.52-900x462.jpg 900w, https:\/\/www.nnt-consulting.com\/tech\/blog\/wp-content\/uploads\/2024\/10\/\u1109\u1173\u110f\u1173\u1105\u1175\u11ab\u1109\u1163\u11ba-2024-10-08-\u110b\u1169\u110c\u1165\u11ab-11.52.52-500x257.jpg 500w\" sizes=\"auto, (max-width: 749px) 100vw, 749px\" \/><\/p>\r\n<p style=\"text-align: center;\">\ucd9c\ucc98: 2024 Snowflake Word Tour Seoul<\/p>\r\n<h3><span class=\"ez-toc-section\" id=\"%EC%A3%BC%EC%9A%94_%ED%8A%B9%EC%A7%95-4\"><\/span>\uc8fc\uc694 \ud2b9\uc9d5<span class=\"ez-toc-section-end\"><\/span><\/h3>\r\n<ul>\r\n<li><strong>\uc775\uc219\ud55c Pandas \ubb38\ubc95<\/strong>: Snowflake Pandas API\ub294 \uae30\uc874 Pandas \uc0ac\uc6a9\uc790\ub4e4\uc5d0\uac8c \uc775\uc219\ud55c \uba54\uc11c\ub4dc\uc640 \uc18d\uc131\uc744 \uc81c\uacf5\ud569\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4 <code>head()<\/code>, <code>tail()<\/code>, <code>groupby()<\/code>, <code>merge()<\/code> \ub4f1\uc758 \uba54\uc11c\ub4dc\ub97c \uadf8\ub300\ub85c \uc0ac\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\r\n<li><strong>\ub300\uaddc\ubaa8 \ub370\uc774\ud130 \ucc98\ub9ac<\/strong>: Pandas\uc758 \ud55c\uacc4\uc778 \uba54\ubaa8\ub9ac \uc81c\ud55c\uc744 \uadf9\ubcf5\ud558\uace0, Snowflake\uc758 \ubd84\uc0b0 \ucc98\ub9ac \ub2a5\ub825\uc744 \ud65c\uc6a9\ud558\uc5ec \ud14c\ub77c\ubc14\uc774\ud2b8 \uaddc\ubaa8\uc758 \ub370\uc774\ud130\ub3c4 \ud6a8\uc728\uc801\uc73c\ub85c \ucc98\ub9ac\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\r\n<li><strong>\uc9c0\uc5f0 \uc2e4\ud589 (Lazy Evaluation)<\/strong>: \ucffc\ub9ac \ucd5c\uc801\ud654\ub97c \uc704\ud574 \uc9c0\uc5f0 \uc2e4\ud589 \ubc29\uc2dd\uc744 \ucc44\ud0dd\ud558\uc5ec \uc2e4\uc81c \ub370\uc774\ud130\uac00 \ud544\uc694\ud55c \uc2dc\uc810\uc5d0 \ucd5c\uc801\ud654\ub41c \ucffc\ub9ac\uac00 \uc2e4\ud589\ub429\ub2c8\ub2e4.<\/li>\r\n<li><strong>Snowflake \uae30\ub2a5\uacfc\uc758 \ud1b5\ud569<\/strong>: Snowflake\uc758 \uace0\uc720\ud55c \uae30\ub2a5\ub4e4 (Time Travel, Data Sharing \ub4f1)\uc744 Pandas \uc778\ud130\ud398\uc774\uc2a4\ub97c \ud1b5\ud574 \uc27d\uac8c \ud65c\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\r\n<li><strong>ETL \ud504\ub85c\uc138\uc2a4 \uac04\uc18c\ud654<\/strong>: \ub370\uc774\ud130 \ucd94\ucd9c, \ubcc0\ud658, \ub85c\ub4dc \uacfc\uc815\uc744 \ud558\ub098\uc758 Python \uc2a4\ud06c\ub9bd\ud2b8 \ub0b4\uc5d0\uc11c Pandas \ubb38\ubc95\uc73c\ub85c \ucc98\ub9ac\ud560 \uc218 \uc788\uc5b4 ETL \ud504\ub85c\uc138\uc2a4\uac00 \uac04\uc18c\ud654\ub429\ub2c8\ub2e4.<\/li>\r\n<\/ul>\r\n<h3><span class=\"ez-toc-section\" id=\"Snowflake_Pandas_API_%EC%82%AC%EC%9A%A9_%EC%98%88%EC%8B%9C\"><\/span>Snowflake Pandas API \uc0ac\uc6a9 \uc608\uc2dc<span class=\"ez-toc-section-end\"><\/span><\/h3>\r\n<p>Snowflake \ud14c\uc774\ube14\uc5d0\uc11c \ub370\uc774\ud130\ub97c \uc77d\uc5b4\uc640 \uadf8\ub8f9\ud654 \ubc0f \uc9d1\uacc4 \uc791\uc5c5\uc744 \uc218\ud589\ud55c \ub4a4 \ub2e4\uc2dc Snowflake \ud14c\uc774\ube14\ub85c \ucc98\ub9ac\ud558\ub294 \uc608\uc2dc \ucf54\ub4dc\uc785\ub2c8\ub2e4.<\/p>\r\n<pre>import snowflake.pandas as spd<br \/><br \/># Snowflake \uc5f0\uacb0 \uc124\uc815<br \/>conn = spd.connect(account='account',<br \/>user='username',<br \/>password='password',<br \/>warehouse='warehouse',<br \/>database='database',<br \/>schema='schema')<br \/><br \/># Snowflake \ud14c\uc774\ube14\uc744 DataFrame\uc73c\ub85c \ub85c\ub4dc<br \/>df = spd.read_sql(\"SELECT * FROM table\", conn)<br \/><br \/># \ub370\uc774\ud130 \ucc98\ub9ac<br \/>result = df.groupby('category').agg({'sales': 'sum', 'quantity': 'mean'})<br \/><br \/># \uacb0\uacfc\ub97c Snowflake \ud14c\uc774\ube14\ub85c \uc800\uc7a5<br \/>result.to_sql('result_table', conn, if_exists='replace', index=False)<\/pre>\r\n<h3><span class=\"ez-toc-section\" id=\"%EC%A3%BC%EC%9D%98%EC%82%AC%ED%95%AD_%EB%B0%8F_%EC%B5%9C%EC%A0%81%ED%99%94\"><\/span>\uc8fc\uc758\uc0ac\ud56d \ubc0f \ucd5c\uc801\ud654<span class=\"ez-toc-section-end\"><\/span><\/h3>\r\n<p>1. <strong>\uba54\ubaa8\ub9ac \uc0ac\uc6a9<\/strong>: \ub300\uaddc\ubaa8 \ub370\uc774\ud130\uc14b\uc744 \ub2e4\ub8f0 \ub54c\uc5d0\ub294 \uba54\ubaa8\ub9ac \uc0ac\uc6a9\uc5d0 \uc8fc\uc758\ud574\uc57c \ud569\ub2c8\ub2e4. \uac00\ub2a5\ud55c \ud55c Snowflake \ub0b4\uc5d0\uc11c \ub370\uc774\ud130\ub97c \ucc98\ub9ac\ud558\uace0, \ud544\uc694\ud55c \uacb0\uacfc\ub9cc \ub85c\uceec\ub85c \uac00\uc838\uc624\ub294 \uac83\uc774 \uc88b\uc2b5\ub2c8\ub2e4.<\/p>\r\n<p>2. <strong>\uc131\ub2a5 \ucd5c\uc801\ud654<\/strong>: \ubcf5\uc7a1\ud55c \uc5f0\uc0b0\uc758 \uacbd\uc6b0 \uc21c\uc218 SQL\uc774\ub098 Snowflake\uc758 \ub0b4\uc7a5 \ud568\uc218\ub97c \uc0ac\uc6a9\ud558\ub294 \uac83\uc774 \ub354 \ud6a8\uc728\uc801\uc77c \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\r\n<p>3. <strong>\ube44\uc6a9 \uad00\ub9ac<\/strong>: Snowflake\uc758 \uc0ac\uc6a9\ub7c9 \uae30\ubc18 \uacfc\uae08 \ubaa8\ub378\uc744 \uace0\ub824\ud558\uc5ec \ucffc\ub9ac \ucd5c\uc801\ud654\uc640 \ube44\uc6a9 \ud6a8\uc728\uc131\uc744 \uace0\ub824\ud558\uba70 API\ub97c \uc0ac\uc6a9\ud574\uc57c \ud569\ub2c8\ub2e4.<\/p>\r\n<p>4. <strong>\ub370\uc774\ud130 \ud0c0\uc785<\/strong>: Snwoflake\uc640 Pandas \uac04\uc758 \ub370\uc774\ud130 \ud0c0\uc785 \ucc28\uc774\ub97c \uc774\ud574\ud558\uace0, \ud544\uc694\uc5d0 \ub530\ub77c \uc801\uc808\ud55c \ubcc0\ud658\uc744 \uc218\ud589\ud574\uc57c \ud569\ub2c8\ub2e4.<\/p>\r\n<p>&nbsp;<\/p>\r\n<h3><span class=\"ez-toc-section\" id=\"Snowflake_Python_API%EC%99%80_Pandas_API\"><\/span>Snowflake Python API\uc640 Pandas API<span class=\"ez-toc-section-end\"><\/span><\/h3>\r\n<h4 id=\"markdown-section-a609c0c8-aa0a-4a4f-af74-b1e723f8869b-37\" class=\"markdown-section\" data-markdown-raw=\"\r\n\uc0ac\uc6a9 \ube48\ub3c4\uc640 \uc120\ud638\ub3c4:\" data-section-index=\"37\"><span class=\"ez-toc-section\" id=\"%EC%82%AC%EC%9A%A9_%EB%B9%88%EB%8F%84%EC%99%80_%EC%84%A0%ED%98%B8%EB%8F%84\"><\/span>\uc0ac\uc6a9 \ube48\ub3c4\uc640 \uc120\ud638\ub3c4<span class=\"ez-toc-section-end\"><\/span><\/h4>\r\n<ul>\r\n<li class=\"markdown-section\" data-markdown-raw=\"\r\n\uc0ac\uc6a9 \ube48\ub3c4\uc640 \uc120\ud638\ub3c4:\" data-section-index=\"37\">Snowflake Python API\ub294 \ub354 \uc624\ub798\ub418\uace0 \ub110\ub9ac \uc0ac\uc6a9\ub418\ub294 \ubc29\uc2dd\uc785\ub2c8\ub2e4. \ub370\uc774\ud130\ubca0\uc774\uc2a4 \uad00\ub9ac, ETL \ud504\ub85c\uc138\uc2a4, \uc138\ubc00\ud55c \uc81c\uc5b4\uac00 \ud544\uc694\ud55c \uc791\uc5c5\uc5d0 \uc8fc\ub85c \uc0ac\uc6a9\ub429\ub2c8\ub2e4.<\/li>\r\n<li class=\"markdown-section\" data-markdown-raw=\"\r\n\uc0ac\uc6a9 \ube48\ub3c4\uc640 \uc120\ud638\ub3c4:\" data-section-index=\"37\">Snowflake Pandas API\ub294 \ube44\uad50\uc801 \ucd5c\uadfc\uc5d0 \ub3c4\uc785\ub418\uc5c8\uc9c0\ub9cc \ub370\uc774\ud130 \ubd84\uc11d\uac00\uc640 \ub370\uc774\ud130 \uc0ac\uc774\uc5b8\ud2f0\uc2a4\ud2b8\ub4e4\uc5d0\uac8c \uc778\uae30\ub97c \uc5bb\uace0 \uc788\uc2b5\ub2c8\ub2e4. \ud2b9\ud788 \ub300\uaddc\ubaa8 \ub370\uc774\ud130 \ubd84\uc11d\uacfc \ubcc0\ud658 \uc791\uc5c5, ML\uc744 \uc704\ud55c \ub370\uc774\ud130 \uc804\ucc98\ub9ac \uc791\uc5c5 \ub4f1\uc5d0 \uc720\uc6a9\ud569\ub2c8\ub2e4.<\/li>\r\n<\/ul>\r\n<section id=\"markdown-section-a609c0c8-aa0a-4a4f-af74-b1e723f8869b-38\" class=\"markdown-section\" data-markdown-raw=\"\r\n- Snowflake Python API\ub294 \ub354 \uc624\ub798\ub418\uace0 \ub110\ub9ac \uc0ac\uc6a9\ub418\ub294 \ubc29\uc2dd\uc785\ub2c8\ub2e4. \ub370\uc774\ud130\ubca0\uc774\uc2a4 \uad00\ub9ac, ETL \ud504\ub85c\uc138\uc2a4, \uadf8\ub9ac\uace0 \uc138\ubc00\ud55c \uc81c\uc5b4\uac00 \ud544\uc694\ud55c \uc791\uc5c5\uc5d0 \uc8fc\ub85c \uc0ac\uc6a9\ub429\ub2c8\ub2e4.\" data-section-index=\"38\"><\/section>\r\n<section id=\"markdown-section-a609c0c8-aa0a-4a4f-af74-b1e723f8869b-39\" class=\"markdown-section\" data-markdown-raw=\"\r\n- Snowflake Pandas API\ub294 \ube44\uad50\uc801 \ucd5c\uadfc\uc5d0 \ub3c4\uc785\ub418\uc5c8\uc9c0\ub9cc, \ub370\uc774\ud130 \ubd84\uc11d\uac00\uc640 \ub370\uc774\ud130 \uc0ac\uc774\uc5b8\ud2f0\uc2a4\ud2b8\ub4e4 \uc0ac\uc774\uc5d0\uc11c \uc778\uae30\ub97c \uc5bb\uace0 \uc788\uc2b5\ub2c8\ub2e4. \ud2b9\ud788 \ub300\uaddc\ubaa8 \ub370\uc774\ud130 \ubd84\uc11d\uacfc \ubcc0\ud658 \uc791\uc5c5\uc5d0 \uc720\uc6a9\ud569\ub2c8\ub2e4.\" data-section-index=\"39\"><\/section>\r\n<h4 id=\"markdown-section-a609c0c8-aa0a-4a4f-af74-b1e723f8869b-41\" class=\"markdown-section\" data-markdown-raw=\"\r\n\uc120\ud0dd \uae30\uc900:\" data-section-index=\"41\"><span class=\"ez-toc-section\" id=\"%EC%84%A0%ED%83%9D_%EA%B8%B0%EC%A4%80\"><\/span>\uc120\ud0dd \uae30\uc900<span class=\"ez-toc-section-end\"><\/span><\/h4>\r\n<section id=\"markdown-section-a609c0c8-aa0a-4a4f-af74-b1e723f8869b-42\" class=\"markdown-section\" data-markdown-raw=\"\r\n1. \uc791\uc5c5\uc758 \uc131\uaca9: \ub370\uc774\ud130\ubca0\uc774\uc2a4 \uad00\ub9ac\uc640 ETL \uc791\uc5c5\uc740 Python API\uac00, \ub370\uc774\ud130 \ubd84\uc11d\uacfc \ubcc0\ud658\uc740 Pandas API\uac00 \uc801\ud569\ud569\ub2c8\ub2e4.\" data-section-index=\"42\">1. <strong>\uc791\uc5c5\uc758\u00a0\uc131\uaca9<\/strong>: \ub370\uc774\ud130\ubca0\uc774\uc2a4 \uad00\ub9ac\uc640 ETL \uc791\uc5c5\uc740 Python API\uac00, \ub370\uc774\ud130 \ubd84\uc11d\uacfc \ubcc0\ud658\uc740 Pandas API\uac00 \uc801\ud569\ud569\ub2c8\ub2e4.<\/section>\r\n<section id=\"markdown-section-a609c0c8-aa0a-4a4f-af74-b1e723f8869b-43\" class=\"markdown-section\" data-markdown-raw=\"\r\n2. \ud300\uc758 \uc775\uc219\ub3c4: Pandas\uc5d0 \uc775\uc219\ud55c \ud300\uc740 Pandas API\ub97c, SQL\uc5d0 \ub354 \uc775\uc219\ud55c \ud300\uc740 Python API\ub97c \uc120\ud638\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.\" data-section-index=\"43\">\r\n<div class=\"markdown-section-toolbar\">\r\n<div>\r\n<div class=\"markdown-section-toolbar-internal\">\r\n<div class=\"markdown-section-toolbar-item markdown-section-toolbar-copy dark\">2. <strong>\ud300\uc758 \uc775\uc219\ub3c4<\/strong>: Pandas\uc5d0 \uc775\uc219\ud55c \ud300\uc740 Pandas API\ub97c, SQL\uc5d0 \ub354 \uc775\uc219\ud55c \ud300\uc740 Python API\ub97c \uc120\ud638\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/div>\r\n<\/div>\r\n<\/div>\r\n<\/div>\r\n<\/section>\r\n<section id=\"markdown-section-a609c0c8-aa0a-4a4f-af74-b1e723f8869b-44\" class=\"markdown-section\" data-markdown-raw=\"\r\n3. \ub370\uc774\ud130 \ud06c\uae30: \ub300\uaddc\ubaa8 \ub370\uc774\ud130\uc14b\uc758 \uacbd\uc6b0 Pandas API\uac00 \ub354 \ud6a8\uc728\uc801\uc77c \uc218 \uc788\uc2b5\ub2c8\ub2e4.\" data-section-index=\"44\">\r\n<div class=\"markdown-section-toolbar\">\r\n<div>\r\n<div class=\"markdown-section-toolbar-internal\">\r\n<div class=\"markdown-section-toolbar-item markdown-section-toolbar-copy dark\">3. <strong>\ub370\uc774\ud130 \ud06c\uae30<\/strong>: \ub300\uaddc\ubaa8 \ub370\uc774\ud130\uc14b\uc758 \uacbd\uc6b0 Pandas API\uac00 \ub354 \ud6a8\uc728\uc801\uc77c \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/div>\r\n<\/div>\r\n<\/div>\r\n<\/div>\r\n<\/section>\r\n<section id=\"markdown-section-a609c0c8-aa0a-4a4f-af74-b1e723f8869b-45\" class=\"markdown-section\" data-markdown-raw=\"\r\n4. \uc131\ub2a5 \uc694\uad6c\uc0ac\ud56d: \uc138\ubc00\ud55c \uc131\ub2a5 \ucd5c\uc801\ud654\uac00 \ud544\uc694\ud55c \uacbd\uc6b0 Python API\uac00 \ub354 \uc801\ud569\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.\" data-section-index=\"45\">\r\n<div class=\"markdown-section-toolbar\">\r\n<div>\r\n<div class=\"markdown-section-toolbar-internal\">\r\n<div class=\"markdown-section-toolbar-item markdown-section-toolbar-copy dark\">4. <strong>\uc131\ub2a5 \uc694\uad6c\uc0ac\ud56d<\/strong>: \uc138\ubc00\ud55c \uc131\ub2a5 \ucd5c\uc801\ud654\uac00 \ud544\uc694\ud55c \uacbd\uc6b0 Python API\uac00 \ub354 \uc801\ud569\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/div>\r\n<\/div>\r\n<\/div>\r\n<\/div>\r\n<\/section>\r\n<section data-markdown-raw=\"\r\n\uacb0\ub860\uc801\uc73c\ub85c, \ub450 API\ub294 \uc0c1\ud638 \ubcf4\uc644\uc801\uc774\uba70, \ub9ce\uc740 \ud504\ub85c\uc81d\ud2b8\uc5d0\uc11c \ub450 API\ub97c \ud568\uaed8 \uc0ac\uc6a9\ud558\uc5ec \uac01\uac01\uc758 \uc7a5\uc810\uc744 \ud65c\uc6a9\ud569\ub2c8\ub2e4. \ub370\uc774\ud130 \uc5d4\uc9c0\ub2c8\uc5b4\ub294 \uc791\uc5c5\uc758 \ud2b9\uc131\uacfc \uc694\uad6c\uc0ac\ud56d\uc5d0 \ub530\ub77c \uc801\uc808\ud55c API\ub97c \uc120\ud0dd\ud558\uac70\ub098 \ub450 API\ub97c \uc870\ud569\ud558\uc5ec \uc0ac\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.\" data-section-index=\"47\"><\/section>\r\n<section id=\"markdown-section-a609c0c8-aa0a-4a4f-af74-b1e723f8869b-47\" class=\"markdown-section\" data-markdown-raw=\"\r\n\uacb0\ub860\uc801\uc73c\ub85c, \ub450 API\ub294 \uc0c1\ud638 \ubcf4\uc644\uc801\uc774\uba70, \ub9ce\uc740 \ud504\ub85c\uc81d\ud2b8\uc5d0\uc11c \ub450 API\ub97c \ud568\uaed8 \uc0ac\uc6a9\ud558\uc5ec \uac01\uac01\uc758 \uc7a5\uc810\uc744 \ud65c\uc6a9\ud569\ub2c8\ub2e4. \ub370\uc774\ud130 \uc5d4\uc9c0\ub2c8\uc5b4\ub294 \uc791\uc5c5\uc758 \ud2b9\uc131\uacfc \uc694\uad6c\uc0ac\ud56d\uc5d0 \ub530\ub77c \uc801\uc808\ud55c API\ub97c \uc120\ud0dd\ud558\uac70\ub098 \ub450 API\ub97c \uc870\ud569\ud558\uc5ec \uc0ac\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.\" data-section-index=\"47\">\r\n<div class=\"markdown-section-toolbar\">\r\n<div>\r\n<div class=\"markdown-section-toolbar-internal\">\r\n<div class=\"markdown-section-toolbar-item dark\">\u00a0<\/div>\r\n<\/div>\r\n<\/div>\r\n<\/div>\r\n\ub450 API\ub294 \uc0c1\ud638 \ubcf4\uc644\uc801\uc774\uba70, \ub450 API\ub97c \ud568\uaed8 \uc0ac\uc6a9\ud558\uc5ec \uac01\uac01\uc758 \uc7a5\uc810\uc744 \ud65c\uc6a9\ud558\ub294 \uacbd\uc6b0\uac00 \ub9ce\uc2b5\ub2c8\ub2e4. \uc791\uc5c5\uc758 \ud2b9\uc131\uacfc \uc694\uad6c\uc0ac\ud56d\uc5d0 \ub530\ub77c \uc801\uc808\ud55c API\ub97c \uc120\ud0dd\ud558\uac70\ub098 \ub450 API\ub97c \uc870\ud569\ud558\uc5ec \uc0ac\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/section>\r\n<p>&nbsp;<\/p>\r\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Snowflake%EC%9D%98_%EB%B9%84%EC%9A%A9_%EA%B5%AC%EC%A1%B0\"><\/span>Snowflake\uc758 \ube44\uc6a9 \uad6c\uc870<span class=\"ez-toc-section-end\"><\/span><\/h2>\r\n\r\n\r\n\r\n<p>Snowflake\ub294 \uc0ac\uc6a9\ud55c \ub9cc\ud07c \uc9c0\ubd88\ud558\ub294 <strong>\uc0ac\uc6a9\ub7c9 \uae30\ubc18 \uacfc\uae08 \ubaa8\ub378<\/strong>\uc744 \ucc44\ud0dd\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub294 \uc0ac\uc6a9\uc790\uac00 \ud544\uc694\ud55c \ub9cc\ud07c\uc758 \ub9ac\uc18c\uc2a4\ub97c \uc0ac\uc6a9\ud558\uace0, \uc0ac\uc6a9\ud55c \ub9cc\ud07c\ub9cc \ube44\uc6a9\uc744 \uc9c0\ubd88\ud558\ub294 \ubc29\uc2dd\uc73c\ub85c \ube44\uc6a9 \ud6a8\uc728\uc131\uc744 \uadf9\ub300\ud654\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. Snowflake\uc758 \uc8fc\uc694 \ube44\uc6a9 \uc694\uc18c\ub294 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4.<\/p>\r\n\r\n\r\n\r\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"1_%EC%BB%B4%ED%93%A8%ED%8C%85_%EB%B9%84%EC%9A%A9\"><\/span>1. \ucef4\ud4e8\ud305 \ube44\uc6a9<span class=\"ez-toc-section-end\"><\/span><\/h3>\r\n\r\n\r\n\r\n<p>Snowflake\ub294 \ucef4\ud4e8\ud305 \ub9ac\uc18c\uc2a4\ub97c \uc0ac\uc6a9\ud55c \ub9cc\ud07c \ube44\uc6a9\uc744 \ubd80\uacfc\ud569\ub2c8\ub2e4. \ucef4\ud4e8\ud305 \ub9ac\uc18c\uc2a4\ub294 \uc8fc\ub85c <strong>\uc6e8\uc5b4\ud558\uc6b0\uc2a4(virtual warehouses)<\/strong>\ub77c\uace0 \ubd88\ub9ac\ub294 \ucef4\ud4e8\ud305 \ud074\ub7ec\uc2a4\ud130\uc5d0 \uc758\ud574 \uc81c\uacf5\ub429\ub2c8\ub2e4.<\/p>\r\n\r\n\r\n\r\n<ul class=\"wp-block-list\">\r\n<li><strong>\uc6e8\uc5b4\ud558\uc6b0\uc2a4 \ud06c\uae30<\/strong>: XS\ubd80\ud130 6XL\uae4c\uc9c0 \ub2e4\uc591\ud55c \ud06c\uae30\uc758 \uc6e8\uc5b4\ud558\uc6b0\uc2a4\ub97c \uc120\ud0dd\ud560 \uc218 \uc788\uc73c\uba70, \ud06c\uae30\uc5d0 \ub530\ub77c \uc2dc\uac04\ub2f9 \ube44\uc6a9\uc774 \ub2ec\ub77c\uc9d1\ub2c8\ub2e4.<\/li>\r\n\r\n\r\n\r\n<li><strong>\uc0ac\uc6a9 \uc2dc\uac04<\/strong>: \uc6e8\uc5b4\ud558\uc6b0\uc2a4\uac00 \ud65c\uc131\ud654\ub418\uc5b4 \uc788\ub294 \uc2dc\uac04 \ub3d9\uc548\ub9cc \ube44\uc6a9\uc774 \ubc1c\uc0dd\ud558\uba70, \uc0ac\uc6a9\ud558\uc9c0 \uc54a\uc744 \ub54c\ub294 \uc790\ub3d9\uc73c\ub85c \uc911\uc9c0\ud558\uc5ec \ube44\uc6a9\uc744 \uc808\uac10\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\r\n<\/ul>\r\n\r\n\r\n\r\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"2_%EC%A0%80%EC%9E%A5_%EB%B9%84%EC%9A%A9\"><\/span>2. \uc800\uc7a5 \ube44\uc6a9<span class=\"ez-toc-section-end\"><\/span><\/h3>\r\n\r\n\r\n\r\n<p>\uc800\uc7a5\ub41c \ub370\uc774\ud130\uc758 \uc591\uc5d0 \ub530\ub77c \ube44\uc6a9\uc774 \uc0b0\uc815\ub429\ub2c8\ub2e4. Snowflake\ub294 \uc555\ucd95\ub41c \ud615\ud0dc\ub85c \ub370\uc774\ud130\ub97c \uc800\uc7a5\ud558\ubbc0\ub85c, \uc2e4\uc81c \uc800\uc7a5 \ube44\uc6a9\uc740 \ub370\uc774\ud130\uc758 \ud06c\uae30\uc640 \uc555\ucd95\ub960\uc5d0 \ub530\ub77c \ub2ec\ub77c\uc9d1\ub2c8\ub2e4.<\/p>\r\n\r\n\r\n\r\n<ul class=\"wp-block-list\">\r\n<li><strong>\uc601\uad6c \uc800\uc7a5<\/strong>: \ub370\uc774\ud130\ub97c \uc7a5\uae30\uc801\uc73c\ub85c \ubcf4\uad00\ud558\ub294 \ub370 \ud544\uc694\ud55c \ube44\uc6a9\uc744 \uc9c0\ubd88\ud569\ub2c8\ub2e4.<\/li>\r\n\r\n\r\n\r\n<li><strong>\ub2e8\uae30 \uc800\uc7a5<\/strong>: \ucd5c\uadfc\uc5d0 \uc0ac\uc6a9\ub41c \ub370\uc774\ud130\ub97c \ube60\ub974\uac8c \uc811\uadfc\ud560 \uc218 \uc788\ub3c4\ub85d \uc800\uc7a5\ud558\ub294 \ub370 \ud544\uc694\ud55c \ube44\uc6a9\uc744 \uc9c0\ubd88\ud569\ub2c8\ub2e4.<\/li>\r\n<\/ul>\r\n\r\n\r\n\r\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"3_%EB%8D%B0%EC%9D%B4%ED%84%B0_%EC%A0%84%EC%86%A1_%EB%B9%84%EC%9A%A9\"><\/span>3. \ub370\uc774\ud130 \uc804\uc1a1 \ube44\uc6a9<span class=\"ez-toc-section-end\"><\/span><\/h3>\r\n\r\n\r\n\r\n<p>\ub370\uc774\ud130\ub97c \uc678\ubd80 \uc2dc\uc2a4\ud15c\uc73c\ub85c \uc804\uc1a1\ud558\uac70\ub098 Snowflake \ub0b4\uc5d0\uc11c \ub370\uc774\ud130 \uacf5\uc720\ub97c \ud560 \ub54c \ubc1c\uc0dd\ud558\ub294 \ube44\uc6a9\uc785\ub2c8\ub2e4. \uc774\ub294 \uc8fc\ub85c \ub370\uc774\ud130\uc758 \uc591\uacfc \uc804\uc1a1 \ube48\ub3c4\uc5d0 \ub530\ub77c \ubcc0\ub3d9\ub429\ub2c8\ub2e4.<\/p>\r\n\r\n\r\n\r\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"4_%EC%84%9C%EB%B9%84%EC%8A%A4_%EB%B9%84%EC%9A%A9\"><\/span>4. \uc11c\ube44\uc2a4 \ube44\uc6a9<span class=\"ez-toc-section-end\"><\/span><\/h3>\r\n\r\n\r\n\r\n<p>\ucd94\uac00\uc801\uc778 \uc11c\ube44\uc2a4\ub098 \uae30\ub2a5\uc744 \uc0ac\uc6a9\ud560 \uacbd\uc6b0 \ubcc4\ub3c4\uc758 \ube44\uc6a9\uc774 \ubc1c\uc0dd\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, <strong>Snowpipe<\/strong>\ub97c \ud1b5\ud55c \uc2e4\uc2dc\uac04 \ub370\uc774\ud130 \uc801\uc7ac\ub098 <strong>\ub370\uc774\ud130 \uacf5\uc720 \uae30\ub2a5<\/strong> \ub4f1\uc744 \uc0ac\uc6a9\ud560 \uacbd\uc6b0 \ucd94\uac00 \ube44\uc6a9\uc774 \ubd80\uacfc\ub420 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\r\n<p>\ucc38\uace0: <a href=\"https:\/\/www.snowflake.com\/en\/data-cloud\/pricing-options\/?lang=ko\" target=\"_blank\" rel=\"noopener\">Snowflake \uac00\uaca9 \ucc45\uc815 \uc635\uc158<\/a><\/p>\r\n<p>&nbsp;<\/p>\r\n\r\n\r\n\r\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%EA%B2%B0%EB%A1%A0\"><\/span>\uacb0\ub860<span class=\"ez-toc-section-end\"><\/span><\/h2>\r\n\r\n\r\n\r\n<p>Snowflake\ub294 \ud074\ub77c\uc6b0\ub4dc\uc758 \uac15\ub825\ud55c \uc778\ud504\ub77c\ub97c \ud65c\uc6a9\ud558\uc5ec \ub370\uc774\ud130 \uc5d4\uc9c0\ub2c8\uc5b4\uc5d0\uac8c \uc720\uc5f0\ud558\uace0 \ud655\uc7a5 \uac00\ub2a5\ud55c \ub370\uc774\ud130 \uc6e8\uc5b4\ud558\uc6b0\uc9d5 \uc194\ub8e8\uc158\uc744 \uc81c\uacf5\ud569\ub2c8\ub2e4. \uc190\uc26c\uc6b4 \ub370\uc774\ud130 \ud1b5\ud569, \uace0\uc131\ub2a5 \ucffc\ub9ac \ucc98\ub9ac, \ud6a8\uc728\uc801\uc778 \ube44\uc6a9 \uad6c\uc870 \ub4f1 \ub2e4\uc591\ud55c \uc7a5\uc810\uc744 \ud1b5\ud574 \ub370\uc774\ud130 \uc5d4\uc9c0\ub2c8\uc5b4\ub9c1 \uc791\uc5c5\uc744 \ud601\uc2e0\uc801\uc73c\ub85c \uac1c\uc120\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ub610\ud55c, \uc0ac\uc6a9\ub7c9 \uae30\ubc18 \uacfc\uae08 \ubaa8\ub378\uc744 \ud1b5\ud574 \ube44\uc6a9 \ud6a8\uc728\uc131\uc744 \ub192\uc77c \uc218 \uc788\uc5b4 \uae30\uc5c5\uc758 \ub370\uc774\ud130 \uc804\ub7b5\uc744 \ud6a8\uacfc\uc801\uc73c\ub85c \uc9c0\uc6d0\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. Snowflake\ub97c \ub3c4\uc785\ud568\uc73c\ub85c\uc368 \ub370\uc774\ud130 \uc5d4\uc9c0\ub2c8\uc5b4\ub294 \ub354\uc6b1 \uc0dd\uc0b0\uc801\uc774\uace0 \uc804\ub7b5\uc801\uc778 \uc5ed\ud560\uc744 \uc218\ud589\ud560 \uc218 \uc788\uc744 \uac83\uc785\ub2c8\ub2e4.<\/p>\r\n\r\n\r\n\r\n<p>&nbsp;<\/p>\r\n","protected":false},"excerpt":{"rendered":"<p>\ub4e4\uc5b4\uac00\uba70 \ub370\uc774\ud130 \uc5d4\uc9c0\ub2c8\uc5b4\ub9c1\uc758 \uc138\uacc4\ub294 \ube60\ub974\uac8c \ubcc0\ud654\ud558\uace0 \uc788\uc73c\uba70, \ub2e4\uc591\ud55c \ub370\uc774\ud130 \uc18c\uc2a4\uc640 \ubc29\ub300\ud55c \ub370\uc774\ud130 \uc591\uc744 \ud6a8\uc728\uc801\uc73c\ub85c \uad00\ub9ac\ud558\uace0 \ubd84\uc11d\ud560 \uc218 \uc788\ub294 \ub3c4\uad6c\uc758 \ud544\uc694\uc131\uc774 \ub0a0\ub85c \ucee4\uc9c0\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uc694\uad6c\ub97c \ucda9\uc871\uc2dc\ud0a4\uae30 \uc704\ud574 \ub4f1\uc7a5\ud55c \uc194\ub8e8\uc158 \uc911 \ud558\ub098\uac00 Snowflake\uc785\ub2c8\ub2e4. \ubcf8 \uae00\uc5d0\uc11c\ub294 Snowflake\uc758 \uc8fc\uc694 \uae30\ub2a5\uacfc \ub370\uc774\ud130 \uc5d4\uc9c0\ub2c8\uc5b4\uac00 \uc774\ub97c \uc5b4\ub5bb\uac8c \ud65c\uc6a9\ud560 \uc218 \uc788\ub294\uc9c0, \uadf8\ub9ac\uace0 \ube44\uc6a9 \uad6c\uc870\uc5d0 \ub300\ud574 \uc790\uc138\ud788 \uc0b4\ud3b4\ubcf4\uaca0\uc2b5\ub2c8\ub2e4. [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[41,27,42],"class_list":["post-355","post","type-post","status-publish","format-standard","hentry","category-1","tag-snowflake","tag-27","tag-42","col-md-12"],"_links":{"self":[{"href":"https:\/\/www.nnt-consulting.com\/tech\/blog\/wp-json\/wp\/v2\/posts\/355","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.nnt-consulting.com\/tech\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.nnt-consulting.com\/tech\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.nnt-consulting.com\/tech\/blog\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.nnt-consulting.com\/tech\/blog\/wp-json\/wp\/v2\/comments?post=355"}],"version-history":[{"count":16,"href":"https:\/\/www.nnt-consulting.com\/tech\/blog\/wp-json\/wp\/v2\/posts\/355\/revisions"}],"predecessor-version":[{"id":372,"href":"https:\/\/www.nnt-consulting.com\/tech\/blog\/wp-json\/wp\/v2\/posts\/355\/revisions\/372"}],"wp:attachment":[{"href":"https:\/\/www.nnt-consulting.com\/tech\/blog\/wp-json\/wp\/v2\/media?parent=355"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.nnt-consulting.com\/tech\/blog\/wp-json\/wp\/v2\/categories?post=355"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.nnt-consulting.com\/tech\/blog\/wp-json\/wp\/v2\/tags?post=355"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}