{"id":10,"date":"2025-03-21T10:58:50","date_gmt":"2025-03-21T01:58:50","guid":{"rendered":"https:\/\/wordpress.koseongnam.com\/?p=10"},"modified":"2025-03-21T10:58:50","modified_gmt":"2025-03-21T01:58:50","slug":"%eb%8c%80%ec%9a%a9%eb%9f%89-%eb%8d%b0%ec%9d%b4%ed%84%b0%eb%b2%a0%ec%9d%b4%ec%8a%a4-%eb%b0%8f-%eb%8d%b0%ec%9d%b4%ed%84%b0-%ec%9b%a8%ec%96%b4%ed%95%98%ec%9a%b0%ec%8a%a4","status":"publish","type":"post","link":"https:\/\/wordpress.koseongnam.com\/?p=10","title":{"rendered":"\ub300\uc6a9\ub7c9 \ub370\uc774\ud130\ubca0\uc774\uc2a4 \ubc0f \ub370\uc774\ud130 \uc6e8\uc5b4\ud558\uc6b0\uc2a4"},"content":{"rendered":"\n<h2 class=\"wp-block-heading\" id=\"%EA%B0%95%EC%9D%98-%EA%B0%9C%EC%9A%94\">\uac15\uc758 \uac1c\uc694<\/h2>\n\n\n\n<p><strong>\ubaa9\ud45c:<\/strong><br>\uc774 \uac15\uc758 \ub178\ud2b8\ub294 Google Cloud Platform(GCP)\uc744 \ud65c\uc6a9\ud558\uc5ec \ub300\uc6a9\ub7c9 \ub370\uc774\ud130\ub97c \uc2e4\ubb34\uc801\uc73c\ub85c \ucc98\ub9ac\ud558\ub294 \uae30\uc220\uc5d0 \ub300\ud574 \ubc30\uc6b0\uace0\uc790 \ud558\ub294 \ucd08\ubcf4\uc790\ub4e4\uc744 \ub300\uc0c1\uc73c\ub85c \ud569\ub2c8\ub2e4. \uac15\uc758 \uc2dc\uac04\uc740 \ucd1d 15\uc2dc\uac04(3\uc77c \uacfc\uc815)\uc73c\ub85c, \uc774\ub860 \uac15\uc758\uc640 \uc2e4\uc2b5\uc774 \uade0\ud615 \uc788\uac8c \ubc30\ubd84\ub429\ub2c8\ub2e4.<br><strong>\uc2dc\uac04 \ubd84\ubc30:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\uc774\ub860:<\/strong>\u00a0\uc804\uccb4 \uc2dc\uac04\uc758 30~40% (\uc57d 4.5~6\uc2dc\uac04)<\/li>\n\n\n\n<li><strong>\uc2e4\uc2b5:<\/strong>\u00a0\uc804\uccb4 \uc2dc\uac04\uc758 60~70% (\uc57d 9~10.5\uc2dc\uac04)<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th>\ub0a0\uc9dc<\/th><th>\uc2dc\uac04<\/th><th>\uc138\ubd80 \ub0b4\uc6a9<\/th><\/tr><\/thead><tbody><tr><td>1\uc77c\ucc28<\/td><td>09:00 &#8211; 12:00<\/td><td>GCP \uae30\ubcf8 \uc11c\ube44\uc2a4 \ubc0f \uc544\ud0a4\ud14d\ucc98 \uac1c\uc694 (40% \uc774\ub860)<\/td><\/tr><tr><td><\/td><td>12:00 &#8211; 13:00<\/td><td>\uc810\uc2ec\uc2dc\uac04<\/td><\/tr><tr><td><\/td><td>13:00 &#8211; 17:00<\/td><td>NoSQL, Hadoop, Spark \uae30\ubc18 \ub370\uc774\ud130 \ucc98\ub9ac \uae30\uc220 (60% \uc2e4\uc2b5)<\/td><\/tr><tr><td>2\uc77c\ucc28<\/td><td>09:00 &#8211; 12:00<\/td><td>\ub370\uc774\ud130 \uc6e8\uc5b4\ud558\uc6b0\uc2a4 \ubc0f \ud074\ub77c\uc6b0\ub4dc \ub370\uc774\ud130 \ud30c\uc774\ud504\ub77c\uc778 \uad6c\ucd95 \uc0ac\ub840 (30% \uc774\ub860)<\/td><\/tr><tr><td><\/td><td>12:00 &#8211; 13:00<\/td><td>\uc810\uc2ec\uc2dc\uac04<\/td><\/tr><tr><td><\/td><td>13:00 &#8211; 17:00<\/td><td>\uc2e4\ubb34 \ud301 \ubc0f \ud074\ub7ec\uc2a4\ud130\/\ud30c\uc774\ud504\ub77c\uc778 \ucd5c\uc801\ud654 \ubc29\ubc95 (70% \uc2e4\uc2b5)<\/td><\/tr><tr><td>3\uc77c\ucc28<\/td><td>09:00 &#8211; 12:00<\/td><td>\uac01 \uc139\uc158\ubcc4 \ud31d\ud034\uc988 \ubc0f \uc790\ub3d9 \ucc44\uc810\ud615 \uc9c8\ubb38 (\uc774\ub860+\uc2e4\uc2b5)<\/td><\/tr><tr><td><\/td><td>12:00 &#8211; 13:00<\/td><td>\uc810\uc2ec\uc2dc\uac04<\/td><\/tr><tr><td><\/td><td>13:00 &#8211; 17:00<\/td><td>\uc885\ud569 \uc2e4\uc2b5 \ubc0f \ub9ac\ubdf0<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p>(\ucc38\uace0: OdinSchool PDF<a href=\"https:\/\/www.odinschool.com\/hubfs\/OdinSchool%20M22\/pdf\/Data%20Science%20Bootcamp_16-05-2022.pdf\" target=\"_blank\" rel=\"noreferrer noopener\">1<\/a>, Google Cloud Subway Maps PDF<a href=\"https:\/\/services.google.com\/fh\/files\/misc\/google_cloud_subway_maps.pdf\" target=\"_blank\" rel=\"noreferrer noopener\">2<\/a>)<\/p>\n\n\n\n<p><strong>\uad6c\uc131:<\/strong><\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>GCP \uae30\ubcf8 \uc11c\ube44\uc2a4\uc640 \uc544\ud0a4\ud14d\ucc98 \uac1c\uc694<\/li>\n\n\n\n<li>NoSQL, Hadoop, Spark \uae30\ubc18 \ub370\uc774\ud130 \ucc98\ub9ac \uae30\uc220<\/li>\n\n\n\n<li>\ub370\uc774\ud130 \uc6e8\uc5b4\ud558\uc6b0\uc2a4 \ubc0f \ud074\ub77c\uc6b0\ub4dc \ub370\uc774\ud130 \ud30c\uc774\ud504\ub77c\uc778 \uad6c\ucd95 \uc0ac\ub840<\/li>\n\n\n\n<li>\uc2e4\ubb34 \ud301 \ubc0f \ud074\ub7ec\uc2a4\ud130\/\ud30c\uc774\ud504\ub77c\uc778 \ucd5c\uc801\ud654 \ubc29\ubc95<\/li>\n\n\n\n<li>\uac01 \uc139\uc158\ubcc4 \ud31d\ud034\uc988 \ubc0f \uc790\ub3d9 \ucc44\uc810\ud615 \uc9c8\ubb38<\/li>\n<\/ol>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"1.-gcp-%EA%B8%B0%EB%B3%B8-%EC%84%9C%EB%B9%84%EC%8A%A4-%EB%B0%8F-%EB%8D%B0%EC%9D%B4%ED%84%B0-%EC%B2%98%EB%A6%AC-%EC%9D%B8%ED%94%84%EB%9D%BC\">1. GCP \uae30\ubcf8 \uc11c\ube44\uc2a4 \ubc0f \ub370\uc774\ud130 \ucc98\ub9ac \uc778\ud504\ub77c<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"1.1-bigquery-vs.-cloud-bigtable-%EB%B9%84%EA%B5%90\">1.1 BigQuery vs. Cloud Bigtable \ube44\uad50<\/h3>\n\n\n\n<p>GCP\uc758 \ub450 \ub300\ud45c \ub370\uc774\ud130 \uc800\uc7a5 \ubc0f \ubd84\uc11d \uc194\ub8e8\uc158\uc778&nbsp;<strong>BigQuery<\/strong>\uc640&nbsp;<strong>Cloud Bigtable<\/strong>\uc758 \uc8fc\uc694 \ucc28\uc774\uc810\uc740 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th>\ud56d\ubaa9<\/th><th>BigQuery<\/th><th>Cloud Bigtable<\/th><\/tr><\/thead><tbody><tr><td><strong>\ub370\uc774\ud130 \uc800\uc7a5 \uc6a9\ub7c9<\/strong><\/td><td>\ud398\ud0c0\ubc14\uc774\ud2b8 \uaddc\ubaa8 \ub370\uc774\ud130 \uc800\uc7a5, \ub3d9\uc801 \ud655\uc7a5 (\uc800\uc7a5 \uc6a9\ub7c9 \uc81c\ud55c \uc5c6\uc74c)<\/td><td>\uc640\uc774\ub4dc \uceec\ub7fc(\ub300\ub7c9 \ub370\uc774\ud130 \uc2e4\uc2dc\uac04 \ucc98\ub9ac\uc6a9) NoSQL, \uc77c\ubd80 \ubb38\uc11c\uc5d0 \ub530\ub974\uba74 \ub2e8\uc77c \ud14c\uc774\ube14 \uc57d&nbsp;<strong>6TB<\/strong>&nbsp;\uc81c\ud55c (Cloud Blog<a href=\"https:\/\/cloud.google.com\/blog\/topics\/developers-practitioners\/bigtable-vs-bigquery-whats-difference\" target=\"_blank\" rel=\"noreferrer noopener\">3<\/a>, BigQuery Pricing<a href=\"https:\/\/cloud.google.com\/bigquery\/pricing?hl=ko\" target=\"_blank\" rel=\"noreferrer noopener\">4<\/a>)<\/td><\/tr><tr><td><strong>\uc800\uc7a5 \ubc29\uc2dd<\/strong><\/td><td><strong>\uc5f4 \uae30\ubc18(\uceec\ub7fc \ub2e8\uc704 \uc800\uc7a5, \ubd84\uc11d\uc6a9 \ucd5c\uc801\ud654)<\/strong>&nbsp;\u2013 SQL \ucffc\ub9ac \ucd5c\uc801\ud654\uc5d0 \uac15\uc810<\/td><td><strong>\uc640\uc774\ub4dc \uceec\ub7fc<\/strong>&nbsp;\u2013 \ube60\ub978 \uc77d\uae30\/\uc4f0\uae30 \ubc0f \ud655\uc7a5\uc131\uc5d0 \ucd5c\uc801\ud654 (Cloud Blog<a href=\"https:\/\/cloud.google.com\/blog\/topics\/developers-practitioners\/bigtable-vs-bigquery-whats-difference\" target=\"_blank\" rel=\"noreferrer noopener\">3<\/a>)<\/td><\/tr><tr><td><strong>\ucd08\ub2f9 \ucc98\ub9ac\ub7c9<\/strong><\/td><td>\ucffc\ub9ac \ub3d9\uc2dc \uc2e4\ud589 \uc81c\ud55c\uc740 \uc5c6\uc73c\ub098 \ubc30\ubd84\ub41c \uc2ac\ub86f \uc2dc\uc2a4\ud15c \uc0ac\uc6a9<\/td><td>\uac01 \ub178\ub4dc \ub2f9 \ucd08\ub2f9 \uc57d&nbsp;<strong>10,000<\/strong>&nbsp;\ucffc\ub9ac (\uc77d\uae30 \ubc0f \uc4f0\uae30) \u2013 SSD \ud658\uacbd\uc5d0\uc11c \ucd08\ub2f9 \uc57d&nbsp;<strong>17,000\ud589 \uc77d\uae30, 14,000\ud589 \uc4f0\uae30<\/strong>; HDD \ud658\uacbd\uc5d0\uc11c\ub294 \uac01\uac01 \uc57d&nbsp;<strong>500\ud589 \uc77d\uae30, 10,000\ud589 \uc4f0\uae30<\/strong>&nbsp;(Bigtable \uc131\ub2a5 \ubb38\uc11c<a href=\"https:\/\/cloud.google.com\/bigtable\/docs\/performance?hl=ko\" target=\"_blank\" rel=\"noreferrer noopener\">5<\/a>)<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"1.2-dataproc-%ED%81%B4%EB%9F%AC%EC%8A%A4%ED%84%B0-%EA%B5%AC%EC%84%B1\">1.2 Dataproc \ud074\ub7ec\uc2a4\ud130 \uad6c\uc131<\/h3>\n\n\n\n<p>\ub370\uc774\ud130 \ucc98\ub9ac \ud504\ub808\uc784\uc6cc\ud06c\uc778 Apache Hadoop \ubc0f Spark\ub97c \ud65c\uc6a9\ud558\uae30 \uc704\ud574 GCP\uc5d0\uc11c\ub294&nbsp;<strong>Dataproc<\/strong>\uc744 \uc0ac\uc6a9\ud569\ub2c8\ub2e4.<br><strong>\ucd5c\uc18c \ud074\ub7ec\uc2a4\ud130 \uc0ac\uc591:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\ub9c8\uc2a4\ud130 \ub178\ub4dc:<\/strong>\u00a01\ub300<\/li>\n\n\n\n<li><strong>\uc6cc\ucee4 \ub178\ub4dc:<\/strong>\u00a0\ucd5c\uc18c 2\ub300<br>(\ucd9c\ucc98: Dataproc \uacf5\uc2dd \ubb38\uc11c<a href=\"https:\/\/cloud.google.com\/dataproc\/docs\/concepts\/configuring-clusters\/cluster-properties?hl=ko\" target=\"_blank\" rel=\"noreferrer noopener\">6<\/a>, Dataproc Operators<a href=\"https:\/\/airflow.apache.org\/docs\/apache-airflow-providers-google\/2.1.0\/operators\/cloud\/dataproc.html\" target=\"_blank\" rel=\"noreferrer noopener\">7<\/a>)<\/li>\n<\/ul>\n\n\n\n<p>Dataproc \uc11c\ube44\uc2a4\ub294 GCP \ud658\uacbd\uc5d0\uc11c Spark\uc640 Hadoop \ud074\ub7ec\uc2a4\ud130\ub97c \uc2e0\uc18d\ud558\uac8c \uc0dd\uc131, \uad6c\uc131 \ubc0f \uad00\ub9ac\ud560 \uc218 \uc788\ub3c4\ub85d \uc9c0\uc6d0\ud558\uba70, \ud544\uc694\uc5d0 \ub530\ub77c \uc790\ub3d9 \ud655\uc7a5\uc774\ub098 \ud074\ub7ec\uc2a4\ud130 \ucd5c\uc801\ud654 \ubc29\ubc95\uc744 \ud65c\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"1.3-gcp-%EB%AC%B4%EB%A3%8C-%ED%8B%B0%EC%96%B4-%EC%A0%9C%EA%B3%B5-%EC%84%9C%EB%B9%84%EC%8A%A4\">1.3 GCP \ubb34\ub8cc \ud2f0\uc5b4 \uc81c\uacf5 \uc11c\ube44\uc2a4<\/h3>\n\n\n\n<p>GCP \ubb34\ub8cc \ud2f0\uc5b4\ub294 \ube44\uc6a9 \ubd80\ub2f4 \uc5c6\uc774 GCP\uc758 \uae30\ubcf8 \uc11c\ube44\uc2a4\ub97c \uccb4\ud5d8\ud560 \uc218 \uc788\ub3c4\ub85d \ub3c4\uc640\uc90d\ub2c8\ub2e4.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Cloud Storage:<\/strong>\u00a0\ub9e4\ub2ec\u00a0<strong>5GB<\/strong>\u00a0\ubb34\ub8cc<\/li>\n\n\n\n<li><strong>BigQuery:<\/strong>\u00a0\ub9e4\ub2ec\u00a0<strong>1TB<\/strong>\uc758 \ucffc\ub9ac \ucc98\ub9ac\ub7c9\uacfc\u00a0<strong>10GiB<\/strong>\uc758 \uc800\uc7a5 \uacf5\uac04 \uc81c\uacf5 (\ub9e4\ub2ec 1\ub9cc \ud398\uc774\uc9c0 \ubd84\ub7c9\uc758 \ubb38\uc11c \ubd84\uc11d \uac00\ub2a5)<\/li>\n\n\n\n<li><strong>Cloud Bigtable &amp; Dataproc:<\/strong>\u00a0\ubb34\ub8cc \uc81c\uacf5\ub7c9\uc5d0 \uad00\ud55c \uad6c\uccb4\uc801\uc778 \uc218\uce58\ub294 \ubb38\uc11c\uc0c1 \uba85\ud655\ud558\uc9c0 \uc54a\uc73c\uba70, \uc77c\ubd80 \uc790\ub8cc\uc5d0\uc11c\ub294 Cloud Bigtable\uc740 \ucd5c\ub300\u00a0<strong>30GB<\/strong>, Dataproc\uc740 \ud074\ub7ec\uc2a4\ud130 \uc6b4\uc601 \uc2dc\uac04\uc774 1\uc2dc\uac04\uc5d0\uc11c 10\uc2dc\uac04 \uc0ac\uc774\uc758 \uc608\uc2dc\uac00 \uc788\uc73c\ub098, \uc5c5\ub370\uc774\ud2b8\uc5d0 \ub530\ub77c \ubcc0\ub3d9 \uac00\ub2a5<br>(\ucd9c\ucc98: Google Cloud Free Program<a href=\"https:\/\/cloud.google.com\/free\/docs\/free-cloud-features\" target=\"_blank\" rel=\"noreferrer noopener\">8<\/a>, Quotas and limits<a href=\"https:\/\/cloud.google.com\/bigtable\/quotas?hl=ko\" target=\"_blank\" rel=\"noreferrer noopener\">9<\/a>)<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"2.-gcp-%EB%8D%B0%EC%9D%B4%ED%84%B0-%ED%8C%8C%EC%9D%B4%ED%94%84%EB%9D%BC%EC%9D%B8-%EA%B5%AC%EC%B6%95-%EB%B0%8F-%ED%81%B4%EB%9D%BC%EC%9A%B0%EB%93%9C-%EB%A7%88%EC%9D%B4%EA%B7%B8%EB%A0%88%EC%9D%B4%EC%85%98\">2. GCP \ub370\uc774\ud130 \ud30c\uc774\ud504\ub77c\uc778 \uad6c\ucd95 \ubc0f \ud074\ub77c\uc6b0\ub4dc \ub9c8\uc774\uadf8\ub808\uc774\uc158<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"2.1-apache-beam-%26-dataflow%EB%A5%BC-%ED%99%9C%EC%9A%A9%ED%95%9C-%EB%8D%B0%EC%9D%B4%ED%84%B0-%ED%8C%8C%EC%9D%B4%ED%94%84%EB%9D%BC%EC%9D%B8-%EA%B5%AC%EC%B6%95\">2.1 Apache Beam &amp; Dataflow\ub97c \ud65c\uc6a9\ud55c \ub370\uc774\ud130 \ud30c\uc774\ud504\ub77c\uc778 \uad6c\ucd95<\/h3>\n\n\n\n<p><strong>Dataflow<\/strong>\ub294 Apache Beam SDK\ub97c \uae30\ubc18\uc73c\ub85c \ud55c \uc11c\ubc84\ub9ac\uc2a4 \ub370\uc774\ud130 \ucc98\ub9ac \uc11c\ube44\uc2a4\ub85c, \ubc30\uce58 \ubc0f \uc2a4\ud2b8\ub9ac\ubc0d \ubaa8\ub450\ub97c \uc9c0\uc6d0\ud569\ub2c8\ub2e4.<br><strong>\ucd08\ubcf4\uc790 \uce5c\ud654\uc801\uc778 \ub2e8\uacc4\ubcc4 \uac00\uc774\ub4dc \uc608\uc2dc:<\/strong><\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\ud658\uacbd \uad6c\uc131 \ubc0f Apache Beam SDK \uc124\uce58:<\/strong>\n<ul class=\"wp-block-list\">\n<li>Python \uac00\uc0c1\ud658\uacbd(venv)\uc744 \uc0dd\uc131\ud558\uace0, Apache Beam SDK\ub97c \uc124\uce58\ud569\ub2c8\ub2e4.<\/li>\n\n\n\n<li>Dataflow Quickstart \u2013 Python<a href=\"https:\/\/cloud.google.com\/dataflow\/docs\/quickstarts\/create-pipeline-python?hl=ko\" target=\"_blank\" rel=\"noreferrer noopener\">10<\/a><\/li>\n\n\n\n<li><strong>\ucd9c\ucc98:<\/strong>\u00a0<a href=\"https:\/\/www.genspark.ai\/spark?id=767a9033-4bfe-4993-bc1f-09efd75f974d#\" target=\"_blank\" rel=\"noreferrer noopener\">Step Answers<\/a><\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>WordCount \uc608\uc81c \uc2e4\ud589:<\/strong>\n<ul class=\"wp-block-list\">\n<li>\uae30\ubcf8 &#8216;WordCount&#8217; \uc608\uc81c\ub97c \ud1b5\ud574 \ub370\uc774\ud130 \ud30c\uc774\ud504\ub77c\uc778\uc758 \uad6c\uc870\uc640 \uae30\ubcf8 \ub3d9\uc791 \uc6d0\ub9ac\ub97c \uc774\ud574\ud569\ub2c8\ub2e4.<\/li>\n\n\n\n<li>Dataflow Quickstart \u2013 Python<a href=\"https:\/\/cloud.google.com\/dataflow\/docs\/quickstarts\/create-pipeline-python?hl=ko\" target=\"_blank\" rel=\"noreferrer noopener\">10<\/a><\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>Dataflow\ub97c \ud1b5\ud55c \ud074\ub77c\uc6b0\ub4dc \uc2e4\ud589:<\/strong>\n<ul class=\"wp-block-list\">\n<li>DataflowRunner\ub97c \uc120\ud0dd\ud558\uc5ec \ud30c\uc774\ud504\ub77c\uc778\uc744 \ud074\ub77c\uc6b0\ub4dc\uc5d0 \ubc30\ud3ec\ud558\uace0, Google Cloud Console\uc5d0\uc11c \uc791\uc5c5 \uc0c1\ud0dc\uc640 \uacb0\uacfc\ub97c \ubaa8\ub2c8\ud130\ub9c1\ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>Hadoop\uc5d0\uc11c Dataproc \ub9c8\uc774\uadf8\ub808\uc774\uc158:<\/strong>\n<ul class=\"wp-block-list\">\n<li>\uae30\uc874\uc758 Hadoop \ud074\ub7ec\uc2a4\ud130\uc5d0\uc11c Dataproc \ud074\ub7ec\uc2a4\ud130\ub85c \ub370\uc774\ud130 \ubc0f \uc791\uc5c5\uc744 \ub9c8\uc774\uadf8\ub808\uc774\uc158\ud558\ub294 \uc808\ucc28(\ub370\uc774\ud130 \ubcf5\uc0ac, \ud074\ub7ec\uc2a4\ud130 \uc0dd\uc131, \uc791\uc5c5 \uc81c\ucd9c)\ub3c4 \ud559\uc2b5\ud558\uba70, \uc774 \uacfc\uc815\uc5d0\uc11c \ud074\ub7ec\uc2a4\ud130 \uc0dd\uc131 \ubc0f \uc791\uc5c5 \uc81c\ucd9c\uc5d0 \ub300\ud55c \uba85\ub839\uc5b4\uc640 \uc124\uc815 \ubc29\ubc95\uc744 \ubc30\uc6c1\ub2c8\ub2e4.<\/li>\n\n\n\n<li>Migrating Apache Hadoop to Dataproc<a href=\"https:\/\/cloud.google.com\/blog\/topics\/developers-practitioners\/migrating-apache-hadoop-dataproc-decision-tree\" target=\"_blank\" rel=\"noreferrer noopener\">11<\/a><\/li>\n<\/ul>\n<\/li>\n<\/ol>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"2.2-%EC%8B%A4%EB%AC%B4-%EC%A0%81%EC%9A%A9-%EC%82%AC%EB%A1%80-%EB%B0%8F-%EC%84%B1%EB%8A%A5-%EA%B0%9C%EC%84%A0-%EB%B2%A4%EC%B9%98%EB%A7%88%ED%81%AC\">2.2 \uc2e4\ubb34 \uc801\uc6a9 \uc0ac\ub840 \ubc0f \uc131\ub2a5 \uac1c\uc120 \ubca4\uce58\ub9c8\ud06c<\/h3>\n\n\n\n<p>\uc5ec\ub7ec \uc2e4\uc81c \uae30\uc5c5 \uc0ac\ub840\uc5d0\uc11c GCP \ub370\uc774\ud130 \ucc98\ub9ac \uae30\uc220\uc758 \uc801\uc6a9\uc774 \uc5b4\ub5bb\uac8c \uc774\ub8e8\uc5b4\uc84c\ub294\uc9c0\ub97c \uc0b4\ud3b4\ubd05\ub2c8\ub2e4.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Slack \uc0ac\ub840:<\/strong><br>Slack\uc740 Spark \ubc0f Hadoop \ud074\ub7ec\uc2a4\ud130\ub97c Dataproc\uc73c\ub85c \uc804\ud658\ud55c \ud6c4, \uc804\uccb4 \ucc98\ub9ac \uc2dc\uac04\u00a0<strong>80% \ub2e8\ucd95<\/strong>\u00a0\ud6a8\uacfc\ub97c \ubcf4\uc600\uc2b5\ub2c8\ub2e4.<br>(\ucd9c\ucc98: Slack Engineering<a href=\"https:\/\/slack.engineering\/unlocking-efficiency-and-performance-navigating-the-spark-3-and-emr-6-upgrade-journey-at-slack\/\" target=\"_blank\" rel=\"noreferrer noopener\">12<\/a>)<\/li>\n\n\n\n<li><strong>Tredence \uc0ac\ub840:<\/strong><br>Apache Spark 3.0\uc73c\ub85c\uc758 \uc804\ud658 \ud6c4 \ud2b9\uc815 \uc5f0\uc0b0\uc5d0\uc11c\u00a0<strong>20%\uc5d0\uc11c 50%<\/strong>\u00a0\uc815\ub3c4\uc758 \uc131\ub2a5 \uac1c\uc120 \ud6a8\uacfc\uac00 \ub098\ud0c0\ub0ac\uc2b5\ub2c8\ub2e4.<br>(\ucd9c\ucc98: Tredence<a href=\"https:\/\/www.tredence.com\/blog\/first-look-at-performance-improvements-in-spark-30-on-databricks\" target=\"_blank\" rel=\"noreferrer noopener\">13<\/a>)<\/li>\n\n\n\n<li><strong>\ubca4\uce58\ub9c8\ud06c \uacb0\uacfc \uc694\uc57d:<\/strong><br>\ub300\ud45c\uc801\uc778 \uc131\ub2a5 \uac1c\uc120\uc740 Spark 2.x \u2192 3.0 \uc804\ud658 \uc2dc \ub098\ud0c0\ub0ac\uc73c\uba70, \uc791\uc5c5\uc5d0 \ub530\ub77c \uc57d\u00a0<strong>30~60%<\/strong>, \uc77c\ubd80 \uc791\uc5c5\uc5d0\uc11c\ub294 \ucd5c\ub300 **90%**\uae4c\uc9c0 \uac1c\uc120\ub41c \uc0ac\ub840\uac00 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"2.3-%EC%8B%A4%EC%8A%B5-%EB%B0%8F-%EC%9B%8C%ED%81%AC%EC%83%B5-%EC%9E%90%EB%A3%8C\">2.3 \uc2e4\uc2b5 \ubc0f \uc6cc\ud06c\uc0f5 \uc790\ub8cc<\/h3>\n\n\n\n<p><strong>\ub370\uc774\ud130 \uc6e8\uc5b4\ud558\uc6b0\uc2a4 \uc2e4\uc2b5 \uc2dc\ub098\ub9ac\uc624 \ud15c\ud50c\ub9bf \uc608\uc2dc:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\uc0d8\ud50c \ub370\uc774\ud130\uc14b \uc900\ube44:<\/strong>\u00a0BigQuery\uc758 \uacf5\uacf5 \ub370\uc774\ud130\uc14b \ub610\ub294 \ub0b4\ubd80 \ub370\uc774\ud130\ub97c \ud65c\uc6a9\ud569\ub2c8\ub2e4.<\/li>\n\n\n\n<li><strong>SQL \ucffc\ub9ac \uc791\uc131 \ubc0f \uc2e4\uc2b5:<\/strong>\u00a0\ub370\uc774\ud130\ub97c \ub85c\ub4dc\ud55c \ud6c4 \ub2e4\uc591\ud55c SQL \ucffc\ub9ac\ub97c \uc2e4\uc2b5\ud569\ub2c8\ub2e4.<\/li>\n\n\n\n<li><strong>\uacb0\uacfc \ub9ac\ubdf0 \ubc0f \ud31d\ud034\uc988 \ubc30\uce58:<\/strong>\u00a0\uac01 \uc2e4\uc2b5 \ubaa8\ub4c8 \uc885\ub8cc \uc2dc \uc774\ud574\ub3c4 \uc810\uac80\uc744 \uc704\ud574 \ud31d\ud034\uc988\ub97c \uc0bd\uc785\ud569\ub2c8\ub2e4. (\ucc38\uace0: CloudSkillsBoost Lab<a href=\"https:\/\/www.cloudskillsboost.google\/course_templates\/3\/labs\/509096\" target=\"_blank\" rel=\"noreferrer noopener\">14<\/a>)<\/li>\n<\/ul>\n\n\n\n<p><strong>NoSQL \uc2e4\uc2b5 \uc608\uc81c:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>GCP \ubb34\ub8cc \uacc4\uc815 \ud65c\uc6a9:<\/strong>\u00a0Firebase \ud639\uc740 Cloud Firestore\ub97c \ud65c\uc6a9\ud558\uc5ec \uac04\ub2e8\ud55c CRUD \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc744 \uad6c\ucd95\ud569\ub2c8\ub2e4.<\/li>\n\n\n\n<li><strong>\uc808\ucc28:<\/strong>\n<ol class=\"wp-block-list\">\n<li>Firebase \ud504\ub85c\uc81d\ud2b8 \uc0dd\uc131 \ubc0f \uc124\uc815<\/li>\n\n\n\n<li>Firestore \ub370\uc774\ud130\ubca0\uc774\uc2a4 \uad6c\uc131<\/li>\n\n\n\n<li>CRUD \uae30\ub2a5 \uad6c\ud604<\/li>\n\n\n\n<li>\uc6f9 \ub610\ub294 \ubaa8\ubc14\uc77c \uc560\ud50c\ub9ac\ucf00\uc774\uc158 \uc5f0\ub3d9<br>(\ucc38\uace0: NoSQL Client-Server Tutorial<a href=\"https:\/\/cloud.google.com\/shell\/docs\/cloud-shell-tutorials\/deploystack\/nosql-client-server?hl=ko\" target=\"_blank\" rel=\"noreferrer noopener\">15<\/a>)<\/li>\n<\/ol>\n<\/li>\n<\/ul>\n\n\n\n<p><strong>\uae08\uc735\/\uc758\ub8cc \ubd84\uc57c \uc544\ud0a4\ud14d\ucc98 \uc608\uc2dc:<\/strong><br>\uae08\uc735 \ubc0f \uc758\ub8cc \ubd84\uc57c\uc5d0\uc11c\ub294 \ub2e4\uc74c\uacfc \uac19\uc740 \uad6c\uc131 \uc694\uc18c\uac00 \uc77c\ubc18\uc801\uc73c\ub85c \uc0ac\uc6a9\ub429\ub2c8\ub2e4:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\ub370\uc774\ud130 \uc218\uc9d1:<\/strong>\u00a0Cloud Pub\/Sub \ub610\ub294 Cloud Storage<\/li>\n\n\n\n<li><strong>\ub370\uc774\ud130 \ucc98\ub9ac:<\/strong>\u00a0Dataflow \ub610\ub294 Dataproc<\/li>\n\n\n\n<li><strong>\ub370\uc774\ud130 \uc800\uc7a5:<\/strong>\u00a0BigQuery, Cloud SQL, \ub610\ub294 Cloud Bigtable<\/li>\n\n\n\n<li><strong>\ubd84\uc11d \ubc0f \uc2dc\uac01\ud654:<\/strong>\u00a0Data Studio, Looker<br>(\ucd9c\ucc98: evcdc.koreatech.ac.kr PDF<a href=\"https:\/\/evcdc.koreatech.ac.kr\/attach_file\/13fd9080702e4a1f817aecc1f010666b.pdf\" target=\"_blank\" rel=\"noreferrer noopener\">16<\/a>)<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"3.-%EC%8B%A4%EB%AC%B4-%EC%A0%81%EC%9A%A9%EC%9D%84-%EC%9C%84%ED%95%9C-%ED%81%B4%EB%9F%AC%EC%8A%A4%ED%84%B0-%EB%B0%8F-%ED%8C%8C%EC%9D%B4%ED%94%84%EB%9D%BC%EC%9D%B8-%EC%B5%9C%EC%A0%81%ED%99%94\">3. \uc2e4\ubb34 \uc801\uc6a9\uc744 \uc704\ud55c \ud074\ub7ec\uc2a4\ud130 \ubc0f \ud30c\uc774\ud504\ub77c\uc778 \ucd5c\uc801\ud654<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"3.1-dataproc-%ED%81%B4%EB%9F%AC%EC%8A%A4%ED%84%B0-%EC%B5%9C%EC%A0%81%ED%99%94-%EB%B0%A9%EB%B2%95\">3.1 Dataproc \ud074\ub7ec\uc2a4\ud130 \ucd5c\uc801\ud654 \ubc29\ubc95<\/h3>\n\n\n\n<p>\uc81c\uc870\uc5c5 \ubd84\uc57c \ubc0f \uae30\ud0c0 \ub300\uc6a9\ub7c9 \ub370\uc774\ud130 \ucc98\ub9ac \uc2dc Dataproc \ud074\ub7ec\uc2a4\ud130\uc758 \ucd5c\uc801\ud654\ub294 \ub9e4\uc6b0 \uc911\uc694\ud569\ub2c8\ub2e4.<br><strong>\ucd5c\uc801\ud654 \uc8fc\uc694 \ud3ec\uc778\ud2b8:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\uc801\uc808\ud55c VM \ubc0f \uba38\uc2e0 \ud0c0\uc785 \uc120\ud0dd:<\/strong><br>n1-standard \ub4f1 \uc801\ud569\ud55c \uba38\uc2e0 \ud0c0\uc785\uc73c\ub85c \uc131\ub2a5\uacfc \ube44\uc6a9\uc744 \ucd5c\uc801\ud654\ud569\ub2c8\ub2e4.<br>(Dataproc \ud074\ub7ec\uc2a4\ud130 \uc0dd\uc131 \uac00\uc774\ub4dc<a href=\"https:\/\/cloud.google.com\/dataproc\/docs\/guides\/create-cluster?hl=ko\" target=\"_blank\" rel=\"noreferrer noopener\">17<\/a>)<\/li>\n\n\n\n<li><strong>\uc0ac\uc804 \uc815\uc758\ub41c \ud074\ub7ec\uc2a4\ud130 \ud15c\ud50c\ub9bf \ud65c\uc6a9:<\/strong><br>\ud45c\uc900 \ud15c\ud50c\ub9bf\uc73c\ub85c \ud074\ub7ec\uc2a4\ud130\ub97c \uad6c\uc131\ud558\uba74 \uc77c\uad00\ub41c \uc131\ub2a5 \uad00\ub9ac\uac00 \uac00\ub2a5\ud569\ub2c8\ub2e4.<\/li>\n\n\n\n<li><strong>\uc790\ub3d9 \uc2a4\ucf00\uc77c\ub9c1 \ud65c\uc6a9:<\/strong><br>\ubd80\ud558\uc5d0 \ub530\ub77c \uc6cc\ucee4 \ub178\ub4dc\ub97c \uc790\ub3d9 \ucd94\uac00\/\uc81c\uac70\ud558\uc5ec \ucd5c\uc801\uc758 \ub9ac\uc18c\uc2a4\ub97c \uc720\uc9c0\ud569\ub2c8\ub2e4.<\/li>\n\n\n\n<li><strong>\uc9c0\uc18d\uc801 \ubaa8\ub2c8\ud130\ub9c1 \ubc0f \ud29c\ub2dd:<\/strong><br>Cloud Monitoring \ubc0f \ub85c\uadf8 \ubd84\uc11d\uc744 \ud65c\uc6a9\ud574 \ud074\ub7ec\uc2a4\ud130 \uc0c1\ud0dc\ub97c \uc8fc\uae30\uc801\uc73c\ub85c \uc810\uac80\ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"3.2-spark-%EB%B0%8F-dataflow-%EC%84%B1%EB%8A%A5-%EC%B5%9C%EC%A0%81%ED%99%94\">3.2 Spark \ubc0f Dataflow \uc131\ub2a5 \ucd5c\uc801\ud654<\/h3>\n\n\n\n<p><strong>Spark \uba54\ubaa8\ub9ac \uc624\ubc84\ud5e4\ub4dc \uc870\uc815:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\ud575\uc2ec \ud30c\ub77c\ubbf8\ud130:<\/strong><br>executor\uc640 \ub4dc\ub77c\uc774\ubc84 \uba54\ubaa8\ub9ac \uc124\uc815(\uc608: \u2018spark.executor.memoryOverhead\u2019)\uc744 \ucd5c\uc801\ud654\ud558\uc5ec \uba54\ubaa8\ub9ac \ubd80\uc871 \ubb38\uc81c\ub97c \uc608\ubc29\ud569\ub2c8\ub2e4.<br>(\ucd9c\ucc98: Apache Spark Performance Tuning<a href=\"https:\/\/www.databricks.com\/blog\/2020\/06\/18\/introducing-apache-spark-3-0-now-available-in-databricks-runtime-7-0.html\" target=\"_blank\" rel=\"noreferrer noopener\">18<\/a>)<\/li>\n<\/ul>\n\n\n\n<p><strong>Dataflow \ubcd1\ubaa9\ud604\uc0c1 \ubd84\uc11d:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\uac01 \ucc98\ub9ac \ub2e8\uacc4\uc758 \uc2e4\ud589\uc2dc\uac04\uc744 \ubaa8\ub2c8\ud130\ub9c1\ud558\uace0, \ubcd1\ubaa9 \ub2e8\uacc4\uc5d0\uc11c\uc758 \ub85c\uadf8\ub97c \ubd84\uc11d\ud558\uc5ec \ucd5c\uc801\ud654 \ubc29\uc548\uc744 \ub3c4\ucd9c\ud569\ub2c8\ub2e4.<br>(\ucc38\uace0: Troubleshoot slow or stuck jobs<a href=\"https:\/\/cloud.google.com\/dataflow\/docs\/guides\/troubleshoot-slow-jobs\" target=\"_blank\" rel=\"noreferrer noopener\">19<\/a>)<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"4.-%EA%B0%95%EC%9D%98-%EC%A4%91-%ED%8C%9D%ED%80%B4%EC%A6%88-(pop-quiz)-%EB%B0%8F-%EC%9E%90%EB%8F%99-%EC%B1%84%EC%A0%90%ED%98%95-%EB%AC%B8%EC%A0%9C\">4. \uac15\uc758 \uc911 \ud31d\ud034\uc988 (Pop Quiz) \ubc0f \uc790\ub3d9 \ucc44\uc810\ud615 \ubb38\uc81c<\/h2>\n\n\n\n<p>\uac01 \uc139\uc158\uc758 \uc885\ub8cc \ud6c4\uc5d0\ub294 \ud559\uc2b5\ud55c \ub0b4\uc6a9\uc744 \uc810\uac80\ud558\uae30 \uc704\ud55c \ud31d\ud034\uc988\ub97c \ubc30\uce58\ud569\ub2c8\ub2e4. \uc544\ub798\ub294 \uc608\uc2dc \ubb38\uc81c\uc640 \uadf8 \ud574\uc124\uc785\ub2c8\ub2e4.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"4.1-%ED%8C%9D%ED%80%B4%EC%A6%88-%EC%98%88%EC%8B%9C-1-%E2%80%93-bigquery-vs.-cloud-bigtable\">4.1 \ud31d\ud034\uc988 \uc608\uc2dc 1 \u2013 BigQuery vs. Cloud Bigtable<\/h3>\n\n\n\n<p><strong>\ubb38\uc81c:<\/strong>&nbsp;BigQuery\uc640 Cloud Bigtable\uc758 \ub370\uc774\ud130 \uc800\uc7a5 \uc6a9\ub7c9 \ucc28\uc774\ub294 \ubb34\uc5c7\uc778\uac00\uc694?<br><strong>\uc815\ub2f5:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>BigQuery:<\/strong>\u00a0\ud398\ud0c0\ubc14\uc774\ud2b8 \ub2e8\uc704\uc758 \ub300\uc6a9\ub7c9 \ub370\uc774\ud130\ub97c \uc800\uc7a5\ud560 \uc218 \uc788\uc73c\uba70, \uc800\uc7a5 \uc6a9\ub7c9 \uc81c\ud55c\uc774 \uc5c6\uace0 \ub3d9\uc801\uc73c\ub85c \ud655\uc7a5\ub429\ub2c8\ub2e4.<\/li>\n\n\n\n<li><strong>Cloud Bigtable:<\/strong>\u00a0NoSQL \uc640\uc774\ub4dc \uceec\ub7fc \ub370\uc774\ud130\ubca0\uc774\uc2a4\ub85c, \ub2e8\uc77c \ud14c\uc774\ube14\uc5d0 \uc57d\u00a0<strong>6TB<\/strong>\u00a0\uc815\ub3c4\uc758 \uc800\uc7a5 \uc6a9\ub7c9 \uc81c\ud55c\uc774 \uc5b8\uae09\ub429\ub2c8\ub2e4.<br>(\ucd9c\ucc98: Cloud Blog<a href=\"https:\/\/cloud.google.com\/blog\/topics\/developers-practitioners\/bigtable-vs-bigquery-whats-difference\" target=\"_blank\" rel=\"noreferrer noopener\">3<\/a>, BigQuery Pricing<a href=\"https:\/\/cloud.google.com\/bigquery\/pricing?hl=ko\" target=\"_blank\" rel=\"noreferrer noopener\">4<\/a>)<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"4.2-%ED%8C%9D%ED%80%B4%EC%A6%88-%EC%98%88%EC%8B%9C-2-%E2%80%93-dataproc-%ED%81%B4%EB%9F%AC%EC%8A%A4%ED%84%B0-%EA%B5%AC%EC%84%B1\">4.2 \ud31d\ud034\uc988 \uc608\uc2dc 2 \u2013 Dataproc \ud074\ub7ec\uc2a4\ud130 \uad6c\uc131<\/h3>\n\n\n\n<p><strong>\ubb38\uc81c:<\/strong>&nbsp;Dataproc\uc5d0\uc11c Spark+Hadoop \ud074\ub7ec\uc2a4\ud130 \uc0dd\uc131\uc744 \uc704\ud574 \ud544\uc218\uc801\uc73c\ub85c \ud544\uc694\ud55c \uad6c\uc131\uc740 \ubb34\uc5c7\uc778\uac00\uc694?<br><strong>\uc815\ub2f5:<\/strong>&nbsp;\ucd5c\uc18c&nbsp;<strong>1\uac1c\uc758 \ub9c8\uc2a4\ud130 \ub178\ub4dc<\/strong>\uc640&nbsp;<strong>2\uac1c\uc758 \uc6cc\ucee4 \ub178\ub4dc<\/strong>\uac00 \ud544\uc218\uc801\uc73c\ub85c \ud544\uc694\ud569\ub2c8\ub2e4.<br>(\ucd9c\ucc98: Dataproc \uacf5\uc2dd \ubb38\uc11c<a href=\"https:\/\/cloud.google.com\/dataproc\/docs\/concepts\/configuring-clusters\/cluster-properties?hl=ko\" target=\"_blank\" rel=\"noreferrer noopener\">6<\/a>)<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"4.3-%ED%8C%9D%ED%80%B4%EC%A6%88-%EC%98%88%EC%8B%9C-3-%E2%80%93-gcp-%EB%AC%B4%EB%A3%8C-%ED%8B%B0%EC%96%B4\">4.3 \ud31d\ud034\uc988 \uc608\uc2dc 3 \u2013 GCP \ubb34\ub8cc \ud2f0\uc5b4<\/h3>\n\n\n\n<p><strong>\ubb38\uc81c:<\/strong>&nbsp;GCP \ubb34\ub8cc \ud2f0\uc5b4\uc5d0\uc11c BigQuery\uc758 \ubb34\ub8cc \uc81c\uacf5\ub7c9\uc740 \uc5b4\ub5bb\uac8c \ub418\ub098\uc694?<br><strong>\uc815\ub2f5:<\/strong>&nbsp;BigQuery\ub294 \ub9e4\ub2ec&nbsp;<strong>1TB\uc758 \ucffc\ub9ac \ucc98\ub9ac\ub7c9<\/strong>\uacfc&nbsp;<strong>10GB\uc758 \uc800\uc7a5 \uacf5\uac04<\/strong>\uc774 \ubb34\ub8cc\ub85c \uc81c\uacf5\ub429\ub2c8\ub2e4.<br>(\ucd9c\ucc98: Google Cloud Free Program<a href=\"https:\/\/cloud.google.com\/free\/docs\/free-cloud-features\" target=\"_blank\" rel=\"noreferrer noopener\">8<\/a>)<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"4.4-%ED%8C%9D%ED%80%B4%EC%A6%88-%EC%98%88%EC%8B%9C-4-%E2%80%93-dataflow-%ED%8C%8C%EC%9D%B4%ED%94%84%EB%9D%BC%EC%9D%B8\">4.4 \ud31d\ud034\uc988 \uc608\uc2dc 4 \u2013 Dataflow \ud30c\uc774\ud504\ub77c\uc778<\/h3>\n\n\n\n<p><strong>\ubb38\uc81c:<\/strong>&nbsp;Dataflow\ub97c \uc0ac\uc6a9\ud558\uc5ec \ub370\uc774\ud130 \ud30c\uc774\ud504\ub77c\uc778\uc744 \uad6c\ucd95\ud560 \ub54c Apache Beam SDK\ub97c \uc0ac\uc6a9\ud558\ub294 \uc774\uc720\ub294 \ubb34\uc5c7\uc778\uac00\uc694?<br><strong>\uc815\ub2f5:<\/strong>&nbsp;Apache Beam SDK\ub294 \ubc30\uce58 \ubc0f \uc2a4\ud2b8\ub9ac\ubc0d \ud30c\uc774\ud504\ub77c\uc778\uc744 \uc704\ud55c&nbsp;<strong>\uacf5\ud1b5 \ud504\ub85c\uadf8\ub798\ubc0d \ubaa8\ub378<\/strong>\uc744 \uc81c\uacf5\ud558\uba70, DataflowRunner\ub97c \ud1b5\ud574 \ud074\ub77c\uc6b0\ub4dc\uc5d0\uc11c \uc790\ub3d9 \ud655\uc7a5 \uc2e4\ud589\uc774 \uac00\ub2a5\ud558\uae30 \ub54c\ubb38\uc785\ub2c8\ub2e4.<br>(\ucd9c\ucc98: Dataflow Quickstart \u2013 Python<a href=\"https:\/\/cloud.google.com\/dataflow\/docs\/quickstarts\/create-pipeline-python?hl=ko\" target=\"_blank\" rel=\"noreferrer noopener\">10<\/a>)<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"4.5-%ED%8C%9D%ED%80%B4%EC%A6%88-%EC%98%88%EC%8B%9C-5-%E2%80%93-spark-3.0-%EB%A7%88%EC%9D%B4%EA%B7%B8%EB%A0%88%EC%9D%B4%EC%85%98-%EC%84%B1%EB%8A%A5\">4.5 \ud31d\ud034\uc988 \uc608\uc2dc 5 \u2013 Spark 3.0 \ub9c8\uc774\uadf8\ub808\uc774\uc158 \uc131\ub2a5<\/h3>\n\n\n\n<p><strong>\ubb38\uc81c:<\/strong>&nbsp;Spark 2.x\uc5d0\uc11c 3.0\uc73c\ub85c\uc758 \uc804\ud658 \ud6c4, \uc131\ub2a5 \uac1c\uc120\uc728\uc740 \ub300\ub7b5 \uba87 %\ub85c \ubcf4\uace0\ub418\uc5c8\ub098\uc694?<br><strong>\uc815\ub2f5:<\/strong>&nbsp;\ud3c9\uade0&nbsp;<strong>30%\uc5d0\uc11c 60%<\/strong>, \uc77c\ubd80 \uc791\uc5c5\uc5d0\uc11c\ub294 \ucd5c\ub300 **90%**\uae4c\uc9c0 \uac1c\uc120\ub418\uc5c8\ub2e4\ub294 \uc0ac\ub840\uac00 \ubcf4\uace0\ub418\uc5c8\uc2b5\ub2c8\ub2e4.<br>(\ucd9c\ucc98: Slack Engineering<a href=\"https:\/\/slack.engineering\/unlocking-efficiency-and-performance-navigating-the-spark-3-and-emr-6-upgrade-journey-at-slack\/\" target=\"_blank\" rel=\"noreferrer noopener\">12<\/a>, Tredence<a href=\"https:\/\/www.tredence.com\/blog\/first-look-at-performance-improvements-in-spark-30-on-databricks\" target=\"_blank\" rel=\"noreferrer noopener\">13<\/a>)<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"4.6-%EA%B0%9D%EA%B4%80%EC%8B%9D-%EB%AC%B8%EC%A0%9C-%E2%80%93-bigquery-%EB%8F%99%EC%8B%9C-%EC%8B%A4%ED%96%89-%EC%A0%9C%ED%95%9C\">4.6 \uac1d\uad00\uc2dd \ubb38\uc81c \u2013 BigQuery \ub3d9\uc2dc \uc2e4\ud589 \uc81c\ud55c<\/h3>\n\n\n\n<p><strong>\ubb38\uc81c:<\/strong>&nbsp;\ub2e4\uc74c \uc911 BigQuery\uac00 \ud55c \ud504\ub85c\uc81d\ud2b8\ub2f9 \ub3d9\uc2dc\uc5d0 \uc2e4\ud589\ud560 \uc218 \uc788\ub294 \ucffc\ub9ac \uc218\uc758 \ucd5c\ub300\uce58\ub294 \uc5bc\ub9c8\uc778\uac00\uc694?<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>a) 50<\/li>\n\n\n\n<li>b) 100<\/li>\n\n\n\n<li>c) 200<\/li>\n\n\n\n<li>d) 300<br><strong>\uc815\ub2f5:<\/strong>\u00a0a)\u00a0<strong>50\uac1c<\/strong><br>(\ucd9c\ucc98: Error messages<a href=\"https:\/\/cloud.google.com\/bigquery\/docs\/error-messages\" target=\"_blank\" rel=\"noreferrer noopener\">20<\/a>)<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"4.7-%EC%9E%90%EB%8F%99-%EC%B1%84%EC%A0%90-%EC%8B%9C%EC%8A%A4%ED%85%9C-%EA%B5%AC%ED%98%84\">4.7 \uc790\ub3d9 \ucc44\uc810 \uc2dc\uc2a4\ud15c \uad6c\ud604<\/h3>\n\n\n\n<p>\uac15\uc758 \uc911 \uc218\uc5c5\uc758 \uc774\ud574\ub3c4\ub97c \ub192\uc774\uae30 \uc704\ud574 Google Forms\uc640 Apps Script\ub97c \uc0ac\uc6a9\ud55c \uc790\ub3d9 \ucc44\uc810 \uc2dc\uc2a4\ud15c\uc744 \uad6c\ud604\ud569\ub2c8\ub2e4. \uc544\ub798\ub294 \ub2e8\uacc4\ubcc4 \uad6c\ud604 \ub9e4\ub274\uc5bc\uc785\ub2c8\ub2e4.<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>Google Forms \uc0dd\uc131<\/strong>\n<ul class=\"wp-block-list\">\n<li>\uc0c8\ub85c\uc6b4 Google Forms\ub97c \uc0dd\uc131\ud558\uace0, \uac01 \uc139\uc158\uc758 \ud31d\ud034\uc988 \ubb38\uc81c\ub97c \uc785\ub825\ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>\uc751\ub2f5 \uc218\uc9d1 \uc124\uc815<\/strong>\n<ul class=\"wp-block-list\">\n<li>\uc751\ub2f5 \uc218\uc9d1\uc744 \uc704\ud574 Forms\uc758 \uc124\uc815\uc5d0\uc11c \uc774\uba54\uc77c \uc218\uc9d1 \uae30\ub2a5\uc744 \ud65c\uc131\ud654\ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>\uc790\ub3d9 \ucc44\uc810 \uc2a4\ud06c\ub9bd\ud2b8 \uc791\uc131<\/strong>\n<ul class=\"wp-block-list\">\n<li>Google Apps Script\ub97c \uc5f4\uace0, \uc124\uacc4\ud55c \ud034\uc988 \ubb38\uc81c\uc5d0 \ub300\ud55c \uc815\ub2f5\uc744 \uc785\ub825\ud558\uc5ec \ud3c9\uac00 \ub85c\uc9c1\uc744 \uc791\uc131\ud569\ub2c8\ub2e4.<br>(\ucc38\uace0: Google Workspace \ubb38\uc11c<a href=\"https:\/\/developers.google.com\/apps-script\/guides\/triggers\" target=\"_blank\" rel=\"noreferrer noopener\">21<\/a>)<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>\uacb0\uacfc \ud655\uc778 \ubc0f \ud53c\ub4dc\ubc31 \uc81c\uacf5<\/strong>\n<ul class=\"wp-block-list\">\n<li>\uc751\ub2f5\uc774 \uc81c\ucd9c\ub418\uba74 \uc790\ub3d9\uc73c\ub85c \uc810\uc218\ub97c \uacc4\uc0b0\ud558\uc5ec \uac01 \ud559\uc2b5\uc790\uc5d0\uac8c \ud53c\ub4dc\ubc31\uc744 \uc81c\uacf5\ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n<\/li>\n<\/ol>\n\n\n\n<p>\uac01 \ud31d\ud034\uc988\ub294 \uac15\uc758 \uc9c4\ud589 \uc911 \uc2e4\uc81c \uc0ac\ub840\uc640 \uc5f0\uacc4\ud558\uc5ec \ud559\uc0dd\ub4e4\uc774 \ud575\uc2ec \uac1c\ub150\uc744 \uc7ac\ucc28 \ud655\uc778\ud560 \uc218 \uc788\ub3c4\ub85d \uad6c\uc131\ub418\uc5c8\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"5.-%EA%B2%B0%EB%A1%A0-%EB%B0%8F-%EC%A2%85%ED%95%A9-%EC%9A%94%EC%95%BD\">5. \uacb0\ub860 \ubc0f \uc885\ud569 \uc694\uc57d<\/h2>\n\n\n\n<p>\uc774 \uac15\uc758 \ub178\ud2b8\uc5d0\uc11c\ub294 GCP \ud658\uacbd\uc5d0\uc11c \ub300\uc6a9\ub7c9 \ub370\uc774\ud130 \ucc98\ub9ac\ub97c \uc704\ud55c \ud575\uc2ec \uae30\uc220 \ubc0f \uc2e4\ubb34 \uc801\uc6a9 \uc0ac\ub840\ub97c \ud3ed\ub113\uac8c \ub2e4\ub8e8\uc5c8\uc2b5\ub2c8\ub2e4.<br>\uc8fc\uc694 \ub0b4\uc6a9\uc740 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>BigQuery\uc640 Cloud Bigtable<\/strong>: \uac01\uac01\uc758 \uc800\uc7a5 \uc6a9\ub7c9, \ub370\uc774\ud130 \uad6c\uc870 \ubc0f \uc131\ub2a5 \ud2b9\uc131\uc744 \uc774\ud574\ud558\uace0, \uc0ac\uc6a9 \uc0ac\ub840\uc5d0 \ub9de\uac8c \uc120\ud0dd\ud558\ub294 \ubc29\ubc95<\/li>\n\n\n\n<li><strong>Dataproc \ud074\ub7ec\uc2a4\ud130 \uad6c\uc131<\/strong>: \ucd5c\uc18c \uc0ac\uc591\uacfc \ud074\ub7ec\uc2a4\ud130 \uad6c\uc131 \ubc29\ubc95, \ud074\ub7ec\uc2a4\ud130 \ucd5c\uc801\ud654\ub97c \ud1b5\ud55c \uc2e4\ubb34 \uc801\uc6a9 \ubc29\ubc95<\/li>\n\n\n\n<li><strong>Dataflow\uc640 Apache Beam<\/strong>: \ub370\uc774\ud130 \ud30c\uc774\ud504\ub77c\uc778 \uad6c\ucd95 \uc808\ucc28\uc640 \ud074\ub77c\uc6b0\ub4dc \uc2e4\ud589\uc2dc \uc8fc\uc758\uc0ac\ud56d<\/li>\n\n\n\n<li><strong>\uc2e4\ubb34 \uc801\uc6a9 \uc0ac\ub840<\/strong>: Slack, Tredence \ub4f1 \uc2e4\uc81c \uae30\uc5c5\uc758 Spark\/Hadoop \ub9c8\uc774\uadf8\ub808\uc774\uc158 \uc0ac\ub840 \ubc0f \uc131\ub2a5 \uac1c\uc120 \uc218\uce58<\/li>\n\n\n\n<li><strong>\uc2e4\uc2b5 \ubc0f \uc6cc\ud06c\uc0f5 \uc790\ub8cc<\/strong>: BigQuery, NoSQL, \ub370\uc774\ud130 \uc6e8\uc5b4\ud558\uc6b0\uc2a4 \uc2e4\uc2b5\uc744 \uc704\ud55c \ub2e8\uacc4\ubcc4 \uac00\uc774\ub4dc\uc640 \ud15c\ud50c\ub9bf, \uae08\uc735\/\uc758\ub8cc \ubd84\uc57c\uc758 \uc544\ud0a4\ud14d\ucc98 \uad6c\uc131<\/li>\n\n\n\n<li><strong>\ud31d\ud034\uc988\ub97c \ud1b5\ud55c \ud559\uc2b5 \uac15\ud654<\/strong>: \uac15\uc758 \uac01 \uc139\uc158\ub9c8\ub2e4 \uc774\ud574\ub3c4\ub97c \uc810\uac80\ud560 \uc218 \uc788\ub294 \ud31d\ud034\uc988\uc640 \uac1d\uad00\uc2dd \ubb38\uc81c\ub97c \ud3ec\ud568\ud558\uc5ec \ud559\uc2b5\uc790\uac00 \uc2a4\uc2a4\ub85c \uc810\uac80\ud560 \uc218 \uc788\ub3c4\ub85d \ub3c4\uc640\uc90d\ub2c8\ub2e4.<\/li>\n<\/ul>\n\n\n\n<p>\uc774 \ub178\ud2b8\ub294 \uc774\ub860\uacfc \uc2e4\uc2b5\uc744 \uade0\ud615 \uc788\uac8c \uad6c\uc131\ud558\uc5ec, \ucd08\ubcf4\uc790\ub77c\ub3c4 \ubcf5\uc7a1\ud55c GCP \ub370\uc774\ud130 \ucc98\ub9ac \ud658\uacbd\uc744 \ub2e8\uacc4\ubcc4\ub85c \uc774\ud574\ud558\uace0 \uc9c1\uc811 \uc801\uc6a9\ud560 \uc218 \uc788\ub3c4\ub85d \uc124\uacc4\ub418\uc5c8\uc2b5\ub2c8\ub2e4. \ub610\ud55c, \uac01 \uc8fc\uc81c\ub9c8\ub2e4 \uc2e4\ubb34 \uc0ac\ub840\uc640 \uad6c\uccb4\uc801 \uc218\uce58\ub97c \ud3ec\ud568\ud558\uc5ec, \uac15\uc758 \ud6c4 \uc2e4\ubb34 \ud658\uacbd\uc5d0\uc11c \uae30\uc220\uc744 \ubc14\ub85c \ud65c\uc6a9\ud560 \uc218 \uc788\ub294 \uc790\uc2e0\uac10\uc744 \uc2ec\uc5b4\uc90d\ub2c8\ub2e4.<\/p>\n\n\n\n<p>\uac15\uc758 \uc9c4\ud589\uacfc \ud568\uaed8 \uc81c\uacf5\ub418\ub294 \ubaa8\ub4e0 \uc790\ub8cc\uc640 \ucc38\uc870 \ub9c1\ud06c\ub294 \uc2e4\uc81c GCP \uacf5\uc2dd \ubb38\uc11c\uc640 \uc5c5\uacc4 \uc0ac\ub840\ub97c \uae30\ubc18\uc73c\ub85c \ud558\uba70, \ucd5c\uc2e0 \uc815\ucc45 \ubcc0\ud654\uc640 \uc5c5\ub370\uc774\ud2b8\uc5d0 \ub530\ub77c \uc9c0\uc18d\uc801\uc73c\ub85c \uac80\uc99d\ub420 \ud544\uc694\uac00 \uc788\uc2b5\ub2c8\ub2e4. \ud559\uc2b5\uc790 \uc5ec\ub7ec\ubd84\uc740 \uac15\uc758\ub97c \ud1b5\ud574 \ud074\ub77c\uc6b0\ub4dc \uae30\ubc18 \ub370\uc774\ud130 \ucc98\ub9ac\uc758 \uc804\ubc18\uc801\uc778 \uc6d0\ub9ac\uc640 \uc2e4\uc81c \uc801\uc6a9 \uc0ac\ub840\ub97c \ud655\uc2e4\ud558\uac8c \uc775\ud788\uba70, \ud5a5\ud6c4 \ub370\uc774\ud130 \uc5d4\uc9c0\ub2c8\uc5b4\ub85c\uc11c\uc758 \uc5ed\ub7c9\uc744 \ud55c\uce35 \ub354 \uac15\ud654\ud560 \uc218 \uc788\uc744 \uac83\uc785\ub2c8\ub2e4.<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p><strong>\ucc38\uace0 \uc790\ub8cc \ubc0f \ucd9c\ucc98:<\/strong><br>BigQuery Pricing<a href=\"https:\/\/cloud.google.com\/bigquery\/pricing?hl=ko\" target=\"_blank\" rel=\"noreferrer noopener\">4<\/a>, Cloud Blog<a href=\"https:\/\/cloud.google.com\/blog\/topics\/developers-practitioners\/bigtable-vs-bigquery-whats-difference\" target=\"_blank\" rel=\"noreferrer noopener\">3<\/a>, Dataproc \uacf5\uc2dd \ubb38\uc11c<a href=\"https:\/\/cloud.google.com\/dataproc\/docs\/concepts\/configuring-clusters\/cluster-properties?hl=ko\" target=\"_blank\" rel=\"noreferrer noopener\">6<\/a>, Google Cloud Free Program<a href=\"https:\/\/cloud.google.com\/free\/docs\/free-cloud-features\" target=\"_blank\" rel=\"noreferrer noopener\">8<\/a>, OdinSchool PDF<a href=\"https:\/\/www.odinschool.com\/hubfs\/OdinSchool%20M22\/pdf\/Data%20Science%20Bootcamp_16-05-2022.pdf\" target=\"_blank\" rel=\"noreferrer noopener\">1<\/a>, Slack Engineering<a href=\"https:\/\/slack.engineering\/unlocking-efficiency-and-performance-navigating-the-spark-3-and-emr-6-upgrade-journey-at-slack\/\" target=\"_blank\" rel=\"noreferrer noopener\">12<\/a>, Tredence<a href=\"https:\/\/www.tredence.com\/blog\/first-look-at-performance-improvements-in-spark-30-on-databricks\" target=\"_blank\" rel=\"noreferrer noopener\">13<\/a>, CloudSkillsBoost Lab<a href=\"https:\/\/www.cloudskillsboost.google\/course_templates\/3\/labs\/509096\" target=\"_blank\" rel=\"noreferrer noopener\">14<\/a><\/p>\n\n\n\n<p>\uc774 \uac15\uc758 \ub178\ud2b8\uac00 \uc5ec\ub7ec\ubd84\uc774 GCP \ud658\uacbd\uc5d0\uc11c \ub300\uc6a9\ub7c9 \ub370\uc774\ud130\ub97c \ub2e4\ub8e8\uace0 \ubd84\uc11d\ud558\ub294 \ub370 \ud070 \ub3c4\uc6c0\uc774 \ub418\uae30\ub97c \ubc14\ub78d\ub2c8\ub2e4.<\/p>\n\n\n\n<p>Happy Learning!<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"%ED%95%B5%EC%8B%AC-%EC%9A%94%EC%A0%90\">\ud575\uc2ec \uc694\uc810<\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\uac15\uc758 \uac1c\uc694<\/strong>: \ucd1d\u00a0<strong>15\uc2dc\uac04(3\uc77c)<\/strong>\u00a0\ub3d9\uc548 \uc774\ub860(30~40%)\uacfc \uc2e4\uc2b5(60~70%)\uc774 \uade0\ud615 \uc788\uac8c \uad6c\uc131\ub418\uc5b4 GCP \uae30\ubcf8 \uc11c\ube44\uc2a4, NoSQL, Hadoop, Spark, \ub370\uc774\ud130 \uc6e8\uc5b4\ud558\uc6b0\uc2a4 \uad6c\ucd95 \ub4f1\uc744 \ub2e4\ub8f9\ub2c8\ub2e4.<\/li>\n\n\n\n<li><strong>BigQuery vs. Cloud Bigtable<\/strong>: BigQuery\ub294\u00a0<strong>\ud398\ud0c0\ubc14\uc774\ud2b8<\/strong>\u00a0\uaddc\ubaa8 \ub370\uc774\ud130\ub97c \uc800\uc7a5\ud560 \uc218 \uc788\ub294 \ubc18\uba74, Cloud Bigtable\uc740 \ub2e8\uc77c \ud14c\uc774\ube14 \ub2f9 \uc57d\u00a0<strong>6TB<\/strong>\u00a0\uc81c\ud55c\uc774 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n\n\n\n<li><strong>Dataproc \ud074\ub7ec\uc2a4\ud130 \uad6c\uc131<\/strong>: Apache Hadoop\uacfc Spark\ub97c \ud65c\uc6a9\ud558\uae30 \uc704\ud574\uc11c\ub294 \ucd5c\uc18c\u00a0<strong>1\ub300\uc758 \ub9c8\uc2a4\ud130 \ub178\ub4dc<\/strong>\uc640\u00a0<strong>2\ub300 \uc774\uc0c1\uc758 \uc6cc\ucee4 \ub178\ub4dc<\/strong>\uac00 \ud544\uc694\ud569\ub2c8\ub2e4.<\/li>\n\n\n\n<li><strong>Dataflow\uc640 Apache Beam<\/strong>: \ubc30\uce58 \ubc0f \uc2a4\ud2b8\ub9ac\ubc0d \ub370\uc774\ud130\ub97c \ucc98\ub9ac\ud558\uae30 \uc704\ud574 Dataflow\ub97c \uc0ac\uc6a9\ud558\uba70, Apache Beam SDK\ub97c \ud1b5\ud574 \ud074\ub77c\uc6b0\ub4dc\uc5d0\uc11c \uc790\ub3d9 \ud655\uc7a5\uc774 \uac00\ub2a5\ud55c \ub370\uc774\ud130 \ud30c\uc774\ud504\ub77c\uc778\uc744 \uad6c\ucd95\ud569\ub2c8\ub2e4.<\/li>\n\n\n\n<li><strong>\uc2e4\ubb34 \uc801\uc6a9 \uc0ac\ub840 \ubc0f \uc131\ub2a5 \uac1c\uc120<\/strong>: Slack \uc0ac\ub840\uc5d0\uc11c\ub294 Spark\/Hadoop \ud074\ub7ec\uc2a4\ud130 \uc804\ud658 \ud6c4 \uc804\uccb4 \ucc98\ub9ac \uc2dc\uac04\uc774\u00a0<strong>80% \ub2e8\ucd95<\/strong>, Spark 3.0 \uc804\ud658 \uc2dc\u00a0<strong>30~60%<\/strong>, \uc77c\ubd80 \uc791\uc5c5\uc740 \ucd5c\ub300\u00a0<strong>90%<\/strong>\u00a0\uc131\ub2a5 \uac1c\uc120\uc744 \ubcf4\uc600\uc2b5\ub2c8\ub2e4.<\/li>\n\n\n\n<li><strong>\ud31d\ud034\uc988 \ubc0f \uc790\ub3d9 \ucc44\uc810 \uc2dc\uc2a4\ud15c<\/strong>: \uac01 \uc139\uc158\ub9c8\ub2e4 \ud31d\ud034\uc988\ub97c \ud1b5\ud55c \ud559\uc2b5 \uc810\uac80\uacfc Google Forms \ubc0f Apps Script\ub97c \uc774\uc6a9\ud55c\u00a0<strong>\uc790\ub3d9 \ucc44\uc810<\/strong>\u00a0\uc2dc\uc2a4\ud15c\uc774 \ub3c4\uc785\ub418\uc5b4 \ud559\uc2b5\uc790 \uc774\ud574\ub3c4\ub97c \ud655\uc778\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"<p>\uac15\uc758 \uac1c\uc694 \ubaa9\ud45c:\uc774 \uac15\uc758 \ub178\ud2b8\ub294 Google Cloud Platform(GCP)\uc744 \ud65c\uc6a9\ud558\uc5ec \ub300\uc6a9\ub7c9 \ub370\uc774\ud130\ub97c \uc2e4\ubb34\uc801\uc73c\ub85c \ucc98\ub9ac\ud558\ub294 \uae30\uc220\uc5d0 \ub300\ud574 \ubc30\uc6b0\uace0\uc790 \ud558\ub294 \ucd08\ubcf4\uc790\ub4e4\uc744 \ub300\uc0c1\uc73c\ub85c \ud569\ub2c8\ub2e4. \uac15\uc758 \uc2dc\uac04\uc740 \ucd1d 15\uc2dc\uac04(3\uc77c \uacfc\uc815)\uc73c\ub85c, \uc774\ub860 \uac15\uc758\uc640 \uc2e4\uc2b5\uc774 \uade0\ud615 \uc788\uac8c \ubc30\ubd84\ub429\ub2c8\ub2e4.\uc2dc\uac04 \ubd84\ubc30: \ub0a0\uc9dc \uc2dc\uac04 \uc138\ubd80 \ub0b4\uc6a9 1\uc77c\ucc28 09:00 &#8211; 12:00 GCP \uae30\ubcf8 \uc11c\ube44\uc2a4 \ubc0f \uc544\ud0a4\ud14d\ucc98 \uac1c\uc694 (40% \uc774\ub860) 12:00 &#8211; 13:00 \uc810\uc2ec\uc2dc\uac04 13:00 &#8211; 17:00 [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_jetpack_memberships_contains_paid_content":false,"footnotes":""},"categories":[1],"tags":[],"class_list":["post-10","post","type-post","status-publish","format-standard","hentry","category-uncategorized"],"jetpack_featured_media_url":"","jetpack_sharing_enabled":true,"_links":{"self":[{"href":"https:\/\/wordpress.koseongnam.com\/index.php?rest_route=\/wp\/v2\/posts\/10","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/wordpress.koseongnam.com\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/wordpress.koseongnam.com\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/wordpress.koseongnam.com\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/wordpress.koseongnam.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=10"}],"version-history":[{"count":1,"href":"https:\/\/wordpress.koseongnam.com\/index.php?rest_route=\/wp\/v2\/posts\/10\/revisions"}],"predecessor-version":[{"id":11,"href":"https:\/\/wordpress.koseongnam.com\/index.php?rest_route=\/wp\/v2\/posts\/10\/revisions\/11"}],"wp:attachment":[{"href":"https:\/\/wordpress.koseongnam.com\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=10"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/wordpress.koseongnam.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=10"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/wordpress.koseongnam.com\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=10"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}