{"id":4281,"date":"2022-08-05T11:15:16","date_gmt":"2022-08-05T11:15:16","guid":{"rendered":"https:\/\/otus.ru\/journal\/?p=4281"},"modified":"2022-08-05T11:15:17","modified_gmt":"2022-08-05T11:15:17","slug":"dataops-engineering-chitaem-na-habr","status":"publish","type":"post","link":"https:\/\/otus.ru\/journal\/dataops-engineering-chitaem-na-habr\/","title":{"rendered":"DataOps Engineering: \u0447\u0438\u0442\u0430\u0435\u043c \u043d\u0430 \u0425\u0430\u0431\u0440"},"content":{"rendered":"\n<h3 class=\"wp-block-heading\"><a href=\"https:\/\/habr.com\/ru\/company\/otus\/blog\/679104\/\" target=\"_blank\" rel=\"noreferrer noopener\">\u041f\u0440\u043e\u0435\u043a\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435 Data Pipelines \u0432 Apache Airflow<\/a><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u042d\u0442\u0430 \u0441\u0442\u0430\u0442\u044c\u044f \u043f\u043e\u0441\u0432\u044f\u0449\u0435\u043d\u0430 \u043a\u0440\u0430\u0442\u043a\u043e\u043c\u0443 \u0432\u0432\u0435\u0434\u0435\u043d\u0438\u044e \u0432 Airflow \u0438 \u0448\u0430\u0433\u043e\u0432 \u043f\u043e \u0441\u043e\u0437\u0434\u0430\u043d\u0438\u044e \u0438 \u043d\u0430\u0441\u0442\u0440\u043e\u0439\u043a\u0435 \u043a\u043e\u043d\u0432\u0435\u0439\u0435\u0440\u043e\u0432 \u0434\u0430\u043d\u043d\u044b\u0445 (Data Pipelines). \u0421\u043d\u0430\u0447\u0430\u043b\u0430 \u043c\u044b \u0443\u0441\u0442\u0430\u043d\u043e\u0432\u0438\u043c \u0438 \u0441\u043a\u043e\u043d\u0444\u0438\u0433\u0443\u0440\u0438\u0440\u0443\u0435\u043c Airflow. \u0417\u0430\u0442\u0435\u043c \u0440\u0430\u0441\u0441\u043c\u043e\u0442\u0440\u0438\u043c \u043f\u0440\u0430\u043a\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0439 \u043f\u0440\u0438\u043c\u0435\u0440 \u0441\u043e\u0437\u0434\u0430\u043d\u0438\u044f \u0438 \u0437\u0430\u043f\u0443\u0441\u043a\u0430 DAG \u0432 Airflow. \u041d\u0430\u0448\u0435\u0439 \u0446\u0435\u043b\u044c\u044e \u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u043f\u0440\u0430\u043a\u0442\u0438\u0447\u0435\u0441\u043a\u043e\u0435 \u043f\u043e\u043d\u0438\u043c\u0430\u043d\u0438\u0435 \u0440\u0430\u0437\u0432\u0435\u0440\u0442\u044b\u0432\u0430\u043d\u0438\u044f Airflow \u0438 \u0431\u0430\u0437\u043e\u0432\u043e\u0439 \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0438 DAG.<\/p>\n\n\n\n<hr class=\"wp-block-separator\"\/>\n\n\n\n<h3 class=\"wp-block-heading\"><a href=\"https:\/\/habr.com\/ru\/company\/otus\/blog\/650125\/\" target=\"_blank\" rel=\"noreferrer noopener\">\u041a\u0430\u043a \u043e\u0431\u0440\u0430\u0431\u0430\u0442\u044b\u0432\u0430\u0442\u044c \u043e\u0431\u044a\u0435\u043a\u0442\u044b Avro \u0441 \u043f\u043e\u043c\u043e\u0449\u044c\u044e \u0434\u0430\u0442\u0430\u0441\u0435\u0442\u043e\u0432 Spark 3.2 &amp; Scala 2.12<\/a><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u0420\u0430\u0437\u0431\u0435\u0440\u0435\u043c, \u043a\u0430\u043a \u043e\u0431\u0440\u0430\u0431\u0430\u0442\u044b\u0432\u0430\u0442\u044c \u043e\u0431\u044a\u0435\u043a\u0442\u044b JVM, \u0441\u0433\u0435\u043d\u0435\u0440\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0435 \u0438\u0437 \u0441\u0445\u0435\u043c Avro, \u0432 \u0434\u0430\u0442\u0430\u0441\u0435\u0442\u0430\u0445 Spark. \u0412\u043c\u0435\u0441\u0442\u0435 \u0441 \u044d\u0442\u0438\u043c \u0440\u0430\u0441\u0441\u043c\u043e\u0442\u0440\u0438\u043c, \u043a\u0430\u043a \u043e\u0440\u0433\u0430\u043d\u0438\u0437\u043e\u0432\u0430\u0442\u044c \u043a\u043e\u0434 \u043f\u0440\u0438 \u043f\u043e\u043c\u043e\u0449\u0438 \u0448\u0430\u0431\u043b\u043e\u043d\u0430 \u0444\u0443\u043d\u043a\u0446\u0438\u043e\u043d\u0430\u043b\u044c\u043d\u043e\u0433\u043e \u043f\u0440\u043e\u0433\u0440\u0430\u043c\u043c\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u044f &#171;\u043a\u043b\u0430\u0441\u0441 \u0442\u0438\u043f\u043e\u0432&#187; (type class) \u043d\u0430 \u044f\u0437\u044b\u043a\u0435 Scala.<\/p>\n\n\n\n<hr class=\"wp-block-separator\"\/>\n\n\n\n<h3 class=\"wp-block-heading\"><a href=\"https:\/\/habr.com\/ru\/company\/otus\/blog\/648683\/\" target=\"_blank\" rel=\"noreferrer noopener\">DevOps + Data: \u0421\u0438\u043d\u0435\u0440\u0433\u0438\u044f \u0434\u0432\u0443\u0445 \u043c\u0438\u0440\u043e\u0432 = DataOps<\/a><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u0412 \u044d\u0442\u043e\u0439 \u0437\u0430\u043c\u0435\u0442\u043a\u0435 \u0440\u0430\u0441\u0441\u043c\u043e\u0442\u0440\u0438\u043c:<\/p>\n\n\n\n<ol class=\"wp-block-list\"><li>\u041f\u043e\u0447\u0435\u043c\u0443 \u043f\u043e\u044f\u0432\u0438\u043b\u0430\u0441\u044c \u043f\u043e\u0442\u0440\u0435\u0431\u043d\u043e\u0441\u0442\u044c \u0432 DataOps;<\/li><li>\u0422\u0440\u0438 \u043f\u0440\u043e\u0441\u0442\u044b\u0445 \u0438\u0434\u0435\u0438, \u043d\u0430 \u043a\u043e\u0442\u043e\u0440\u044b\u0445 \u0444\u043e\u043a\u0443\u0441\u0438\u0440\u0443\u0435\u0442\u0441\u044f DataOps:<ul><li>\u0420\u0430\u0431\u043e\u0442\u0430 \u0441 \u0434\u0430\u043d\u043d\u044b\u043c\u0438 \u0434\u043e\u043b\u0436\u043d\u0430 \u0431\u044b\u0442\u044c\u00a0\u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u043e\u0439;<\/li><li>\u0410\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430 \u043a\u0430\u043a \u043a\u043e\u0434;<br>(\u041a\u0430\u0436\u0435\u0442\u0441\u044f, \u0447\u0442\u043e \u044d\u0442\u043e \u043b\u043e\u0433\u0438\u0447\u0435\u0441\u043a\u0438 \u0432\u044b\u0442\u0435\u043a\u0430\u0435\u0442 \u0438\u0437 \u043f.1., \u043d\u043e \u043d\u0435 \u0432\u0441\u0435 \u0442\u0430\u043a \u043f\u0440\u043e\u0441\u0442\u043e);<\/li><li>\u0414\u0443\u043c\u0430\u0439\u0442\u0435 \u043e \u0434\u0430\u043d\u043d\u044b\u0445 \u043a\u0430\u043a \u043e\u00a0\u043f\u043b\u0430\u0442\u0444\u043e\u0440\u043c\u0435.<\/li><\/ul><\/li><\/ol>\n\n\n\n<hr class=\"wp-block-separator\"\/>\n\n\n\n<h3 class=\"wp-block-heading\"><a href=\"https:\/\/habr.com\/ru\/company\/otus\/blog\/648435\/\" target=\"_blank\" rel=\"noreferrer noopener\">\u041f\u043b\u0430\u0442\u0444\u043e\u0440\u043c\u0430 \u0434\u0430\u043d\u043d\u044b\u0445 \u043a\u0430\u043a \u0443\u0441\u043b\u0443\u0433\u0430<\/a><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u041a\u043e\u0433\u0434\u0430 \u043c\u044b \u043f\u0440\u043e\u0435\u043a\u0442\u0438\u0440\u0443\u0435\u043c \u0438 \u0441\u043e\u0437\u0434\u0430\u0435\u043c \u043f\u043b\u0430\u0442\u0444\u043e\u0440\u043c\u0443 \u0434\u0430\u043d\u043d\u044b\u0445, \u0442\u043e \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u043c \u043d\u0430\u0434 \u043e\u0431\u0435\u0441\u043f\u0435\u0447\u0435\u043d\u0438\u0435\u043c \u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e\u0441\u0442\u0435\u0439 \u0438 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u043e\u0432, \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u043d\u0435\u043e\u0431\u0445\u043e\u0434\u0438\u043c\u044b \u0434\u0440\u0443\u0433\u0438\u043c \u043a\u043e\u043c\u0430\u043d\u0434\u0430\u043c \u0434\u043b\u044f \u0440\u0430\u0437\u0432\u0438\u0442\u0438\u044f \u0438\u0445 \u043f\u0440\u043e\u0435\u043a\u0442\u043e\u0432.\u00a0<a href=\"https:\/\/habr.com\/ru\/company\/otus\/blog\/648435\/\" target=\"_blank\" rel=\"noreferrer noopener\">\u0427\u0438\u0442\u0430\u0442\u044c \u0434\u0430\u043b\u0435\u0435.<\/a><\/p>\n\n\n\n<hr class=\"wp-block-separator\"\/>\n\n\n\n<h3 class=\"wp-block-heading\">\u0421\u043c\u043e\u0442\u0440\u0438\u0442\u0435 \u0437\u0430\u043f\u0438\u0441\u0438 \u043e\u0442\u043a\u0440\u044b\u0442\u044b\u0445 \u0443\u0440\u043e\u043a\u043e\u0432 \u043a\u0443\u0440\u0441\u0430 <a href=\"https:\/\/otus.ru\/lessons\/dataops\/https:\/\/otus.ru\/lessons\/ml-bigdata\/?utm_source=oj&amp;utm_medium=affilate&amp;utm_campaign=dataops&amp;mxm=[[hash_metrika]]&amp;relogin=True&amp;token=[[token]]\" target=\"_blank\" rel=\"noreferrer noopener\">&#171;DataOps Engineer&#187;<\/a><\/h3>\n\n\n\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-8f761849 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<figure class=\"wp-block-embed is-type-video is-provider-youtube wp-block-embed-youtube wp-embed-aspect-16-9 wp-has-aspect-ratio\"><div class=\"wp-block-embed__wrapper\">\nhttps:\/\/www.youtube.com\/watch?v=CW9CkG40bPM\n<\/div><\/figure>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<figure class=\"wp-block-embed is-type-video is-provider-youtube wp-block-embed-youtube wp-embed-aspect-16-9 wp-has-aspect-ratio\"><div class=\"wp-block-embed__wrapper\">\nhttps:\/\/www.youtube.com\/watch?v=O0XqUVuU3bA\n<\/div><\/figure>\n<\/div>\n<\/div>\n","protected":false},"excerpt":{"rendered":"<p>\u041f\u0440\u043e\u0435\u043a\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435 Data Pipelines \u0432 Apache Airflow \u042d\u0442\u0430 \u0441\u0442\u0430\u0442\u044c\u044f \u043f\u043e\u0441\u0432\u044f\u0449\u0435\u043d\u0430 \u043a\u0440\u0430\u0442\u043a\u043e\u043c\u0443 \u0432\u0432\u0435\u0434\u0435\u043d\u0438\u044e \u0432 Airflow \u0438 \u0448\u0430\u0433\u043e\u0432 \u043f\u043e \u0441\u043e\u0437\u0434\u0430\u043d\u0438\u044e \u0438 \u043d\u0430\u0441\u0442\u0440\u043e\u0439\u043a\u0435 \u043a\u043e\u043d\u0432\u0435\u0439\u0435\u0440\u043e\u0432 \u0434\u0430\u043d\u043d\u044b\u0445 (Data Pipelines). \u0421\u043d\u0430\u0447\u0430\u043b\u0430 \u043c\u044b \u0443\u0441\u0442\u0430\u043d\u043e\u0432\u0438\u043c \u0438 \u0441\u043a\u043e\u043d\u0444\u0438\u0433\u0443\u0440\u0438\u0440\u0443\u0435\u043c Airflow. \u0417\u0430\u0442\u0435\u043c \u0440\u0430\u0441\u0441\u043c\u043e\u0442\u0440\u0438\u043c \u043f\u0440\u0430\u043a\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0439 \u043f\u0440\u0438\u043c\u0435\u0440 \u0441\u043e\u0437\u0434\u0430\u043d\u0438\u044f \u0438 \u0437\u0430\u043f\u0443\u0441\u043a\u0430 DAG \u0432 Airflow. \u041d\u0430\u0448\u0435\u0439 \u0446\u0435\u043b\u044c\u044e \u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u043f\u0440\u0430\u043a\u0442\u0438\u0447\u0435\u0441\u043a\u043e\u0435 \u043f\u043e\u043d\u0438\u043c\u0430\u043d\u0438\u0435 \u0440\u0430\u0437\u0432\u0435\u0440\u0442\u044b\u0432\u0430\u043d\u0438\u044f Airflow \u0438 \u0431\u0430\u0437\u043e\u0432\u043e\u0439 \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0438 DAG. \u041a\u0430\u043a \u043e\u0431\u0440\u0430\u0431\u0430\u0442\u044b\u0432\u0430\u0442\u044c \u043e\u0431\u044a\u0435\u043a\u0442\u044b Avro \u0441 [&hellip;]<\/p>\n","protected":false},"author":10,"featured_media":4282,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[7],"class_list":["post-4281","post","type-post","status-publish","format-standard","has-post-thumbnail","","category-pro-it","tag-podborka"],"aioseo_notices":[],"aioseo_head":"\n\t\t<!-- All in One SEO 4.9.9 - aioseo.com -->\n\t<meta name=\"description\" content=\"\u041f\u0440\u043e\u0435\u043a\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435 Data Pipelines \u0432 Apache Airflow \u042d\u0442\u0430 \u0441\u0442\u0430\u0442\u044c\u044f \u043f\u043e\u0441\u0432\u044f\u0449\u0435\u043d\u0430 \u043a\u0440\u0430\u0442\u043a\u043e\u043c\u0443 \u0432\u0432\u0435\u0434\u0435\u043d\u0438\u044e \u0432 Airflow \u0438 \u0448\u0430\u0433\u043e\u0432 \u043f\u043e \u0441\u043e\u0437\u0434\u0430\u043d\u0438\u044e \u0438 \u043d\u0430\u0441\u0442\u0440\u043e\u0439\u043a\u0435 \u043a\u043e\u043d\u0432\u0435\u0439\u0435\u0440\u043e\u0432 \u0434\u0430\u043d\u043d\u044b\u0445 (Data Pipelines). \u0421\u043d\u0430\u0447\u0430\u043b\u0430 \u043c\u044b \u0443\u0441\u0442\u0430\u043d\u043e\u0432\u0438\u043c \u0438 \u0441\u043a\u043e\u043d\u0444\u0438\u0433\u0443\u0440\u0438\u0440\u0443\u0435\u043c Airflow. \u0417\u0430\u0442\u0435\u043c \u0440\u0430\u0441\u0441\u043c\u043e\u0442\u0440\u0438\u043c \u043f\u0440\u0430\u043a\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0439 \u043f\u0440\u0438\u043c\u0435\u0440 \u0441\u043e\u0437\u0434\u0430\u043d\u0438\u044f \u0438 \u0437\u0430\u043f\u0443\u0441\u043a\u0430 DAG \u0432 Airflow. \u041d\u0430\u0448\u0435\u0439 \u0446\u0435\u043b\u044c\u044e \u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u043f\u0440\u0430\u043a\u0442\u0438\u0447\u0435\u0441\u043a\u043e\u0435 \u043f\u043e\u043d\u0438\u043c\u0430\u043d\u0438\u0435 \u0440\u0430\u0437\u0432\u0435\u0440\u0442\u044b\u0432\u0430\u043d\u0438\u044f Airflow \u0438 \u0431\u0430\u0437\u043e\u0432\u043e\u0439 \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0438 DAG. \u041a\u0430\u043a \u043e\u0431\u0440\u0430\u0431\u0430\u0442\u044b\u0432\u0430\u0442\u044c \u043e\u0431\u044a\u0435\u043a\u0442\u044b Avro \u0441\" \/>\n\t<meta name=\"robots\" content=\"max-image-preview:large\" \/>\n\t<meta name=\"author\" content=\"K. 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