{"id":4093,"date":"2023-02-10T07:59:29","date_gmt":"2023-02-10T07:59:29","guid":{"rendered":"https:\/\/topviecit.vn\/blog\/?p=4093"},"modified":"2023-09-20T04:05:56","modified_gmt":"2023-09-20T04:05:56","slug":"lo-trinh-thang-tien-data-engineer","status":"publish","type":"post","link":"https:\/\/topviecit.vn\/blog\/lo-trinh-thang-tien-data-engineer\/","title":{"rendered":"Kh\u00e1m ph\u00e1 l\u1ed9 tr\u00ecnh th\u0103ng ti\u1ebfn c\u1ee7a Data Engineer m\u1edbi nh\u1ea5t 2023"},"content":{"rendered":"\n<p>D\u1eef li\u1ec7u (data) \u0111ang ng\u00e0y c\u00e0ng ph\u1ed5 bi\u1ebfn v\u00e0 mang \u0111\u1ebfn nhi\u1ec1u gi\u00e1 tr\u1ecb h\u01a1n cho doanh nghi\u1ec7p. Do \u0111\u00f3, nhu c\u1ea7u tuy\u1ec3n d\u1ee5ng <strong><a href=\"https:\/\/topviecit.vn\/blog\/lo-trinh-thang-tien-data-engineer\/\" target=\"_blank\" rel=\"noreferrer noopener\">Data Engineer<\/a><\/strong> c\u0169ng t\u0103ng tr\u01b0\u1edfng theo v\u1edbi s\u1ef1 ph\u1ed5 bi\u1ebfn n\u00e0y. H\u00e3y c\u00f9ng <a href=\"https:\/\/topviecit.vn\/\" target=\"_blank\" rel=\"noreferrer noopener\"><strong>TopviecIT<\/strong><\/a> t\u00ecm hi\u1ec3u r\u00f5 h\u01a1n v\u1ec1 v\u1ecb tr\u00ed n\u00e0y nh\u00e9.<\/p>\n\n\n\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_63 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 \" >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=\"Toggle Table of Content\"><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:\/\/topviecit.vn\/blog\/lo-trinh-thang-tien-data-engineer\/#Tong_quan_ve_nghe_Data_Engineer_can_biet\" title=\"T\u1ed5ng quan v\u1ec1 ngh\u1ec1 Data Engineer c\u1ea7n bi\u1ebft\">T\u1ed5ng quan v\u1ec1 ngh\u1ec1 Data Engineer c\u1ea7n bi\u1ebft<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/topviecit.vn\/blog\/lo-trinh-thang-tien-data-engineer\/#Data_Engineer_la_gi\" title=\"Data Engineer l\u00e0 g\u00ec?\">Data Engineer l\u00e0 g\u00ec?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/topviecit.vn\/blog\/lo-trinh-thang-tien-data-engineer\/#Can_gi_de_tro_thanh_Data_Engineer\" title=\"C\u1ea7n g\u00ec \u0111\u1ec3 tr\u1edf th\u00e0nh Data Engineer?\">C\u1ea7n g\u00ec \u0111\u1ec3 tr\u1edf th\u00e0nh Data Engineer?<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/topviecit.vn\/blog\/lo-trinh-thang-tien-data-engineer\/#Lo_trinh_thang_tien_cua_Data_Engineer\" title=\"L\u1ed9 tr\u00ecnh th\u0103ng ti\u1ebfn c\u1ee7a Data Engineer\">L\u1ed9 tr\u00ecnh th\u0103ng ti\u1ebfn c\u1ee7a Data Engineer<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/topviecit.vn\/blog\/lo-trinh-thang-tien-data-engineer\/#Junior_Data_Engineer\" title=\"Junior Data Engineer\">Junior Data Engineer<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/topviecit.vn\/blog\/lo-trinh-thang-tien-data-engineer\/#Mid-Level_Data_Engineer\" title=\"Mid-Level Data Engineer\">Mid-Level Data Engineer<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/topviecit.vn\/blog\/lo-trinh-thang-tien-data-engineer\/#Senior_Data_Engineer\" title=\"Senior Data Engineer\">Senior Data Engineer<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/topviecit.vn\/blog\/lo-trinh-thang-tien-data-engineer\/#Lead_Data_Engineer\" title=\"Lead Data Engineer\">Lead Data Engineer<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-9\" href=\"https:\/\/topviecit.vn\/blog\/lo-trinh-thang-tien-data-engineer\/#Head_Of_Data_Engineering\" title=\"Head Of Data Engineering\">Head Of Data Engineering<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-10\" href=\"https:\/\/topviecit.vn\/blog\/lo-trinh-thang-tien-data-engineer\/#CDO_%E2%80%93_Chief_Data_Officer\" title=\"CDO &#8211; Chief Data Officer\">CDO &#8211; Chief Data Officer<\/a><\/li><\/ul><\/li><\/ul><\/nav><\/div>\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Tong_quan_ve_nghe_Data_Engineer_can_biet\"><\/span><strong>T\u1ed5ng quan v\u1ec1 ngh\u1ec1 Data Engineer c\u1ea7n bi\u1ebft<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Data_Engineer_la_gi\"><\/span><strong>Data Engineer l\u00e0 g\u00ec?<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>Data Engineer (k\u1ef9 s\u01b0 d\u1eef li\u1ec7u) s\u1ebd l\u00e0 nh\u00e2n vi\u00ean IT \u0111\u1ea3m nhi\u1ec7m nh\u1eefng v\u1ea5n \u0111\u1ec1 li\u00ean quan \u0111\u1ebfn thi\u1ebft k\u1ebf, x\u00e2y d\u1ef1ng c\u00e1c h\u1ec7 th\u1ed1ng \u0111\u1ec3 thu th\u1eadp, l\u01b0u tr\u1eef, ph\u00e2n t\u00edch d\u1eef li\u1ec7u quy m\u00f4 l\u1edbn theo y\u00eau c\u1ea7u. Ng\u00e0y nay, khi h\u01a1n<strong> 2.5 tri\u1ec7u byte<\/strong> d\u1eef li\u1ec7u \u0111\u01b0\u1ee3c t\u1ea1o ra m\u1ed7i ng\u00e0y (<strong>BMI<\/strong>), vi\u1ec7c s\u1eed d\u1ee5ng d\u1eef li\u1ec7u \u0111ang l\u00e0 m\u1ed9t trong nh\u1eefng nhu c\u1ea7u v\u00e0 v\u1ea5n \u0111\u1ec1 m\u00e0 doanh nghi\u1ec7p c\u1ea7n th\u1ef1c hi\u1ec7n \u0111\u1ec3 c\u00f3 th\u1ec3 t\u1ea1o ra \u0111\u01b0\u1ee3c l\u1ee3i th\u1ebf c\u1ea1nh tranh.<\/p>\n\n\n\n<p>L\u0129nh v\u1ef1c Data c\u0169ng ng\u00e0y c\u00e0ng \u0111\u01b0\u1ee3c m\u1edf r\u1ed9ng h\u01a1n v\u00e0 \u1ee9ng d\u1ee5ng v\u00e0o nhi\u1ec1u ng\u00e0nh c\u00f4ng nghi\u1ec7p kh\u00e1c nhau. Nh\u1eefng t\u1ed5 ch\u1ee9c, doanh nghi\u1ec7p ng\u00e0y nay c\u00f3 nhu c\u1ea7u thu th\u1eadp, ph\u00e2n t\u00edch v\u00e0 v\u1eadn d\u1ee5ng \u0111\u01b0\u1ee3c nh\u1eefng kho d\u1eef li\u1ec7u l\u1edbn s\u1ebd c\u1ea7n c\u00f3 c\u00e1c nh\u00e2n s\u1ef1 ph\u1ee5 tr\u00e1ch v\u1ea5n \u0111\u1ec1 n\u00e0y. Do \u0111\u00f3, v\u1ecb tr\u00ed nh\u1eefng k\u1ef9 s\u01b0 d\u1eef li\u1ec7u \u0111\u01b0\u1ee3c ra \u0111\u1eddi \u0111\u1ec3&nbsp;\u0111\u1ea3m b\u1ea3o d\u1eef li\u1ec7u \u1edf tr\u1ea1ng th\u00e1i c\u00f3 th\u1ec3 s\u1eed d\u1ee5ng cao v\u00e0o th\u1eddi \u0111i\u1ec3m d\u1eef li\u1ec7u \u0111\u1ebfn tay c\u00e1c nh\u00e0 khoa h\u1ecdc v\u00e0 nh\u00e0 ph\u00e2n t\u00edch d\u1eef li\u1ec7u.<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"800\" height=\"500\" src=\"https:\/\/topviecit.vn\/blog\/wp-content\/uploads\/2023\/02\/Data-Engineer-topcv-1.jpg\" alt=\"Data Engineer \u0111ang l\u00e0 m\u1ed9t ng\u00e0nh c\u00f3 xu h\u01b0\u1edbng t\u0103ng tr\u01b0\u1edfng t\u1ed1t trong t\u01b0\u01a1ng lai\" class=\"wp-image-4095\" srcset=\"https:\/\/topviecit.vn\/blog\/wp-content\/uploads\/2023\/02\/Data-Engineer-topcv-1.jpg 800w, https:\/\/topviecit.vn\/blog\/wp-content\/uploads\/2023\/02\/Data-Engineer-topcv-1-640x400.jpg 640w, https:\/\/topviecit.vn\/blog\/wp-content\/uploads\/2023\/02\/Data-Engineer-topcv-1-768x480.jpg 768w\" sizes=\"auto, (max-width: 800px) 100vw, 800px\" \/><figcaption class=\"wp-element-caption\"><em>Data Engineer \u0111ang l\u00e0 m\u1ed9t ng\u00e0nh c\u00f3 xu h\u01b0\u1edbng t\u0103ng tr\u01b0\u1edfng t\u1ed1t trong t\u01b0\u01a1ng lai<\/em><\/figcaption><\/figure><\/div>\n\n\n<p>Trong s\u1ed1 t\u1ea5t c\u1ea3 c\u00e1c l\u0129nh v\u1ef1c, nhu c\u1ea7u v\u1ec1 k\u1ef9 thu\u1eadt d\u1eef li\u1ec7u t\u0103ng cao nh\u1ea5t trong l\u0129nh v\u1ef1c C\u00f4ng ngh\u1ec7. Theo B<strong>\u00e1o c\u00e1o vi\u1ec7c l\u00e0m n\u0103m 2020<\/strong> c\u1ee7a <strong>Dice Tech<\/strong>, s\u1ef1 ph\u00e1t tri\u1ec3n c\u1ee7a k\u1ef9 thu\u1eadt d\u1eef li\u1ec7u \u0111\u00e3 t\u0103ng t\u1ed1c trong l\u0129nh v\u1ef1c c\u00f4ng ngh\u1ec7 v\u1edbi m\u1ee9c t\u0103ng tr\u01b0\u1edfng \u0111\u01b0\u1ee3c d\u1ef1 \u0111o\u00e1n l\u00e0 <strong>50% <\/strong>h\u00e0ng n\u0103m v\u1ec1 s\u1ed1 l\u01b0\u1ee3ng v\u1ecb tr\u00ed tuy\u1ec3n d\u1ee5ng.<\/p>\n\n\n\n<p>Xem th\u00eam: <strong><a href=\"https:\/\/topviecit.vn\/blog\/top-viec-lam-data-hot-nhat-nganh-khoa-hoc-du-lieu\/\" target=\"_blank\" rel=\"noreferrer noopener\">Top Vi\u1ec7c L\u00e0m Data Hot Nh\u1ea5t Trong Ng\u00e0nh Khoa H\u1ecdc D\u1eef Li\u1ec7u<\/a><\/strong><\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Can_gi_de_tro_thanh_Data_Engineer\"><\/span><strong>C\u1ea7n g\u00ec \u0111\u1ec3 tr\u1edf th\u00e0nh Data Engineer?<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>V\u1eady, l\u00e0m th\u1ebf n\u00e0o \u0111\u1ec3 tr\u1edf th\u00e0nh Data Engineer s\u1ebd c\u1ea7n ph\u1ea3i h\u1ecdc g\u00ec, c\u00f3 nh\u1eefng k\u1ef9 n\u0103ng n\u00e0o? D\u01b0\u1edbi \u0111\u00e2y s\u1ebd l\u00e0 m\u1ed9t s\u1ed1 g\u1ee3i \u00fd \u0111\u1ec3 b\u1ea1n c\u00f3 th\u1ec3 bi\u1ebft n\u00ean c\u1ea7n l\u00e0m g\u00ec \u0111\u1ec3 c\u00f3 th\u1ec3 tr\u1edf th\u00e0nh k\u1ef9 s\u01b0 d\u1eef li\u1ec7u. Bao g\u1ed3m:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Ki\u1ebfn th\u1ee9c chuy\u00ean m\u00f4n: M\u1ed9t k\u1ef9 s\u01b0 d\u1eef li\u1ec7u n\u00ean th\u00e0nh th\u1ea1o nh\u1eefng ki\u1ebfn th\u1ee9c chuy\u00ean m\u00f4n li\u00ean quan \u0111\u1ebfn vi\u1ebft code, Automation, scripting (vi\u1ebft k\u1ecbch b\u1ea3n, xu h\u01b0\u1edbng), h\u1ec7 th\u1ed1ng ETL (li\u00ean quan \u0111\u1ebfn tr\u00edch xu\u1ea5t, bi\u1ebfn \u0111\u1ed5i d\u1eef li\u1ec7u), <a href=\"https:\/\/topviecit.vn\/blog\/he-quan-tri-co-so-du-lieu-la-gi\/\" target=\"_blank\" rel=\"noreferrer noopener\"><strong>h\u1ec7 qu\u1ea3n tr\u1ecb c\u01a1 s\u1edf d\u1eef li\u1ec7u<\/strong><\/a> quan h\u1ec7 &#8211; kh\u00f4ng quan h\u1ec7, Machine Learning, c\u00e1c c\u00f4ng c\u1ee5 v\u1ec1 Big data, \u0111i\u1ec7n to\u00e1n \u0111\u00e1m m\u00e2y, b\u1ea3o m\u1eadt d\u1eef li\u1ec7u,&#8230;<\/li>\n\n\n\n<li>Y\u00eau c\u1ea7u b\u1eb1ng c\u1ea5p, ch\u1ee9ng ch\u1ec9: B\u1ea1n c\u00f3 th\u1ec3 tham gia th\u00eam c\u00e1c kh\u00f3a h\u1ecdc ng\u1eafn h\u1ea1n cung c\u1ea5p c\u00e1c ch\u1ee9ng ch\u1ec9 \u0111\u1ec3 l\u00e0m vi\u1ec7c v\u1edbi vai tr\u00f2 l\u00e0 m\u1ed9t k\u1ef9 s\u01b0 d\u1eef li\u1ec7u. V\u00ed d\u1ee5 nh\u01b0 ch\u1ee9ng nh\u1eadn Cloudera t\u1eeb Google Cloud.<\/li>\n\n\n\n<li>R\u00e8n luy\u1ec7n th\u00eam c\u00e1c k\u1ef9 n\u0103ng m\u1ec1m h\u1eefu \u00edch cho c\u00f4ng vi\u1ec7c: V\u00ed d\u1ee5 nh\u01b0 k\u1ef9 n\u0103ng giao ti\u1ebfp t\u1ed1t, bi\u1ebft c\u00e1c l\u00e0m vi\u1ec7c v\u1edbi \u0111\u1ed9i nh\u00f3m, c\u00f3 th\u1ec3 l\u00e0m vi\u1ec7c \u0111\u1ed9c l\u1eadp, bi\u1ebft qu\u1ea3n l\u00fd th\u1eddi gian, c\u00f4ng vi\u1ec7c khoa h\u1ecdc,&#8230;<\/li>\n<\/ul>\n\n\n\n<p>\u0110\u1ec3 hi\u1ec3u r\u00f5 h\u01a1n v\u1ec1 Data Engineer l\u00e0m g\u00ec v\u00e0 l\u1ed9 tr\u00ecnh h\u1ecdc \u0111\u1ec3 tr\u1edf th\u00e0nh Data Engineer, m\u1eddi b\u1ea1n theo d\u00f5i b\u00e0i vi\u1ebft sau:<\/p>\n\n\n\n<p><em>&gt;&gt;&gt; <strong><a href=\"https:\/\/topviecit.vn\/blog\/data-engineer-la-gi\/\">Data Engineer l\u00e0 g\u00ec? M\u00f4 t\u1ea3 chi ti\u1ebft c\u00f4ng vi\u1ec7c v\u00e0 l\u1ed9 tr\u00ecnh h\u1ecdc<\/a><\/strong><\/em><\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"800\" height=\"500\" src=\"https:\/\/topviecit.vn\/blog\/wp-content\/uploads\/2023\/02\/Data-Engineer-topcv-3.jpg\" alt=\"B\u1ea1n s\u1ebd c\u1ea7n trau d\u1ed3i nhi\u1ec1u ki\u1ebfn th\u1ee9c chuy\u00ean m\u00f4n \u0111\u1ec3 tr\u1edf th\u00e0nh k\u1ef9 s\u01b0 d\u1eef li\u1ec7u\" class=\"wp-image-4097\" srcset=\"https:\/\/topviecit.vn\/blog\/wp-content\/uploads\/2023\/02\/Data-Engineer-topcv-3.jpg 800w, https:\/\/topviecit.vn\/blog\/wp-content\/uploads\/2023\/02\/Data-Engineer-topcv-3-640x400.jpg 640w, https:\/\/topviecit.vn\/blog\/wp-content\/uploads\/2023\/02\/Data-Engineer-topcv-3-768x480.jpg 768w\" sizes=\"auto, (max-width: 800px) 100vw, 800px\" \/><figcaption class=\"wp-element-caption\"><em>B\u1ea1n s\u1ebd c\u1ea7n trau d\u1ed3i nhi\u1ec1u ki\u1ebfn th\u1ee9c chuy\u00ean m\u00f4n \u0111\u1ec3 tr\u1edf th\u00e0nh k\u1ef9 s\u01b0 d\u1eef li\u1ec7u<\/em><\/figcaption><\/figure><\/div>\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Lo_trinh_thang_tien_cua_Data_Engineer\"><\/span><strong>L\u1ed9 tr\u00ecnh th\u0103ng ti\u1ebfn c\u1ee7a Data Engineer<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>L\u1ed9 tr\u00ecnh th\u0103ng ti\u1ebfn c\u1ee7a Data Engineer s\u1ebd c\u00f3 nh\u1eefng n\u00e9t t\u01b0\u01a1ng \u0111\u1ed3ng v\u1edbi c\u00e1c v\u1ecb tr\u00ed kh\u00e1c trong l\u0129nh v\u1ef1c IT khi \u0111\u00edch \u0111\u1ebfn cu\u1ed1i c\u00f9ng l\u00e0 v\u1ecb tr\u00ed CTO &#8211; Chief Technology Office. D\u01b0\u1edbi \u0111\u00e2y l\u00e0 nh\u1eefng v\u1ecb tr\u00ed m\u00e0 Data Engineer s\u1ebd tr\u1ea3i qua tr\u00ean con \u0111\u01b0\u1eddng s\u1ef1 nghi\u1ec7p c\u1ee7a m\u00ecnh.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Junior_Data_Engineer\"><\/span><strong>Junior Data Engineer<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>\u0110\u00e2y l\u00e0 v\u1ecb tr\u00ed g\u1ea7n nh\u01b0 \u0111\u1ea7u ti\u00ean khi b\u1ea1n b\u1eaft \u0111\u1ea7u v\u1edbi c\u00f4ng vi\u1ec7c k\u1ef9 s\u01b0 d\u1eef li\u1ec7u. Tr\u01b0\u1edbc \u0111\u00f3, b\u1ea1n c\u00f3 th\u1ec3 \u0111\u00e3 tr\u1ea3i qua nh\u1eefng v\u1ecb tr\u00ed t\u01b0\u01a1ng t\u1ef1 nh\u01b0 th\u1ef1c t\u1eadp sinh ho\u1eb7c entry level. M\u1ed9t Junior th\u01b0\u1eddng s\u1ebd l\u00e0m nh\u1eefng c\u00f4ng vi\u1ec7c xung quanh qu\u00e1 tr\u00ecnh s\u1eeda l\u1ed7i, th\u1ef1c hi\u1ec7n nhi\u1ec7m v\u1ee5 \u0111\u01a1n gi\u1ea3n cho c\u00e1c d\u1ef1 \u00e1n.&nbsp;<\/p>\n\n\n\n<p>Ngo\u00e0i ra, v\u1ecb tr\u00ed n\u00e0y c\u0169ng li\u00ean quan \u0111\u1ebfn vi\u1ec7c x\u00e2y d\u1ef1ng, m\u1edf r\u1ed9ng quy m\u00f4 v\u00e0 duy tr\u00ec c\u01a1 s\u1edf h\u1ea1 t\u1ea7ng d\u1eef li\u1ec7u cao c\u1ea5p c\u00f9ng c\u00e1c level kh\u00e1c. H\u1ea7u h\u1ebft, giai \u0111o\u1ea1n Junior s\u1ebd li\u00ean quan \u0111\u1ebfn qu\u00e1 tr\u00ecnh h\u1ecdc h\u1ecfi, t\u00edch l\u0169y kinh nghi\u1ec7m nhi\u1ec1u h\u01a1n. \u0110\u1ed1i v\u1edbi k\u1ef9 s\u01b0 d\u1eef li\u1ec7u, giai \u0111o\u1ea1n n\u00e0y th\u01b0\u1eddng k\u00e9o d\u00e0i t\u1eeb 1 &#8211; 3 n\u0103m.<\/p>\n\n\n\n<p>Xem th\u00eam: <strong><a href=\"https:\/\/topviecit.vn\/blog\/junior-developer-la-gi\/\" target=\"_blank\" rel=\"noreferrer noopener\">Junior Developer L\u00e0 G\u00ec? M\u1ee9c Thu Nh\u1eadp C\u00f3 Cao Kh\u00f4ng?<\/a><\/strong><\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"800\" height=\"500\" src=\"https:\/\/topviecit.vn\/blog\/wp-content\/uploads\/2023\/02\/Data-Engineer-topcv-5.jpg\" alt=\"B\u1ea1n c\u00f3 th\u1ec3 l\u00e0m vi\u1ec7c \u1edf v\u1ecb tr\u00ed Junior t\u1eeb 1 - 3 n\u0103m \u0111\u1ec3 t\u00edch l\u0169y kinh nghi\u1ec7m\" class=\"wp-image-4099\" srcset=\"https:\/\/topviecit.vn\/blog\/wp-content\/uploads\/2023\/02\/Data-Engineer-topcv-5.jpg 800w, https:\/\/topviecit.vn\/blog\/wp-content\/uploads\/2023\/02\/Data-Engineer-topcv-5-640x400.jpg 640w, https:\/\/topviecit.vn\/blog\/wp-content\/uploads\/2023\/02\/Data-Engineer-topcv-5-768x480.jpg 768w\" sizes=\"auto, (max-width: 800px) 100vw, 800px\" \/><figcaption class=\"wp-element-caption\"><em>B\u1ea1n c\u00f3 th\u1ec3 l\u00e0m vi\u1ec7c \u1edf v\u1ecb tr\u00ed Junior t\u1eeb 1 &#8211; 3 n\u0103m \u0111\u1ec3 t\u00edch l\u0169y kinh nghi\u1ec7m<\/em><\/figcaption><\/figure><\/div>\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Mid-Level_Data_Engineer\"><\/span><strong>Mid-Level Data Engineer<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>Sau qu\u00e1 tr\u00ecnh t\u00edch l\u0169y \u1edf v\u1ecb tr\u00ed Junior, b\u1ea1n c\u00f3 th\u1ec3 chuy\u1ec3n \u0111\u1ed5i c\u00f4ng vi\u1ec7c c\u1ee7a m\u00ecnh th\u00e0nh Mid-Level Data Engineer. V\u1edbi c\u1ea5p \u0111\u1ed9 n\u00e0y, c\u00e1c k\u1ef9 s\u01b0 d\u1eef li\u1ec7u c\u1ea5p trung s\u1ebd \u0111\u00f3ng vai tr\u00f2 \u0111\u1ecbnh h\u01b0\u1edbng nhi\u1ec7m v\u1ee5 cho nh\u00f3m nh\u00e2n vi\u00ean c\u1ea5p \u0111\u1ed9 th\u1ea5p h\u01a1n. H\u1ecd c\u0169ng s\u1ebd th\u1ef1c hi\u1ec7n th\u00eam c\u00e1c y\u00eau c\u1ea7u c\u00f4ng vi\u1ec7c kh\u00f3 h\u01a1n.<\/p>\n\n\n\n<p>B\u00ean c\u1ea1nh \u0111\u00f3, nh\u1eefng k\u1ef9 s\u01b0 c\u1ea5p trung c\u0169ng s\u1ebd b\u1eaft \u0111\u1ea7u \u0111\u1ea3m nhi\u1ec7m c\u00e1c vai tr\u00f2 li\u00ean quan \u0111\u1ebfn qu\u1ea3n l\u00fd d\u1ef1 \u00e1n v\u00e0 ch\u1ee7 \u0111\u1ed9ng h\u01a1n trong giai \u0111o\u1ea1n n\u00e0y. H\u1ecd c\u0169ng s\u1ebd b\u1eaft \u0111\u1ea7u c\u1ed9ng t\u00e1c v\u1edbi nhi\u1ec1u b\u1ed9 ph\u1eadn kh\u00e1c nh\u01b0<strong> <\/strong><a href=\"https:\/\/topviecit.vn\/blog\/product-manager-la-gi\/\" target=\"_blank\" rel=\"noreferrer noopener\"><strong>Product Manager<\/strong><\/a>, <a href=\"https:\/\/topviecit.vn\/blog\/data-science-la-gi\/\" target=\"_blank\" rel=\"noreferrer noopener\"><strong>Data Scientist<\/strong><\/a>,&#8230; Giai \u0111o\u1ea1n Mid-Level th\u01b0\u1eddng k\u00e9o d\u00e0i t\u1eeb 3 &#8211; 5 n\u0103m \u0111\u1ebfn khi h\u1ecd t\u00ecm ki\u1ebfm \u0111\u01b0\u1ee3c xu h\u01b0\u1edbng ph\u00e1t tri\u1ec3n m\u00e0 m\u00ecnh mong mu\u1ed1n.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Senior_Data_Engineer\"><\/span><strong>Senior Data Engineer<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>\u0110\u1ed1i v\u1edbi nh\u1eefng k\u1ef9 s\u01b0 d\u1eef li\u1ec7u sau khi tr\u1ea3i qua giai \u0111o\u1ea1n Mid-level v\u00e0 mu\u1ed1n ph\u00e1t tri\u1ec3n chuy\u00ean s\u00e2u h\u01a1n, h\u1ecd c\u00f3 th\u1ec3 tr\u1edf th\u00e0nh c\u00e1c Senior Engineer &#8211; k\u1ef9 s\u01b0 d\u1eef li\u1ec7u c\u1ea5p cao. \u0110\u1ed1i v\u1edbi v\u1ecb tr\u00ed n\u00e0y, h\u1ecd \u0111\u1ea3m nhi\u1ec7m nhi\u1ec1u vai tr\u00f2 li\u00ean quan \u0111\u1ebfn x\u00e2y d\u1ef1ng, duy tr\u00ec h\u1ec7 th\u1ed1ng, m\u00f4 h\u00ecnh thu th\u1eadp d\u1eef li\u1ec7u. Nh\u1eefng nhi\u1ec7m v\u1ee5 n\u00e0y y\u00eau c\u1ea7u b\u1ea3n th\u00e2n Senior ph\u1ea3i \u0111a nhi\u1ec7m, \u0111a ch\u1ee9c n\u0103ng nhi\u1ec1u h\u01a1n.<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"800\" height=\"500\" src=\"https:\/\/topviecit.vn\/blog\/wp-content\/uploads\/2023\/02\/Data-Engineer-topcv-6.jpg\" alt=\"Senior Engineer s\u1ebd l\u00e0 h\u01b0\u1edbng ph\u00f9 h\u1ee3p n\u1ebfu b\u1ea1n mu\u1ed1n ph\u00e1t tri\u1ec3n theo chuy\u00ean m\u00f4n\" class=\"wp-image-4100\" srcset=\"https:\/\/topviecit.vn\/blog\/wp-content\/uploads\/2023\/02\/Data-Engineer-topcv-6.jpg 800w, https:\/\/topviecit.vn\/blog\/wp-content\/uploads\/2023\/02\/Data-Engineer-topcv-6-640x400.jpg 640w, https:\/\/topviecit.vn\/blog\/wp-content\/uploads\/2023\/02\/Data-Engineer-topcv-6-768x480.jpg 768w\" sizes=\"auto, (max-width: 800px) 100vw, 800px\" \/><figcaption class=\"wp-element-caption\"><em>Senior Engineer s\u1ebd l\u00e0 h\u01b0\u1edbng ph\u00f9 h\u1ee3p n\u1ebfu b\u1ea1n mu\u1ed1n ph\u00e1t tri\u1ec3n theo chuy\u00ean m\u00f4n<\/em><\/figcaption><\/figure><\/div>\n\n\n<p>H\u1ea7u h\u1ebft c\u00e1c Senior Engineer s\u1ebd th\u1ec3 hi\u1ec7n vai tr\u00f2 qu\u1ea3n l\u00fd v\u00e0 gi\u00e1m s\u00e1t nhi\u1ec1u h\u01a1n. H\u1ecd c\u0169ng th\u01b0\u1eddng xuy\u00ean ph\u1ea3i l\u00e0m vi\u1ec7c v\u1edbi nh\u1eefng v\u1ea5n \u0111\u1ec1 li\u00ean quan \u0111\u1ebfn ch\u1ee9c n\u0103ng ph\u00e1t tri\u1ec3n. C\u00e1c Senior sau m\u1ed9t th\u1eddi gian t\u00edch l\u0169y c\u00f3 th\u1ec3 ph\u00e1t tri\u1ec3n th\u00e0nh c\u00e1c v\u1ecb tr\u00ed chuy\u00ean s\u00e2u h\u01a1n v\u1ec1 chuy\u00ean m\u00f4n.<em>&nbsp;<\/em><\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Lead_Data_Engineer\"><\/span><strong>Lead Data Engineer<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>C\u00e1c Lead Data Engineer ch\u1ecbu tr\u00e1ch nhi\u1ec7m gi\u00e1m s\u00e1t c\u00f4ng vi\u1ec7c c\u1ee7a nh\u00f3m c\u1ee7a h\u1ecd. H\u1ecd th\u01b0\u1eddng \u0111\u01b0\u1ee3c giao nhi\u1ec7m v\u1ee5 ph\u00e1t tri\u1ec3n v\u00e0 tri\u1ec3n khai c\u00e1c chi\u1ebfn l\u01b0\u1ee3c \u0111\u1ec3 \u0111\u1ea3m b\u1ea3o r\u1eb1ng t\u1ed5 ch\u1ee9c c\u1ee7a h\u1ecd \u0111ang s\u1eed d\u1ee5ng d\u1eef li\u1ec7u m\u1ed9t c\u00e1ch hi\u1ec7u qu\u1ea3. T\u1eeb \u0111\u00f3 \u0111\u00e1p \u1ee9ng c\u00e1c m\u1ee5c ti\u00eau c\u1ee7a t\u1ed5 ch\u1ee9c.<\/p>\n\n\n\n<p>Ngo\u00e0i ra, c\u00e1c Lead Data Engineer c\u0169ng c\u00f3 th\u1ec3 ch\u1ecbu tr\u00e1ch nhi\u1ec7m qu\u1ea3n l\u00fd m\u1ed1i quan h\u1ec7 v\u1edbi c\u00e1c nh\u00e0 cung c\u1ea5p ho\u1eb7c b\u00ean th\u1ee9 ba kh\u00e1c cung c\u1ea5p d\u1ecbch v\u1ee5 d\u1eef li\u1ec7u cho c\u00f4ng ty. V\u1ecb tr\u00ed n\u00e0y th\u01b0\u1eddng c\u00f3 nhi\u1ec1u n\u0103m kinh nghi\u1ec7m trong ng\u00e0nh CNTT v\u00e0 c\u00f3 nh\u1eefng k\u1ef9 n\u0103ng li\u00ean quan qu\u1ea3n l\u00fd, l\u00e3nh \u0111\u1ea1o hi\u1ec7u qu\u1ea3.<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"800\" height=\"500\" src=\"https:\/\/topviecit.vn\/blog\/wp-content\/uploads\/2023\/02\/Data-Engineer-topcv-7.jpg\" alt=\"Lead Data Engineer ch\u1ecbu tr\u00e1ch nhi\u1ec7m gi\u00e1m s\u00e1t c\u00f4ng vi\u1ec7c c\u1ee7a nh\u00f3m c\u1ee7a h\u1ecd\" class=\"wp-image-4101\" srcset=\"https:\/\/topviecit.vn\/blog\/wp-content\/uploads\/2023\/02\/Data-Engineer-topcv-7.jpg 800w, https:\/\/topviecit.vn\/blog\/wp-content\/uploads\/2023\/02\/Data-Engineer-topcv-7-640x400.jpg 640w, https:\/\/topviecit.vn\/blog\/wp-content\/uploads\/2023\/02\/Data-Engineer-topcv-7-768x480.jpg 768w\" sizes=\"auto, (max-width: 800px) 100vw, 800px\" \/><figcaption class=\"wp-element-caption\"><em>Lead Data Engineer ch\u1ecbu tr\u00e1ch nhi\u1ec7m gi\u00e1m s\u00e1t c\u00f4ng vi\u1ec7c c\u1ee7a nh\u00f3m c\u1ee7a h\u1ecd<\/em><\/figcaption><\/figure><\/div>\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Head_Of_Data_Engineering\"><\/span><strong>Head Of Data Engineering<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>Head Of Data Engineering l\u00e0 v\u1ecb tr\u00ed tr\u01b0\u1edfng ph\u00f2ng qu\u1ea3n K\u1ef9 thu\u1eadt d\u1eef li\u1ec7u c\u1ee7a doanh nghi\u1ec7p. V\u1ecb tr\u00ed n\u00e0y th\u01b0\u1eddng l\u00e0m vi\u1ec7c trong m\u00f4i tr\u01b0\u1eddng Data Rich Testing, x\u00e2y d\u1ef1ng nh\u00f3m c\u1ee7a ri\u00eang h\u1ecd \u0111\u1ec3 gi\u00fap tri\u1ec3n khai c\u00e1c k\u1ef9 thu\u1eadt li\u00ean quan \u0111\u1ebfn s\u1eed d\u1ee5ng v\u00e0 qu\u1ea3n l\u00fd hi\u1ec7u qu\u1ea3 d\u1eef li\u1ec7u c\u1ee7a doanh nghi\u1ec7p. H\u1ecd c\u0169ng ph\u1ea3i th\u1ef1c hi\u1ec7n c\u00e1c c\u00f4ng vi\u1ec7c li\u00ean quan \u0111\u1ebfn \u0111\u1ed1i ngo\u1ea1i, tham m\u01b0u cho ban l\u00e3nh \u0111\u1ea1o,&#8230;<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"CDO_%E2%80%93_Chief_Data_Officer\"><\/span><strong>CDO &#8211; Chief Data Officer<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>Chief Data Officer &#8211; Gi\u00e1m \u0111\u1ed1c d\u1eef li\u1ec7u (CDO) l\u00e0 gi\u00e1m \u0111\u1ed1c \u0111i\u1ec1u h\u00e0nh c\u1ea5p cao ch\u1ecbu tr\u00e1ch nhi\u1ec7m v\u1ec1 vi\u1ec7c s\u1eed d\u1ee5ng v\u00e0 qu\u1ea3n tr\u1ecb d\u1eef li\u1ec7u trong to\u00e0n t\u1ed5 ch\u1ee9c. Ban \u0111\u1ea7u, vai tr\u00f2 c\u1ee7a CDO t\u1eadp trung v\u00e0o qu\u1ea3n tr\u1ecb d\u1eef li\u1ec7u v\u00e0 tu\u00e2n th\u1ee7, nh\u01b0ng gi\u1edd \u0111\u00e2y, CDO s\u1eed d\u1ee5ng d\u1eef li\u1ec7u \u0111\u1ec3 th\u00fac \u0111\u1ea9y k\u1ebft qu\u1ea3 kinh doanh. Sau khi l\u00e0m vi\u1ec7c t\u1ea1i v\u1ecb tr\u00ed CDO t\u00edch l\u0169y kinh nghi\u1ec7m, k\u1ef9 n\u0103ng, b\u1ea1n c\u00f3 th\u1ec3 th\u0103ng ti\u1ebfn l\u00ean v\u1ecb tr\u00ed cao h\u01a1n l\u00e0 CTO &#8211; Chief Technology Office.<\/p>\n\n\n\n<p>C\u00f3 th\u1ec3 b\u1ea1n quan t\u00e2m: <strong><a href=\"https:\/\/topviecit.vn\/blog\/data-analyst-intern\/\" target=\"_blank\" rel=\"noreferrer noopener\">L\u1ed9 Tr\u00ecnh Th\u0103ng Ti\u1ebfn T\u1eeb Data Analyst Intern \u0110\u1ebfn Chief Data Officer<\/a><\/strong><\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"800\" height=\"500\" src=\"https:\/\/topviecit.vn\/blog\/wp-content\/uploads\/2023\/02\/Data-Engineer-topcv-8.jpg\" alt=\"CDO l\u00e0 v\u1ecb tr\u00ed c\u1ea5p cao c\u1ee7a l\u0129nh v\u1ef1c k\u1ef9 thu\u1eadt d\u1eef li\u1ec7u\" class=\"wp-image-4102\" srcset=\"https:\/\/topviecit.vn\/blog\/wp-content\/uploads\/2023\/02\/Data-Engineer-topcv-8.jpg 800w, https:\/\/topviecit.vn\/blog\/wp-content\/uploads\/2023\/02\/Data-Engineer-topcv-8-640x400.jpg 640w, https:\/\/topviecit.vn\/blog\/wp-content\/uploads\/2023\/02\/Data-Engineer-topcv-8-768x480.jpg 768w\" sizes=\"auto, (max-width: 800px) 100vw, 800px\" \/><figcaption class=\"wp-element-caption\"><em>CDO l\u00e0 v\u1ecb tr\u00ed c\u1ea5p cao c\u1ee7a l\u0129nh v\u1ef1c k\u1ef9 thu\u1eadt d\u1eef li\u1ec7u<\/em><\/figcaption><\/figure><\/div>\n\n\n<p>Hy v\u1ecdng b\u1ea1n s\u1ebd hi\u1ec3u h\u01a1n v\u1ec1 <strong>Data Engineer<\/strong> v\u00e0 l\u1ed9 tr\u00ecnh th\u0103ng ti\u1ebfn, ph\u00e1t tri\u1ec3n s\u1ef1 nghi\u1ec7p c\u1ee7a v\u1ecb tr\u00ed n\u00e0y nh\u01b0 th\u1ebf n\u00e0o v\u1edbi b\u00e0i vi\u1ebft <strong><a href=\"https:\/\/topviecit.vn\/blog\/chuyen-muc\/chia-se-kinh-nghiem\/\" target=\"_blank\" rel=\"noreferrer noopener\">chia s\u1ebb kinh nghi\u1ec7m<\/a><\/strong> chi ti\u1ebft ng\u00e0y h\u00f4m nay. N\u1ebfu b\u1ea1n c\u0169ng \u0111ang t\u00ecm ki\u1ebfm <strong><a href=\"https:\/\/www.topcv.vn\/tim-viec-lam-data-engineer\" target=\"_blank\" rel=\"noreferrer noopener\">vi\u1ec7c l\u00e0m Data Engineer<\/a><\/strong> ho\u1eb7c c\u00e1c <strong><a href=\"https:\/\/www.topcv.vn\/viec-lam-it\" target=\"_blank\" rel=\"noreferrer noopener\">vi\u1ec7c l\u00e0m h\u1ea5p d\u1eabn ng\u00e0nh IT<\/a><\/strong>, h\u00e3y truy c\u1eadp v\u00e0o <a href=\"https:\/\/www.topcv.vn\/\" target=\"_blank\" rel=\"noreferrer noopener\"><strong><mark style=\"background-color:rgba(0, 0, 0, 0)\" class=\"has-inline-color has-vivid-cyan-blue-color\">TopCV<\/mark><\/strong><\/a>.<strong><em> Hi\u1ec7n nay, TopCV \u0111ang l\u00e0 m\u1ed9t trong nh\u1eefng \u0111\u01a1n v\u1ecb d\u1eabn \u0111\u1ea7u \u00e1p d\u1ee5ng c\u00f4ng ngh\u1ec7 tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o AI trong l\u0129nh v\u1ef1c tuy\u1ec3n d\u1ee5ng. Do \u0111\u00f3, b\u1ea1n c\u00f3 th\u1ec3 d\u1ec5 d\u00e0ng v\u00e0 nhanh ch\u00f3ng h\u01a1n khi t\u00ecm ki\u1ebfm vi\u1ec7c l\u00e0m, k\u1ebft n\u1ed1i v\u1edbi doanh nghi\u1ec7p tr\u00ean n\u1ec1n t\u1ea3ng n\u00e0y.<\/em><\/strong><\/p>\n","protected":false},"excerpt":{"rendered":"<p>D\u1eef li\u1ec7u (data) \u0111ang ng\u00e0y c\u00e0ng ph\u1ed5 bi\u1ebfn v\u00e0 mang \u0111\u1ebfn nhi\u1ec1u gi\u00e1 tr\u1ecb h\u01a1n cho doanh nghi\u1ec7p. Do \u0111\u00f3, nhu c\u1ea7u tuy\u1ec3n d\u1ee5ng Data Engineer c\u0169ng t\u0103ng tr\u01b0\u1edfng theo v\u1edbi s\u1ef1 ph\u1ed5 bi\u1ebfn n\u00e0y. H\u00e3y c\u00f9ng TopviecIT t\u00ecm hi\u1ec3u r\u00f5 h\u01a1n v\u1ec1 v\u1ecb tr\u00ed n\u00e0y nh\u00e9. T\u1ed5ng quan v\u1ec1 ngh\u1ec1 Data Engineer c\u1ea7n bi\u1ebft [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":4237,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"om_disable_all_campaigns":false,"_monsterinsights_skip_tracking":false,"_monsterinsights_sitenote_active":false,"_monsterinsights_sitenote_note":"","_monsterinsights_sitenote_category":0,"cybocfi_hide_featured_image":"","footnotes":""},"categories":[86],"tags":[163,191,1118,1119,404,149,146,994],"class_list":["post-4093","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-chia-se-kinh-nghiem","tag-cong-nghe-big-data","tag-data-analyst-la-gi","tag-data-engineer","tag-data-engineer-fresher","tag-data-science-la-gi","tag-hoc-lap-trinh-big-data","tag-lap-trinh-big-data","tag-lo-trinh-thang-tien"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v24.5 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Kh\u00e1m ph\u00e1 l\u1ed9 tr\u00ecnh th\u0103ng ti\u1ebfn c\u1ee7a Data Engineer m\u1edbi nh\u1ea5t 2023<\/title>\n<meta name=\"description\" content=\"D\u1eef li\u1ec7u (data) \u0111ang ng\u00e0y c\u00e0ng ph\u1ed5 bi\u1ebfn v\u00e0 mang \u0111\u1ebfn nhi\u1ec1u gi\u00e1 tr\u1ecb h\u01a1n cho doanh nghi\u1ec7p. 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