{"id":90092,"date":"2025-07-31T22:04:44","date_gmt":"2025-07-31T15:04:44","guid":{"rendered":"https:\/\/itviec.com\/blog\/?p=90092"},"modified":"2025-07-31T22:04:47","modified_gmt":"2025-07-31T15:04:47","slug":"luong-big-data-engineer","status":"publish","type":"post","link":"https:\/\/itviec.com\/blog\/luong-big-data-engineer\/","title":{"rendered":"L\u01b0\u01a1ng Big Data Engineer th\u1ef1c t\u1ebf t\u1ea1i Vi\u1ec7t Nam v\u00e0 qu\u1ed1c t\u1ebf m\u1edbi nh\u1ea5t"},"content":{"rendered":"<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_85 counter-hierarchy ez-toc-counter ez-toc-grey ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\">\n<p class=\"ez-toc-title\" style=\"cursor:inherit\">N\u1ed9i dung b\u00e0i vi\u1ebft<\/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:\/\/itviec.com\/blog\/luong-big-data-engineer\/#Big_Data_Engineer_la_gi_va_cong_viec_cu_the_nhu_the_nao\" >Big Data Engineer l\u00e0 g\u00ec v\u00e0 c\u00f4ng vi\u1ec7c c\u1ee5 th\u1ec3 nh\u01b0 th\u1ebf n\u00e0o?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/itviec.com\/blog\/luong-big-data-engineer\/#Muc_luong_trung_binh_cua_Big_Data_Engineer_tai_Viet_Nam\" >M\u1ee9c l\u01b0\u01a1ng trung b\u00ecnh c\u1ee7a Big Data Engineer t\u1ea1i Vi\u1ec7t Nam<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/itviec.com\/blog\/luong-big-data-engineer\/#So_sanh_luong_Big_Data_Engineer_tren_the_gioi_voi_thi_truong_Viet_Nam\" >So s\u00e1nh l\u01b0\u01a1ng Big Data Engineer tr\u00ean th\u1ebf gi\u1edbi v\u1edbi th\u1ecb tr\u01b0\u1eddng Vi\u1ec7t Nam<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/itviec.com\/blog\/luong-big-data-engineer\/#Cac_ky_nang_giup_nang_cao_luong_Big_Data_Engineer\" >C\u00e1c k\u1ef9 n\u0103ng gi\u00fap n\u00e2ng cao l\u01b0\u01a1ng Big Data Engineer<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/itviec.com\/blog\/luong-big-data-engineer\/#Cac_cau_hoi_thuong_gap_ve_luong_Big_Data_Engineer\" >C\u00e1c c\u00e2u h\u1ecfi th\u01b0\u1eddng g\u1eb7p v\u1ec1 l\u01b0\u01a1ng Big Data Engineer<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/itviec.com\/blog\/luong-big-data-engineer\/#Tong_ket\" >T\u1ed5ng k\u1ebft<\/a><\/li><\/ul><\/nav><\/div>\n\n<p><strong><em>Big Data Engineer l\u00e0 m\u1ed9t trong nh\u1eefng v\u1ecb tr\u00ed \u0111ang \u201cl\u00ean ng\u00f4i\u201d trong ng\u00e0nh c\u00f4ng ngh\u1ec7 th\u00f4ng tin, nh\u1ea5t l\u00e0 trong b\u1ed1i c\u1ea3nh d\u1eef li\u1ec7u \u0111ang tr\u1edf th\u00e0nh t\u00e0i s\u1ea3n chi\u1ebfn l\u01b0\u1ee3c c\u1ee7a m\u1ecdi t\u1ed5 ch\u1ee9c. V\u1edbi vai tr\u00f2 thi\u1ebft y\u1ebfu trong vi\u1ec7c x\u00e2y d\u1ef1ng v\u00e0 t\u1ed1i \u01b0u h\u1ea1 t\u1ea7ng d\u1eef li\u1ec7u l\u1edbn, m\u1ee9c thu nh\u1eadp c\u1ee7a Big Data Engineer \u0111\u01b0\u1ee3c \u0111\u00e1nh gi\u00e1 thu\u1ed9c nh\u00f3m h\u1ea5p d\u1eabn trong ng\u00e0nh IT hi\u1ec7n nay.<\/em><\/strong><\/p>\n\n\n\n<p>B\u00e0i vi\u1ebft n\u00e0y s\u1ebd gi\u00fap b\u1ea1n hi\u1ec3u r\u00f5:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Big Data Engineer l\u00e0 ai v\u00e0 l\u00e0m g\u00ec?<\/li>\n\n\n\n<li>M\u1ee9c l\u01b0\u01a1ng th\u1ef1c t\u1ebf t\u1ea1i Vi\u1ec7t Nam v\u00e0 th\u1ebf gi\u1edbi<\/li>\n\n\n\n<li>Nh\u1eefng k\u1ef9 n\u0103ng gi\u00fap t\u0103ng thu nh\u1eadp<\/li>\n\n\n\n<li>C\u00e2u h\u1ecfi th\u01b0\u1eddng g\u1eb7p v\u1ec1 l\u01b0\u01a1ng Big Data Engineer<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-big-data-engineer-la-gi-va-cong-vi\u1ec7c-c\u1ee5-th\u1ec3-nh\u01b0-th\u1ebf-nao\"><span class=\"ez-toc-section\" id=\"Big_Data_Engineer_la_gi_va_cong_viec_cu_the_nhu_the_nao\"><\/span><strong>Big Data Engineer l\u00e0 g\u00ec v\u00e0 c\u00f4ng vi\u1ec7c c\u1ee5 th\u1ec3 nh\u01b0 th\u1ebf n\u00e0o?<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>Big Data Engineer l\u00e0 k\u1ef9 s\u01b0 d\u1eef li\u1ec7u chuy\u00ean x\u00e2y d\u1ef1ng v\u00e0 v\u1eadn h\u00e0nh c\u00e1c h\u1ec7 th\u1ed1ng x\u1eed l\u00fd d\u1eef li\u1ec7u l\u1edbn. H\u1ecd ch\u1ecbu tr\u00e1ch nhi\u1ec7m thu th\u1eadp, x\u1eed l\u00fd, l\u01b0u tr\u1eef v\u00e0 ph\u00e2n ph\u1ed1i d\u1eef li\u1ec7u t\u1eeb nhi\u1ec1u ngu\u1ed3n kh\u00e1c nhau \u0111\u1ec3 ph\u1ee5c v\u1ee5 c\u00e1c m\u1ee5c ti\u00eau ph\u00e2n t\u00edch v\u00e0 kinh doanh.<\/p>\n\n\n\n<p>C\u00f4ng vi\u1ec7c c\u1ee7a Big Data Engineer bao g\u1ed3m thi\u1ebft k\u1ebf pipeline d\u1eef li\u1ec7u, t\u1ed1i \u01b0u hi\u1ec7u n\u0103ng h\u1ec7 th\u1ed1ng, v\u00e0 \u0111\u1ea3m b\u1ea3o d\u1eef li\u1ec7u s\u1eb5n s\u00e0ng, s\u1ea1ch v\u00e0 c\u00f3 th\u1ec3 s\u1eed d\u1ee5ng \u0111\u01b0\u1ee3c cho c\u00e1c \u0111\u1ed9i ng\u0169 ph\u00e2n t\u00edch ho\u1eb7c khoa h\u1ecdc d\u1eef li\u1ec7u.<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p><em>\u0110\u1ecdc chi ti\u1ebft: <strong><a href=\"https:\/\/itviec.com\/blog\/big-data-engineer-la-gi\/\" target=\"_blank\" rel=\"noreferrer noopener\">Big Data Engineer l\u00e0 g\u00ec: T\u1ea7m quan tr\u1ecdng c\u1ee7a v\u1ecb tr\u00ed n\u00e0y trong c\u00f4ng ty<\/a><\/strong><\/em><\/p>\n<\/blockquote>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-m\u1ee9c-l\u01b0\u01a1ng-trung-binh-c\u1ee7a-big-data-engineer-t\u1ea1i-vi\u1ec7t-nam\"><span class=\"ez-toc-section\" id=\"Muc_luong_trung_binh_cua_Big_Data_Engineer_tai_Viet_Nam\"><\/span><strong>M\u1ee9c l\u01b0\u01a1ng trung b\u00ecnh c\u1ee7a Big Data Engineer t\u1ea1i Vi\u1ec7t Nam<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>Theo <a href=\"https:\/\/www.salaryexpert.com\/salary\/job\/big-data-engineer\/vietnam\" target=\"_blank\" rel=\"noreferrer noopener\">d\u1eef li\u1ec7u t\u1eeb SalaryExpert<\/a>, m\u1ee9c l\u01b0\u01a1ng trung v\u1ecb h\u1eb1ng n\u0103m c\u1ee7a Big Data Engineer t\u1ea1i Vi\u1ec7t Nam l\u00e0 kho\u1ea3ng 696 tri\u1ec7u \u0111\u1ed3ng\/n\u0103m (t\u01b0\u01a1ng \u0111\u01b0\u01a1ng g\u1ea7n 58 tri\u1ec7u \u0111\u1ed3ng\/th\u00e1ng). C\u1ee5 th\u1ec3:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Entry-level: kho\u1ea3ng 492 tri\u1ec7u \u0111\u1ed3ng\/n\u0103m (~41 tri\u1ec7u \u0111\u1ed3ng\/th\u00e1ng)<\/li>\n\n\n\n<li>Senior-level: kho\u1ea3ng 878 tri\u1ec7u \u0111\u1ed3ng\/n\u0103m (~73 tri\u1ec7u \u0111\u1ed3ng\/th\u00e1ng)<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"800\" height=\"413\" src=\"https:\/\/itviec.com\/blog\/wp-content\/uploads\/2025\/07\/image-156.png\" alt=\"\" class=\"wp-image-90171\" srcset=\"https:\/\/itviec.com\/blog\/wp-content\/uploads\/2025\/07\/image-156.png 800w, https:\/\/itviec.com\/blog\/wp-content\/uploads\/2025\/07\/image-156-300x155.png 300w, https:\/\/itviec.com\/blog\/wp-content\/uploads\/2025\/07\/image-156-640x330.png 640w, https:\/\/itviec.com\/blog\/wp-content\/uploads\/2025\/07\/image-156-200x103.png 200w, https:\/\/itviec.com\/blog\/wp-content\/uploads\/2025\/07\/image-156-768x396.png 768w\" sizes=\"auto, (max-width: 800px) 100vw, 800px\" \/><\/figure>\n\n\n\n<p>Ngo\u00e0i ra, <a href=\"https:\/\/itviec.com\/bao-cao\/luong-it-va-thi-truong-tuyen-dung-it-vietnam\" target=\"_blank\" rel=\"noreferrer noopener\">theo B\u00e1o c\u00e1o L\u01b0\u01a1ng IT 2024 &#8211; 2025 c\u1ee7a ITviec<\/a>, d\u00f9 Big Data Engineer ch\u01b0a \u0111\u01b0\u1ee3c ph\u00e2n lo\u1ea1i th\u00e0nh nh\u00f3m ngh\u1ec1 ri\u00eang bi\u1ec7t nh\u01b0ng do \u0111\u00e2y l\u00e0 m\u1ed9t nh\u00e1nh chuy\u00ean s\u00e2u c\u1ee7a Data Engineer n\u00ean m\u1ee9c l\u01b0\u01a1ng trung v\u1ecb c\u1ee7a Data Engineer (ngh\u1ec1 n\u1ec1n t\u1ea3ng c\u1ee7a Big Data Engineer) c\u0169ng th\u1ec3 hi\u1ec7n r\u00f5 xu h\u01b0\u1edbng t\u0103ng m\u1ea1nh theo s\u1ed1 n\u0103m kinh nghi\u1ec7m c\u0169ng ph\u1ea7n n\u00e0o th\u1ec3 hi\u1ec7n \u0111\u01b0\u1ee3c xu h\u01b0\u1edbng t\u0103ng c\u1ee7a v\u1ecb tr\u00ed Big Data Engineer:<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><tbody><tr><td><strong>Kho\u1ea3ng n\u0103m kinh nghi\u1ec7m<\/strong><\/td><td><strong>Data Engineer (VND\/th\u00e1ng)<\/strong><\/td><\/tr><tr><td><strong>1 &#8211; 2 n\u0103m<\/strong><\/td><td>17.800.000<\/td><\/tr><tr><td><strong>3 &#8211; 4 n\u0103m<\/strong><\/td><td>30.100.000<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p><em>\u0110\u1ecdc chi ti\u1ebft: <strong><a href=\"https:\/\/itviec.com\/blog\/luong-data-engineer\/\" target=\"_blank\" rel=\"noreferrer noopener\">L\u01b0\u01a1ng Data Engineer 2025: L\u00e0m th\u1ebf n\u00e0o \u0111\u1ec3 n\u00e2ng cao l\u01b0\u01a1ng?<\/a><\/strong><\/em><\/p>\n<\/blockquote>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-so-sanh-l\u01b0\u01a1ng-big-data-engineer-tren-th\u1ebf-gi\u1edbi-v\u1edbi-th\u1ecb-tr\u01b0\u1eddng-vi\u1ec7t-nam\"><span class=\"ez-toc-section\" id=\"So_sanh_luong_Big_Data_Engineer_tren_the_gioi_voi_thi_truong_Viet_Nam\"><\/span><strong>So s\u00e1nh l\u01b0\u01a1ng Big Data Engineer tr\u00ean th\u1ebf gi\u1edbi v\u1edbi th\u1ecb tr\u01b0\u1eddng Vi\u1ec7t Nam<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>Theo <a href=\"https:\/\/www.coursera.org\/articles\/big-data-engineer-salary\" target=\"_blank\" rel=\"noreferrer noopener\">b\u00e1o c\u00e1o c\u1ee7a Coursera<\/a>, \u0111\u01b0\u1ee3c t\u1ed5ng h\u1ee3p t\u1eeb d\u1eef li\u1ec7u m\u1ee9c l\u01b0\u01a1ng c\u1ee7a c\u00e1c tin tuy\u1ec3n d\u1ee5ng tr\u00ean Glassdoor v\u00e0o th\u00e1ng 2\/2024 v\u00e0 c\u00e1c ngu\u1ed3n th\u1ed1ng k\u00ea l\u01b0\u01a1ng qu\u1ed1c gia, m\u1ee9c thu nh\u1eadp trung b\u00ecnh c\u1ee7a Big Data Engineer t\u1ea1i nhi\u1ec1u qu\u1ed1c gia tr\u00ean th\u1ebf gi\u1edbi nh\u01b0 sau:<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"800\" height=\"710\" src=\"https:\/\/itviec.com\/blog\/wp-content\/uploads\/2025\/07\/image-157.png\" alt=\"\" class=\"wp-image-90172\" srcset=\"https:\/\/itviec.com\/blog\/wp-content\/uploads\/2025\/07\/image-157.png 800w, https:\/\/itviec.com\/blog\/wp-content\/uploads\/2025\/07\/image-157-300x266.png 300w, https:\/\/itviec.com\/blog\/wp-content\/uploads\/2025\/07\/image-157-640x568.png 640w, https:\/\/itviec.com\/blog\/wp-content\/uploads\/2025\/07\/image-157-200x178.png 200w, https:\/\/itviec.com\/blog\/wp-content\/uploads\/2025\/07\/image-157-768x682.png 768w\" sizes=\"auto, (max-width: 800px) 100vw, 800px\" \/><\/figure>\n\n\n\n<p>C\u00e1c m\u1ee9c l\u01b0\u01a1ng tr\u00ean \u0111\u1ec1u \u0111\u00e3 \u0111\u01b0\u1ee3c quy \u0111\u1ed5i sang USD \u0111\u1ec3 d\u1ec5 d\u00e0ng so s\u00e1nh. Nh\u01b0 \u0111\u00e3 n\u00eau tr\u00ean, t\u1ea1i Vi\u1ec7t Nam, theo <a href=\"https:\/\/www.salaryexpert.com\/salary\/job\/big-data-engineer\/vietnam\" target=\"_blank\" rel=\"noreferrer noopener\">s\u1ed1 li\u1ec7u t\u1eeb SalaryExpert<\/a>, m\u1ee9c l\u01b0\u01a1ng trung b\u00ecnh h\u00e0ng n\u0103m cho v\u1ecb tr\u00ed Big Data Engineer v\u00e0o kho\u1ea3ng 696 tri\u1ec7u \u0111\u1ed3ng (~29,000 USD), th\u1ea5p h\u01a1n \u0111\u00e1ng k\u1ec3 so v\u1edbi nh\u1eefng qu\u1ed1c gia ph\u00e1t tri\u1ec3n m\u1ea1nh v\u1ec1 c\u00f4ng ngh\u1ec7 nh\u01b0 Israel, Singapore, Canada hay \u0110\u1ee9c. Tuy nhi\u00ean, n\u1ebfu so s\u00e1nh v\u1edbi c\u00e1c th\u1ecb tr\u01b0\u1eddng trong khu v\u1ef1c nh\u01b0 \u1ea4n \u0110\u1ed9 hay H\u00e0n Qu\u1ed1c, m\u1ee9c thu nh\u1eadp c\u1ee7a k\u1ef9 s\u01b0 Big Data t\u1ea1i Vi\u1ec7t Nam l\u1ea1i kh\u00e1 c\u1ea1nh tranh.<\/p>\n\n\n\n<p>Th\u1ef1c t\u1ebf, m\u1ee9c l\u01b0\u01a1ng kh\u00f4ng ch\u1ec9 ph\u1ee5 thu\u1ed9c v\u00e0o y\u1ebfu t\u1ed1 \u0111\u1ecba l\u00fd m\u00e0 c\u00f2n ch\u1ecbu \u1ea3nh h\u01b0\u1edfng b\u1edfi chi ph\u00ed sinh ho\u1ea1t, quy m\u00f4 v\u00e0 l\u0129nh v\u1ef1c ho\u1ea1t \u0111\u1ed9ng c\u1ee7a doanh nghi\u1ec7p, c\u0169ng nh\u01b0 m\u1ee9c \u0111\u1ed9 ph\u00e1t tri\u1ec3n c\u1ee7a ng\u00e0nh c\u00f4ng ngh\u1ec7 t\u1ea1i t\u1eebng qu\u1ed1c gia. \u0110\u1eb7c bi\u1ec7t t\u1ea1i Vi\u1ec7t Nam, xu h\u01b0\u1edbng l\u00e0m vi\u1ec7c t\u1eeb xa (remote work) cho c\u00e1c c\u00f4ng ty qu\u1ed1c t\u1ebf \u0111ang ng\u00e0y c\u00e0ng ph\u1ed5 bi\u1ebfn, m\u1edf ra c\u01a1 h\u1ed9i ti\u1ebfp c\u1eadn m\u1ee9c thu nh\u1eadp theo chu\u1ea9n qu\u1ed1c t\u1ebf d\u00e0nh cho nh\u1eefng k\u1ef9 s\u01b0 Big Data s\u1edf h\u1eefu k\u1ef9 n\u0103ng chuy\u00ean m\u00f4n s\u00e2u c\u00f9ng n\u0103ng l\u1ef1c ngo\u1ea1i ng\u1eef t\u1ed1t.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-cac-k\u1ef9-nang-giup-nang-cao-l\u01b0\u01a1ng-big-data-engineer\"><span class=\"ez-toc-section\" id=\"Cac_ky_nang_giup_nang_cao_luong_Big_Data_Engineer\"><\/span><strong>C\u00e1c k\u1ef9 n\u0103ng gi\u00fap n\u00e2ng cao l\u01b0\u01a1ng Big Data Engineer<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-cac-k\u1ef9-nang-n\u1ec1n-t\u1ea3ng\"><strong>C\u00e1c k\u1ef9 n\u0103ng n\u1ec1n t\u1ea3ng<\/strong><\/h3>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"800\" height=\"263\" src=\"https:\/\/itviec.com\/blog\/wp-content\/uploads\/2025\/07\/image-158.png\" alt=\"\" class=\"wp-image-90174\" srcset=\"https:\/\/itviec.com\/blog\/wp-content\/uploads\/2025\/07\/image-158.png 800w, https:\/\/itviec.com\/blog\/wp-content\/uploads\/2025\/07\/image-158-300x98.png 300w, https:\/\/itviec.com\/blog\/wp-content\/uploads\/2025\/07\/image-158-640x210.png 640w, https:\/\/itviec.com\/blog\/wp-content\/uploads\/2025\/07\/image-158-200x66.png 200w, https:\/\/itviec.com\/blog\/wp-content\/uploads\/2025\/07\/image-158-768x252.png 768w\" sizes=\"auto, (max-width: 800px) 100vw, 800px\" \/><\/figure>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"h-l\u1eadp-trinh-v\u1edbi-python-java-scala\"><strong>L\u1eadp tr\u00ecnh v\u1edbi Python, Java, Scala<\/strong><\/h4>\n\n\n\n<p>L\u1eadp tr\u00ecnh l\u00e0 k\u1ef9 n\u0103ng n\u1ec1n t\u1ea3ng trong m\u1ecdi ho\u1ea1t \u0111\u1ed9ng x\u1eed l\u00fd d\u1eef li\u1ec7u. Trong \u0111\u00f3:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Python<\/strong> \u0111ang l\u00e0 ng\u00f4n ng\u1eef ph\u1ed5 bi\u1ebfn nh\u1ea5t v\u1edbi 45,8% ng\u01b0\u1eddi d\u00f9ng trong l\u0129nh v\u1ef1c d\u1eef li\u1ec7u l\u1edbn (theo ITviec). Kh\u00f4ng ch\u1ec9 d\u1ec5 h\u1ecdc, Python c\u00f2n m\u1ea1nh m\u1ebd nh\u1edd h\u1ec7 sinh th\u00e1i th\u01b0 vi\u1ec7n nh\u01b0 Pandas, NumPy, PySpark.<\/li>\n\n\n\n<li><strong>Java<\/strong> v\u00e0 <strong>Scala<\/strong> l\u00e0 hai ng\u00f4n ng\u1eef ch\u1ee7 l\u1ef1c khi l\u00e0m vi\u1ec7c v\u1edbi c\u00e1c h\u1ec7 th\u1ed1ng nh\u01b0 Apache Spark ho\u1eb7c Kafka &#8211; c\u00e1c n\u1ec1n t\u1ea3ng kh\u00f4ng th\u1ec3 thi\u1ebfu v\u1edbi Big Data Engineer. Scala \u0111\u1eb7c bi\u1ec7t n\u1ed5i b\u1eadt khi x\u1eed l\u00fd d\u1eef li\u1ec7u ph\u00e2n t\u00e1n nh\u1edd t\u00ednh n\u0103ng b\u1ea5t bi\u1ebfn v\u00e0 hi\u1ec7u n\u0103ng cao.<\/li>\n<\/ul>\n\n\n\n<p>Theo <a href=\"https:\/\/itviec.com\/bao-cao\/luong-it-va-thi-truong-tuyen-dung-it-vietnam\" target=\"_blank\" rel=\"noreferrer noopener\">B\u00e1o c\u00e1o L\u01b0\u01a1ng IT 2024-2025 t\u1eeb ITviec<\/a>, c\u00e1c ng\u00f4n ng\u1eef n\u00e0y c\u00f3 m\u1ee9c l\u01b0\u01a1ng trung v\u1ecb (\u0111\u1ed3ng\/th\u00e1ng) kh\u00e1 cao khi kho\u1ea3ng n\u0103m kinh nghi\u1ec7m t\u0103ng:<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><tbody><tr><td><strong>Kho\u1ea3ng n\u0103m kinh nghi\u1ec7m<\/strong><\/td><td><strong>Python<\/strong><\/td><td><strong>Java<\/strong><\/td><td><strong>Scala<\/strong><\/td><\/tr><tr><td><strong>1 &#8211; 2 n\u0103m<\/strong><\/td><td>26.050.000<\/td><td>26.650.000<\/td><td>16.900.000<\/td><\/tr><tr><td><strong>3 &#8211; 4 n\u0103m<\/strong><\/td><td>29.900.000<\/td><td>29.900.000<\/td><td>N\/A<\/td><\/tr><tr><td><strong>5 &#8211; 8 n\u0103m<\/strong><\/td><td>50.400.000<\/td><td>40.600.000<\/td><td>50.000.000<\/td><\/tr><tr><td><strong>&gt;8 n\u0103m<\/strong><\/td><td>60.000.000<\/td><td>57.200.000<\/td><td>N\/A<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p>Theo B\u00e1o c\u00e1o L\u01b0\u01a1ng IT 2024-2025 t\u1eeb ITviec, trong c\u00f9ng kho\u1ea3ng n\u0103m kinh nghi\u1ec7m, m\u1ed7i ng\u00f4n ng\u1eef l\u1ea1i mang \u0111\u1ebfn m\u1ee9c l\u01b0\u01a1ng trung v\u1ecb kh\u00e1c nhau:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>V\u1edbi kinh nghi\u1ec7m t\u1eeb 1-2 n\u0103m, Java v\u00e0 Python \u0111ang c\u00f3 l\u1ee3i th\u1ebf v\u01b0\u1ee3t tr\u1ed9i h\u01a1n Scala v\u1edbi m\u1ee9c l\u01b0\u01a1ng kho\u1ea3ng 26 tri\u1ec7u \u0111\u1ed3ng\/th\u00e1ng so v\u1edbi 16,9 tri\u1ec7u c\u1ee7a Scala.<\/li>\n\n\n\n<li>\u1ede m\u1ee9c 3-4 n\u0103m kinh nghi\u1ec7m, Python v\u00e0 Java \u0111\u1ec1u ngang nhau v\u1edbi kho\u1ea3ng g\u1ea7n 30 tri\u1ec7u \u0111\u1ed3ng\/th\u00e1ng. (Scala ch\u01b0a c\u00f3 d\u1eef li\u1ec7u r\u00f5 r\u00e0ng \u1edf kho\u1ea3ng n\u00e0y.)<\/li>\n\n\n\n<li>Tuy nhi\u00ean, khi kinh nghi\u1ec7m \u0111\u1ea1t m\u1ee9c 5-8 n\u0103m, Python v\u00e0 Scala v\u01b0\u01a1n l\u00ean v\u01b0\u1ee3t h\u1eb3n Java v\u1edbi m\u1ee9c l\u01b0\u01a1ng l\u1ea7n l\u01b0\u1ee3t l\u00e0 50,4 v\u00e0 50 tri\u1ec7u \u0111\u1ed3ng\/th\u00e1ng, trong khi Java l\u00e0 40,6 tri\u1ec7u \u0111\u1ed3ng.<\/li>\n\n\n\n<li>\u0110\u1eb7c bi\u1ec7t, khi b\u1ea1n c\u00f3 tr\u00ean 8 n\u0103m kinh nghi\u1ec7m, Python hi\u1ec7n \u0111ang l\u00e0 ng\u00f4n ng\u1eef c\u00f3 m\u1ee9c l\u01b0\u01a1ng cao nh\u1ea5t v\u1edbi 60 tri\u1ec7u \u0111\u1ed3ng\/th\u00e1ng, v\u01b0\u1ee3t h\u01a1n Java l\u00e0 57,2 tri\u1ec7u \u0111\u1ed3ng.<\/li>\n<\/ul>\n\n\n\n<p>Nh\u01b0 v\u1eady, \u0111\u1ec3 n\u00e2ng cao thu nh\u1eadp hi\u1ec7u qu\u1ea3, b\u1ea1n n\u00ean c\u00e2n nh\u1eafc \u0111\u1ea7u t\u01b0 ph\u00e1t tri\u1ec3n k\u1ef9 n\u0103ng l\u1eadp tr\u00ecnh <strong>Python<\/strong>, nh\u1ea5t l\u00e0 khi h\u01b0\u1edbng t\u1edbi s\u1ef1 nghi\u1ec7p d\u00e0i h\u1ea1n trong l\u0129nh v\u1ef1c Big Data. Ngo\u00e0i ra, Scala c\u0169ng l\u00e0 l\u1ef1a ch\u1ecdn r\u1ea5t t\u1ed1t n\u1ebfu b\u1ea1n mu\u1ed1n \u0111i s\u00e2u v\u00e0o c\u00e1c h\u1ec7 th\u1ed1ng x\u1eed l\u00fd d\u1eef li\u1ec7u ph\u00e2n t\u00e1n hi\u1ec7u su\u1ea5t cao.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"h-k\u1ef9-nang-lam-vi\u1ec7c-v\u1edbi-d\u1eef-li\u1ec7u-sql-nosql\"><strong>K\u1ef9 n\u0103ng l\u00e0m vi\u1ec7c v\u1edbi d\u1eef li\u1ec7u: SQL, NoSQL<\/strong><\/h4>\n\n\n\n<p>K\u1ef9 n\u0103ng l\u00e0m vi\u1ec7c v\u1edbi d\u1eef li\u1ec7u l\u00e0 b\u1eaft bu\u1ed9c \u0111\u1ed1i v\u1edbi b\u1ea5t k\u1ef3 Big Data Engineer n\u00e0o. SQL (Structured Query Language) hi\u1ec7n v\u1eabn gi\u1eef vai tr\u00f2 quan tr\u1ecdng v\u1edbi 37,5% ng\u01b0\u1eddi d\u00f9ng trong l\u0129nh v\u1ef1c d\u1eef li\u1ec7u l\u1edbn (theo ITviec). SQL gi\u00fap b\u1ea1n truy v\u1ea5n, thao t\u00e1c v\u00e0 qu\u1ea3n l\u00fd d\u1eef li\u1ec7u c\u00f3 c\u1ea5u tr\u00fac m\u1ed9t c\u00e1ch d\u1ec5 d\u00e0ng v\u00e0 hi\u1ec7u qu\u1ea3 trong c\u00e1c h\u1ec7 th\u1ed1ng c\u01a1 s\u1edf d\u1eef li\u1ec7u quan h\u1ec7. Theo B\u00e1o c\u00e1o L\u01b0\u01a1ng IT 2024-2025 t\u1eeb ITviec, m\u1ee9c l\u01b0\u01a1ng trung v\u1ecb (\u0111\u1ed3ng\/th\u00e1ng) c\u1ee7a SQL theo n\u0103m kinh nghi\u1ec7m:<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><tbody><tr><td><strong>Kho\u1ea3ng n\u0103m kinh nghi\u1ec7m<\/strong><\/td><td><strong>SQL<\/strong><\/td><\/tr><tr><td><strong>&lt;1 n\u0103m<\/strong><\/td><td>15.500.000<\/td><\/tr><tr><td><strong>1 &#8211; 2 n\u0103m<\/strong><\/td><td>18.300.000<\/td><\/tr><tr><td><strong>3 &#8211; 4 n\u0103m<\/strong><\/td><td>23.600.000<\/td><\/tr><tr><td><strong>5 &#8211; 8 n\u0103m<\/strong><\/td><td>28.500.000<\/td><\/tr><tr><td><strong>&gt;8 n\u0103m<\/strong><\/td><td>40.100.000<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p>B\u00ean c\u1ea1nh \u0111\u00f3, c\u00e1c k\u1ef9 n\u0103ng li\u00ean quan \u0111\u1ebfn NoSQL c\u0169ng ng\u00e0y c\u00e0ng \u0111\u01b0\u1ee3c coi tr\u1ecdng. NoSQL nh\u01b0 <a href=\"https:\/\/itviec.com\/blog\/mongodb-la-gi\/\" target=\"_blank\" rel=\"noreferrer noopener\">MongoDB<\/a>, Cassandra, <a href=\"https:\/\/itviec.com\/blog\/elasticsearch-la-gi\/\" target=\"_blank\" rel=\"noreferrer noopener\">Elasticsearch<\/a> l\u00e0 nh\u1eefng c\u00f4ng ngh\u1ec7 quan tr\u1ecdng gi\u00fap x\u1eed l\u00fd l\u01b0\u1ee3ng d\u1eef li\u1ec7u l\u1edbn, \u0111a d\u1ea1ng v\u00e0 t\u1ed1c \u0111\u1ed9 cao &#8211; nh\u1eefng \u0111\u1eb7c \u0111i\u1ec3m \u0111\u1eb7c tr\u01b0ng trong l\u0129nh v\u1ef1c Big Data. K\u1ef9 n\u0103ng s\u1eed d\u1ee5ng th\u00e0nh th\u1ea1o c\u00e1c h\u1ec7 th\u1ed1ng NoSQL s\u1ebd gi\u00fap b\u1ea1n x\u1eed l\u00fd hi\u1ec7u qu\u1ea3 c\u00e1c b\u00e0i to\u00e1n li\u00ean quan t\u1edbi d\u1eef li\u1ec7u phi c\u1ea5u tr\u00fac, b\u00e1n c\u1ea5u tr\u00fac.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"h-ki\u1ebfn-th\u1ee9c-c\u01a1-b\u1ea3n-v\u1ec1-d\u1eef-li\u1ec7u-l\u1edbn-hadoop-spark\"><strong>Ki\u1ebfn th\u1ee9c c\u01a1 b\u1ea3n v\u1ec1 d\u1eef li\u1ec7u l\u1edbn: Hadoop, Spark<\/strong><\/h4>\n\n\n\n<p>Ki\u1ebfn th\u1ee9c v\u1ec1 c\u00e1c framework x\u1eed l\u00fd d\u1eef li\u1ec7u l\u1edbn l\u00e0 \u0111i\u1ec1u ki\u1ec7n ti\u00ean quy\u1ebft \u0111\u1ec3 ph\u00e1t tri\u1ec3n s\u1ef1 nghi\u1ec7p Big Data. Theo kh\u1ea3o s\u00e1t t\u1eeb ITviec, Apache Spark \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng r\u1ed9ng r\u00e3i nh\u1ea5t trong ng\u00e0nh v\u1edbi t\u1ef7 l\u1ec7 52,2%, ti\u1ebfp \u0111\u1ebfn l\u00e0 Hadoop v\u1edbi t\u1ef7 l\u1ec7 34,8%.<\/p>\n\n\n\n<p>Apache Spark c\u00f3 kh\u1ea3 n\u0103ng x\u1eed l\u00fd d\u1eef li\u1ec7u th\u1eddi gian th\u1ef1c, gi\u00fap gi\u1ea3m \u0111\u00e1ng k\u1ec3 th\u1eddi gian x\u1eed l\u00fd, ph\u00f9 h\u1ee3p v\u1edbi c\u00e1c \u1ee9ng d\u1ee5ng y\u00eau c\u1ea7u t\u1ed1c \u0111\u1ed9 cao v\u00e0 kh\u1ea3 n\u0103ng x\u1eed l\u00fd streaming d\u1eef li\u1ec7u l\u1edbn. Hadoop, ng\u01b0\u1ee3c l\u1ea1i, n\u1ed5i b\u1eadt v\u1edbi kh\u1ea3 n\u0103ng x\u1eed l\u00fd l\u01b0\u1ee3ng d\u1eef li\u1ec7u l\u1edbn theo batch, cung c\u1ea5p gi\u1ea3i ph\u00e1p \u0111\u00e1ng tin c\u1eady cho l\u01b0u tr\u1eef v\u00e0 qu\u1ea3n l\u00fd d\u1eef li\u1ec7u ph\u00e2n t\u00e1n.<\/p>\n\n\n\n<p>Vi\u1ec7c n\u1eafm r\u00f5 c\u01a1 ch\u1ebf ho\u1ea1t \u0111\u1ed9ng, c\u00e1ch tri\u1ec3n khai v\u00e0 qu\u1ea3n l\u00fd c\u00e1c h\u1ec7 th\u1ed1ng nh\u01b0 Hadoop v\u00e0 Spark s\u1ebd gi\u00fap b\u1ea1n n\u00e2ng cao hi\u1ec7u su\u1ea5t c\u00f4ng vi\u1ec7c, t\u1eeb \u0111\u00f3 c\u1ea3i thi\u1ec7n m\u1ee9c thu nh\u1eadp \u0111\u00e1ng k\u1ec3.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"h-kh\u1ea3-nang-s\u1eed-d\u1ee5ng-cac-cong-c\u1ee5-qu\u1ea3n-ly-phien-b\u1ea3n-git-github\"><strong>Kh\u1ea3 n\u0103ng s\u1eed d\u1ee5ng c\u00e1c c\u00f4ng c\u1ee5 qu\u1ea3n l\u00fd phi\u00ean b\u1ea3n: Git, GitHub<\/strong><\/h4>\n\n\n\n<p>Trong m\u00f4i tr\u01b0\u1eddng l\u00e0m vi\u1ec7c hi\u1ec7n \u0111\u1ea1i, k\u1ef9 n\u0103ng qu\u1ea3n l\u00fd phi\u00ean b\u1ea3n v\u1edbi Git v\u00e0 GitHub l\u00e0 b\u1eaft bu\u1ed9c. Git gi\u00fap b\u1ea1n d\u1ec5 d\u00e0ng qu\u1ea3n l\u00fd m\u00e3 ngu\u1ed3n, theo d\u00f5i c\u00e1c thay \u0111\u1ed5i v\u00e0 l\u00e0m vi\u1ec7c nh\u00f3m hi\u1ec7u qu\u1ea3 h\u01a1n th\u00f4ng qua c\u00e1c t\u00ednh n\u0103ng nh\u01b0 branching, merging.<\/p>\n\n\n\n<p>GitHub kh\u00f4ng ch\u1ec9 gi\u00fap b\u1ea1n qu\u1ea3n l\u00fd m\u00e3 ngu\u1ed3n c\u00e1 nh\u00e2n m\u00e0 c\u00f2n \u0111\u00f3ng vai tr\u00f2 l\u00e0 c\u00f4ng c\u1ee5 c\u1ed9ng t\u00e1c tr\u1ef1c tuy\u1ebfn m\u1ea1nh m\u1ebd, gi\u00fap b\u1ea1n d\u1ec5 d\u00e0ng ph\u1ed1i h\u1ee3p v\u1edbi \u0111\u1ed9i nh\u00f3m, \u0111\u1ed3ng th\u1eddi t\u00edch h\u1ee3p v\u1edbi nhi\u1ec1u c\u00f4ng c\u1ee5 CI\/CD \u0111\u1ec3 t\u1ef1 \u0111\u1ed9ng h\u00f3a quy tr\u00ecnh ph\u00e1t tri\u1ec3n v\u00e0 tri\u1ec3n khai \u1ee9ng d\u1ee5ng.<\/p>\n\n\n\n<p>D\u00f9 kh\u00f4ng tr\u1ef1c ti\u1ebfp \u201ct\u0103ng l\u01b0\u01a1ng\u201d, nh\u01b0ng Git l\u00e0 k\u1ef9 n\u0103ng n\u1ec1n b\u1eaft bu\u1ed9c gi\u00fap b\u1ea1n duy tr\u00ec ch\u1ea5t l\u01b0\u1ee3ng c\u00f4ng vi\u1ec7c v\u00e0 \u0111\u1ee7 \u0111i\u1ec1u ki\u1ec7n \u0111\u1ec3 tham gia v\u00e0o c\u00e1c d\u1ef1 \u00e1n quy m\u00f4 l\u1edbn &#8211; v\u1ed1n lu\u00f4n c\u00f3 m\u1ee9c \u0111\u00e3i ng\u1ed9 t\u1ed1t h\u01a1n.<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p><em>\u0110\u1ecdc chi ti\u1ebft: <strong><a href=\"https:\/\/itviec.com\/blog\/lo-trinh-hoc-git\/\" target=\"_blank\" rel=\"noreferrer noopener\">L\u1ed9 tr\u00ecnh h\u1ecdc Git chi ti\u1ebft t\u1eeb C\u01a1 b\u1ea3n \u0111\u1ebfn N\u00e2ng cao<\/a><\/strong><\/em><\/p>\n<\/blockquote>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-cac-k\u1ef9-nang-nang-cao\"><strong>C\u00e1c k\u1ef9 n\u0103ng n\u00e2ng cao<\/strong><\/h3>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"h-thanh-th\u1ea1o-cac-framework-x\u1eed-ly-d\u1eef-li\u1ec7u-l\u1edbn-kafka-apache-flink-apache-beam\"><strong>Th\u00e0nh th\u1ea1o c\u00e1c framework x\u1eed l\u00fd d\u1eef li\u1ec7u l\u1edbn: Kafka, Apache Flink, Apache Beam<\/strong><\/h4>\n\n\n\n<p>Ngo\u00e0i Hadoop v\u00e0 Spark, Big Data Engineer \u1edf c\u1ea5p \u0111\u1ed9 senior c\u1ea7n n\u1eafm v\u1eefng c\u00e1c c\u00f4ng c\u1ee5 n\u00e2ng cao:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><a href=\"https:\/\/itviec.com\/blog\/kafka-la-gi\/\" target=\"_blank\" rel=\"noreferrer noopener\">Apache Kafka<\/a>: N\u1ec1n t\u1ea3ng x\u1eed l\u00fd lu\u1ed3ng d\u1eef li\u1ec7u th\u1eddi gian th\u1ef1c ph\u1ed5 bi\u1ebfn nh\u1ea5t hi\u1ec7n nay. Theo ITviec, Kafka l\u00e0 framework \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng nhi\u1ec1u nh\u1ea5t trong ng\u00e0nh d\u1eef li\u1ec7u (52,2%). Kafka cho ph\u00e9p thi\u1ebft k\u1ebf h\u1ec7 th\u1ed1ng d\u1eef li\u1ec7u c\u00f3 kh\u1ea3 n\u0103ng m\u1edf r\u1ed9ng cao, ph\u1ee5c v\u1ee5 nhu c\u1ea7u x\u1eed l\u00fd streaming cho h\u00e0ng tri\u1ec7u s\u1ef1 ki\u1ec7n m\u1ed7i gi\u00e2y.<\/li>\n\n\n\n<li>Apache Flink: M\u1ed9t c\u00f4ng c\u1ee5 stream processing m\u1ea1nh m\u1ebd, h\u1ed7 tr\u1ee3 x\u1eed l\u00fd ph\u1ee9c t\u1ea1p v\u1edbi \u0111\u1ed9 tr\u1ec5 th\u1ea5p. Flink \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng trong c\u00e1c h\u1ec7 th\u1ed1ng realtime nh\u01b0 fraud detection, IoT monitoring,\u2026<\/li>\n\n\n\n<li>Apache Beam: Framework tr\u1eebu t\u01b0\u1ee3ng h\u00f3a pipeline d\u1eef li\u1ec7u, gi\u00fap b\u1ea1n d\u1ec5 d\u00e0ng vi\u1ebft m\u00e3 x\u1eed l\u00fd v\u00e0 tri\u1ec3n khai tr\u00ean c\u00e1c n\u1ec1n t\u1ea3ng nh\u01b0 Spark, Flink ho\u1eb7c Google Cloud Dataflow.<\/li>\n<\/ul>\n\n\n\n<p>Vi\u1ec7c hi\u1ec3u v\u00e0 tri\u1ec3n khai th\u00e0nh c\u00f4ng c\u00e1c framework n\u00e0y l\u00e0 d\u1ea5u hi\u1ec7u c\u1ee7a m\u1ed9t k\u1ef9 s\u01b0 d\u1eef li\u1ec7u c\u1ea5p cao, \u0111\u1ed3ng th\u1eddi c\u0169ng l\u00e0 y\u1ebfu t\u1ed1 gi\u00fap n\u00e2ng m\u1ee9c l\u01b0\u01a1ng \u0111\u00e1ng k\u1ec3 do kh\u1ea3 n\u0103ng gi\u1ea3i quy\u1ebft c\u00e1c b\u00e0i to\u00e1n d\u1eef li\u1ec7u l\u1edbn, ph\u00e2n t\u00e1n v\u00e0 real-time.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"h-k\u1ef9-nang-lam-vi\u1ec7c-v\u1edbi-n\u1ec1n-t\u1ea3ng-di\u1ec7n-toan-dam-may-aws-azure-google-cloud\"><strong>K\u1ef9 n\u0103ng l\u00e0m vi\u1ec7c v\u1edbi n\u1ec1n t\u1ea3ng \u0111i\u1ec7n to\u00e1n \u0111\u00e1m m\u00e2y (AWS, Azure, Google Cloud)<\/strong><\/h4>\n\n\n\n<p>H\u1ec7 th\u1ed1ng d\u1eef li\u1ec7u hi\u1ec7n \u0111\u1ea1i g\u1ea7n nh\u01b0 kh\u00f4ng th\u1ec3 t\u00e1ch r\u1eddi v\u1edbi c\u00e1c n\u1ec1n t\u1ea3ng cloud. Big Data Engineer c\u1ea7n th\u00e0nh th\u1ea1o:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>AWS (Amazon Web Services): S3, EMR, Glue, Kinesis<\/li>\n\n\n\n<li>Google Cloud Platform (GCP): BigQuery, Dataflow, Pub\/Sub<\/li>\n\n\n\n<li>Microsoft Azure: Data Lake, Synapse Analytics, Event Hub<\/li>\n<\/ul>\n\n\n\n<p>L\u00e0m ch\u1ee7 cloud gi\u00fap b\u1ea1n x\u00e2y d\u1ef1ng pipeline linh ho\u1ea1t, d\u1ec5 m\u1edf r\u1ed9ng v\u00e0 t\u1ed1i \u01b0u chi ph\u00ed v\u1eadn h\u00e0nh. \u0110\u1ed3ng th\u1eddi, \u0111\u00e2y c\u0169ng l\u00e0 y\u00eau c\u1ea7u ph\u1ed5 bi\u1ebfn trong c\u00e1c JD c\u1ea5p senior ho\u1eb7c architect &#8211; nh\u1eefng v\u1ecb tr\u00ed c\u00f3 \u0111\u00e3i ng\u1ed9 cao.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"h-k\u1ef9-nang-t\u1ed1i-\u01b0u-hoa-hi\u1ec7u-su\u1ea5t-h\u1ec7-th\u1ed1ng-va-x\u1eed-ly-d\u1eef-li\u1ec7u\"><strong>K\u1ef9 n\u0103ng t\u1ed1i \u01b0u h\u00f3a hi\u1ec7u su\u1ea5t h\u1ec7 th\u1ed1ng v\u00e0 x\u1eed l\u00fd d\u1eef li\u1ec7u<\/strong><\/h4>\n\n\n\n<p>Kh\u00f4ng ch\u1ec9 x\u00e2y d\u1ef1ng pipeline, Big Data Engineer c\u1ea5p cao c\u1ea7n bi\u1ebft:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Thi\u1ebft k\u1ebf h\u1ec7 th\u1ed1ng d\u1ec5 m\u1edf r\u1ed9ng v\u00e0 ch\u1ecbu t\u1ea3i cao<\/li>\n\n\n\n<li>\u00c1p d\u1ee5ng c\u00e1c k\u1ef9 thu\u1eadt nh\u01b0 partitioning, caching, columnar format (Parquet\/ORC) \u0111\u1ec3 t\u0103ng t\u1ed1c \u0111\u1ed9 truy xu\u1ea5t<\/li>\n\n\n\n<li>T\u1ed1i \u01b0u resource s\u1eed d\u1ee5ng (CPU, RAM, storage) \u0111\u1ec3 gi\u1ea3m chi ph\u00ed tr\u00ean cloud<\/li>\n\n\n\n<li>Thi\u1ebft l\u1eadp h\u1ec7 th\u1ed1ng monitoring, alerting v\u00e0 retry mechanism cho pipeline<\/li>\n<\/ul>\n\n\n\n<p>Kh\u1ea3 n\u0103ng t\u1ed1i \u01b0u h\u00f3a hi\u1ec7u su\u1ea5t l\u00e0 \u0111i\u1ec3m ph\u00e2n bi\u1ec7t gi\u1eefa m\u1ed9t k\u1ef9 s\u01b0 kinh nghi\u1ec7m v\u00e0 ng\u01b0\u1eddi m\u1edbi v\u00e0o ngh\u1ec1 &#8211; t\u1eeb \u0111\u00f3 \u1ea3nh h\u01b0\u1edfng tr\u1ef1c ti\u1ebfp \u0111\u1ebfn m\u1ee9c \u0111\u1ed9 \u0111\u00f3ng g\u00f3p v\u00e0 m\u1ee9c thu nh\u1eadp \u0111\u01b0\u1ee3c c\u00f4ng nh\u1eadn.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-nh\u1eefng-y\u1ebfu-t\u1ed1-khac-quy\u1ebft-d\u1ecbnh-m\u1ee9c-l\u01b0\u01a1ng-c\u1ee7a-big-data-engineer\"><strong>Nh\u1eefng y\u1ebfu t\u1ed1 kh\u00e1c quy\u1ebft \u0111\u1ecbnh m\u1ee9c l\u01b0\u01a1ng c\u1ee7a Big Data Engineer<\/strong><\/h3>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"h-s\u1ed1-nam-kinh-nghi\u1ec7m-va-d\u1ed9-ph\u1ee9c-t\u1ea1p-c\u1ee7a-d\u1ef1-an\"><strong>S\u1ed1 n\u0103m kinh nghi\u1ec7m v\u00e0 \u0111\u1ed9 ph\u1ee9c t\u1ea1p c\u1ee7a d\u1ef1 \u00e1n<\/strong><\/h4>\n\n\n\n<p>S\u1ed1 n\u0103m kinh nghi\u1ec7m l\u00e0 m\u1ed9t trong nh\u1eefng y\u1ebfu t\u1ed1 ch\u00ednh \u0111\u1ec3 \u0111\u00e1nh gi\u00e1 n\u0103ng l\u1ef1c m\u1ed9t k\u1ef9 s\u01b0 d\u1eef li\u1ec7u, nh\u01b0ng kh\u00f4ng ph\u1ea3i t\u1ea5t c\u1ea3. Nh\u1eefng \u0111i\u1ec3m quan tr\u1ecdng kh\u00e1c bao g\u1ed3m:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u0110\u1ed9 ph\u1ee9c t\u1ea1p c\u1ee7a c\u00e1c h\u1ec7 th\u1ed1ng b\u1ea1n t\u1eebng ph\u00e1t tri\u1ec3n (v\u00ed d\u1ee5: h\u1ec7 th\u1ed1ng ph\u00e2n t\u00e1n, real-time, v\u1eadn h\u00e0nh tr\u00ean cloud).<\/li>\n\n\n\n<li>Quy m\u00f4 d\u1eef li\u1ec7u b\u1ea1n \u0111\u00e3 x\u1eed l\u00fd (v\u00e0i tr\u0103m GB\/ng\u00e0y hay l\u00ean t\u1edbi h\u00e0ng TB\/ng\u00e0y?).<\/li>\n\n\n\n<li>Vai tr\u00f2 c\u1ee5 th\u1ec3 c\u1ee7a b\u1ea1n trong d\u1ef1 \u00e1n (ch\u1ec9 ph\u1ee5 tr\u00e1ch ETL hay \u0111\u1ea3m nhi\u1ec7m thi\u1ebft k\u1ebf v\u00e0 x\u00e2y d\u1ef1ng to\u00e0n b\u1ed9 data pipeline).<\/li>\n<\/ul>\n\n\n\n<p>Ch\u1eb3ng h\u1ea1n, m\u1ed9t Big Data Engineer c\u00f3 3 n\u0103m kinh nghi\u1ec7m nh\u01b0ng \u0111\u00e3 tr\u1ef1c ti\u1ebfp x\u00e2y d\u1ef1ng pipeline real-time tr\u00ean Kafka v\u00e0 Spark cho h\u1ec7 th\u1ed1ng t\u00e0i ch\u00ednh th\u01b0\u1eddng \u0111\u01b0\u1ee3c \u0111\u00e1nh gi\u00e1 cao h\u01a1n \u1ee9ng vi\u00ean c\u00f3 5 n\u0103m kinh nghi\u1ec7m nh\u01b0ng ch\u1ec9 l\u00e0m vi\u1ec7c v\u1edbi c\u00e1c d\u1ef1 \u00e1n x\u1eed l\u00fd batch data n\u1ed9i b\u1ed9.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"h-ch\u1ee9ng-ch\u1ec9-chuyen-mon-uy-tin\"><strong>Ch\u1ee9ng ch\u1ec9 chuy\u00ean m\u00f4n uy t\u00edn<\/strong><\/h4>\n\n\n\n<p>C\u00e1c ch\u1ee9ng ch\u1ec9 \u0111\u01b0\u1ee3c c\u1ea5p b\u1edfi nh\u1eefng nh\u00e0 cung c\u1ea5p d\u1ecbch v\u1ee5 cloud ho\u1eb7c n\u1ec1n t\u1ea3ng d\u1eef li\u1ec7u h\u00e0ng \u0111\u1ea7u th\u1ebf gi\u1edbi l\u00e0 m\u1ed9t \u0111i\u1ec3m c\u1ed9ng l\u1edbn khi \u0111\u00e0m ph\u00e1n l\u01b0\u01a1ng:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><a href=\"https:\/\/www.udemy.com\/course\/aws-certified-big-data-specialty-hm\/?couponCode=MT150725G2\" target=\"_blank\" rel=\"noreferrer noopener\">AWS Certified Data Analytics<\/a> (tr\u01b0\u1edbc \u0111\u00e2y l\u00e0 AWS Certified Big Data &#8211; Specialty): Ch\u1ee9ng minh kh\u1ea3 n\u0103ng tri\u1ec3n khai h\u1ec7 th\u1ed1ng x\u1eed l\u00fd d\u1eef li\u1ec7u l\u1edbn tr\u00ean AWS.<\/li>\n\n\n\n<li><a href=\"https:\/\/cloud.google.com\/learn\/certification\/data-engineer\" target=\"_blank\" rel=\"noreferrer noopener\">Google Cloud Professional Data Engineer<\/a>: L\u00e0 ch\u1ee9ng ch\u1ec9 ph\u1ed5 bi\u1ebfn, y\u00eau c\u1ea7u kh\u1ea3 n\u0103ng thi\u1ebft k\u1ebf, x\u00e2y d\u1ef1ng v\u00e0 t\u1ed1i \u01b0u pipeline d\u1eef li\u1ec7u hi\u1ec7u qu\u1ea3, an to\u00e0n tr\u00ean GCP.<\/li>\n\n\n\n<li><a href=\"https:\/\/www.databricks.com\/learn\/certification\/data-engineer-associate\" target=\"_blank\" rel=\"noreferrer noopener\">Databricks Certified Data Engineer<\/a> ho\u1eb7c <a href=\"https:\/\/www.cloudera.com\/services-and-support\/training\/cdhhdp-certification\/ccp-data-engineer.html\" target=\"_blank\" rel=\"noreferrer noopener\">Cloudera Certified Data Engineer<\/a>: D\u00e0nh ri\u00eang cho nh\u1eefng k\u1ef9 s\u01b0 chuy\u00ean s\u00e2u v\u1ec1 Spark ho\u1eb7c Hadoop.<\/li>\n<\/ul>\n\n\n\n<p>Vi\u1ec7c s\u1edf h\u1eefu c\u00e1c ch\u1ee9ng ch\u1ec9 n\u00e0y gi\u00fap b\u1ea1n t\u1ea1o \u1ea5n t\u01b0\u1ee3ng m\u1ea1nh trong qu\u00e1 tr\u00ecnh tuy\u1ec3n d\u1ee5ng, gia t\u0103ng c\u01a1 h\u1ed9i tham gia v\u00e0o c\u00e1c d\u1ef1 \u00e1n quan tr\u1ecdng, v\u00e0 t\u1eeb \u0111\u00f3 t\u1ea1o ti\u1ec1n \u0111\u1ec1 n\u00e2ng cao m\u1ee9c l\u01b0\u01a1ng c\u1ee7a b\u1ea1n.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"h-kinh-nghi\u1ec7m-lam-vi\u1ec7c-v\u1edbi-cac-s\u1ea3n-ph\u1ea9m-s\u1ed1-ho\u1eb7c-h\u1ec7-th\u1ed1ng-l\u1edbn\"><strong>Kinh nghi\u1ec7m l\u00e0m vi\u1ec7c v\u1edbi c\u00e1c s\u1ea3n ph\u1ea9m s\u1ed1 ho\u1eb7c h\u1ec7 th\u1ed1ng l\u1edbn<\/strong><\/h4>\n\n\n\n<p>Big Data Engineer t\u1eebng l\u00e0m vi\u1ec7c trong c\u00e1c t\u1ed5 ch\u1ee9c c\u00f3 s\u1ea3n ph\u1ea9m s\u1ed1 quy m\u00f4 l\u1edbn nh\u01b0 fintech, e-commerce, logistics,\u2026 th\u01b0\u1eddng \u0111\u01b0\u1ee3c \u0111\u00e1nh gi\u00e1 cao h\u01a1n v\u00ec:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>H\u1ecd quen v\u1edbi c\u00e1c y\u00eau c\u1ea7u v\u1ec1 t\u1ed1i \u01b0u hi\u1ec7u su\u1ea5t, t\u00ednh s\u1eb5n s\u00e0ng cao, b\u1ea3o m\u1eadt d\u1eef li\u1ec7u.<\/li>\n\n\n\n<li>\u0110\u00e3 t\u1eebng tri\u1ec3n khai v\u00e0 duy tr\u00ec h\u1ec7 th\u1ed1ng d\u1eef li\u1ec7u 24\/7, real-time, ph\u1ee5c v\u1ee5 h\u00e0ng tr\u0103m ngh\u00ecn ng\u01b0\u1eddi d\u00f9ng.<\/li>\n<\/ul>\n\n\n\n<p>Kinh nghi\u1ec7m n\u00e0y ph\u1ea3n \u00e1nh n\u0103ng l\u1ef1c x\u1eed l\u00fd t\u00ecnh hu\u1ed1ng th\u1ef1c t\u1ebf, \u0111\u1eb7c bi\u1ec7t l\u00e0 trong c\u00e1c m\u00f4i tr\u01b0\u1eddng s\u1ea3n xu\u1ea5t c\u00f3 y\u00eau c\u1ea7u kh\u1eaft khe &#8211; y\u1ebfu t\u1ed1 gi\u00fap b\u1ea1n b\u01b0\u1edbc l\u00ean c\u1ea5p \u0111\u1ed9 Senior ho\u1eb7c Lead nhanh h\u01a1n.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-cac-cau-h\u1ecfi-th\u01b0\u1eddng-g\u1eb7p-v\u1ec1-l\u01b0\u01a1ng-big-data-engineer\"><span class=\"ez-toc-section\" id=\"Cac_cau_hoi_thuong_gap_ve_luong_Big_Data_Engineer\"><\/span><strong>C\u00e1c c\u00e2u h\u1ecfi th\u01b0\u1eddng g\u1eb7p v\u1ec1 l\u01b0\u01a1ng Big Data Engineer<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-co-nh\u1ea5t-thi\u1ebft-ph\u1ea3i-gi\u1ecfi-l\u1eadp-trinh-d\u1ec3-co-m\u1ee9c-thu-nh\u1eadp-cao-trong-nganh-big-data-engineer-khong\"><strong>C\u00f3 nh\u1ea5t thi\u1ebft ph\u1ea3i gi\u1ecfi l\u1eadp tr\u00ecnh \u0111\u1ec3 c\u00f3 m\u1ee9c thu nh\u1eadp cao trong ng\u00e0nh Big Data Engineer kh\u00f4ng?<\/strong><\/h3>\n\n\n\n<p><strong>C\u00f3<\/strong> v\u00e0 l\u00e0 y\u1ebfu t\u1ed1 b\u1eaft bu\u1ed9c n\u1ebfu b\u1ea1n mu\u1ed1n \u0111\u1ea1t m\u1ee9c thu nh\u1eadp cao.<\/p>\n\n\n\n<p>Big Data Engineer l\u00e0 m\u1ed9t v\u1ecb tr\u00ed mang t\u00ednh k\u1ef9 thu\u1eadt cao, n\u01a1i vi\u1ec7c l\u00e0m vi\u1ec7c v\u1edbi d\u1eef li\u1ec7u kh\u00f4ng ch\u1ec9 d\u1eebng l\u1ea1i \u1edf thao t\u00e1c tr\u00ean giao di\u1ec7n hay c\u00f4ng c\u1ee5 k\u00e9o-th\u1ea3. M\u1ee9c l\u01b0\u01a1ng cao trong ng\u00e0nh n\u00e0y th\u01b0\u1eddng d\u00e0nh cho nh\u1eefng ng\u01b0\u1eddi c\u00f3 th\u1ec3 t\u1ef1 ch\u1ee7 to\u00e0n b\u1ed9 quy tr\u00ecnh, t\u1eeb k\u1ebft n\u1ed1i ngu\u1ed3n d\u1eef li\u1ec7u \u2192 x\u1eed l\u00fd \u2192 l\u01b0u tr\u1eef \u2192 gi\u00e1m s\u00e1t, m\u00e0 kh\u00f4ng ph\u1ee5 thu\u1ed9c v\u00e0o team kh\u00e1c. Kh\u1ea3 n\u0103ng l\u1eadp tr\u00ecnh t\u1ed1t c\u0169ng gi\u00fap b\u1ea1n ph\u1ea3n \u1ee9ng nhanh v\u1edbi s\u1ef1 c\u1ed1 s\u1ea3n xu\u1ea5t, t\u1ed1i \u01b0u chi ph\u00ed h\u1ec7 th\u1ed1ng &#8211; \u0111i\u1ec1u m\u00e0 doanh nghi\u1ec7p r\u1ea5t coi tr\u1ecdng.<\/p>\n\n\n\n<p>Tuy kh\u00f4ng c\u1ea7n ph\u1ea3i tr\u1edf th\u00e0nh \u201cDeveloper full-time\u201d, nh\u01b0ng n\u1ebfu b\u1ea1n mu\u1ed1n ti\u1ebfn xa v\u00e0 deal \u0111\u01b0\u1ee3c m\u1ee9c l\u01b0\u01a1ng cao trong ng\u00e0nh Big Data, vi\u1ec7c th\u00e0nh th\u1ea1o \u00edt nh\u1ea5t m\u1ed9t ng\u00f4n ng\u1eef l\u1eadp tr\u00ecnh (Python\/Scala\/Java) l\u00e0 \u0111i\u1ec1u kh\u00f4ng th\u1ec3 thi\u1ebfu. \u0110\u00e2y c\u0169ng l\u00e0 k\u1ef9 n\u0103ng th\u01b0\u1eddng xuy\u00ean \u0111\u01b0\u1ee3c ki\u1ec3m tra trong c\u00e1c v\u00f2ng tuy\u1ec3n d\u1ee5ng k\u1ef9 s\u01b0 d\u1eef li\u1ec7u \u1edf c\u1ea5p \u0111\u1ed9 Middle tr\u1edf l\u00ean.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-big-data-engineer-va-data-engineer-v\u1ecb-tri-nao-co-m\u1ee9c-l\u01b0\u01a1ng-cao-h\u01a1n\"><strong>Big Data Engineer v\u00e0 Data Engineer: V\u1ecb tr\u00ed n\u00e0o c\u00f3 m\u1ee9c l\u01b0\u01a1ng cao h\u01a1n?<\/strong><\/h3>\n\n\n\n<p>Big Data Engineer v\u00e0 Data Engineer l\u00e0 hai vai tr\u00f2 c\u00f3 nhi\u1ec1u \u0111i\u1ec3m giao thoa, nh\u01b0ng v\u1eabn t\u1ed3n t\u1ea1i s\u1ef1 kh\u00e1c bi\u1ec7t r\u00f5 r\u1ec7t v\u1ec1 m\u1ee9c \u0111\u1ed9 chuy\u00ean m\u00f4n, quy m\u00f4 h\u1ec7 th\u1ed1ng x\u1eed l\u00fd, v\u00e0 v\u00ec th\u1ebf c\u00f3 th\u1ec3 d\u1eabn \u0111\u1ebfn s\u1ef1 ch\u00eanh l\u1ec7ch \u0111\u00e1ng k\u1ec3 v\u1ec1 m\u1ee9c thu nh\u1eadp.<\/p>\n\n\n\n<p>V\u1ec1 b\u1ea3n ch\u1ea5t, Big Data Engineer l\u00e0 nh\u00e1nh chuy\u00ean s\u00e2u c\u1ee7a Data Engineer, t\u1eadp trung v\u00e0o x\u1eed l\u00fd d\u1eef li\u1ec7u c\u00f3 kh\u1ed1i l\u01b0\u1ee3ng l\u1edbn, t\u1ed1c \u0111\u1ed9 cao v\u00e0 \u0111\u1ed9 ph\u1ee9c t\u1ea1p cao. H\u1ecd th\u01b0\u1eddng l\u00e0m vi\u1ec7c v\u1edbi c\u00e1c c\u00f4ng c\u1ee5 nh\u01b0 Apache Kafka, Spark, Hadoop, Flink, v\u00e0 tri\u1ec3n khai h\u1ec7 th\u1ed1ng tr\u00ean c\u00e1c n\u1ec1n t\u1ea3ng cloud nh\u01b0 AWS, GCP, ho\u1eb7c Azure. Do y\u00eau c\u1ea7u k\u1ef9 thu\u1eadt cao v\u00e0 ph\u1ea1m vi c\u00f4ng vi\u1ec7c ph\u1ee9c t\u1ea1p h\u01a1n, Big Data Engineer th\u01b0\u1eddng c\u00f3 m\u1ee9c thu nh\u1eadp cao h\u01a1n so v\u1edbi Data Engineer th\u00f4ng th\u01b0\u1eddng, \u0111\u1eb7c bi\u1ec7t \u1edf c\u1ea5p \u0111\u1ed9 senior tr\u1edf l\u00ean.<\/p>\n\n\n\n<p>Theo <a href=\"https:\/\/itviec.com\/bao-cao\/luong-it-va-thi-truong-tuyen-dung-it-vietnam\" target=\"_blank\" rel=\"noreferrer noopener\">B\u00e1o c\u00e1o L\u01b0\u01a1ng IT 2024-2025 c\u1ee7a ITviec<\/a>, Data Engineer c\u00f3 3 &#8211; 4 n\u0103m kinh nghi\u1ec7m c\u00f3 m\u1ee9c l\u01b0\u01a1ng trung v\u1ecb kho\u1ea3ng 30 tri\u1ec7u \u0111\u1ed3ng\/th\u00e1ng. Trong khi \u0111\u00f3, theo <a href=\"https:\/\/www.salaryexpert.com\/salary\/job\/big-data-engineer\/vietnam\" target=\"_blank\" rel=\"noreferrer noopener\">d\u1eef li\u1ec7u t\u1eeb SalaryExpert<\/a>, Big Data Engineer t\u1ea1i Vi\u1ec7t Nam c\u00f3 m\u1ee9c l\u01b0\u01a1ng trung b\u00ecnh kho\u1ea3ng 58 tri\u1ec7u \u0111\u1ed3ng\/th\u00e1ng, v\u00e0 \u1edf c\u1ea5p \u0111\u1ed9 Senior c\u00f3 th\u1ec3 \u0111\u1ea1t t\u1edbi 73 tri\u1ec7u\/th\u00e1ng.<\/p>\n\n\n\n<p>Tuy nhi\u00ean, c\u1ea7n l\u01b0u \u00fd r\u1eb1ng kh\u00f4ng ph\u1ea3i t\u1ea5t c\u1ea3 doanh nghi\u1ec7p \u0111\u1ec1u t\u00e1ch bi\u1ec7t r\u00f5 hai vai tr\u00f2 n\u00e0y. Trong nhi\u1ec1u t\u1ed5 ch\u1ee9c, Big Data Engineer v\u1eabn \u0111\u01b0\u1ee3c ph\u00e2n lo\u1ea1i chung l\u00e0 Data Engineer, d\u00f9 \u0111\u1ea3m nh\u1eadn c\u00e1c nhi\u1ec7m v\u1ee5 c\u00f3 \u0111\u1ed9 ph\u1ee9c t\u1ea1p cao h\u01a1n. Do \u0111\u00f3, m\u1ee9c l\u01b0\u01a1ng th\u1ef1c t\u1ebf c\u00f2n ph\u1ee5 thu\u1ed9c v\u00e0o c\u00e1ch t\u1ed5 ch\u1ee9c \u0111\u1ecbnh ngh\u0129a v\u1ecb tr\u00ed, ph\u1ea1m vi c\u00f4ng vi\u1ec7c, v\u00e0 quy m\u00f4 h\u1ec7 th\u1ed1ng d\u1eef li\u1ec7u m\u00e0 k\u1ef9 s\u01b0 \u0111\u1ea3m nh\u1eadn.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-big-data-engineer-co-th\u1ec3-lam-remote-cho-cong-ty-n\u01b0\u1edbc-ngoai-d\u1ec3-tang-thu-nh\u1eadp-khong\"><strong>Big Data Engineer c\u00f3 th\u1ec3 l\u00e0m remote cho c\u00f4ng ty n\u01b0\u1edbc ngo\u00e0i \u0111\u1ec3 t\u0103ng thu nh\u1eadp kh\u00f4ng?<\/strong><\/h3>\n\n\n\n<p>C\u00f3 &#8211; v\u00e0 \u0111\u00e2y l\u00e0 m\u1ed9t xu h\u01b0\u1edbng ng\u00e0y c\u00e0ng ph\u1ed5 bi\u1ebfn.<\/p>\n\n\n\n<p>Trong b\u1ed1i c\u1ea3nh to\u00e0n c\u1ea7u h\u00f3a v\u00e0 s\u1ef1 ph\u00e1t tri\u1ec3n m\u1ea1nh m\u1ebd c\u1ee7a m\u00f4 h\u00ecnh l\u00e0m vi\u1ec7c t\u1eeb xa, nhi\u1ec1u Big Data Engineer t\u1ea1i Vi\u1ec7t Nam \u0111\u00e3 v\u00e0 \u0111ang l\u00e0m vi\u1ec7c remote cho c\u00e1c c\u00f4ng ty \u1edf M\u1ef9, ch\u00e2u \u00c2u, Singapore ho\u1eb7c Nh\u1eadt B\u1ea3n.<\/p>\n\n\n\n<p>Theo b\u00e1o c\u00e1o c\u1ee7a ITviec, m\u1ee9c l\u01b0\u01a1ng trung v\u1ecb t\u1ea1i c\u00e1c c\u00f4ng ty ch\u1ee7 qu\u1ea3n c\u00f3 ngu\u1ed3n g\u1ed1c t\u1eeb M\u1ef9 &amp; Canada (59.300.000 \u0111\u1ed3ng), Ch\u00e2u \u00c2u (54.700.000 \u0111\u1ed3ng), Nh\u1eadt B\u1ea3n (40.700.000 \u0111\u1ed3ng) hay \u00dac v\u00e0 New Zealand (60.700.000 \u0111\u1ed3ng) \u0111\u1ec1u cao h\u01a1n so v\u1edbi c\u00e1c c\u00f4ng ty c\u00f3 ngu\u1ed3n g\u1ed1c t\u1eeb Vi\u1ec7t Nam (37.300.000 \u0111\u1ed3ng).<\/p>\n\n\n\n<p>\u0110i\u1ec1u n\u00e0y cho th\u1ea5y m\u1eb7t b\u1eb1ng chung c\u00e1c c\u00f4ng ty n\u01b0\u1edbc ngo\u00e0i th\u01b0\u1eddng c\u00f3 xu h\u01b0\u1edbng tr\u1ea3 l\u01b0\u01a1ng trung b\u00ecnh cao h\u01a1n, v\u00e0 v\u1ecb tr\u00ed Big Data Engineer c\u0169ng kh\u00f4ng n\u1eb1m ngo\u00e0i xu h\u01b0\u1edbng n\u00e0y, \u0111\u1eb7c bi\u1ec7t khi b\u1ea1n c\u00f3 k\u1ef9 n\u0103ng chuy\u00ean s\u00e2u v\u1ec1 cloud, x\u1eed l\u00fd d\u1eef li\u1ec7u ph\u00e2n t\u00e1n v\u00e0 giao ti\u1ebfp k\u1ef9 thu\u1eadt b\u1eb1ng ti\u1ebfng Anh t\u1ed1t.<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"410\" height=\"365\" src=\"https:\/\/itviec.com\/blog\/wp-content\/uploads\/2025\/07\/image-159.png\" alt=\"\" class=\"wp-image-90175\" srcset=\"https:\/\/itviec.com\/blog\/wp-content\/uploads\/2025\/07\/image-159.png 410w, https:\/\/itviec.com\/blog\/wp-content\/uploads\/2025\/07\/image-159-300x267.png 300w, https:\/\/itviec.com\/blog\/wp-content\/uploads\/2025\/07\/image-159-200x178.png 200w\" sizes=\"auto, (max-width: 410px) 100vw, 410px\" \/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-t\u1ed5ng-k\u1ebft\"><span class=\"ez-toc-section\" id=\"Tong_ket\"><\/span><strong>T\u1ed5ng k\u1ebft<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>Big Data Engineer l\u00e0 m\u1ed9t trong nh\u1eefng v\u1ecb tr\u00ed tr\u1ecdng y\u1ebfu trong h\u1ec7 sinh th\u00e1i d\u1eef li\u1ec7u hi\u1ec7n \u0111\u1ea1i &#8211; n\u01a1i k\u1ef9 thu\u1eadt x\u1eed l\u00fd d\u1eef li\u1ec7u quy m\u00f4 l\u1edbn, real-time v\u00e0 ph\u00e2n t\u00e1n \u0111ang tr\u1edf th\u00e0nh x\u01b0\u01a1ng s\u1ed1ng cho m\u1ecdi ho\u1ea1t \u0111\u1ed9ng ph\u00e2n t\u00edch v\u00e0 ra quy\u1ebft \u0111\u1ecbnh. V\u1edbi nhu c\u1ea7u tuy\u1ec3n d\u1ee5ng ng\u00e0y c\u00e0ng t\u0103ng, m\u1ee9c l\u01b0\u01a1ng c\u1ea1nh tranh h\u00e0ng \u0111\u1ea7u ng\u00e0nh IT, c\u00f9ng c\u01a1 h\u1ed9i l\u00e0m vi\u1ec7c to\u00e0n c\u1ea7u, ngh\u1ec1 Big Data Engineer kh\u00f4ng ch\u1ec9 h\u1ea5p d\u1eabn m\u00e0 c\u00f2n b\u1ec1n v\u1eefng v\u1ec1 l\u00e2u d\u00e0i.<\/p>\n\n\n\n<p>Tuy nhi\u00ean, \u0111\u1ec3 \u0111\u1ea1t \u0111\u01b0\u1ee3c m\u1ee9c thu nh\u1eadp cao trong l\u0129nh v\u1ef1c n\u00e0y, b\u1ea1n kh\u00f4ng th\u1ec3 ch\u1ec9 d\u1eebng l\u1ea1i \u1edf k\u1ef9 n\u0103ng c\u01a1 b\u1ea3n. S\u1ef1 k\u1ebft h\u1ee3p gi\u1eefa ki\u1ebfn th\u1ee9c k\u1ef9 thu\u1eadt v\u1eefng ch\u1eafc, k\u1ef9 n\u0103ng x\u1eed l\u00fd h\u1ec7 th\u1ed1ng ph\u1ee9c t\u1ea1p, kinh nghi\u1ec7m th\u1ef1c chi\u1ebfn v\u00e0 t\u01b0 duy t\u1ed1i \u01b0u hi\u1ec7u su\u1ea5t ch\u00ednh l\u00e0 n\u1ec1n t\u1ea3ng \u0111\u1ec3 b\u1ea1n n\u1ed5i b\u1eadt v\u00e0 v\u01b0\u01a1n xa. \u0110\u1ed3ng th\u1eddi, \u0111\u1eebng qu\u00ean c\u1eadp nh\u1eadt c\u00f4ng ngh\u1ec7 li\u00ean t\u1ee5c &#8211; \u0111\u00f3 l\u00e0 c\u00e1ch \u0111\u1ec3 b\u1ea1n t\u1ea1o l\u1ee3i th\u1ebf c\u1ea1nh tranh th\u1ef1c s\u1ef1 trong ng\u00e0nh d\u1eef li\u1ec7u \u0111ang ph\u00e1t tri\u1ec3n th\u1ea7n t\u1ed1c n\u00e0y.<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p><em>\u0110\u1ecdc chi ti\u1ebft: <strong><a href=\"https:\/\/itviec.com\/blog\/big-data-engineer-roadmap\/\" target=\"_blank\" rel=\"noreferrer noopener\">Big Data Engineer Roadmap: L\u1ed9 tr\u00ecnh h\u1ecdc t\u1eadp v\u00e0 ph\u00e1t tri\u1ec3n t\u1eeb A-Z<\/a><\/strong><\/em><\/p>\n<\/blockquote>\n","protected":false},"excerpt":{"rendered":"<p>Big Data Engineer l\u00e0 m\u1ed9t trong nh\u1eefng v\u1ecb tr\u00ed \u0111ang \u201cl\u00ean ng\u00f4i\u201d trong ng\u00e0nh c\u00f4ng ngh\u1ec7 th\u00f4ng tin, nh\u1ea5t l\u00e0 trong b\u1ed1i c\u1ea3nh d\u1eef li\u1ec7u \u0111ang tr\u1edf th\u00e0nh t\u00e0i s\u1ea3n chi\u1ebfn l\u01b0\u1ee3c c\u1ee7a m\u1ecdi t\u1ed5 ch\u1ee9c. V\u1edbi vai tr\u00f2 thi\u1ebft y\u1ebfu trong vi\u1ec7c x\u00e2y d\u1ef1ng v\u00e0 t\u1ed1i \u01b0u h\u1ea1 t\u1ea7ng d\u1eef li\u1ec7u l\u1edbn, m\u1ee9c thu [&hellip;]<\/p>\n","protected":false},"author":247,"featured_media":90264,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"_gspb_post_css":"","footnotes":""},"categories":[10345,10151,94],"tags":[],"class_list":["post-90092","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-data-analyst-data-engineer","category-luong-va-che-do-lam-viec","category-su-nghiep-it"],"blocksy_meta":[],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v26.8 (Yoast SEO v27.8) - https:\/\/yoast.com\/product\/yoast-seo-premium-wordpress\/ -->\n<title>L\u01b0\u01a1ng Big Data Engineer th\u1ef1c t\u1ebf t\u1ea1i Vi\u1ec7t Nam v\u00e0 qu\u1ed1c t\u1ebf m\u1edbi nh\u1ea5t - ITviec Blog<\/title>\n<meta name=\"description\" content=\"Kh\u00e1m ph\u00e1 m\u1ee9c l\u01b0\u01a1ng Big Data Engineer hi\u1ec7n nay t\u1ea1i Vi\u1ec7t Nam v\u00e0 tr\u00ean th\u1ebf gi\u1edbi v\u00e0 nh\u1eefng k\u1ef9 n\u0103ng, y\u1ebfu t\u1ed1 gi\u00fap t\u0103ng thu nh\u1eadp.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/itviec.com\/blog\/luong-big-data-engineer\/\" \/>\n<meta property=\"og:locale\" content=\"vi_VN\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"L\u01b0\u01a1ng Big Data Engineer th\u1ef1c t\u1ebf t\u1ea1i Vi\u1ec7t Nam v\u00e0 qu\u1ed1c t\u1ebf m\u1edbi nh\u1ea5t\" \/>\n<meta property=\"og:description\" content=\"Big Data Engineer l\u00e0 m\u1ed9t trong nh\u1eefng v\u1ecb tr\u00ed \u0111ang \u201cl\u00ean ng\u00f4i\u201d trong ng\u00e0nh c\u00f4ng ngh\u1ec7 th\u00f4ng tin, nh\u1ea5t l\u00e0 trong b\u1ed1i c\u1ea3nh d\u1eef li\u1ec7u \u0111ang tr\u1edf th\u00e0nh t\u00e0i s\u1ea3n chi\u1ebfn\" \/>\n<meta property=\"og:url\" content=\"https:\/\/itviec.com\/blog\/luong-big-data-engineer\/\" \/>\n<meta property=\"og:site_name\" content=\"ITviec Blog\" \/>\n<meta property=\"article:publisher\" content=\"https:\/\/www.facebook.com\/ITviec\" \/>\n<meta property=\"article:published_time\" content=\"2025-07-31T15:04:44+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2025-07-31T15:04:47+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/itviec.com\/blog\/wp-content\/uploads\/2025\/07\/luong-big-data-engineer-scaled.png\" \/>\n\t<meta property=\"og:image:width\" content=\"2560\" \/>\n\t<meta property=\"og:image:height\" content=\"1347\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/png\" \/>\n<meta name=\"author\" content=\"Th\u1ee7y C\u00fac\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:creator\" content=\"@ITviec\" \/>\n<meta name=\"twitter:site\" content=\"@ITviec\" \/>\n<meta name=\"twitter:label1\" content=\"\u0110\u01b0\u1ee3c vi\u1ebft b\u1edfi\" \/>\n\t<meta name=\"twitter:data1\" content=\"Th\u1ee7y C\u00fac\" \/>\n\t<meta name=\"twitter:label2\" content=\"\u01af\u1edbc t\u00ednh th\u1eddi gian \u0111\u1ecdc\" \/>\n\t<meta name=\"twitter:data2\" content=\"20 ph\u00fat\" \/>\n<!-- \/ Yoast SEO Premium plugin. -->","yoast_head_json":{"title":"L\u01b0\u01a1ng Big Data Engineer th\u1ef1c t\u1ebf t\u1ea1i Vi\u1ec7t Nam v\u00e0 qu\u1ed1c t\u1ebf m\u1edbi nh\u1ea5t - ITviec Blog","description":"Kh\u00e1m ph\u00e1 m\u1ee9c l\u01b0\u01a1ng Big Data Engineer hi\u1ec7n nay t\u1ea1i Vi\u1ec7t Nam v\u00e0 tr\u00ean th\u1ebf gi\u1edbi v\u00e0 nh\u1eefng k\u1ef9 n\u0103ng, y\u1ebfu t\u1ed1 gi\u00fap t\u0103ng thu nh\u1eadp.","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/itviec.com\/blog\/luong-big-data-engineer\/","og_locale":"vi_VN","og_type":"article","og_title":"L\u01b0\u01a1ng Big Data Engineer th\u1ef1c t\u1ebf t\u1ea1i Vi\u1ec7t Nam v\u00e0 qu\u1ed1c t\u1ebf m\u1edbi nh\u1ea5t","og_description":"Big Data Engineer l\u00e0 m\u1ed9t trong nh\u1eefng v\u1ecb tr\u00ed \u0111ang \u201cl\u00ean ng\u00f4i\u201d trong ng\u00e0nh c\u00f4ng ngh\u1ec7 th\u00f4ng tin, nh\u1ea5t l\u00e0 trong b\u1ed1i c\u1ea3nh d\u1eef li\u1ec7u \u0111ang tr\u1edf th\u00e0nh t\u00e0i s\u1ea3n chi\u1ebfn","og_url":"https:\/\/itviec.com\/blog\/luong-big-data-engineer\/","og_site_name":"ITviec Blog","article_publisher":"https:\/\/www.facebook.com\/ITviec","article_published_time":"2025-07-31T15:04:44+00:00","article_modified_time":"2025-07-31T15:04:47+00:00","og_image":[{"width":2560,"height":1347,"url":"https:\/\/itviec.com\/blog\/wp-content\/uploads\/2025\/07\/luong-big-data-engineer-scaled.png","type":"image\/png"}],"author":"Th\u1ee7y C\u00fac","twitter_card":"summary_large_image","twitter_creator":"@ITviec","twitter_site":"@ITviec","twitter_misc":{"\u0110\u01b0\u1ee3c vi\u1ebft b\u1edfi":"Th\u1ee7y C\u00fac","\u01af\u1edbc t\u00ednh th\u1eddi gian \u0111\u1ecdc":"20 ph\u00fat"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/itviec.com\/blog\/luong-big-data-engineer\/#article","isPartOf":{"@id":"https:\/\/itviec.com\/blog\/luong-big-data-engineer\/"},"author":{"name":"Th\u1ee7y C\u00fac","@id":"https:\/\/itviec.com\/blog\/#\/schema\/person\/c8886a21239e42a8518930575eb56e01"},"headline":"L\u01b0\u01a1ng Big Data Engineer th\u1ef1c t\u1ebf t\u1ea1i Vi\u1ec7t Nam v\u00e0 qu\u1ed1c t\u1ebf m\u1edbi nh\u1ea5t","datePublished":"2025-07-31T15:04:44+00:00","dateModified":"2025-07-31T15:04:47+00:00","mainEntityOfPage":{"@id":"https:\/\/itviec.com\/blog\/luong-big-data-engineer\/"},"wordCount":5030,"publisher":{"@id":"https:\/\/itviec.com\/blog\/#organization"},"image":{"@id":"https:\/\/itviec.com\/blog\/luong-big-data-engineer\/#primaryimage"},"thumbnailUrl":"https:\/\/itviec.com\/blog\/wp-content\/uploads\/2025\/07\/luong-big-data-engineer-scaled.png","articleSection":["Data Analyst \/ Data Engineer","L\u01b0\u01a1ng &amp; Ch\u1ebf \u0111\u1ed9 l\u00e0m vi\u1ec7c","S\u1ef1 nghi\u1ec7p IT"],"inLanguage":"vi"},{"@type":"WebPage","@id":"https:\/\/itviec.com\/blog\/luong-big-data-engineer\/","url":"https:\/\/itviec.com\/blog\/luong-big-data-engineer\/","name":"L\u01b0\u01a1ng Big Data Engineer th\u1ef1c t\u1ebf t\u1ea1i Vi\u1ec7t Nam v\u00e0 qu\u1ed1c t\u1ebf m\u1edbi nh\u1ea5t - ITviec Blog","isPartOf":{"@id":"https:\/\/itviec.com\/blog\/#website"},"primaryImageOfPage":{"@id":"https:\/\/itviec.com\/blog\/luong-big-data-engineer\/#primaryimage"},"image":{"@id":"https:\/\/itviec.com\/blog\/luong-big-data-engineer\/#primaryimage"},"thumbnailUrl":"https:\/\/itviec.com\/blog\/wp-content\/uploads\/2025\/07\/luong-big-data-engineer-scaled.png","datePublished":"2025-07-31T15:04:44+00:00","dateModified":"2025-07-31T15:04:47+00:00","description":"Kh\u00e1m ph\u00e1 m\u1ee9c l\u01b0\u01a1ng Big Data Engineer hi\u1ec7n nay t\u1ea1i Vi\u1ec7t Nam v\u00e0 tr\u00ean th\u1ebf gi\u1edbi v\u00e0 nh\u1eefng k\u1ef9 n\u0103ng, y\u1ebfu t\u1ed1 gi\u00fap t\u0103ng thu nh\u1eadp.","breadcrumb":{"@id":"https:\/\/itviec.com\/blog\/luong-big-data-engineer\/#breadcrumb"},"inLanguage":"vi","potentialAction":[{"@type":"ReadAction","target":["https:\/\/itviec.com\/blog\/luong-big-data-engineer\/"]}]},{"@type":"ImageObject","inLanguage":"vi","@id":"https:\/\/itviec.com\/blog\/luong-big-data-engineer\/#primaryimage","url":"https:\/\/itviec.com\/blog\/wp-content\/uploads\/2025\/07\/luong-big-data-engineer-scaled.png","contentUrl":"https:\/\/itviec.com\/blog\/wp-content\/uploads\/2025\/07\/luong-big-data-engineer-scaled.png","width":800,"height":421,"caption":"l\u01b0\u01a1ng big data engineer - itviec blog"},{"@type":"BreadcrumbList","@id":"https:\/\/itviec.com\/blog\/luong-big-data-engineer\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"S\u1ef1 nghi\u1ec7p IT","item":"https:\/\/itviec.com\/blog\/su-nghiep-it\/"},{"@type":"ListItem","position":2,"name":"L\u01b0\u01a1ng Big Data Engineer th\u1ef1c t\u1ebf t\u1ea1i Vi\u1ec7t Nam v\u00e0 qu\u1ed1c t\u1ebf m\u1edbi nh\u1ea5t"}]},{"@type":"WebSite","@id":"https:\/\/itviec.com\/blog\/#website","url":"https:\/\/itviec.com\/blog\/","name":"ITviec Blog","description":"IT Jobs &amp; People in Vietnam","publisher":{"@id":"https:\/\/itviec.com\/blog\/#organization"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/itviec.com\/blog\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"vi"},{"@type":"Organization","@id":"https:\/\/itviec.com\/blog\/#organization","name":"ITviec","url":"https:\/\/itviec.com\/blog\/","logo":{"@type":"ImageObject","inLanguage":"vi","@id":"https:\/\/itviec.com\/blog\/#\/schema\/logo\/image\/","url":"https:\/\/itviec.com\/blog\/wp-content\/uploads\/2018\/12\/itviec-black-square-facebook.png","contentUrl":"https:\/\/itviec.com\/blog\/wp-content\/uploads\/2018\/12\/itviec-black-square-facebook.png","width":1800,"height":1800,"caption":"ITviec"},"image":{"@id":"https:\/\/itviec.com\/blog\/#\/schema\/logo\/image\/"},"sameAs":["https:\/\/www.facebook.com\/ITviec","https:\/\/x.com\/ITviec","https:\/\/www.linkedin.com\/company\/itviec","https:\/\/www.youtube.com\/channel\/UCYthAQ3bcGr57M_ag5gHDvQ"]},{"@type":"Person","@id":"https:\/\/itviec.com\/blog\/#\/schema\/person\/c8886a21239e42a8518930575eb56e01","name":"Th\u1ee7y C\u00fac","image":{"@type":"ImageObject","inLanguage":"vi","@id":"https:\/\/itviec.com\/blog\/wp-content\/uploads\/2025\/07\/dvthuycuc_ava-scaled-e1751357915570-200x185.jpg","url":"https:\/\/itviec.com\/blog\/wp-content\/uploads\/2025\/07\/dvthuycuc_ava-scaled-e1751357915570-200x185.jpg","contentUrl":"https:\/\/itviec.com\/blog\/wp-content\/uploads\/2025\/07\/dvthuycuc_ava-scaled-e1751357915570-200x185.jpg","caption":"Th\u1ee7y C\u00fac"},"url":"https:\/\/itviec.com\/blog\/author\/thuy-cuc\/"}]}},"_links":{"self":[{"href":"https:\/\/itviec.com\/blog\/wp-json\/wp\/v2\/posts\/90092","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/itviec.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/itviec.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/itviec.com\/blog\/wp-json\/wp\/v2\/users\/247"}],"replies":[{"embeddable":true,"href":"https:\/\/itviec.com\/blog\/wp-json\/wp\/v2\/comments?post=90092"}],"version-history":[{"count":5,"href":"https:\/\/itviec.com\/blog\/wp-json\/wp\/v2\/posts\/90092\/revisions"}],"predecessor-version":[{"id":90265,"href":"https:\/\/itviec.com\/blog\/wp-json\/wp\/v2\/posts\/90092\/revisions\/90265"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/itviec.com\/blog\/wp-json\/wp\/v2\/media\/90264"}],"wp:attachment":[{"href":"https:\/\/itviec.com\/blog\/wp-json\/wp\/v2\/media?parent=90092"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/itviec.com\/blog\/wp-json\/wp\/v2\/categories?post=90092"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/itviec.com\/blog\/wp-json\/wp\/v2\/tags?post=90092"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}