{"id":86817,"date":"2025-05-10T22:19:33","date_gmt":"2025-05-10T15:19:33","guid":{"rendered":"https:\/\/itviec1.uptech.vn\/?p=86817"},"modified":"2025-05-10T22:19:33","modified_gmt":"2025-05-10T15:19:33","slug":"so-sanh-data-architect-vs-data-engineer","status":"publish","type":"post","link":"https:\/\/itviec.com\/blog\/so-sanh-data-architect-vs-data-engineer\/","title":{"rendered":"Data Architect vs Data Engineer: Vai tr\u00f2 n\u00e0o ph\u00f9 h\u1ee3p v\u1edbi b\u1ea1n?"},"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\/so-sanh-data-architect-vs-data-engineer\/#Data_Architect_vs_Data_Engineer_Tong_quan_vai_tro\" >Data Architect vs Data Engineer: T\u1ed5ng quan vai tr\u00f2<\/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\/so-sanh-data-architect-vs-data-engineer\/#Data_Architect_vs_Data_Engineer_Chi_tiet_vai_tro_va_trach_nhiem\" >Data Architect vs Data Engineer: Chi ti\u1ebft vai tr\u00f2 v\u00e0 tr\u00e1ch nhi\u1ec7m<\/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\/so-sanh-data-architect-vs-data-engineer\/#Data_Architect_vs_Data_Engineer_Ky_nang_va_Cong_cu\" >Data Architect vs Data Engineer: K\u1ef9 n\u0103ng v\u00e0 C\u00f4ng c\u1ee5<\/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\/so-sanh-data-architect-vs-data-engineer\/#So_sanh_chuyen_sau_Data_Architect_vs_Data_Engineer\" >So s\u00e1nh chuy\u00ean s\u00e2u Data Architect vs 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\/so-sanh-data-architect-vs-data-engineer\/#Data_Architect_vs_Data_Engineer_Vai_tro_nao_phu_hop_voi_ban\" >Data Architect vs Data Engineer: Vai tr\u00f2 n\u00e0o ph\u00f9 h\u1ee3p v\u1edbi b\u1ea1n?<\/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\/so-sanh-data-architect-vs-data-engineer\/#Cau_hoi_thuong_gap_ve_Data_Architect_vs_Data_Engineer\" >C\u00e2u h\u1ecfi th\u01b0\u1eddng g\u1eb7p v\u1ec1 Data Architect vs Data Engineer<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/itviec.com\/blog\/so-sanh-data-architect-vs-data-engineer\/#Tong_ket_Data_Architect_vs_Data_Engineer\" >T\u1ed5ng k\u1ebft Data Architect vs Data Engineer<\/a><\/li><\/ul><\/nav><\/div>\n<p><em><strong>Trong th\u1eddi \u0111\u1ea1i b\u00f9ng n\u1ed5 d\u1eef li\u1ec7u, vi\u1ec7c khai th\u00e1c v\u00e0 qu\u1ea3n l\u00fd d\u1eef li\u1ec7u kh\u00f4ng ch\u1ec9 d\u1eebng l\u1ea1i \u1edf quy m\u00f4 ph\u00e2n t\u00edch c\u01a1 b\u1ea3n, m\u00e0 c\u00f2n m\u1edf r\u1ed9ng th\u00e0nh nh\u1eefng h\u1ec7 th\u1ed1ng ph\u1ee9c t\u1ea1p, \u0111\u00f2i h\u1ecfi quy tr\u00ecnh qu\u1ea3n tr\u1ecb v\u00e0 chi\u1ebfn l\u01b0\u1ee3c r\u00f5 r\u00e0ng. Hai vai tr\u00f2 quan tr\u1ecdng nh\u1ea5t, c\u00f3 th\u1ec3 coi l\u00e0 \u201cx\u01b0\u01a1ng s\u1ed1ng\u201d trong b\u1ea5t k\u1ef3 t\u1ed5 ch\u1ee9c n\u00e0o h\u01b0\u1edbng \u0111\u1ebfn data-driven (t\u1ee9c l\u1ea5y d\u1eef li\u1ec7u l\u00e0m tr\u1ecdng t\u00e2m), ch\u00ednh l\u00e0 Data Architect v\u00e0 Data Engineer. V\u1eady th\u00ec gi\u1eefa Data Architect vs Data Engineer kh\u00e1c nhau v\u00e0 gi\u1ed1ng nhau nh\u01b0 th\u1ebf n\u00e0o, l\u00e0m sao \u0111\u1ec3 bi\u1ebft b\u1ea1n ph\u00f9 h\u1ee3p v\u1edbi v\u1ecb tr\u00ed n\u00e0o h\u01a1n?<\/strong><\/em><\/p>\n<p>\u0110\u1ecdc b\u00e0i vi\u1ebft sau \u0111\u1ec3 hi\u1ec3u r\u00f5:<\/p>\n<ul>\n<li>Data Architect l\u00e0 g\u00ec v\u00e0 Data Engineer l\u00e0 g\u00ec<\/li>\n<li>So s\u00e1nh chi ti\u1ebft v\u1ec1 vai tr\u00f2, k\u1ef9 n\u0103ng, c\u00f4ng c\u1ee5 l\u00e0m vi\u1ec7c,&#8230; c\u1ee7a hai vai tr\u00f2<\/li>\n<li>L\u00e0m th\u1ebf n\u00e0o \u0111\u1ec3 ng\u01b0\u1eddi l\u00e0m d\u1eef li\u1ec7u x\u00e1c \u0111\u1ecbnh \u0111\u01b0\u1ee3c c\u00f4ng vi\u1ec7c ph\u00f9 h\u1ee3p<\/li>\n<\/ul>\n<h2><span class=\"ez-toc-section\" id=\"Data_Architect_vs_Data_Engineer_Tong_quan_vai_tro\"><\/span><b>Data Architect vs Data Engineer: T\u1ed5ng quan vai tr\u00f2<\/b><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><span style=\"font-weight: 400;\">Tr\u01b0\u1edbc khi so s\u00e1nh, h\u00e3y nh\u1edb r\u1eb1ng Data Architect v\u00e0 Data Engineer gi\u1ed1ng nhau \u1edf b\u1ed1n \u0111i\u1ec1u:<\/span><\/p>\n<ul>\n<li><span style=\"font-weight: 400;\">(1) C\u1ea3 hai \u0111\u1ec1u c\u1ed1 g\u1eafng gi\u1eef cho d\u1eef li\u1ec7u ch\u1ea3y li\u00ean t\u1ee5c, s\u1ea1ch v\u00e0 \u0111\u00fang l\u00fac;<\/span><\/li>\n<li><span style=\"font-weight: 400;\">(2) H\u1eb1ng ng\u00e0y h\u1ecd \u0111\u1ec1u d\u00f9ng SQL, l\u00e0m ETL v\u00e0 l\u00e0m vi\u1ec7c v\u1edbi Cloud c\u00f9ng c\u00e1c c\u00f4ng ngh\u1ec7 Big\u202fData;<\/span><\/li>\n<li><span style=\"font-weight: 400;\">(3) C\u1ea3 hai c\u00f9ng ch\u1ecbu tr\u00e1ch nhi\u1ec7m b\u1ea3o m\u1eadt v\u00e0 qu\u1ea3n tr\u1ecb d\u1eef li\u1ec7u;<\/span><\/li>\n<li><span style=\"font-weight: 400;\">(4) H\u1ecd \u0111\u1ec1u ph\u1ea3i gi\u1ecfi gi\u1ea3i quy\u1ebft v\u1ea5n \u0111\u1ec1 v\u00e0 giao ti\u1ebfp v\u1edbi nhi\u1ec1u nh\u00f3m kh\u00e1c nhau.<\/span><\/li>\n<\/ul>\n<p><span style=\"font-weight: 400;\">Ch\u00ednh v\u00ec chia s\u1ebb nh\u1eefng \u0111i\u1ec3m n\u00e0y m\u00e0 kh\u00f4ng \u00edt ng\u01b0\u1eddi \u0111\u00e1nh \u0111\u1ed3ng hai v\u1ecb tr\u00ed n\u00e0y, b\u1edfi c\u1ea3 hai \u0111\u1ec1u l\u00e0m vi\u1ec7c v\u1edbi d\u1eef li\u1ec7u v\u00e0 \u0111\u1ec1u \u0111\u00f3ng vai tr\u00f2 quan tr\u1ecdng \u0111\u1ec3 gi\u1eef cho \u201cd\u00f2ng ch\u1ea3y d\u1eef li\u1ec7u\u201d \u0111\u01b0\u1ee3c li\u00ean t\u1ee5c. C\u00e1c t\u00ecnh hu\u1ed1ng nh\u1ea7m l\u1eabn th\u01b0\u1eddng g\u1eb7p:<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">B\u1ea1n \u1ee9ng tuy\u1ec3n v\u1ecb tr\u00ed Data Engineer, nh\u01b0ng nh\u00e0 tuy\u1ec3n d\u1ee5ng l\u1ea1i h\u1ecfi v\u00f4 c\u00f9ng chi ti\u1ebft v\u1ec1 m\u00f4 h\u00ecnh d\u1eef li\u1ec7u v\u00e0 chi\u1ebfn l\u01b0\u1ee3c qu\u1ea3n tr\u1ecb? \u0110\u00e2y l\u00e0 v\u00ed d\u1ee5 \u0111i\u1ec3n h\u00ecnh khi nh\u00e0 tuy\u1ec3n d\u1ee5ng mu\u1ed1n x\u00e1c \u0111\u1ecbnh b\u1ea1n c\u00f3 hi\u1ec3u s\u00e2u v\u1ec1 ki\u1ebfn tr\u00fac d\u1eef li\u1ec7u hay ch\u01b0a.\u00a0<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Ho\u1eb7c b\u1ea1n th\u00edch t\u01b0 duy t\u1ed5ng quan, \u0111\u1ecbnh h\u01b0\u1edbng c\u00f4ng ngh\u1ec7 d\u00e0i h\u1ea1n, nh\u01b0ng l\u1ea1i ph\u00e2n v\u00e2n li\u1ec7u vai tr\u00f2 Data Engineer hay Data Architect s\u1ebd mang \u0111\u1ebfn l\u1ed9 tr\u00ecnh ph\u00e1t tri\u1ec3n t\u1ed1t h\u01a1n? B\u0103n kho\u0103n n\u00e0y b\u1eaft ngu\u1ed3n t\u1eeb vi\u1ec7c ch\u01b0a ph\u00e2n bi\u1ec7t r\u00f5 r\u00e0ng hai v\u1ecb tr\u00ed.<\/span><\/li>\n<\/ul>\n<p><span style=\"font-weight: 400;\">Tuy nhi\u00ean, n\u1ebfu \u0111i s\u00e2u v\u00e0o ph\u00e2n t\u00edch, ch\u00fang ta s\u1ebd th\u1ea5y r\u1eb1ng Data Architect v\u00e0 Data Engineer c\u00f3 s\u1ef1 kh\u00e1c bi\u1ec7t l\u1edbn v\u1ec1 m\u1ee5c ti\u00eau c\u00f4ng vi\u1ec7c, tr\u1ecdng tr\u00e1ch, v\u00e0 k\u1ef9 n\u0103ng c\u1ea7n thi\u1ebft.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">M\u1ed9t c\u00e1ch kh\u00e1i qu\u00e1t:<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Data Architect<\/b><span style=\"font-weight: 400;\"> l\u00e0 ng\u01b0\u1eddi \u201cv\u1ebd b\u1ea3n thi\u1ebft k\u1ebf\u201d (blueprint) cho to\u00e0n b\u1ed9 h\u1ec7 th\u1ed1ng d\u1eef li\u1ec7u c\u1ee7a doanh nghi\u1ec7p. Data Architect \u0111\u01b0a ra c\u00e1c quy\u1ebft \u0111\u1ecbnh quan tr\u1ecdng nh\u01b0 n\u00ean d\u00f9ng n\u1ec1n t\u1ea3ng Cloud n\u00e0o, l\u00e0m sao \u0111\u1ec3 d\u1eef li\u1ec7u \u0111\u01b0\u1ee3c qu\u1ea3n l\u00fd t\u1eadp trung nh\u01b0ng v\u1eabn \u0111\u00e1p \u1ee9ng c\u00e1c quy \u0111\u1ecbnh ph\u00e1p l\u00fd (compliance), hay l\u00e0m sao \u0111\u1ec3 t\u00edch h\u1ee3p d\u1eef li\u1ec7u t\u1eeb nhi\u1ec1u h\u1ec7 th\u1ed1ng c\u0169 (legacy system) sang m\u00f4 h\u00ecnh hi\u1ec7n \u0111\u1ea1i h\u01a1n.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Data Engineer<\/b><span style=\"font-weight: 400;\"> l\u00e0 ng\u01b0\u1eddi \u201cx\u00e2y d\u1ef1ng\u201d (build) c\u00e1c pipeline v\u00e0 h\u1ea1 t\u1ea7ng th\u1ef1c thi, bi\u1ebfn t\u1ea7m nh\u00ecn c\u1ee7a Data Architect th\u00e0nh hi\u1ec7n th\u1ef1c. Data Engineer vi\u1ebft code r\u1ea5t nhi\u1ec1u, t\u1eeb vi\u1ec7c thi\u1ebft k\u1ebf lu\u1ed3ng ETL, t\u1ed1i \u01b0u pipeline \u0111\u1ebfn x\u00e2y d\u1ef1ng c\u00e1c module t\u1ef1 \u0111\u1ed9ng tr\u00edch xu\u1ea5t d\u1eef li\u1ec7u t\u1eeb h\u00e0ng lo\u1ea1t ngu\u1ed3n.<\/span><\/li>\n<\/ul>\n<p><span style=\"font-weight: 400;\">C\u1ea3 hai vai tr\u00f2 l\u00e0 \u201cc\u1eb7p \u0111\u00f4i ho\u00e0n h\u1ea3o\u201d gi\u00fap doanh nghi\u1ec7p t\u1eadn d\u1ee5ng d\u1eef li\u1ec7u m\u1ed9t c\u00e1ch t\u1ed1i \u01b0u, v\u00e0 \u0111\u00e1p \u1ee9ng c\u00e1c y\u00eau c\u1ea7u ng\u00e0y c\u00e0ng cao v\u1ec1 t\u1ed1c \u0111\u1ed9, hi\u1ec7u su\u1ea5t, b\u1ea3o m\u1eadt.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u0110\u1eb7c bi\u1ec7t, c\u1ea3 2 v\u1ecb tr\u00ed \u0111\u1ec1u c\u1ea7n quan t\u00e2m s\u00e2u s\u1eafc \u0111\u1ebfn ki\u1ebfn tr\u00fac d\u1eef li\u1ec7u (data architecture). T\u1ea7m nh\u00ecn, k\u1ebf ho\u1ea1ch, v\u00e0 c\u1ea5u tr\u00fac h\u1ea1 t\u1ea7ng do Data Architect t\u1ea1o ra ch\u00ednh l\u00e0 kim ch\u1ec9 nam, l\u00e0 b\u1ea3n v\u1ebd cho Data Engineer trong su\u1ed1t h\u00e0nh tr\u00ecnh x\u00e2y d\u1ef1ng v\u00e0 v\u1eadn h\u00e0nh c\u00e1c gi\u1ea3i ph\u00e1p d\u1eef li\u1ec7u.<\/span><\/p>\n<blockquote><p><a href=\"https:\/\/medium.com\/%40pooja.tjis\/data-architecture-to-data-engineers-is-like-a-roadmap-is-to-a-traveler-7c9f6bba67e\" target=\"_blank\" rel=\"noopener\"><i><span style=\"font-weight: 400;\">\u201cKi\u1ebfn tr\u00fac d\u1eef li\u1ec7u \u0111\u1ed1i v\u1edbi c\u00e1c k\u1ef9 s\u01b0 d\u1eef li\u1ec7u c\u0169ng gi\u1ed1ng nh\u01b0 t\u1ea5m b\u1ea3n \u0111\u1ed3 \u0111\u1ed1i v\u1edbi m\u1ed9t ng\u01b0\u1eddi l\u1eef h\u00e0nh.\u201d \u2013 Pooja Jain<\/span><\/i><\/a><\/p>\n<p><b><i>Pooja\u202fJain<\/i><\/b><i><span style=\"font-weight: 400;\">\u202f\u2013 Senior\u202fData\u202fEngineer t\u1ea1i Globant, LinkedIn\u202fTop\u202fVoice\u202f2024, gi\u1ea3ng vi\u00ean LinkedIn\u202fLearning, s\u1edf h\u1eefu hai ch\u1ee9ng ch\u1ec9 AWS &amp;\u202fGCP. C\u00f4 \u0111\u0103ng l\u1ea1i c\u00e2u tr\u00edch d\u1eabn n\u00e0y tr\u00ean LinkedIn v\u00e0 Medium \u0111\u1ec3 k\u00eau g\u1ecdi c\u1ed9ng \u0111\u1ed3ng k\u1ef9 s\u01b0 d\u1eef li\u1ec7u ch\u00fa \u00fd h\u01a1n t\u1edbi ki\u1ebfn tr\u00fac d\u1eef li\u1ec7u, xem \u0111\u00e2y l\u00e0 n\u1ec1n t\u1ea3ng gi\u00fap \u0111\u1ecbnh h\u01b0\u1edbng, t\u1ed1i \u01b0u chi ph\u00ed v\u00e0 b\u1ea3o \u0111\u1ea3m ch\u1ea5t l\u01b0\u1ee3ng h\u1ec7 th\u1ed1ng.<\/span><\/i> <i><span style=\"font-weight: 400;\">V\u1edbi h\u01a1n 8\u202fn\u0103m kinh nghi\u1ec7m th\u1ef1c chi\u1ebfn v\u00e0 150\u202f000+ ng\u01b0\u1eddi theo d\u00f5i, nh\u1eadn \u0111\u1ecbnh c\u1ee7a Pooja \u0111\u01b0\u1ee3c xem l\u00e0 ngu\u1ed3n tham kh\u1ea3o uy t\u00edn khi b\u00e0n v\u1ec1 vai tr\u00f2 c\u1ee7a ki\u1ebfn tr\u00fac d\u1eef li\u1ec7u.<\/span><\/i><\/p><\/blockquote>\n<p><span style=\"font-weight: 400;\">Trong ph\u1ea7n ti\u1ebfp theo, ch\u00fang ta s\u1ebd \u0111i v\u00e0o ph\u00e2n t\u00edch c\u1ee5 th\u1ec3 v\u1ec1 <\/span><b>vai tr\u00f2 \u2013 tr\u00e1ch nhi\u1ec7m<\/b><span style=\"font-weight: 400;\">, <\/span><b>k\u1ef9 n\u0103ng \u2013 c\u00f4ng c\u1ee5<\/b><span style=\"font-weight: 400;\">, v\u00e0 <\/span><b>l\u1ed9 tr\u00ecnh ph\u00f9 h\u1ee3p<\/b><span style=\"font-weight: 400;\"> cho m\u1ed7i v\u1ecb tr\u00ed. M\u1ee5c ti\u00eau l\u00e0 gi\u00fap b\u1ea1n, d\u00f9 \u0111ang l\u00e0 ng\u01b0\u1eddi m\u1edbi hay \u0111\u00e3 c\u00f3 kinh nghi\u1ec7m, \u0111\u1ec1u c\u00f3 th\u1ec3 \u0111\u00e1nh gi\u00e1 ch\u00ednh x\u00e1c n\u0103ng l\u1ef1c, mong mu\u1ed1n, v\u00e0 t\u1eeb \u0111\u00f3 l\u1ef1a ch\u1ecdn \u0111\u01b0\u1ee3c con \u0111\u01b0\u1eddng ph\u00e1t tri\u1ec3n s\u1ef1 nghi\u1ec7p trong ng\u00e0nh D\u1eef li\u1ec7u.<\/span><\/p>\n<h2><span class=\"ez-toc-section\" id=\"Data_Architect_vs_Data_Engineer_Chi_tiet_vai_tro_va_trach_nhiem\"><\/span><b>Data Architect vs Data Engineer: Chi ti\u1ebft vai tr\u00f2 v\u00e0 tr\u00e1ch nhi\u1ec7m<\/b><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<h3><b>Data Architect \u2013 Ng\u01b0\u1eddi t\u1ea1o b\u1ea3n thi\u1ebft k\u1ebf t\u1ed5ng th\u1ec3<\/b><\/h3>\n<h4><b>(a) X\u00e2y d\u1ef1ng ki\u1ebfn tr\u00fac d\u1eef li\u1ec7u to\u00e0n di\u1ec7n v\u00e0 b\u1ea3o m\u1eadt<\/b><\/h4>\n<p><span style=\"font-weight: 400;\">Data Architect ch\u1ecbu tr\u00e1ch nhi\u1ec7m \u201cv\u1ebd\u201d n\u00ean b\u1ee9c tranh t\u1ed5ng quan v\u1ec1 c\u00e1ch d\u1eef li\u1ec7u s\u1ebd \u0111\u01b0\u1ee3c lu\u00e2n chuy\u1ec3n, l\u01b0u tr\u1eef, v\u00e0 qu\u1ea3n tr\u1ecb trong t\u1ed5 ch\u1ee9c. H\u1ecd ph\u00e2n t\u00edch y\u00eau c\u1ea7u kinh doanh, y\u00eau c\u1ea7u ph\u00e1p l\u00fd, v\u00e0 xu h\u01b0\u1edbng c\u00f4ng ngh\u1ec7 \u0111\u1ec3 t\u1ea1o n\u00ean m\u1ed9t c\u1ea5u tr\u00fac d\u1eef li\u1ec7u v\u1eefng ch\u1eafc, t\u1eeb vi\u1ec7c l\u1ef1a ch\u1ecdn h\u1ec7 qu\u1ea3n tr\u1ecb (SQL hay NoSQL), thi\u1ebft k\u1ebf ph\u00e2n v\u00f9ng (partitioning), m\u00f4 h\u00ecnh ho\u00e1 d\u1eef li\u1ec7u (ERD, dimensional modeling), \u0111\u1ebfn vi\u1ec7c t\u1ed1i \u01b0u chi ph\u00ed v\u00e0 b\u1ea3o m\u1eadt tr\u00ean m\u00f4i tr\u01b0\u1eddng on-premises ho\u1eb7c Cloud.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">B\u00ean c\u1ea1nh \u0111\u00f3, Data Architect c\u00f2n \u0111\u1ea3m b\u1ea3o t\u00ednh b\u1ea3o m\u1eadt (security) v\u00e0 tu\u00e2n th\u1ee7 quy \u0111\u1ecbnh (compliance) cho to\u00e0n b\u1ed9 v\u00f2ng \u0111\u1eddi d\u1eef li\u1ec7u. \u0110i\u1ec1u n\u00e0y bao g\u1ed3m m\u00e3 ho\u00e1 d\u1eef li\u1ec7u (data encryption), qu\u1ea3n tr\u1ecb quy\u1ec1n truy c\u1eadp (access control), c\u0169ng nh\u01b0 theo d\u00f5i (monitoring) v\u00e0 ghi log m\u1ecdi ho\u1ea1t \u0111\u1ed9ng li\u00ean quan \u0111\u1ebfn d\u1eef li\u1ec7u.<\/span><\/p>\n<h4><b>(b) \u0110\u01b0a ra chi\u1ebfn l\u01b0\u1ee3c qu\u1ea3n l\u00fd d\u1eef li\u1ec7u, \u0111\u1ecbnh h\u01b0\u1edbng c\u00f4ng ngh\u1ec7<\/b><\/h4>\n<p><span style=\"font-weight: 400;\">L\u00e0 \u201cki\u1ebfn tr\u00fac s\u01b0\u201d c\u1ee7a d\u1eef li\u1ec7u, h\u1ecd th\u01b0\u1eddng n\u1eafm quy\u1ec1n quy\u1ebft \u0111\u1ecbnh v\u1ec1 c\u00f4ng ngh\u1ec7 c\u1ed1t l\u00f5i, c\u00f4ng c\u1ee5, c\u0169ng nh\u01b0 ph\u01b0\u01a1ng ph\u00e1p qu\u1ea3n l\u00fd d\u1eef li\u1ec7u. H\u1ecd gi\u1ea3i \u0111\u00e1p nh\u1eefng c\u00e2u h\u1ecfi quan tr\u1ecdng nh\u01b0:<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u201cDoanh nghi\u1ec7p n\u00ean s\u1eed d\u1ee5ng Data Warehouse, Data Lake, hay m\u00f4 h\u00ecnh Lakehouse?\u201d<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u201cKhi n\u00e0o n\u00ean d\u00f9ng ETL so v\u1edbi ELT?\u201d<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u201cL\u00e0m sao \u0111\u1ec3 tri\u1ec3n khai m\u00f4 h\u00ecnh Data Mesh trong b\u1ed1i c\u1ea3nh t\u1ed5 ch\u1ee9c c\u00f3 nhi\u1ec1u ph\u00f2ng ban v\u1edbi y\u00eau c\u1ea7u \u0111\u1eb7c th\u00f9?\u201d<\/span><\/li>\n<\/ul>\n<blockquote><p><span style=\"font-weight: 400;\">Theo <\/span><a href=\"https:\/\/medium.com\/@armandovazquez\/decoding-data-roles-the-dynamic-duo-of-data-architects-and-data-engineers-22134b43a995#id_token=eyJhbGciOiJSUzI1NiIsImtpZCI6IjgyMWYzYmM2NmYwNzUxZjc4NDA2MDY3OTliMWFkZjllOWZiNjBkZmIiLCJ0eXAiOiJKV1QifQ.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.iZZme92CkModBI3wgIwZK9a2W7H91iBoxZYW6eVsaB-Gcgcgq6ZKXkEZDANq2w5UefSlMTfdsu5enOqxVh-2qxkXF1dkuek-r4DxwfIN_MchqfLhI7MnuMfp4USiwMHfOdYAV56D5E7ToXH9H7AUP0ew427HQQbmOn3CsvydCZqiBGBaH4CrvJo-UHiUR5q0aHQnf9Qz_kZMxRdY9lirUb3iVX5XRnsJBXGHsp4XQr9oDaHc0ryivqhPKTHZFjM-AyTQSYMycvz0ziuulRmwDHqzbK2X07zvT3k_db0lBkdLUM0-S9H8nGz3CSO-gFttKHvnFt2IvZvmtBBBhvCspw\" target=\"_blank\" rel=\"noopener\"><span style=\"font-weight: 400;\">Armando V\u00e1zquez<\/span><\/a><span style=\"font-weight: 400;\"> &#8211; m\u1ed9t Data Architect c\u00f3 nhi\u1ec1u b\u00e0i vi\u1ebft chia s\u1ebb tr\u00ean Medium: \u201cData Architect th\u01b0\u1eddng ph\u1ea3i c\u00e2n b\u1eb1ng gi\u1eefa nhi\u1ec1u y\u1ebfu t\u1ed1 nh\u01b0: chi ph\u00ed, kh\u1ea3 n\u0103ng m\u1edf r\u1ed9ng, b\u1ea3o m\u1eadt, v\u00e0 tr\u1ea3i nghi\u1ec7m ng\u01b0\u1eddi d\u00f9ng n\u1ed9i b\u1ed9.\u201d\u00a0<\/span><\/p><\/blockquote>\n<h4><b>(c) H\u01b0\u1edbng d\u1eabn k\u1ef9 thu\u1eadt cho c\u00e1c nh\u00f3m d\u1eef li\u1ec7u, \u0111\u1eb7c bi\u1ec7t l\u00e0 Data Engineer<\/b><\/h4>\n<p><span style=\"font-weight: 400;\">M\u1ed9t Data Architect gi\u1ecfi kh\u00f4ng ch\u1ec9 d\u1eebng \u1edf thi\u1ebft k\u1ebf m\u00e0 c\u00f2n ph\u1ea3i hi\u1ec3u \u0111\u01b0\u1ee3c Data Engineer s\u1ebd c\u1ea7n g\u00ec \u0111\u1ec3 tri\u1ec3n khai. Th\u00f4ng qua t\u00e0i li\u1ec7u ki\u1ebfn tr\u00fac (c\u00f3 th\u1ec3 l\u00e0 b\u1ea3n thi\u1ebft k\u1ebf chi ti\u1ebft ho\u1eb7c m\u00f4 h\u00ecnh ERD), Data Architect gi\u1ea3i th\u00edch c\u00e1ch d\u1eef li\u1ec7u di chuy\u1ec3n qua c\u00e1c t\u1ea7ng (stage layer, raw layer, curated layer, vv.), quy \u0111\u1ecbnh ti\u00eau chu\u1ea9n ch\u1ea5t l\u01b0\u1ee3ng d\u1eef li\u1ec7u, v\u00e0 \u0111\u1ec1 xu\u1ea5t gi\u1ea3i ph\u00e1p l\u01b0u tr\u1eef (ch\u1eb3ng h\u1ea1n: \u201cN\u00ean tri\u1ec3n khai file d\u1ea1ng parquet cho Big Data\u201d hay \u201cD\u00f9ng b\u1ea3ng partition theo ng\u00e0y th\u00e1ng\u201d).<\/span><\/p>\n<blockquote><p><i><span style=\"font-weight: 400;\">\u201cT\u1eeb y\u00eau c\u1ea7u tr\u1eebu t\u01b0\u1ee3ng c\u1ee7a doanh nghi\u1ec7p, Data Architect ph\u1ea3i chuy\u1ec3n ho\u00e1 th\u00e0nh blueprint c\u1ee5 th\u1ec3 \u0111\u1ec3 Data Engineer th\u1ef1c hi\u1ec7n.\u201d &#8211; <\/span><\/i><a href=\"https:\/\/medium.com\/@armandovazquez\/decoding-data-roles-the-dynamic-duo-of-data-architects-and-data-engineers-22134b43a995#id_token=eyJhbGciOiJSUzI1NiIsImtpZCI6IjgyMWYzYmM2NmYwNzUxZjc4NDA2MDY3OTliMWFkZjllOWZiNjBkZmIiLCJ0eXAiOiJKV1QifQ.eyJpc3MiOiJodHRwczovL2FjY291bnRzLmdvb2dsZS5jb20iLCJhenAiOiIyMTYyOTYwMzU4MzQtazFrNnFlMDYwczJ0cDJhMmphbTRsamRjbXMwMHN0dGcuYXBwcy5nb29nbGV1c2VyY29udGVudC5jb20iLCJhdWQiOiIyMTYyOTYwMzU4MzQtazFrNnFlMDYwczJ0cDJhMmphbTRsamRjbXMwMHN0dGcuYXBwcy5nb29nbGV1c2VyY29udGVudC5jb20iLCJzdWIiOiIxMDI4MjkxMzUzMDQ4Mzc0MzExNjIiLCJlbWFpbCI6InZhbm5ndXllbjIwMTk4QGdtYWlsLmNvbSIsImVtYWlsX3ZlcmlmaWVkIjp0cnVlLCJuYmYiOjE3NDMwODM0NDksIm5hbWUiOiJWYW4gTmd1eWVuIiwicGljdHVyZSI6Imh0dHBzOi8vbGgzLmdvb2dsZXVzZXJjb250ZW50LmNvbS9hL0FDZzhvY0tUT1g3dC1ubEJraVhmNHFCTThrR3AxUVdQWnVPWWZkdzBCM1dOMV8tdUlLLVY4cFFtPXM5Ni1jIiwiZ2l2ZW5fbmFtZSI6IlZhbiIsImZhbWlseV9uYW1lIjoiTmd1eWVuIiwiaWF0IjoxNzQzMDgzNzQ5LCJleHAiOjE3NDMwODczNDksImp0aSI6Ijg4MmVjOTZjZDg1OGEzYzVmMDQ3NThiMWU3ZGE5NWFkZDA1ZjNkYzcifQ.iZZme92CkModBI3wgIwZK9a2W7H91iBoxZYW6eVsaB-Gcgcgq6ZKXkEZDANq2w5UefSlMTfdsu5enOqxVh-2qxkXF1dkuek-r4DxwfIN_MchqfLhI7MnuMfp4USiwMHfOdYAV56D5E7ToXH9H7AUP0ew427HQQbmOn3CsvydCZqiBGBaH4CrvJo-UHiUR5q0aHQnf9Qz_kZMxRdY9lirUb3iVX5XRnsJBXGHsp4XQr9oDaHc0ryivqhPKTHZFjM-AyTQSYMycvz0ziuulRmwDHqzbK2X07zvT3k_db0lBkdLUM0-S9H8nGz3CSO-gFttKHvnFt2IvZvmtBBBhvCspw\" target=\"_blank\" rel=\"noopener\"><i><span style=\"font-weight: 400;\">Armando V\u00e1zquez<\/span><\/i><\/a><\/p><\/blockquote>\n<h4><b>(d) \u0110\u1ea3m b\u1ea3o d\u1eef li\u1ec7u d\u1ec5 truy c\u1eadp, \u0111\u00e1ng tin c\u1eady v\u00e0 ph\u00f9 h\u1ee3p v\u1edbi m\u1ee5c ti\u00eau doanh nghi\u1ec7p<\/b><\/h4>\n<p><span style=\"font-weight: 400;\">T\u1ea5t c\u1ea3 nh\u1eefng c\u00f4ng vi\u1ec7c tr\u00ean nh\u1eb1m m\u1ee5c ti\u00eau cu\u1ed1i c\u00f9ng: d\u1eef li\u1ec7u ph\u1ea3i s\u1eb5n s\u00e0ng, ch\u00ednh x\u00e1c v\u00e0 ph\u00f9 h\u1ee3p cho c\u00e1c m\u1ee5c \u0111\u00edch kinh doanh.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Data Architect ch\u1ecbu tr\u00e1ch nhi\u1ec7m thi\u1ebft k\u1ebf, gi\u00e1m s\u00e1t, v\u00e0 li\u00ean t\u1ee5c \u0111i\u1ec1u ch\u1ec9nh \u0111\u1ec3 ki\u1ebfn tr\u00fac d\u1eef li\u1ec7u \u0111\u00e1p \u1ee9ng thay \u0111\u1ed5i v\u1ec1 quy m\u00f4 v\u00e0 \u0111\u1ecbnh h\u01b0\u1edbng c\u1ee7a doanh nghi\u1ec7p.<\/span><\/p>\n<h3><b>Data Engineer \u2013 Ng\u01b0\u1eddi hi\u1ec7n th\u1ef1c h\u00f3a t\u1ea7m nh\u00ecn<\/b><\/h3>\n<h4><b>(a) Tri\u1ec3n khai c\u00e1c pipeline x\u1eed l\u00fd d\u1eef li\u1ec7u t\u1eeb thi\u1ebft k\u1ebf c\u1ee7a Data Architect<\/b><\/h4>\n<p><span style=\"font-weight: 400;\">Data Engineer l\u00e0 \u201cbuilder\u201d \u2013 ng\u01b0\u1eddi tr\u1ef1c ti\u1ebfp x\u00e2y d\u1ef1ng v\u00e0 duy tr\u00ec h\u1ec7 th\u1ed1ng pipeline (ETL ho\u1eb7c ELT). \u0110i\u1ec1u n\u00e0y \u0111\u00f2i h\u1ecfi k\u1ef9 n\u0103ng cao v\u1ec1 coding (Python, Java, Scala, v.v.), c\u0169ng nh\u01b0 am hi\u1ec3u v\u1ec1 c\u00e1c c\u00f4ng c\u1ee5 x\u1eed l\u00fd d\u1eef li\u1ec7u ph\u00e2n t\u00e1n nh\u01b0 Spark, Hadoop, ho\u1eb7c c\u00e1c d\u1ecbch v\u1ee5 Cloud nh\u01b0 AWS Glue, GCP Dataflow, Azure Data Factory.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Khi Data Architect \u201cv\u1ebd\u201d ra m\u00f4 h\u00ecnh lu\u1ed3ng d\u1eef li\u1ec7u (data flow), Data Engineer th\u1ef1c hi\u1ec7n ho\u00e1 m\u00f4 h\u00ecnh b\u1eb1ng c\u00e1ch vi\u1ebft c\u00e1c job \u0111\u1ec3 tr\u00edch xu\u1ea5t (extract) t\u1eeb nhi\u1ec1u ngu\u1ed3n (DB, API, file system), transform (l\u00e0m s\u1ea1ch, chu\u1ea9n ho\u00e1, g\u1eafn nh\u00e3n, v.v.), r\u1ed3i load (\u0111\u01b0a v\u00e0o data lake ho\u1eb7c data warehouse). H\u1ecd ph\u1ea3i ch\u00fa \u00fd \u0111\u1ebfn vi\u1ec7c t\u1ed1i \u01b0u pipeline \u0111\u1ec3 gi\u1ea3m thi\u1ec3u th\u1eddi gian ch\u1ea1y v\u00e0 chi ph\u00ed.<\/span><\/p>\n<h4><b>(b) X\u1eed l\u00fd, l\u00e0m s\u1ea1ch, t\u1ed5 ch\u1ee9c v\u00e0 l\u01b0u tr\u1eef d\u1eef li\u1ec7u<\/b><\/h4>\n<p><span style=\"font-weight: 400;\">C\u00f4ng \u0111o\u1ea1n \u201cl\u00e0m s\u1ea1ch d\u1eef li\u1ec7u\u201d (data cleansing) v\u00e0 \u201ct\u00e1i c\u1ea5u tr\u00fac d\u1eef li\u1ec7u\u201d (data wrangling) chi\u1ebfm ph\u1ea7n l\u1edbn th\u1eddi gian c\u1ee7a Data Engineer. H\u1ecd ph\u1ea3i x\u1eed l\u00fd c\u00e1c v\u1ea5n \u0111\u1ec1 nh\u01b0 d\u1eef li\u1ec7u thi\u1ebfu, d\u1eef li\u1ec7u tr\u00f9ng l\u1eb7p, d\u1eef li\u1ec7u kh\u00f4ng nh\u1ea5t qu\u00e1n, v.v. \u0110\u1ed3ng th\u1eddi, Data Engineer c\u00f2n thi\u1ebft k\u1ebf c\u00e1ch th\u1ee9c l\u01b0u tr\u1eef sao cho ti\u1ebft ki\u1ec7m t\u00e0i nguy\u00ean nh\u01b0ng v\u1eabn \u0111\u1ea3m b\u1ea3o d\u1ec5 d\u00e0ng khai th\u00e1c (ch\u1eb3ng h\u1ea1n: l\u1ef1a ch\u1ecdn gi\u1eefa l\u01b0u tr\u1eef d\u1ea1ng parquet tr\u00ean S3 ho\u1eb7c x\u00e2y d\u1ef1ng b\u1ea3ng trong Redshift, Snowflake).<\/span><\/p>\n<h4><b>(c) T\u1ed1i \u01b0u h\u00f3a hi\u1ec7u su\u1ea5t, \u0111\u1ed9 tin c\u1eady v\u00e0 kh\u1ea3 n\u0103ng m\u1edf r\u1ed9ng c\u1ee7a h\u1ec7 th\u1ed1ng d\u1eef li\u1ec7u<\/b><\/h4>\n<p><span style=\"font-weight: 400;\">Sau khi x\u00e2y d\u1ef1ng pipeline, Data Engineer ph\u1ea3i li\u00ean t\u1ee5c theo d\u00f5i (monitor) v\u00e0 c\u1ea3i ti\u1ebfn (optimize) hi\u1ec7u n\u0103ng. M\u1ed9t pipeline ch\u1eadm tr\u1ec5 v\u00e0i ph\u00fat c\u00f3 th\u1ec3 \u1ea3nh h\u01b0\u1edfng \u0111\u1ebfn c\u00e1c b\u00e1o c\u00e1o quan tr\u1ecdng trong kinh doanh. Do \u0111\u00f3, vi\u1ec7c s\u1eed d\u1ee5ng c\u00e1c m\u00f4 h\u00ecnh partitioning, indexing, caching ph\u00f9 h\u1ee3p, c\u0169ng nh\u01b0 \u0111i\u1ec1u ch\u1ec9nh t\u00e0i nguy\u00ean cluster (Spark executor, memory, CPU) l\u00e0 nhi\u1ec7m v\u1ee5 quan tr\u1ecdng c\u1ee7a h\u1ecd.<\/span><\/p>\n<blockquote><p><em>\u0110\u1ecdc th\u00eam: <a href=\"https:\/\/itviec.com\/blog\/data-engineer-la-gi\/\" target=\"_blank\" rel=\"noopener\"><strong>Data Engineer: C\u00f4ng vi\u1ec7c, K\u1ef9 n\u0103ng, M\u1ee9c l\u01b0\u01a1ng th\u1ebf n\u00e0o?<\/strong><\/a><\/em><\/p><\/blockquote>\n<h2><span class=\"ez-toc-section\" id=\"Data_Architect_vs_Data_Engineer_Ky_nang_va_Cong_cu\"><\/span><b>Data Architect vs Data Engineer: K\u1ef9 n\u0103ng v\u00e0 C\u00f4ng c\u1ee5<\/b><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><span style=\"font-weight: 400;\">D\u01b0\u1edbi \u0111\u00e2y l\u00e0 m\u1ed9t b\u1ea3ng so s\u00e1nh m\u1edf r\u1ed9ng, gi\u00fap b\u1ea1n c\u00f3 c\u00e1i nh\u00ecn to\u00e0n di\u1ec7n h\u01a1n v\u1ec1 hai v\u1ecb tr\u00ed n\u00e0y. Th\u00f4ng tin \u0111\u01b0\u1ee3c ch\u1eaft l\u1ecdc t\u1eeb nhi\u1ec1u ngu\u1ed3n (bao g\u1ed3m chia s\u1ebb c\u1ee7a Armando V\u00e1zquez, Pooja Jain, v\u00e0 kinh nghi\u1ec7m th\u1ef1c ti\u1ec5n trong ng\u00e0nh c\u1ee7a t\u00e1c gi\u1ea3).<\/span><\/p>\n<table>\n<tbody>\n<tr>\n<td><b>K\u1ef9 n\u0103ng\/C\u00f4ng c\u1ee5<\/b><\/td>\n<td><b>Data Architect<\/b><\/td>\n<td><b>Data Engineer<\/b><\/td>\n<\/tr>\n<tr>\n<td style=\"text-align: left;\"><strong>Chi\u1ebfn l\u01b0\u1ee3c d\u1eef li\u1ec7u (Data Strategy)<\/strong><\/td>\n<td style=\"text-align: left;\"><span style=\"font-weight: 400;\">&#8211; Ch\u1ee7 \u0111\u1ed9ng quy\u1ebft \u0111\u1ecbnh m\u00f4 h\u00ecnh qu\u1ea3n l\u00fd d\u1eef li\u1ec7u (Data Lake, Lakehouse, Warehouse, v.v.)<\/span><\/p>\n<p><span style=\"font-weight: 400;\">&#8211; X\u00e2y d\u1ef1ng quy tr\u00ecnh v\u00e0 ti\u00eau chu\u1ea9n qu\u1ea3n tr\u1ecb (governance)<\/span><\/p>\n<p><span style=\"font-weight: 400;\">&#8211; L\u1ef1a ch\u1ecdn c\u00f4ng ngh\u1ec7, c\u00f4ng c\u1ee5 ph\u00f9 h\u1ee3p v\u1edbi t\u1ea7m nh\u00ecn kinh doanh<\/span><\/td>\n<td style=\"text-align: left;\"><span style=\"font-weight: 400;\">&#8211; Ph\u1ea3i hi\u1ec3u r\u00f5 chi\u1ebfn l\u01b0\u1ee3c \u0111\u1ec3 tri\u1ec3n khai pipeline ph\u00f9 h\u1ee3p<\/span><\/p>\n<p><span style=\"font-weight: 400;\">&#8211; Th\u01b0\u1eddng \u00edt tham gia tr\u1ef1c ti\u1ebfp v\u00e0o vi\u1ec7c ra quy\u1ebft \u0111\u1ecbnh c\u00f4ng ngh\u1ec7 c\u1ea5p v\u0129 m\u00f4, ch\u1ee7 y\u1ebfu t\u1eadp trung v\u00e0o gi\u1ea3i ph\u00e1p k\u1ef9 thu\u1eadt c\u1ee5 th\u1ec3 (e.g., s\u1eed d\u1ee5ng Spark, Airflow, v.v.)<\/span><\/td>\n<\/tr>\n<tr>\n<td style=\"text-align: left;\"><strong>Cloud v\u00e0 DevOps<\/strong><\/td>\n<td style=\"text-align: left;\"><span style=\"font-weight: 400;\">&#8211; Am hi\u1ec3u nhi\u1ec1u n\u1ec1n t\u1ea3ng (AWS, Azure, GCP) \u0111\u1ec3 ch\u1ecdn gi\u1ea3i ph\u00e1p t\u1ed1i \u01b0u<\/span><\/p>\n<p><span style=\"font-weight: 400;\">&#8211; X\u00e2y d\u1ef1ng ki\u1ebfn tr\u00fac High Availability (HA), Disaster Recovery (DR), t\u00ednh b\u1ea3o m\u1eadt (security)<\/span><\/p>\n<p><span style=\"font-weight: 400;\">&#8211; Ch\u1ec9 d\u1eabn v\u1ec1 CI\/CD, khuy\u1ebfn ngh\u1ecb m\u00f4 h\u00ecnh DevOps<\/span><\/td>\n<td>\n<p style=\"text-align: left;\"><span style=\"font-weight: 400;\">&#8211; S\u1eed d\u1ee5ng Cloud \u0111\u1ec3 thi\u1ebft l\u1eadp v\u00e0 duy tr\u00ec pipeline (e.g., AWS Glue, Azure Data Factory)<\/span><\/p>\n<p style=\"text-align: left;\"><span style=\"font-weight: 400;\">&#8211; Tri\u1ec3n khai CI\/CD cho vi\u1ec7c c\u1eadp nh\u1eadt pipeline, testing, monitoring<\/span><\/p>\n<p style=\"text-align: left;\"><span style=\"font-weight: 400;\">&#8211; Thi\u1ebft l\u1eadp logging, alerting, scaling t\u1ef1 \u0111\u1ed9ng<\/span><\/p>\n<\/td>\n<\/tr>\n<tr>\n<td style=\"text-align: left;\"><strong>Ki\u1ebfn th\u1ee9c v\u1ec1 H\u1ec7 qu\u1ea3n tr\u1ecb CSDL (SQL, NoSQL)<\/strong><\/td>\n<td style=\"text-align: left;\"><span style=\"font-weight: 400;\">&#8211; Ch\u1ecdn lo\u1ea1i CSDL ph\u00f9 h\u1ee3p (OLTP, OLAP, NoSQL, Time-series DB, v.v.) d\u1ef1a tr\u00ean y\u00eau c\u1ea7u<\/span><\/p>\n<p><span style=\"font-weight: 400;\">&#8211; \u0110\u1ecbnh ngh\u0129a m\u00f4 h\u00ecnh quan h\u1ec7, b\u1ea3ng, schema, v\u00e0 quan s\u00e1t t\u01b0\u01a1ng t\u00e1c gi\u1eefa c\u00e1c h\u1ec7 th\u1ed1ng<\/span><\/td>\n<td style=\"text-align: left;\"><span style=\"font-weight: 400;\">&#8211; T\u1ed1i \u01b0u truy v\u1ea5n, x\u00e2y d\u1ef1ng index, partition<\/span><\/p>\n<p><span style=\"font-weight: 400;\">&#8211; Thi\u1ebft k\u1ebf b\u1ea3ng, store procedure (n\u1ebfu c\u1ea7n), x\u1eed l\u00fd transaction hay big data<\/span><\/p>\n<p><span style=\"font-weight: 400;\">&#8211; Am hi\u1ec3u ACID, CAP theorem, consistency models \u0111\u1ec3 t\u1ed1i \u01b0u c\u1ee5 th\u1ec3 cho pipeline<\/span><\/td>\n<\/tr>\n<tr>\n<td style=\"text-align: left;\"><strong>C\u00f4ng c\u1ee5 ch\u1ee7 \u0111\u1ea1o<\/strong><\/td>\n<td style=\"text-align: left;\"><span style=\"font-weight: 400;\">&#8211; ERD (Entity Relationship Diagram), Dimensional Modeling<\/span><\/p>\n<p><span style=\"font-weight: 400;\">&#8211; Data Modeling n\u00e2ng cao: Kimball, Inmon, Data Vault<\/span><\/p>\n<p><span style=\"font-weight: 400;\">&#8211; C\u00e1c n\u1ec1n t\u1ea3ng qu\u1ea3n l\u00fd Metadata, Data Catalog (e.g. Apache Atlas, Alation)<\/span><\/p>\n<p><span style=\"font-weight: 400;\">&#8211; C\u00f4ng c\u1ee5 gi\u00e1m s\u00e1t chi ph\u00ed, hi\u1ec7u n\u0103ng<\/span><\/td>\n<td>\n<p style=\"text-align: left;\"><span style=\"font-weight: 400;\">&#8211; Th\u00e0nh th\u1ea1o SQL, Python, Spark, Airflow, Kafka, Hive, v.v.<\/span><\/p>\n<p style=\"text-align: left;\"><span style=\"font-weight: 400;\">&#8211; C\u00f4ng c\u1ee5 Big Data (Hadoop ecosystem), streaming real-time (Spark Streaming, Flink), Dataflow, Databricks<\/span><\/p>\n<p style=\"text-align: left;\"><span style=\"font-weight: 400;\">&#8211; Quen thu\u1ed9c v\u1edbi Docker, Kubernetes \u0111\u1ec3 tri\u1ec3n khai m\u00f4i tr\u01b0\u1eddng<\/span><\/p>\n<\/td>\n<\/tr>\n<tr>\n<td style=\"text-align: left;\"><strong>Data pipeline (ETL\/ELT)<\/strong><\/td>\n<td style=\"text-align: left;\"><span style=\"font-weight: 400;\">&#8211; \u0110\u1ecbnh ngh\u0129a ki\u1ebfn tr\u00fac ETL vs ELT, x\u00e1c \u0111\u1ecbnh tr\u00ecnh t\u1ef1, ti\u00eau chu\u1ea9n ch\u1ea5t l\u01b0\u1ee3ng d\u1eef li\u1ec7u<\/span><\/p>\n<p><span style=\"font-weight: 400;\">&#8211; Quy\u1ebft \u0111\u1ecbnh metadata schema, qu\u1ea3n l\u00fd lineage (d\u00f2ng d\u00f5i d\u1eef li\u1ec7u)<\/span><\/td>\n<td>\n<p style=\"text-align: left;\"><span style=\"font-weight: 400;\">&#8211; Th\u1ef1c hi\u1ec7n vi\u1ec7c coding pipeline (l\u1eadp l\u1ecbch, gi\u00e1m s\u00e1t, x\u1eed l\u00fd l\u1ed7i)<\/span><\/p>\n<p style=\"text-align: left;\"><span style=\"font-weight: 400;\">&#8211; Thi\u1ebft l\u1eadp c\u01a1 ch\u1ebf retry, checkpoint, backfill d\u1eef li\u1ec7u<\/span><\/p>\n<p style=\"text-align: left;\"><span style=\"font-weight: 400;\">&#8211; T\u1ed1i \u01b0u hi\u1ec7u su\u1ea5t, c\u00e2n nh\u1eafc ph\u00e2n chia batch\/streaming, incremental load, v.v.<\/span><\/p>\n<\/td>\n<\/tr>\n<tr>\n<td style=\"text-align: left;\"><strong>Giao ti\u1ebfp v\u1edbi Stakeholder<\/strong><\/td>\n<td style=\"text-align: left;\"><span style=\"font-weight: 400;\">&#8211; M\u1ee9c \u0111\u1ed9 cao: th\u01b0\u1eddng xuy\u00ean t\u01b0\u01a1ng t\u00e1c v\u1edbi l\u00e3nh \u0111\u1ea1o, kh\u00e1ch h\u00e0ng n\u1ed9i b\u1ed9, ph\u00f2ng ban kh\u00e1c nhau, th\u1eadm ch\u00ed \u0111\u1ed1i t\u00e1c<\/span><\/p>\n<p><span style=\"font-weight: 400;\">&#8211; Gi\u1ea3i th\u00edch ng\u00f4n ng\u1eef k\u1ef9 thu\u1eadt ph\u1ee9c t\u1ea1p sang ng\u00f4n ng\u1eef kinh doanh, ph\u00e2n t\u00edch ROI, TCO (Total Cost of Ownership)<\/span><\/td>\n<td style=\"text-align: left;\"><span style=\"font-weight: 400;\">&#8211; M\u1ee9c \u0111\u1ed9 v\u1eeba ph\u1ea3i: ch\u1ee7 y\u1ebfu l\u00e0m vi\u1ec7c v\u1edbi team n\u1ed9i b\u1ed9 (Data team, DevOps, QA) \u0111\u1ec3 th\u1ef1c thi pipeline<\/span><\/p>\n<p><span style=\"font-weight: 400;\">&#8211; C\u00f3 th\u1ec3 tham gia h\u1ecdp v\u1edbi product manager, BA (Business Analyst) \u0111\u1ec3 hi\u1ec3u y\u00eau c\u1ea7u, nh\u01b0ng \u00edt khi \u0111\u00e0m ph\u00e1n tr\u1ef1c ti\u1ebfp v\u1edbi l\u00e3nh \u0111\u1ea1o c\u1ea5p cao<\/span><\/td>\n<\/tr>\n<tr>\n<td style=\"text-align: left;\"><strong>Kh\u1ea3 n\u0103ng Coding<\/strong><\/td>\n<td style=\"text-align: left;\"><span style=\"font-weight: 400;\">&#8211; C\u1ea7n bi\u1ebft code \u1edf m\u1ee9c c\u01a1 b\u1ea3n\/trung b\u00ecnh \u0111\u1ec3 \u0111\u1ecdc hi\u1ec3u, review, v\u00e0 ch\u1ec9 d\u1eabn gi\u1ea3i ph\u00e1p<\/span><\/p>\n<p><span style=\"font-weight: 400;\">&#8211; Th\u01b0\u1eddng t\u1eadp trung thi\u1ebft k\u1ebf v\u00e0 qu\u1ea3n l\u00fd t\u1ed5ng th\u1ec3 h\u01a1n l\u00e0 coding h\u1eb1ng ng\u00e0y<\/span><\/td>\n<td style=\"text-align: left;\">\n<p style=\"text-align: left;\"><span style=\"font-weight: 400;\">&#8211; Coding l\u00e0 c\u00f4ng vi\u1ec7c h\u1eb1ng ng\u00e0y (Python, Scala, Java, SQL)<\/span><\/p>\n<p style=\"text-align: left;\"><span style=\"font-weight: 400;\">&#8211; X\u00e2y d\u1ef1ng, g\u1ee1 l\u1ed7i, b\u1ea3o tr\u00ec c\u00e1c job x\u1eed l\u00fd d\u1eef li\u1ec7u, script t\u1ef1 \u0111\u1ed9ng h\u00f3a, v.v.<\/span><\/p>\n<\/td>\n<\/tr>\n<tr>\n<td style=\"text-align: left;\"><strong>Kh\u1ea3 n\u0103ng thi\u1ebft k\u1ebf h\u1ec7 th\u1ed1ng<\/strong><\/td>\n<td style=\"text-align: left;\"><span style=\"font-weight: 400;\">&#8211; R\u1ea5t quan tr\u1ecdng: thi\u1ebft k\u1ebf t\u1ed5ng th\u1ec3, quy ho\u1ea1ch h\u1ea1 t\u1ea7ng, m\u00f4 h\u00ecnh d\u1eef li\u1ec7u<\/span><\/p>\n<p><span style=\"font-weight: 400;\">&#8211; Ph\u1ea3i c\u00f3 t\u01b0 duy h\u1ec7 th\u1ed1ng, t\u00ednh to\u00e1n \u0111\u1ebfn t\u00ednh kh\u1ea3 d\u1ee5ng, ch\u1ecbu l\u1ed7i, m\u1edf r\u1ed9ng, b\u1ea3o tr\u00ec l\u00e2u d\u00e0i<\/span><\/td>\n<td>\n<p style=\"text-align: left;\"><span style=\"font-weight: 400;\">&#8211; Thi\u1ebft k\u1ebf chi ti\u1ebft c\u00e1c workflow, DAG (Airflow) ho\u1eb7c Spark job<\/span><\/p>\n<p style=\"text-align: left;\"><span style=\"font-weight: 400;\">&#8211; T\u1ed1i \u01b0u c\u1ea5u tr\u00fac file, partition, storage format, v.v. nh\u1eb1m \u0111\u1ea1t hi\u1ec7u su\u1ea5t cao<\/span><\/p>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p><b>L\u01b0u \u00fd:<\/b><span style=\"font-weight: 400;\"> \u1ede m\u1ed9t s\u1ed1 t\u1ed5 ch\u1ee9c nh\u1ecf, ranh gi\u1edbi n\u00e0y c\u00f3 th\u1ec3 b\u1ecb \u201cm\u1edd\u201d v\u00ec c\u00f9ng m\u1ed9t c\u00e1 nh\u00e2n c\u00f3 th\u1ec3 ki\u00eam c\u1ea3 Data Architect v\u00e0 Data Engineer. Tuy nhi\u00ean, trong c\u00e1c doanh nghi\u1ec7p l\u1edbn, \u0111\u1eb7c bi\u1ec7t l\u00e0 n\u01a1i c\u00f3 kh\u1ed1i l\u01b0\u1ee3ng d\u1eef li\u1ec7u kh\u1ed5ng l\u1ed3, hai v\u1ecb tr\u00ed n\u00e0y th\u01b0\u1eddng \u0111\u01b0\u1ee3c ph\u00e2n t\u00e1ch r\u00f5 \u0111\u1ec3 t\u1ed1i \u01b0u ho\u00e1 chuy\u00ean m\u00f4n.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u0110\u1ec3 m\u1edf r\u1ed9ng h\u01a1n n\u1eefa, ta h\u00e3y c\u00f9ng \u0111i s\u00e2u v\u00e0o m\u1ed9t s\u1ed1 kh\u00eda c\u1ea1nh th\u01b0\u1eddng \u00edt \u0111\u01b0\u1ee3c nh\u1eafc \u0111\u1ebfn nh\u01b0ng r\u1ea5t quan tr\u1ecdng khi so s\u00e1nh Data Architect v\u00e0 Data Engineer.<\/span><\/p>\n<h2><span class=\"ez-toc-section\" id=\"So_sanh_chuyen_sau_Data_Architect_vs_Data_Engineer\"><\/span><b>So s\u00e1nh chuy\u00ean s\u00e2u Data Architect vs Data Engineer<\/b><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<h3><b>G\u00f3c \u0111\u1ed9 qu\u1ea3n tr\u1ecb d\u1eef li\u1ec7u (Data Governance)<\/b><\/h3>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Data Architect<\/b><span style=\"font-weight: 400;\"> th\u01b0\u1eddng l\u00e0 ng\u01b0\u1eddi \u0111\u1ec1 xu\u1ea5t v\u00e0 thi\u1ebft l\u1eadp c\u00e1c quy t\u1eafc (policy) qu\u1ea3n tr\u1ecb d\u1eef li\u1ec7u, bao g\u1ed3m ph\u00e2n quy\u1ec1n, ch\u1ea5t l\u01b0\u1ee3ng d\u1eef li\u1ec7u (data quality), v\u00e0 ti\u00eau chu\u1ea9n metadata. H\u1ecd ph\u1ea3i \u0111\u1ea3m b\u1ea3o s\u1ef1 tu\u00e2n th\u1ee7 v\u1ec1 ph\u00e1p l\u00fd (ch\u1eb3ng h\u1ea1n GDPR \u1edf ch\u00e2u \u00c2u, CCPA \u1edf California) hay c\u00e1c quy \u0111\u1ecbnh ng\u00e0nh (HIPAA trong y t\u1ebf, PCI-DSS trong thanh to\u00e1n).<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Data Engineer<\/b><span style=\"font-weight: 400;\"> c\u1ea7n tu\u00e2n th\u1ee7 c\u00e1c quy t\u1eafc n\u00e0y trong qu\u00e1 tr\u00ecnh x\u00e2y d\u1ef1ng pipeline. V\u00ed d\u1ee5, n\u1ebfu c\u00f3 d\u1eef li\u1ec7u nh\u1ea1y c\u1ea3m (PII \u2013 Personally Identifiable Information), Data Engineer ph\u1ea3i th\u1ef1c hi\u1ec7n m\u00e3 ho\u00e1 ho\u1eb7c \u1ea9n danh (anonymization) d\u1ef1a tr\u00ean h\u01b0\u1edbng d\u1eabn.<\/span><span style=\"font-weight: 400;\"><br \/>\n<\/span><\/li>\n<\/ul>\n<h3><b>V\u1ea5n \u0111\u1ec1 chi ph\u00ed v\u00e0 t\u1ed1i \u01b0u t\u00e0i nguy\u00ean<\/b><\/h3>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Data Architect<\/b><span style=\"font-weight: 400;\"> ph\u1ea3i t\u00ednh to\u00e1n \u201cb\u00e0i to\u00e1n kinh t\u1ebf\u201d c\u1ee7a h\u1ea1 t\u1ea7ng d\u1eef li\u1ec7u: dung l\u01b0\u1ee3ng l\u01b0u tr\u1eef, b\u0103ng th\u00f4ng, chi ph\u00ed v\u1eadn h\u00e0nh, gi\u1ea5y ph\u00e9p ph\u1ea7n m\u1ec1m. H\u1ecd l\u1eadp k\u1ebf ho\u1ea1ch sao cho t\u1ed5 ch\u1ee9c kh\u00f4ng b\u1ecb \u201cb\u1ed9i chi\u201d v\u00e0 v\u1eabn \u0111\u1ea3m b\u1ea3o hi\u1ec7u su\u1ea5t.<\/span><span style=\"font-weight: 400;\"><br \/>\n<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Data Engineer<\/b><span style=\"font-weight: 400;\"> c\u00f3 th\u1ec3 \u0111\u1ec1 xu\u1ea5t c\u00e1ch t\u1ed1i \u01b0u ho\u00e1 c\u1ee5 th\u1ec3, nh\u01b0 chuy\u1ec3n \u0111\u1ed5i file CSV th\u00e0nh Parquet, b\u1eadt n\u00e9n (compression), ho\u1eb7c t\u1eaft nh\u1eefng job kh\u00f4ng c\u1ea7n thi\u1ebft v\u00e0o gi\u1edd th\u1ea5p \u0111i\u1ec3m. H\u1ecd l\u00e0 ng\u01b0\u1eddi th\u1ef1c hi\u1ec7n t\u1ed1i \u01b0u \u1edf m\u1ee9c \u201chands-on.\u201d<\/span><span style=\"font-weight: 400;\"><br \/>\n<\/span><\/li>\n<\/ul>\n<h3><b>Kh\u1ea3 n\u0103ng t\u00edch h\u1ee3p v\u1edbi nhi\u1ec1u h\u1ec7 th\u1ed1ng<\/b><\/h3>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Data Architect<\/b><span style=\"font-weight: 400;\"> quan s\u00e1t to\u00e0n c\u1ea3nh, nh\u1eadn bi\u1ebft c\u00e1ch d\u1eef li\u1ec7u lu\u00e2n chuy\u1ec3n gi\u1eefa nhi\u1ec1u h\u1ec7 th\u1ed1ng: CRM, ERP, trang web, \u1ee9ng d\u1ee5ng di \u0111\u1ed9ng, v.v. H\u1ecd ph\u1ea3i x\u00e1c \u0111\u1ecbnh \u0111\u01b0\u1ee3c quy tr\u00ecnh \u0111\u1ed3ng b\u1ed9 (synchronization) v\u00e0 lu\u1ed3ng s\u1ef1 ki\u1ec7n (event-driven) ra sao \u0111\u1ec3 d\u1eef li\u1ec7u kh\u00f4ng b\u1ecb t\u1eafc ngh\u1ebdn.<\/span><span style=\"font-weight: 400;\"><br \/>\n<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Data Engineer<\/b><span style=\"font-weight: 400;\"> th\u01b0\u1eddng ph\u1ea3i \u201cn\u1ed1i\u201d nh\u1eefng \u0111i\u1ec3m n\u00e0y b\u1eb1ng code hay b\u1eb1ng c\u00e1c c\u00f4ng c\u1ee5 t\u00edch h\u1ee3p (talend, SSIS, Kafka Connect, v.v.), \u0111\u1ed3ng th\u1eddi x\u1eed l\u00fd b\u1ea5t k\u1ef3 l\u1ed7i k\u1ebft n\u1ed1i, sai \u0111\u1ecbnh d\u1ea1ng, hay thay \u0111\u1ed5i schema n\u00e0o ph\u00e1t sinh.<\/span><span style=\"font-weight: 400;\"><br \/>\n<\/span><\/li>\n<\/ul>\n<h3><b>T\u01b0\u01a1ng lai c\u1ee7a Data Architect vs Data Engineer<\/b><\/h3>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Data Architect<\/b><span style=\"font-weight: 400;\"> c\u00f3 xu h\u01b0\u1edbng chuy\u1ec3n sang c\u00e1c vai tr\u00f2 \u1edf c\u1ea5p cao h\u01a1n nh\u01b0 Chief Data Officer (CDO) ho\u1eb7c Director of Data &amp; Analytics. H\u1ecd s\u1ebd \u0111\u1ee9ng \u1edf t\u1ea7m nh\u00ecn chi\u1ebfn l\u01b0\u1ee3c cao nh\u1ea5t, chi ph\u1ed1i to\u00e0n b\u1ed9 \u201cv\u0103n ho\u00e1 d\u1eef li\u1ec7u\u201d c\u1ee7a doanh nghi\u1ec7p.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\"><b>Data Engineer<\/b> c\u00f3 th\u1ec3 ph\u00e1t tri\u1ec3n l\u00ean Senior Data Engineer, Data Engineering Manager, ho\u1eb7c m\u1edf r\u1ed9ng sang Machine Learning Engineer n\u1ebfu h\u1ecd quan t\u00e2m \u0111\u1ebfn AI\/ML. M\u1ed9t s\u1ed1 s\u1ebd ti\u1ebfp t\u1ee5c \u0111i s\u00e2u v\u00e0o Platform Engineer ho\u1eb7c Infrastructure Engineer trong b\u1ed1i c\u1ea3nh Cloud ph\u00e1t tri\u1ec3n.<\/span><\/li>\n<\/ul>\n<blockquote><p><em>\u0110\u1ecdc th\u00eam: <a href=\"https:\/\/itviec.com\/blog\/luong-data-engineer\/\" target=\"_blank\" rel=\"noopener\"><strong>L\u01b0\u01a1ng Data Engineer 2025: L\u00e0m th\u1ebf n\u00e0o \u0111\u1ec3 n\u00e2ng cao l\u01b0\u01a1ng?<\/strong><\/a><\/em><\/p><\/blockquote>\n<h2><span class=\"ez-toc-section\" id=\"Data_Architect_vs_Data_Engineer_Vai_tro_nao_phu_hop_voi_ban\"><\/span><b>Data Architect vs Data Engineer: Vai tr\u00f2 n\u00e0o ph\u00f9 h\u1ee3p v\u1edbi b\u1ea1n?<\/b><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<h3><b>N\u1ebfu b\u1ea1n y\u00eau th\u00edch \u201cv\u1ebd chi\u1ebfn l\u01b0\u1ee3c, ch\u1ecdn c\u00f4ng ngh\u1ec7, thi\u1ebft k\u1ebf h\u1ec7 th\u1ed1ng\u201d<\/b><\/h3>\n<p><span style=\"font-weight: 400;\">Khi b\u1ea1n say m\u00ea vi\u1ec7c ph\u00e1c th\u1ea3o s\u01a1 \u0111\u1ed3 t\u1ed5ng th\u1ec3, m\u00f4 h\u00ecnh ho\u00e1 c\u00e1c quan h\u1ec7 gi\u1eefa d\u1eef li\u1ec7u, v\u00e0 c\u1ea3m th\u1ea5y h\u1ee9ng th\u00fa v\u1edbi vi\u1ec7c \u0111\u00e1nh gi\u00e1, l\u1ef1a ch\u1ecdn c\u00e1c c\u00f4ng ngh\u1ec7 ph\u00f9 h\u1ee3p v\u1edbi m\u1ee5c ti\u00eau kinh doanh \u2013 <strong>\u0111\u00f3 l\u00e0 d\u1ea5u hi\u1ec7u b\u1ea1n thi\u00ean v\u1ec1 Data Architect<\/strong>.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Data Architect y\u00eau c\u1ea7u t\u01b0 duy h\u1ec7 th\u1ed1ng, t\u1ea7m nh\u00ecn xa, v\u00e0 k\u1ef9 n\u0103ng giao ti\u1ebfp v\u1edbi c\u00e1c ph\u00f2ng ban. N\u1ebfu b\u1ea1n h\u1ee9ng th\u00fa v\u1edbi vi\u1ec7c \u0111\u1ecbnh h\u00ecnh \u201cb\u1ed9 x\u01b0\u01a1ng s\u1ed1ng\u201d cho h\u1ec7 th\u1ed1ng d\u1eef li\u1ec7u, gi\u1ea3i quy\u1ebft b\u00e0i to\u00e1n \u201cl\u00e0m sao \u0111\u1ec3 d\u1eef li\u1ec7u lu\u00f4n s\u1eb5n s\u00e0ng v\u00e0 an to\u00e0n\u201d \u1edf c\u1ea5p v\u0129 m\u00f4, th\u00ec \u0111\u00e2y c\u00f3 th\u1ec3 l\u00e0 v\u1ecb tr\u00ed l\u00fd t\u01b0\u1edfng.<\/span><\/p>\n<h3><b>N\u1ebfu b\u1ea1n y\u00eau th\u00edch \u201ccoding, l\u00e0m vi\u1ec7c v\u1edbi d\u1eef li\u1ec7u th\u1ef1c t\u1ebf, t\u1ed1i \u01b0u pipeline\u201d<\/b><\/h3>\n<p><span style=\"font-weight: 400;\">N\u1ebfu m\u1ed7i ng\u00e0y b\u1ea1n mu\u1ed1n \u201cch\u1ea1m tay\u201d v\u00e0o code, tr\u00edch xu\u1ea5t d\u1eef li\u1ec7u, x\u1eed l\u00fd logic, t\u1ed1i \u01b0u hi\u1ec7u n\u0103ng, v\u00e0 b\u1ea1n \u01b0a th\u00edch vi\u1ec7c th\u1ea5y k\u1ebft qu\u1ea3 nhanh ch\u00f3ng (ch\u1eb3ng h\u1ea1n pipeline ch\u1ea1y nhanh h\u01a1n, chi ph\u00ed gi\u1ea3m \u0111i, d\u1eef li\u1ec7u s\u1ea1ch h\u01a1n) \u2013 <strong>th\u00ec Data Engineer l\u00e0 con \u0111\u01b0\u1eddng r\u00f5 r\u00e0ng<\/strong>.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Data Engineer \u0111\u00f2i h\u1ecfi t\u01b0 duy gi\u1ea3i quy\u1ebft v\u1ea5n \u0111\u1ec1 \u201cs\u00e1t m\u1eb7t \u0111\u1ea5t,\u201d th\u01b0\u1eddng xuy\u00ean ph\u1ea3i debugging, t\u1ed1i \u01b0u query, v\u00e0 li\u00ean t\u1ee5c update k\u1ef9 n\u0103ng v\u1ec1 c\u00e1c framework, n\u1ec1n t\u1ea3ng Big Data.<\/span><\/p>\n<h3><b>L\u1ed9 tr\u00ecnh ph\u00e1t tri\u1ec3n g\u1ee3i \u00fd<\/b><\/h3>\n<p><span style=\"font-weight: 400;\">R\u1ea5t nhi\u1ec1u ng\u01b0\u1eddi b\u1eaft \u0111\u1ea7u t\u1eeb v\u1ecb tr\u00ed Data Engineer, sau \u0111\u00f3 d\u1ea7n chuy\u1ec3n sang Data Architect khi h\u1ecd \u0111\u00e3 n\u1eafm b\u1eaft c\u00e1ch th\u1ee9c lu\u1ed3ng d\u1eef li\u1ec7u v\u1eadn h\u00e0nh, c\u00f3 kinh nghi\u1ec7m th\u1ef1c chi\u1ebfn v\u1edbi c\u00e1c c\u00f4ng c\u1ee5, v\u00e0 mong mu\u1ed1n \u0111\u1ecbnh h\u01b0\u1edbng chi\u1ebfn l\u01b0\u1ee3c \u1edf quy m\u00f4 l\u1edbn h\u01a1n.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Trong m\u1ed9t s\u1ed1 tr\u01b0\u1eddng h\u1ee3p, m\u1ed9t Data Scientist mu\u1ed1n m\u1edf r\u1ed9ng sang m\u1ea3ng h\u1ea1 t\u1ea7ng d\u1eef li\u1ec7u c\u0169ng c\u00f3 th\u1ec3 t\u00ecm \u0111\u1ebfn Data Engineer tr\u01b0\u1edbc, ho\u1eb7c th\u1eadm ch\u00ed h\u01b0\u1edbng t\u1edbi Data Architect khi h\u1ecd y\u00eau th\u00edch ki\u1ebfn tr\u00fac.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">M\u1ea5u ch\u1ed1t l\u00e0: <\/span><b>Hi\u1ec3u r\u00f5 th\u1ebf m\u1ea1nh v\u00e0 s\u1edf th\u00edch c\u1ee7a m\u00ecnh<\/b><span style=\"font-weight: 400;\"> \u0111\u1ec3 ch\u1ecdn h\u01b0\u1edbng \u0111i. Kh\u00f4ng c\u00f3 l\u1ed9 tr\u00ecnh \u201cm\u1eb7c \u0111\u1ecbnh\u201d n\u00e0o b\u1eaft bu\u1ed9c, m\u00e0 tu\u1ef3 thu\u1ed9c v\u00e0o b\u1ed1i c\u1ea3nh t\u1ed5 ch\u1ee9c, xu h\u01b0\u1edbng th\u1ecb tr\u01b0\u1eddng, v\u00e0 tham v\u1ecdng c\u00e1 nh\u00e2n.<\/span><\/p>\n<h2><span class=\"ez-toc-section\" id=\"Cau_hoi_thuong_gap_ve_Data_Architect_vs_Data_Engineer\"><\/span><b>C\u00e2u h\u1ecfi th\u01b0\u1eddng g\u1eb7p v\u1ec1 Data Architect vs Data Engineer<\/b><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<h3><b>Data Engineer c\u00f3 th\u1ec3 tr\u1edf th\u00e0nh Data Architect kh\u00f4ng?<\/b><\/h3>\n<p><span style=\"font-weight: 400;\">Ho\u00e0n to\u00e0n c\u00f3 th\u1ec3. Tr\u00ean th\u1ef1c t\u1ebf, ph\u1ea7n l\u1edbn Data Architect trong ng\u00e0nh \u0111\u1ec1u c\u00f3 n\u1ec1n t\u1ea3ng t\u1eeb Data Engineer ho\u1eb7c Database Administrator (DBA). H\u1ecd b\u1eaft \u0111\u1ea7u b\u1eb1ng vi\u1ec7c \u201cl\u0103n x\u1ea3\u201d v\u00e0o c\u00e1c d\u1ef1 \u00e1n pipeline, x\u1eed l\u00fd data real-time, batch, v.v. D\u1ea7n d\u1ea7n, h\u1ecd x\u00e2y d\u1ef1ng t\u1ea7m nh\u00ecn t\u1ed5ng quan, hi\u1ec3u \u0111\u01b0\u1ee3c \u0111i\u1ec3m m\u1ea1nh &#8211; \u0111i\u1ec3m y\u1ebfu c\u1ee7a t\u1eebng c\u00f4ng ngh\u1ec7, r\u1ed3i t\u1eeb \u0111\u00f3 chuy\u1ec3n sang thi\u1ebft k\u1ebf chi\u1ebfn l\u01b0\u1ee3c.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Qu\u00e1 tr\u00ecnh l\u00e0m Data Engineer gi\u00fap h\u1ecd \u201cth\u1ea5m nhu\u1ea7n\u201d t\u01b0 duy k\u1ef9 thu\u1eadt, bi\u1ebft \u0111\u00e2u l\u00e0 \u0111i\u1ec3m ngh\u1ebdn (bottleneck), \u0111\u00e2u l\u00e0 c\u00e1ch t\u1ed5 ch\u1ee9c d\u1eef li\u1ec7u t\u1ed1i \u01b0u. Khi l\u00ean l\u00e0m ki\u1ebfn tr\u00fac, h\u1ecd c\u00f3 l\u1ee3i th\u1ebf l\u1edbn v\u1ec1 kinh nghi\u1ec7m th\u1ef1c t\u1ebf.<\/span><\/p>\n<h3><b>Ai l\u00e0 ng\u01b0\u1eddi \u201cv\u1ebd\u201d h\u1ec7 th\u1ed1ng, ai l\u00e0 ng\u01b0\u1eddi \u201cx\u00e2y\u201d?<\/b><\/h3>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Data Architect: \u201cV\u1ebd\u201d \u1edf \u0111\u00e2y ngh\u0129a l\u00e0 thi\u1ebft k\u1ebf t\u1ed5ng th\u1ec3, x\u00e1c \u0111\u1ecbnh m\u00f4 h\u00ecnh, l\u1ed9 tr\u00ecnh d\u1eef li\u1ec7u, ti\u00eau chu\u1ea9n b\u1ea3o m\u1eadt, v.v.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Data Engineer: \u201cX\u00e2y\u201d t\u1ee9c l\u00e0 th\u1ef1c thi, l\u1eadp tr\u00ecnh pipeline, tri\u1ec3n khai m\u00f4 h\u00ecnh, bi\u1ebfn b\u1ea3n thi\u1ebft k\u1ebf th\u00e0nh h\u1ec7 th\u1ed1ng ch\u1ea1y \u0111\u01b0\u1ee3c.<\/span><\/li>\n<\/ul>\n<p><span style=\"font-weight: 400;\">\u0110\u00e2y l\u00e0 m\u1ed1i quan h\u1ec7 t\u01b0\u01a1ng t\u1ef1 nh\u01b0 k\u1ef9 s\u01b0 x\u00e2y d\u1ef1ng (Civil Engineer) v\u00e0 ki\u1ebfn tr\u00fac s\u01b0 (Architect) trong ng\u00e0nh x\u00e2y d\u1ef1ng. M\u1ed9t ng\u01b0\u1eddi l\u00ean b\u1ea3n thi\u1ebft k\u1ebf, ng\u01b0\u1eddi kia tri\u1ec3n khai n\u00f3 th\u00e0nh c\u00f4ng tr\u00ecnh th\u1ef1c t\u1ebf.<\/span><\/p>\n<h3><b>C\u00f4ng vi\u1ec7c c\u1ee7a Data Engineer c\u00f3 b\u1ecb thay th\u1ebf b\u1edfi t\u1ef1 \u0111\u1ed9ng h\u00f3a\/AI kh\u00f4ng?<\/b><\/h3>\n<p><span style=\"font-weight: 400;\">Trong giai \u0111o\u1ea1n hi\u1ec7n t\u1ea1i, c\u00e2u tr\u1ea3 l\u1eddi l\u00e0 \u201cCh\u01b0a.\u201d Nhi\u1ec1u c\u00f4ng c\u1ee5 ti\u00ean ti\u1ebfn c\u00f3 th\u1ec3 t\u1ef1 \u0111\u1ed9ng ho\u00e1 m\u1ed9t ph\u1ea7n kh\u00e2u chuy\u1ec3n \u0111\u1ed5i d\u1eef li\u1ec7u, th\u1eadm ch\u00ed t\u1ef1 g\u1ee3i \u00fd c\u1ea5u tr\u00fac pipeline. Tuy nhi\u00ean, v\u1eabn c\u1ea7n con ng\u01b0\u1eddi \u0111\u1ec3 \u0111\u00e1nh gi\u00e1 ch\u1ea5t l\u01b0\u1ee3ng, x\u1eed l\u00fd c\u00e1c case ph\u1ee9c t\u1ea1p (v\u00ed d\u1ee5: logic kinh doanh \u0111\u00f2i h\u1ecfi tri th\u1ee9c domain, ho\u1eb7c khi x\u1ea3y ra l\u1ed7i ngo\u1ea1i l\u1ec7 hi\u1ebfm).<\/span><\/p>\n<p><span style=\"font-weight: 400;\">AI\/ML hay Automated Data Pipeline c\u00f3 th\u1ec3 h\u1ed7 tr\u1ee3, nh\u01b0ng ch\u01b0a th\u1ec3 thay th\u1ebf ho\u00e0n to\u00e0n n\u0103ng l\u1ef1c s\u00e1ng t\u1ea1o, x\u1eed l\u00fd t\u00ecnh hu\u1ed1ng, v\u00e0 tinh ch\u1ec9nh t\u1ed1i \u01b0u.<\/span><\/p>\n<h3><b>Data Architect c\u00f3 c\u1ea7n bi\u1ebft code kh\u00f4ng?<\/b><\/h3>\n<p><span style=\"font-weight: 400;\">C\u00f3, nh\u01b0ng kh\u00f4ng nh\u1ea5t thi\u1ebft ph\u1ea3i \u201cpro\u201d nh\u01b0 Data Engineer. M\u1ed9t Data Architect c\u1ea7n hi\u1ec3u c\u1ed1t l\u00f5i c\u00e1ch ho\u1ea1t \u0111\u1ed9ng c\u1ee7a c\u00e1c ng\u00f4n ng\u1eef v\u00e0 framework ph\u1ed5 bi\u1ebfn (Python, SQL, Spark, v.v.) \u0111\u1ec3 \u0111\u01b0a ra quy\u1ebft \u0111\u1ecbnh thi\u1ebft k\u1ebf ch\u00ednh x\u00e1c v\u00e0 kh\u1ea3 thi. H\u1ecd c\u00f3 th\u1ec3 ph\u1ea3i review code, ph\u00e2n t\u00edch log, ho\u1eb7c x\u1eed l\u00fd khi c\u00f3 s\u1ef1 c\u1ed1 li\u00ean quan \u0111\u1ebfn lu\u1ed3ng d\u1eef li\u1ec7u. Nh\u01b0ng c\u00f4ng vi\u1ec7c ch\u00ednh c\u1ee7a h\u1ecd v\u1eabn l\u00e0 thi\u1ebft k\u1ebf v\u00e0 gi\u00e1m s\u00e1t chi\u1ebfn l\u01b0\u1ee3c, thay v\u00ec coding chi ti\u1ebft m\u1ed7i ng\u00e0y.<\/span><\/p>\n<blockquote><p><em>\u0110\u1ecdc th\u00eam: <a href=\"https:\/\/itviec.com\/blog\/lo-trinh-data-engineer\/\" target=\"_blank\" rel=\"noopener\"><strong>L\u1ed9 tr\u00ecnh Data Engineer: T\u1eeb n\u1ec1n t\u1ea3ng \u0111\u1ebfn th\u1ef1c chi\u1ebfn<\/strong><\/a><\/em><\/p><\/blockquote>\n<h3><b>Data Architect vs Data Engineer: L\u00e0m sao \u0111\u1ec3 bi\u1ebft m\u00ecnh h\u1ee3p v\u1edbi vai tr\u00f2 n\u00e0o?<\/b><\/h3>\n<p><span style=\"font-weight: 400;\">H\u00e3y b\u1eaft \u0111\u1ea7u b\u1eb1ng c\u00e1ch tham gia v\u00e0o nh\u1eefng d\u1ef1 \u00e1n nh\u1ecf ho\u1eb7c t\u1ef1 h\u1ecdc, t\u1ef1 l\u00e0m c\u00e1c mini project:<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>N\u1ebfu b\u1ea1n th\u1ea5y th\u00edch th\u00fa khi vi\u1ebft code<\/b><span style=\"font-weight: 400;\">, g\u1ee1 l\u1ed7i, ch\u1ea1y th\u1eed pipeline, quan s\u00e1t k\u1ebft qu\u1ea3 tr\u00ean giao di\u1ec7n gi\u00e1m s\u00e1t, \u0111am m\u00ea t\u1ed1i \u01b0u h\u00f3a t\u1eebng d\u00f2ng l\u1ec7nh, th\u00ec b\u1ea1n c\u00f3 th\u1ec3 ph\u00f9 h\u1ee3p v\u1edbi Data Engineer.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>N\u1ebfu b\u1ea1n th\u00edch v\u1ebd diagram<\/b><span style=\"font-weight: 400;\">, m\u00f4 h\u00ecnh ho\u00e1 c\u00e1c b\u1ea3ng, ph\u00e2n t\u00edch lu\u1ed3ng d\u1eef li\u1ec7u, \u0111\u1eb7t ra c\u00e2u h\u1ecfi v\u1ec1 b\u1ea3o m\u1eadt, SLA, kh\u1ea3 n\u0103ng m\u1edf r\u1ed9ng, v\u00e0 \u0111\u1eb7c bi\u1ec7t l\u00e0 th\u00edch giao ti\u1ebfp v\u1edbi nhi\u1ec1u nh\u00f3m kh\u00e1c nhau \u0111\u1ec3 gi\u1ea3i quy\u1ebft c\u00e1c v\u1ea5n \u0111\u1ec1 v\u0129 m\u00f4, th\u00ec Data Architect l\u00e0 l\u1ef1a ch\u1ecdn t\u1ed1t.<\/span><\/li>\n<\/ul>\n<p><span style=\"font-weight: 400;\">Th\u00eam v\u00e0o \u0111\u00f3, b\u1ea1n c\u00f3 th\u1ec3 n\u00f3i chuy\u1ec7n v\u1edbi ng\u01b0\u1eddi \u0111i tr\u01b0\u1edbc, ho\u1eb7c \u0111\u1ecdc c\u00e1c t\u00e0i li\u1ec7u ch\u00ednh th\u1ed1ng t\u1eeb AWS, Azure, GCP v\u1ec1 \u201cArchitecture\u201d v\u00e0 \u201cEngineering\u201d \u0111\u1ec3 t\u00ecm ra s\u1edf th\u00edch th\u1ef1c s\u1ef1. C\u00f3 nh\u1eefng ng\u01b0\u1eddi khi \u0111\u1ecdc t\u00e0i li\u1ec7u v\u1ec1 K8s hay Spark th\u00ec \u201cth\u00edch m\u00ea,\u201d nh\u01b0ng khi chuy\u1ec3n sang m\u00f4 h\u00ecnh ho\u00e1 ERD th\u00ec ch\u00e1n. Ng\u01b0\u1ee3c l\u1ea1i c\u0169ng c\u00f3 ng\u01b0\u1eddi m\u00ea m\u1ea9n vi\u1ec7c l\u1eadp k\u1ebf ho\u1ea1ch d\u00e0i h\u01a1i, giao ti\u1ebfp c\u00f9ng nhi\u1ec1u stakeholder.<\/span><\/p>\n<h2><span class=\"ez-toc-section\" id=\"Tong_ket_Data_Architect_vs_Data_Engineer\"><\/span><b>T\u1ed5ng k\u1ebft Data Architect vs Data Engineer<\/b><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><span style=\"font-weight: 400;\">C\u1ea3 Data Architect v\u00e0 Data Engineer \u0111\u1ec1u l\u00e0 \u201cm\u1ea3nh gh\u00e9p\u201d kh\u00f4ng th\u1ec3 thi\u1ebfu trong b\u1ee9c tranh D\u1eef li\u1ec7u hi\u1ec7n \u0111\u1ea1i. Data Architect \u201cv\u1ebd\u201d n\u00ean chi\u1ebfn l\u01b0\u1ee3c, m\u00f4 h\u00ecnh t\u1ed5ng th\u1ec3; Data Engineer \u201cx\u00e2y\u201d c\u00e1c pipeline \u0111\u1ec3 \u0111\u01b0a chi\u1ebfn l\u01b0\u1ee3c \u1ea5y v\u00e0o th\u1ef1c ti\u1ec5n. N\u1ebfu b\u1ea1n m\u00ea thi\u1ebft k\u1ebf h\u1ec7 th\u1ed1ng v\u00e0 t\u01b0\u01a1ng t\u00e1c v\u1edbi nhi\u1ec1u stakeholder, h\u00e3y tr\u1edf th\u00e0nh Data Architect. N\u1ebfu b\u1ea1n th\u00edch coding, t\u1ed1i \u01b0u h\u00f3a x\u1eed l\u00fd d\u1eef li\u1ec7u, Data Engineer l\u00e0 l\u1ef1a ch\u1ecdn tuy\u1ec7t v\u1eddi. Quan tr\u1ecdng nh\u1ea5t, h\u00e3y kh\u00f4ng ng\u1eebng h\u1ecdc h\u1ecfi v\u00e0 c\u1eadp nh\u1eadt c\u00f4ng ngh\u1ec7.<\/span><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Trong th\u1eddi \u0111\u1ea1i b\u00f9ng n\u1ed5 d\u1eef li\u1ec7u, vi\u1ec7c khai th\u00e1c v\u00e0 qu\u1ea3n l\u00fd d\u1eef li\u1ec7u kh\u00f4ng ch\u1ec9 d\u1eebng l\u1ea1i \u1edf quy m\u00f4 ph\u00e2n t\u00edch c\u01a1 b\u1ea3n, m\u00e0 c\u00f2n m\u1edf r\u1ed9ng th\u00e0nh nh\u1eefng h\u1ec7 th\u1ed1ng ph\u1ee9c t\u1ea1p, \u0111\u00f2i h\u1ecfi quy tr\u00ecnh qu\u1ea3n tr\u1ecb v\u00e0 chi\u1ebfn l\u01b0\u1ee3c r\u00f5 r\u00e0ng. Hai vai tr\u00f2 quan tr\u1ecdng nh\u1ea5t, c\u00f3 th\u1ec3 [&hellip;]<\/p>\n","protected":false},"author":222,"featured_media":86858,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"_gspb_post_css":"","footnotes":""},"categories":[109,94],"tags":[],"class_list":["post-86817","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-chuyen-mon-it","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>Data Architect vs Data Engineer: Vai tr\u00f2 n\u00e0o ph\u00f9 h\u1ee3p v\u1edbi b\u1ea1n? - ITviec Blog<\/title>\n<meta name=\"description\" content=\"So s\u00e1nh Data Architect vs Data Engineer \u1edf nhi\u1ec1u kh\u00eda c\u1ea1nh \u0111a d\u1ea1ng, gi\u00fap b\u1ea1n \u0111\u1ecbnh h\u01b0\u1edbng ngh\u1ec1 nghi\u1ec7p ph\u00f9 h\u1ee3p.\" \/>\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\/so-sanh-data-architect-vs-data-engineer\/\" \/>\n<meta property=\"og:locale\" content=\"vi_VN\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Data Architect vs Data Engineer: Vai tr\u00f2 n\u00e0o ph\u00f9 h\u1ee3p v\u1edbi b\u1ea1n?\" \/>\n<meta property=\"og:description\" content=\"Trong th\u1eddi \u0111\u1ea1i b\u00f9ng n\u1ed5 d\u1eef li\u1ec7u, vi\u1ec7c khai th\u00e1c v\u00e0 qu\u1ea3n l\u00fd d\u1eef li\u1ec7u kh\u00f4ng ch\u1ec9 d\u1eebng l\u1ea1i \u1edf quy m\u00f4 ph\u00e2n t\u00edch c\u01a1 b\u1ea3n, m\u00e0 c\u00f2n m\u1edf r\u1ed9ng th\u00e0nh nh\u1eefng h\u1ec7 th\u1ed1ng ph\u1ee9c\" \/>\n<meta property=\"og:url\" content=\"https:\/\/itviec.com\/blog\/so-sanh-data-architect-vs-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=\"2025-05-10T15:19:33+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/itviec.com\/blog\/wp-content\/uploads\/2025\/05\/Data-Architect-vs-Data-Engineer-vippro-scaled.png\" \/>\n\t<meta property=\"og:image:width\" content=\"640\" \/>\n\t<meta property=\"og:image:height\" content=\"337\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/png\" \/>\n<meta name=\"author\" content=\"Nguy\u1ec5n H\u1eefu V\u0103n\" \/>\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=\"Nguy\u1ec5n H\u1eefu V\u0103n\" \/>\n\t<meta name=\"twitter:label2\" content=\"\u01af\u1edbc t\u00ednh th\u1eddi gian \u0111\u1ecdc\" \/>\n\t<meta name=\"twitter:data2\" content=\"22 ph\u00fat\" \/>\n<!-- \/ Yoast SEO Premium plugin. -->","yoast_head_json":{"title":"Data Architect vs Data Engineer: Vai tr\u00f2 n\u00e0o ph\u00f9 h\u1ee3p v\u1edbi b\u1ea1n? 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