{"id":95622,"date":"2026-04-13T22:00:54","date_gmt":"2026-04-13T15:00:54","guid":{"rendered":"https:\/\/itviec.com\/blog\/?p=95622"},"modified":"2026-04-13T22:00:56","modified_gmt":"2026-04-13T15:00:56","slug":"big-data-architecture","status":"publish","type":"post","link":"https:\/\/itviec.com\/blog\/big-data-architecture\/","title":{"rendered":"Big Data Architecture: Th\u00e0nh ph\u1ea7n, m\u00f4 h\u00ecnh v\u00e0 c\u00e1ch tri\u1ec3n khai"},"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\/big-data-architecture\/#Vai_tro_va_ban_chat_cua_Big_Data_architecture\" >Vai tr\u00f2 v\u00e0 b\u1ea3n ch\u1ea5t c\u1ee7a Big Data architecture<\/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\/big-data-architecture\/#6_lop_kien_truc_cot_loi_trong_Big_Data_architecture\" >6 l\u1edbp ki\u1ebfn tr\u00fac c\u1ed1t l\u00f5i trong Big Data architecture<\/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\/big-data-architecture\/#Cong_nghe_tuong_ung_tren_cac_nen_tang_Cloud\" >C\u00f4ng ngh\u1ec7 t\u01b0\u01a1ng \u1ee9ng tr\u00ean c\u00e1c n\u1ec1n t\u1ea3ng Cloud<\/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\/big-data-architecture\/#So_sanh_Big_Data_Architecture_Cloud_vs_On-Premise\" >So s\u00e1nh Big Data Architecture: Cloud vs On-Premise<\/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\/big-data-architecture\/#Cac_mau_kien_truc_pattern_Big_Data_pho_bien\" >C\u00e1c m\u1eabu ki\u1ebfn tr\u00fac (pattern) Big Data ph\u1ed5 bi\u1ebfn<\/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\/big-data-architecture\/#Cac_cau_hoi_thuong_gap_ve_big_data_architecture\" >C\u00e1c c\u00e2u h\u1ecfi th\u01b0\u1eddng g\u1eb7p v\u1ec1 big data architecture<\/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\/big-data-architecture\/#Tong_ket\" >T\u1ed5ng k\u1ebft&nbsp;<\/a><\/li><\/ul><\/nav><\/div>\n\n<p><strong><em>Big Data architecture l\u00e0 ki\u1ebfn tr\u00fac t\u1ed5ng th\u1ec3 gi\u00fap doanh nghi\u1ec7p thu th\u1eadp, l\u01b0u tr\u1eef, x\u1eed l\u00fd v\u00e0 ph\u00e2n t\u00edch kh\u1ed1i l\u01b0\u1ee3ng d\u1eef li\u1ec7u l\u1edbn t\u1eeb nhi\u1ec1u ngu\u1ed3n kh\u00e1c nhau m\u1ed9t c\u00e1ch c\u00f3 h\u1ec7 th\u1ed1ng. \u0110\u00e2y l\u00e0 n\u1ec1n t\u1ea3ng quan tr\u1ecdng cho c\u00e1c ho\u1ea1t \u0111\u1ed9ng ph\u00e2n t\u00edch d\u1eef li\u1ec7u, b\u00e1o c\u00e1o th\u00f4ng minh v\u00e0 \u1ee9ng d\u1ee5ng AI trong m\u00f4i tr\u01b0\u1eddng s\u1ed1 hi\u1ec7n \u0111\u1ea1i.<\/em><\/strong><\/p>\n\n\n\n<p>\u0110\u1ecdc b\u00e0i vi\u1ebft sau \u0111\u1ec3 \u0111\u01b0\u1ee3c gi\u1ea3i \u0111\u00e1p chi ti\u1ebft h\u01a1n v\u1ec1:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Vai tr\u00f2 v\u00e0 b\u1ea3n ch\u1ea5t c\u1ee7a Big Data architecture<\/li>\n\n\n\n<li>6 l\u1edbp ki\u1ebfn tr\u00fac c\u1ed1t l\u00f5i trong Big Data architecture<\/li>\n\n\n\n<li>C\u00e1c lo\u1ea1i ki\u1ebfn tr\u00fac Big Data.\u00a0<\/li>\n\n\n\n<li>So s\u00e1nh Big Data Architecture: Cloud vs On-Premise<\/li>\n\n\n\n<li>C\u00e1c m\u1eabu ki\u1ebfn tr\u00fac (pattern) Big Data ph\u1ed5 bi\u1ebfn<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-vai-tro-va-b\u1ea3n-ch\u1ea5t-c\u1ee7a-big-data-architecture\"><span class=\"ez-toc-section\" id=\"Vai_tro_va_ban_chat_cua_Big_Data_architecture\"><\/span><strong>Vai tr\u00f2 v\u00e0 b\u1ea3n ch\u1ea5t c\u1ee7a Big Data architecture<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>M\u1ee5c ti\u00eau c\u1ee7a Big Data Architecture kh\u00f4ng ch\u1ec9 l\u00e0 qu\u1ea3n l\u00fd d\u1eef li\u1ec7u v\u1edbi kh\u1ed1i l\u01b0\u1ee3ng l\u1edbn, m\u00e0 c\u00f2n \u0111\u1ea3m b\u1ea3o h\u1ec7 th\u1ed1ng c\u00f3 th\u1ec3 th\u00edch \u1ee9ng v\u1edbi s\u1ef1 t\u0103ng tr\u01b0\u1edfng li\u00ean t\u1ee5c v\u00e0 s\u1ef1 \u0111a d\u1ea1ng ng\u00e0y c\u00e0ng cao c\u1ee7a ngu\u1ed3n d\u1eef li\u1ec7u.<\/p>\n\n\n\n<p>V\u1ec1 b\u1ea3n ch\u1ea5t, Big Data Architecture t\u1eadp trung gi\u1ea3i quy\u1ebft nh\u1eefng th\u00e1ch th\u1ee9c \u0111\u1ebfn t\u1eeb <strong>ba ch\u1eef V c\u1ee7a d\u1eef li\u1ec7u l\u1edbn: Volume, Variety v\u00e0 Velocity<\/strong>.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Volume<\/strong>: \u0110\u1ea1i di\u1ec7n cho kh\u1ed1i l\u01b0\u1ee3ng d\u1eef li\u1ec7u kh\u1ed5ng l\u1ed3 \u0111\u01b0\u1ee3c t\u1ea1o ra m\u1ed7i ng\u00e0y.<\/li>\n\n\n\n<li><strong>Variety<\/strong>: Ph\u1ea3n \u00e1nh s\u1ef1 \u0111a d\u1ea1ng v\u1ec1 \u0111\u1ecbnh d\u1ea1ng v\u00e0 lo\u1ea1i d\u1eef li\u1ec7u, bao g\u1ed3m d\u1eef li\u1ec7u c\u00f3 c\u1ea5u tr\u00fac, b\u00e1n c\u1ea5u tr\u00fac v\u00e0 phi c\u1ea5u tr\u00fac.<\/li>\n\n\n\n<li><strong>Velocity<\/strong>: \u0110\u1ec1 c\u1eadp \u0111\u1ebfn t\u1ed1c \u0111\u1ed9 d\u1eef li\u1ec7u \u0111\u01b0\u1ee3c t\u1ea1o ra v\u00e0 y\u00eau c\u1ea7u ph\u1ea3i \u0111\u01b0\u1ee3c x\u1eed l\u00fd nhanh ch\u00f3ng.<\/li>\n<\/ul>\n\n\n\n<p>Big Data Architecture ti\u00eau chu\u1ea9n th\u01b0\u1eddng bao g\u1ed3m nhi\u1ec1u th\u00e0nh ph\u1ea7n v\u00e0 c\u00f4ng ngh\u1ec7 \u0111\u01b0\u1ee3c k\u1ebft n\u1ed1i v\u1edbi nhau, th\u01b0\u1eddng theo th\u1eddi gian th\u1ef1c nh\u1eb1m khai th\u00e1c th\u00f4ng tin gi\u00e1 tr\u1ecb v\u00e0 insight h\u1eefu \u00edch cho doanh nghi\u1ec7p.<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"800\" height=\"533\" src=\"https:\/\/itviec.com\/blog\/wp-content\/uploads\/2026\/04\/image-5.png\" alt=\"\" class=\"wp-image-95623\" srcset=\"https:\/\/itviec.com\/blog\/wp-content\/uploads\/2026\/04\/image-5.png 800w, https:\/\/itviec.com\/blog\/wp-content\/uploads\/2026\/04\/image-5-300x200.png 300w, https:\/\/itviec.com\/blog\/wp-content\/uploads\/2026\/04\/image-5-640x427.png 640w, https:\/\/itviec.com\/blog\/wp-content\/uploads\/2026\/04\/image-5-200x133.png 200w, https:\/\/itviec.com\/blog\/wp-content\/uploads\/2026\/04\/image-5-768x512.png 768w\" sizes=\"auto, (max-width: 800px) 100vw, 800px\" \/><\/figure>\n\n\n\n<p class=\"has-text-align-center\"><em>Ki\u1ebfn tr\u00fac Big Data (Ngu\u1ed3n: wpfastestcache.com)<\/em><\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-6-l\u1edbp-ki\u1ebfn-truc-c\u1ed1t-loi-trong-big-data-architecture\"><span class=\"ez-toc-section\" id=\"6_lop_kien_truc_cot_loi_trong_Big_Data_architecture\"><\/span><strong>6 l\u1edbp ki\u1ebfn tr\u00fac c\u1ed1t l\u00f5i trong Big Data architecture<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>Ki\u1ebfn tr\u00fac Big Data th\u01b0\u1eddng \u0111\u01b0\u1ee3c c\u1ea5u th\u00e0nh t\u1eeb 6 l\u1edbp ch\u00ednh:<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-ngu\u1ed3n-d\u1eef-li\u1ec7u-data-sources\"><strong>Ngu\u1ed3n d\u1eef li\u1ec7u (Data Sources)<\/strong><\/h3>\n\n\n\n<p>D\u1eef li\u1ec7u \u0111\u01b0\u1ee3c thu th\u1eadp t\u1eeb nhi\u1ec1u ngu\u1ed3n v\u1edbi c\u00e1c \u0111\u1ecbnh d\u1ea1ng kh\u00e1c nhau, bao g\u1ed3m c\u1ea3 d\u1eef li\u1ec7u c\u00f3 c\u1ea5u tr\u00fac v\u00e0 phi c\u1ea5u tr\u00fac. Ngu\u1ed3n d\u1eef li\u1ec7u c\u00f3 th\u1ec3 bao g\u1ed3m c\u1ea3 d\u1eef li\u1ec7u th\u1eddi gian th\u1ef1c nh\u01b0 t\u1eeb h\u1ec7 th\u1ed1ng x\u1eed l\u00fd thanh to\u00e1n, c\u1ea3m bi\u1ebfn <a href=\"https:\/\/itviec.com\/blog\/iot-la-gi\/\" target=\"_blank\" rel=\"noreferrer noopener\">IoT<\/a> v\u00e0 d\u1eef li\u1ec7u l\u1ecbch s\u1eed nh\u01b0 t\u1eeb c\u01a1 s\u1edf d\u1eef li\u1ec7u quan h\u1ec7, file log m\u00e1y ch\u1ee7 web.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-l\u01b0u-tr\u1eef-d\u1eef-li\u1ec7u-data-lake\"><strong>L\u01b0u tr\u1eef d\u1eef li\u1ec7u (Data Lake)<\/strong><\/h3>\n\n\n\n<p>Data lake l\u01b0u tr\u1eef kh\u1ed1i l\u01b0\u1ee3ng l\u1edbn d\u1eef li\u1ec7u t\u1eeb nhi\u1ec1u ngu\u1ed3n \u1edf \u0111\u1ecbnh d\u1ea1ng ban \u0111\u1ea7u c\u1ee7a ch\u00fang, bao g\u1ed3m d\u1eef li\u1ec7u c\u00f3 c\u1ea5u tr\u00fac, b\u00e1n c\u1ea5u tr\u00fac v\u00e0 phi c\u1ea5u tr\u00fac. \u0110\u00e2y l\u00e0 n\u1ec1n t\u1ea3ng \u0111\u1ec3 th\u1ef1c hi\u1ec7n c\u00e1c t\u00e1c v\u1ee5 x\u1eed l\u00fd theo batch v\u1ec1 sau. D\u1eef li\u1ec7u c\u00f3 c\u1ea5u tr\u00fac th\u01b0\u1eddng l\u01b0u trong c\u01a1 s\u1edf d\u1eef li\u1ec7u quan h\u1ec7, trong khi d\u1eef li\u1ec7u phi c\u1ea5u tr\u00fac c\u00f3 th\u1ec3 l\u01b0u trong NoSQL database nh\u01b0 <a href=\"https:\/\/itviec.com\/blog\/mongodb-atlas-la-gi\/\" target=\"_blank\" rel=\"noreferrer noopener\">MongoDB Atlas<\/a>.\u00a0<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-cong-c\u1ee5-ingestion-lu\u1ed3ng-d\u1eef-li\u1ec7u\"><strong>C\u00f4ng c\u1ee5 ingestion lu\u1ed3ng d\u1eef li\u1ec7u<\/strong><\/h3>\n\n\n\n<p>Stream ingestion engine ti\u1ebfp nh\u1eadn c\u00e1c th\u00f4ng \u0111i\u1ec7p th\u1eddi gian th\u1ef1c v\u00e0 chuy\u1ec3n ch\u00fang \u0111\u1ebfn m\u00f4-\u0111un x\u1eed l\u00fd lu\u1ed3ng th\u1eddi gian th\u1ef1c, \u0111\u1ed3ng th\u1eddi \u0111\u1ea9y d\u1eef li\u1ec7u v\u00e0o Data Lake. Vi\u1ec7c l\u01b0u tr\u1eef n\u00e0y gi\u00fap \u0111\u1ea3m b\u1ea3o d\u1eef li\u1ec7u c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c ph\u00e2n t\u00edch chuy\u00ean s\u00e2u trong c\u00e1c quy tr\u00ecnh batch processing sau \u0111\u00f3.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Batch processing engine<\/strong>\n<ul class=\"wp-block-list\">\n<li>Ph\u00f9 h\u1ee3p cho: C\u00e1c t\u00e1c v\u1ee5 l\u1eb7p l\u1ea1i, kh\u00f4ng y\u00eau c\u1ea7u ph\u1ea3n h\u1ed3i t\u1ee9c th\u00ec nh\u01b0ng ph\u1ee5c v\u1ee5 ho\u1ea1t \u0111\u1ed9ng ph\u00e2n t\u00edch nh\u01b0 t\u00ednh c\u01b0\u1edbc, b\u00e1o c\u00e1o doanh thu, t\u1ed1i \u01b0u gi\u00e1 theo ng\u00e0y, d\u1ef1 b\u00e1o nhu c\u1ea7u.<\/li>\n\n\n\n<li>X\u1eed l\u00fd t\u1eadp d\u1eef li\u1ec7u l\u1edbn. K\u1ebft qu\u1ea3 \u0111\u01b0\u1ee3c t\u1ea1o ra theo l\u1ecbch t\u00ednh to\u00e1n \u0111\u00e3 thi\u1ebft l\u1eadp tr\u01b0\u1edbc, v\u00ed d\u1ee5 m\u1ed7i 24 gi\u1edd.<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>Stream processing engine<\/strong>\n<ul class=\"wp-block-list\">\n<li>Ph\u00f9 h\u1ee3p cho: C\u00e1c t\u00e1c v\u1ee5 c\u1ea7n ph\u1ea3n h\u1ed3i ngay l\u1eadp t\u1ee9c nh\u01b0 x\u1eed l\u00fd thanh to\u00e1n, \u0111i\u1ec1u ph\u1ed1i giao th\u00f4ng, \u0111\u1ec1 xu\u1ea5t c\u00e1 nh\u00e2n h\u00f3a tr\u00ean website th\u01b0\u01a1ng m\u1ea1i \u0111i\u1ec7n t\u1eed, h\u1ec7 th\u1ed1ng ch\u1ed1ng tr\u1ed9m.<\/li>\n\n\n\n<li>X\u1eed l\u00fd c\u00e1c kh\u1ed1i d\u1eef li\u1ec7u nh\u1ecf. D\u1eef li\u1ec7u sau x\u1eed l\u00fd lu\u00f4n \u1edf tr\u1ea1ng th\u00e1i c\u1eadp nh\u1eadt v\u00e0 s\u1eb5n s\u00e0ng s\u1eed d\u1ee5ng ngay nh\u1edd \u0111\u1ed9 tr\u1ec5 th\u1ea5p, th\u01b0\u1eddng ch\u1ec9 t\u1eeb mili gi\u00e2y \u0111\u1ebfn v\u00e0i gi\u00e2y.<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-data-warehouse\"><strong>Data warehouse<\/strong><\/h3>\n\n\n\n<p>Sau khi \u0111\u01b0\u1ee3c x\u1eed l\u00fd, d\u1eef li\u1ec7u c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c chuy\u1ec3n \u0111\u1ebfn data warehouse \u0111\u1ec3 th\u1ef1c hi\u1ec7n truy v\u1ea5n ph\u00e2n t\u00edch s\u00e2u h\u01a1n ho\u1eb7c chuy\u1ec3n tr\u1ef1c ti\u1ebfp \u0111\u1ebfn c\u00e1c m\u00f4-\u0111un ph\u00e2n t\u00edch.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-module-phan-tich-va-bao-cao-analysis-and-reporting\"><strong>Module ph\u00e2n t\u00edch v\u00e0 b\u00e1o c\u00e1o (Analysis and Reporting)<\/strong><\/h3>\n\n\n\n<p>Module ph\u00e2n t\u00edch v\u00e0 b\u00e1o c\u00e1o gi\u00fap ph\u00e1t hi\u1ec7n c\u00e1c m\u1eabu v\u00e0 xu h\u01b0\u1edbng t\u1eeb d\u1eef li\u1ec7u \u0111\u00e3 x\u1eed l\u00fd. K\u1ebft qu\u1ea3 ph\u00e2n t\u00edch s\u1ebd \u0111\u01b0\u1ee3c hi\u1ec3n th\u1ecb tr\u00ean dashboard ho\u1eb7c report, h\u1ed7 tr\u1ee3 n\u00e2ng cao ch\u1ea5t l\u01b0\u1ee3ng ra quy\u1ebft \u0111\u1ecbnh&nbsp; d\u1ef1a tr\u00ean d\u1eef li\u1ec7u.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-di\u1ec1u-ph\u1ed1i-quy-trinh-orchestration\"><strong>\u0110i\u1ec1u ph\u1ed1i quy tr\u00ecnh (Orchestration)<\/strong><\/h3>\n\n\n\n<p>Ph\u00e2n t\u00edch Big Data li\u00ean quan \u0111\u1ebfn nhi\u1ec1u thao t\u00e1c x\u1eed l\u00fd d\u1eef li\u1ec7u, bi\u1ebfn \u0111\u1ed5i d\u1eef li\u1ec7u, di chuy\u1ec3n gi\u1eefa c\u00e1c ngu\u1ed3n v\u00e0 sink, v\u00e0 n\u1ea1p d\u1eef li\u1ec7u v\u00e0o kho ph\u00e2n t\u00edch. C\u00e1c workflow n\u00e0y c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c t\u1ef1 \u0111\u1ed9ng h\u00f3a b\u1eb1ng h\u1ec7 th\u1ed1ng orchestration nh\u01b0 Apache Oozie, Sqoop ho\u1eb7c Azure Data Factory. Th\u00e0nh ph\u1ea7n orchestration \u0111\u00f3ng vai tr\u00f2 \u0111i\u1ec1u ph\u1ed1i trung t\u00e2m trong to\u00e0n b\u1ed9 quy tr\u00ecnh qu\u1ea3n l\u00fd d\u1eef li\u1ec7u, gi\u00fap t\u1ef1 \u0111\u1ed9ng h\u00f3a c\u00e1c t\u00e1c v\u1ee5 x\u1eed l\u00fd l\u1eb7p l\u1ea1i v\u00e0 \u0111\u1ea3m b\u1ea3o h\u1ec7 th\u1ed1ng v\u1eadn h\u00e0nh nh\u1ea5t qu\u00e1n.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-cong-ngh\u1ec7-t\u01b0\u01a1ng-\u1ee9ng-tren-cac-n\u1ec1n-t\u1ea3ng-cloud\"><span class=\"ez-toc-section\" id=\"Cong_nghe_tuong_ung_tren_cac_nen_tang_Cloud\"><\/span><strong>C\u00f4ng ngh\u1ec7 t\u01b0\u01a1ng \u1ee9ng tr\u00ean c\u00e1c n\u1ec1n t\u1ea3ng Cloud<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>M\u1eb7c d\u00f9 c\u1ea5u tr\u00fac ki\u1ebfn tr\u00fac t\u01b0\u01a1ng \u0111\u1ed3ng, m\u1ed7i nh\u00e0 cung c\u1ea5p Cloud s\u1ebd c\u00f3 h\u1ec7 sinh th\u00e1i d\u1ecbch v\u1ee5 ri\u00eang cho t\u1eebng l\u1edbp.<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><tbody><tr><td><strong>L\u1edbp ki\u1ebfn tr\u00fac<\/strong><\/td><td><strong>AWS<\/strong><\/td><td><strong>Microsoft Azure<\/strong><\/td><td><strong>Google Cloud<\/strong><\/td><\/tr><tr><td>Ingestion<\/td><td>Amazon Kinesis<\/td><td>Azure Event Hubs<\/td><td>Google Cloud Pub\/Sub<\/td><\/tr><tr><td>Data Lake<\/td><td>Amazon S3<\/td><td>Azure Data Lake Storage<\/td><td>Google Cloud Storage<\/td><\/tr><tr><td>Processing<\/td><td>Amazon EMR<\/td><td>Azure Databricks<\/td><td>Google Cloud DataProc \/ Google Cloud Dataflow<\/td><\/tr><tr><td>Data Warehouse<\/td><td>Amazon Redshift<\/td><td>Azure Cosmos DB<\/td><td>Google BigQuery<\/td><\/tr><tr><td>Presentation<\/td><td>Amazon QuickSight<\/td><td>Microsoft Power BI<\/td><td>Google Data Studio<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-so-sanh-big-data-architecture-cloud-vs-on-premise\"><span class=\"ez-toc-section\" id=\"So_sanh_Big_Data_Architecture_Cloud_vs_On-Premise\"><\/span><strong>So s\u00e1nh Big Data Architecture: Cloud vs On-Premise<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>Trong b\u1ed1i c\u1ea3nh chuy\u1ec3n \u0111\u1ed5i s\u1ed1 di\u1ec5n ra m\u1ea1nh m\u1ebd, vi\u1ec7c l\u1ef1a ch\u1ecdn ki\u1ebfn tr\u00fac tri\u1ec3n khai Big Data kh\u00f4ng ch\u1ec9 l\u00e0 quy\u1ebft \u0111\u1ecbnh v\u1ec1 c\u00f4ng ngh\u1ec7 m\u00e0 c\u00f2n l\u00e0 chi\u1ebfn l\u01b0\u1ee3c d\u00e0i h\u1ea1n. Hai m\u00f4 h\u00ecnh ph\u1ed5 bi\u1ebfn hi\u1ec7n nay l\u00e0 Cloud-based v\u00e0 On-Premise \u0111\u1ec1u s\u1edf h\u1eefu nh\u1eefng \u01b0u \u0111i\u1ec3m v\u00e0 h\u1ea1n ch\u1ebf ri\u00eang, ph\u00f9 h\u1ee3p v\u1edbi t\u1eebng quy m\u00f4 t\u1ed5 ch\u1ee9c v\u00e0 \u0111\u1eb7c th\u00f9 ng\u00e0nh ngh\u1ec1 kh\u00e1c nhau.<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><tbody><tr><td><strong>Ti\u00eau ch\u00ed<\/strong><\/td><td><strong>Cloud-Based Architecture<\/strong><\/td><td><strong>On-Premise Architecture<\/strong><\/td><\/tr><tr><td>\u0110\u1ecbnh ngh\u0129a<\/td><td>M\u00f4 h\u00ecnh tri\u1ec3n khai Big Data tr\u00ean h\u1ea1 t\u1ea7ng \u0111i\u1ec7n to\u00e1n \u0111\u00e1m m\u00e2y, s\u1eed d\u1ee5ng m\u00e1y ch\u1ee7 t\u1eeb xa do nh\u00e0 cung c\u1ea5p d\u1ecbch v\u1ee5 qu\u1ea3n l\u00fd. Doanh nghi\u1ec7p truy c\u1eadp v\u00e0 v\u1eadn h\u00e0nh h\u1ec7 th\u1ed1ng th\u00f4ng qua Internet.<\/td><td>M\u00f4 h\u00ecnh tri\u1ec3n khai Big Data tr\u00ean h\u1ea1 t\u1ea7ng n\u1ed9i b\u1ed9 c\u1ee7a doanh nghi\u1ec7p (trung t\u00e2m d\u1eef li\u1ec7u ri\u00eang), to\u00e0n b\u1ed9 ph\u1ea7n c\u1ee9ng v\u00e0 h\u1ec7 th\u1ed1ng do doanh nghi\u1ec7p s\u1edf h\u1eefu v\u00e0 qu\u1ea3n l\u00fd.<\/td><\/tr><tr><td>H\u1ea1 t\u1ea7ng<\/td><td>M\u00e1y ch\u1ee7 t\u1eeb xa, \u0111i\u1ec7n to\u00e1n ph\u00e2n t\u00e1n.<\/td><td>Trung t\u00e2m d\u1eef li\u1ec7u n\u1ed9i b\u1ed9.<\/td><\/tr><tr><td>Chi ph\u00ed ban \u0111\u1ea7u<\/td><td>Th\u1ea5p (kh\u00f4ng c\u1ea7n mua ph\u1ea7n c\u1ee9ng).<\/td><td>Cao (\u0111\u1ea7u t\u01b0 m\u00e1y ch\u1ee7, l\u01b0u tr\u1eef, h\u1ec7 th\u1ed1ng m\u1ea1ng).<\/td><\/tr><tr><td>M\u00f4 h\u00ecnh<\/td><td>Tr\u1ea3 theo m\u1ee9c s\u1eed d\u1ee5ng (OpEx).<\/td><td>Chi ph\u00ed c\u1ed1 \u0111\u1ecbnh, \u0111\u1ea7u t\u01b0 v\u1ed1n ban \u0111\u1ea7u (CapEx).<\/td><\/tr><tr><td>Kh\u1ea3 n\u0103ng m\u1edf r\u1ed9ng<\/td><td>Linh ho\u1ea1t, m\u1edf r\u1ed9ng g\u1ea7n nh\u01b0 t\u1ee9c th\u1eddi.<\/td><td>Ph\u1ee5 thu\u1ed9c v\u00e0o n\u00e2ng c\u1ea5p v\u00e0 mua th\u00eam ph\u1ea7n c\u1ee9ng.<\/td><\/tr><tr><td>Th\u1eddi gian tri\u1ec3n khai<\/td><td>Nhanh, kh\u00f4ng c\u1ea7n x\u00e2y d\u1ef1ng h\u1ea1 t\u1ea7ng v\u1eadt l\u00fd.<\/td><td>L\u00e2u h\u01a1n do ph\u1ea3i thi\u1ebft l\u1eadp h\u1ec7 th\u1ed1ng v\u1eadt l\u00fd.<\/td><\/tr><tr><td>B\u1ea3o m\u1eadt &amp; Ki\u1ec3m so\u00e1t<\/td><td>Ph\u1ee5 thu\u1ed9c v\u00e0o ch\u00ednh s\u00e1ch v\u00e0 c\u00f4ng ngh\u1ec7 c\u1ee7a nh\u00e0 cung c\u1ea5p.<\/td><td>Doanh nghi\u1ec7p ki\u1ec3m so\u00e1t ho\u00e0n to\u00e0n d\u1eef li\u1ec7u v\u00e0 ch\u00ednh s\u00e1ch b\u1ea3o m\u1eadt.<\/td><\/tr><tr><td>Hi\u1ec7u su\u1ea5t &amp; \u0111\u1ed9 tr\u1ec5<\/td><td>Ph\u1ee5 thu\u1ed9c v\u00e0o t\u1ed1c \u0111\u1ed9 m\u1ea1ng v\u00e0 b\u0103ng th\u00f4ng Internet.<\/td><td>\u1ed4n \u0111\u1ecbnh h\u01a1n, \u00edt ph\u1ee5 thu\u1ed9c v\u00e0o Internet.<\/td><\/tr><tr><td>V\u1eadn h\u00e0nh<\/td><td>Nh\u00e0 cung c\u1ea5p ch\u1ecbu tr\u00e1ch nhi\u1ec7m ch\u00ednh.<\/td><td>\u0110\u1ed9i ng\u0169 IT n\u1ed9i b\u1ed9 ch\u1ecbu tr\u00e1ch nhi\u1ec7m.<\/td><\/tr><tr><td>Ph\u00f9 h\u1ee3p v\u1edbi<\/td><td>Startup, doanh nghi\u1ec7p t\u0103ng tr\u01b0\u1edfng nhanh, workload bi\u1ebfn \u0111\u1ed9ng.<\/td><td>Ng\u00e0nh t\u00e0i ch\u00ednh, y t\u1ebf, ch\u00ednh ph\u1ee7, t\u1eadp \u0111o\u00e0n l\u1edbn c\u00f3 y\u00eau c\u1ea7u tu\u00e2n th\u1ee7 cao.<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-cac-m\u1eabu-ki\u1ebfn-truc-pattern-big-data-ph\u1ed5-bi\u1ebfn\"><span class=\"ez-toc-section\" id=\"Cac_mau_kien_truc_pattern_Big_Data_pho_bien\"><\/span><strong>C\u00e1c m\u1eabu ki\u1ebfn tr\u00fac (pattern) Big Data ph\u1ed5 bi\u1ebfn<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>C\u00e1c m\u1eabu ki\u1ebfn tr\u00fac (pattern) l\u00e0 nh\u1eefng c\u00e1ch t\u1ed5 ch\u1ee9c v\u00e0 tri\u1ec3n khai h\u1ec7 th\u1ed1ng d\u1eef li\u1ec7u l\u1edbn \u0111\u1ec3 x\u1eed l\u00fd, l\u01b0u tr\u1eef v\u00e0 ph\u00e2n t\u00edch d\u1eef li\u1ec7u hi\u1ec7u qu\u1ea3.<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><tbody><tr><td><strong>M\u1eabu ki\u1ebfn tr\u00fac<\/strong><\/td><td><strong>M\u1ee5c \u0111\u00edch<\/strong><\/td><td><strong>\u01afu \u0111i\u1ec3m&nbsp;<\/strong><\/td><td><strong>Nh\u01b0\u1ee3c \u0111i\u1ec3m<\/strong><\/td><\/tr><tr><td>Lambda Architecture<\/td><td>X\u1eed l\u00fd c\u1ea3 d\u1eef li\u1ec7u batch v\u00e0 real-time, cung c\u1ea5p c\u00e1i nh\u00ecn d\u1eef li\u1ec7u th\u1ed1ng nh\u1ea5t.<\/td><td>Ch\u1ecbu l\u1ed7i t\u1ed1t, kh\u1ea3 n\u0103ng m\u1edf r\u1ed9ng, ph\u00f9 h\u1ee3p ph\u00e2n t\u00edch d\u1eef li\u1ec7u th\u1eddi gian th\u1ef1c.<\/td><td>Ph\u1ee9c t\u1ea1p, c\u1ea7n qu\u1ea3n l\u00fd hai pipeline ri\u00eang bi\u1ec7t (batch &amp; real-time)<\/td><\/tr><tr><td>Kappa Architecture<\/td><td>X\u1eed l\u00fd d\u1eef li\u1ec7u real-time, t\u1ed1i gi\u1ea3n h\u00f3a pipeline.<\/td><td>\u0110\u01a1n gi\u1ea3n h\u00f3a x\u1eed l\u00fd, t\u1eadp trung real-time, d\u1ec5 b\u1ea3o tr\u00ec, c\u1eadp nh\u1eadt d\u1eef li\u1ec7u m\u1edbi nhanh.<\/td><td>Kh\u00f4ng t\u1ed1i \u01b0u cho ph\u00e2n t\u00edch batch l\u1ecbch s\u1eed, c\u1ea7n d\u1eef li\u1ec7u stream li\u00ean t\u1ee5c.<\/td><\/tr><tr><td>Batch Layer Architecture<\/td><td>X\u1eed l\u00fd d\u1eef li\u1ec7u theo l\u00f4 \u0111\u1ecbnh k\u1ef3.<\/td><td>Chi ph\u00ed th\u1ea5p, d\u1ec5 tri\u1ec3n khai, ph\u00f9 h\u1ee3p ph\u00e2n t\u00edch l\u1ecbch s\u1eed v\u00e0 b\u00e1o c\u00e1o \u0111\u1ecbnh k\u1ef3.<\/td><td>Kh\u00f4ng ph\u00f9 h\u1ee3p v\u1edbi d\u1eef li\u1ec7u real-time, \u0111\u1ed9 tr\u1ec5 cao.<\/td><\/tr><tr><td>Single Node Architecture<\/td><td>X\u1eed l\u00fd d\u1eef li\u1ec7u tr\u00ean m\u1ed9t m\u00e1y \u0111\u01a1n gi\u1ea3n, quy m\u00f4 nh\u1ecf.<\/td><td>D\u1ec5 tri\u1ec3n khai, d\u1ec5 b\u1ea3o tr\u00ec, th\u00edch h\u1ee3p th\u0103m d\u00f2 v\u00e0 th\u1eed nghi\u1ec7m d\u1eef li\u1ec7u.<\/td><td>Kh\u00f4ng m\u1edf r\u1ed9ng \u0111\u01b0\u1ee3c, thi\u1ebfu ch\u1ecbu l\u1ed7i, kh\u00f4ng ph\u00f9 h\u1ee3p d\u1eef li\u1ec7u l\u1edbn th\u1ef1c s\u1ef1.<\/td><\/tr><tr><td>Microservices Architecture<\/td><td>Chia h\u1ec7 th\u1ed1ng th\u00e0nh c\u00e1c d\u1ecbch v\u1ee5 nh\u1ecf \u0111\u1ed9c l\u1eadp, giao ti\u1ebfp qua API.<\/td><td>Linh ho\u1ea1t, d\u1ec5 m\u1edf r\u1ed9ng, d\u1ec5 b\u1ea3o tr\u00ec, ph\u00e1t tri\u1ec3n \u0111\u1ed9c l\u1eadp c\u00e1c module.<\/td><td>Ph\u1ee9c t\u1ea1p khi qu\u1ea3n l\u00fd nhi\u1ec1u d\u1ecbch v\u1ee5, c\u1ea7n ki\u1ebfn th\u1ee9c API v\u00e0 orchestration.<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-lambda-architecture\"><strong>Lambda Architecture<\/strong><\/h3>\n\n\n\n<p>Lambda Architecture l\u00e0 m\u1ed9t m\u1eabu ki\u1ebfn tr\u00fac ph\u1ed5 bi\u1ebfn trong Big Data, \u0111\u01b0\u1ee3c thi\u1ebft k\u1ebf \u0111\u1ec3 x\u1eed l\u00fd c\u1ea3 d\u1eef li\u1ec7u theo th\u1eddi gian th\u1ef1c v\u00e0 d\u1eef li\u1ec7u theo l\u00f4. M\u1eabu n\u00e0y bao g\u1ed3m 3 l\u1edbp ch\u00ednh:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Batch Layer: <\/strong>X\u1eed l\u00fd kh\u1ed1i l\u01b0\u1ee3ng d\u1eef li\u1ec7u l\u1edbn offline, t\u1ea1o ra c\u00e1c \u201cbatch views\u201d to\u00e0n di\u1ec7n \u0111\u1ec3 ph\u00e2n t\u00edch s\u00e2u.<\/li>\n\n\n\n<li><strong>Speed Layer:<\/strong> X\u1eed l\u00fd d\u1eef li\u1ec7u real-time, cung c\u1ea5p k\u1ebft qu\u1ea3 \u0111\u1ed9 tr\u1ec5 th\u1ea5p cho c\u00e1c ph\u00e2n t\u00edch ngay l\u1eadp t\u1ee9c.<\/li>\n\n\n\n<li><strong>Serving Layer:<\/strong> K\u1ebft h\u1ee3p d\u1eef li\u1ec7u t\u1eeb c\u1ea3 Batch Layer v\u00e0 Speed Layer \u0111\u1ec3 cung c\u1ea5p m\u1ed9t c\u00e1i nh\u00ecn d\u1eef li\u1ec7u th\u1ed1ng nh\u1ea5t.<\/li>\n<\/ul>\n\n\n\n<p>Lambda Architecture n\u1ed5i b\u1eadt v\u1edbi kh\u1ea3 n\u0103ng ch\u1ecbu l\u1ed7i, \u0111\u1ed9 b\u1ec1n v\u1eefng v\u00e0 kh\u1ea3 n\u0103ng m\u1edf r\u1ed9ng, r\u1ea5t ph\u00f9 h\u1ee3p cho c\u00e1c \u1ee9ng d\u1ee5ng y\u00eau c\u1ea7u ph\u00e2n t\u00edch c\u1ea3 d\u1eef li\u1ec7u l\u1ecbch s\u1eed l\u1eabn d\u1eef li\u1ec7u th\u1eddi gian th\u1ef1c.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-kappa-architecture\"><strong>Kappa Architecture<\/strong><\/h3>\n\n\n\n<p>Kappa Architecture l\u00e0 m\u1ed9t l\u1ef1a ch\u1ecdn t\u1ed1i gi\u1ea3n h\u01a1n Lambda Architecture, t\u1eadp trung ho\u00e0n to\u00e0n v\u00e0o x\u1eed l\u00fd d\u1eef li\u1ec7u theo th\u1eddi gian th\u1ef1c.<\/p>\n\n\n\n<p>Trong m\u00f4 h\u00ecnh n\u00e0y, t\u1ea5t c\u1ea3 d\u1eef li\u1ec7u \u0111\u1ec1u \u0111\u01b0\u1ee3c coi l\u00e0 m\u1ed9t d\u00f2ng s\u1ef1 ki\u1ec7n kh\u00f4ng thay \u0111\u1ed5i. D\u1eef li\u1ec7u \u0111\u01b0\u1ee3c thu th\u1eadp v\u00e0 x\u1eed l\u00fd real-time b\u1eb1ng c\u00e1c c\u00f4ng ngh\u1ec7 nh\u01b0 Apache Kafka v\u00e0 Apache Flink. B\u1eb1ng c\u00e1ch lo\u1ea1i b\u1ecf vi\u1ec7c t\u00e1ch ri\u00eang pipeline x\u1eed l\u00fd batch v\u00e0 real-time, Kappa Architecture \u0111\u01a1n gi\u1ea3n h\u00f3a qu\u00e1 tr\u00ecnh x\u1eed l\u00fd Big Data, \u0111\u1eb7c bi\u1ec7t h\u1eefu \u00edch khi c\u1ea7n ra quy\u1ebft \u0111\u1ecbnh d\u1ef1a tr\u00ean d\u1eef li\u1ec7u m\u1edbi nh\u1ea5t trong th\u1eddi gian th\u1ef1c.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-batch-layer-architecture\"><strong>Batch Layer Architecture<\/strong><\/h3>\n\n\n\n<p>Batch Layer Architecture l\u00e0 pattern \u0111\u01a1n gi\u1ea3n trong Big Data, t\u1eadp trung x\u1eed l\u00fd d\u1eef li\u1ec7u theo l\u00f4. D\u1eef li\u1ec7u \u0111\u01b0\u1ee3c thu th\u1eadp theo th\u1eddi gian v\u00e0 x\u1eed l\u00fd to\u00e0n b\u1ed9 v\u00e0o c\u00e1c kho\u1ea3ng th\u1eddi gian \u0111\u00e3 l\u00ean l\u1ecbch, bao g\u1ed3m c\u00e1c b\u01b0\u1edbc l\u00e0m s\u1ea1ch, bi\u1ebfn \u0111\u1ed5i v\u00e0 ph\u00e2n t\u00edch d\u1eef li\u1ec7u. X\u1eed l\u00fd theo l\u00f4 ti\u1ebft ki\u1ec7m chi ph\u00ed v\u00e0 ph\u00f9 h\u1ee3p v\u1edbi c\u00e1c t\u00ecnh hu\u1ed1ng kh\u00f4ng c\u1ea7n \u0111\u1ed9 tr\u1ec5 th\u1ea5p, nh\u01b0 ph\u00e2n t\u00edch xu h\u01b0\u1edbng l\u1ecbch s\u1eed v\u00e0 b\u00e1o c\u00e1o \u0111\u1ecbnh k\u1ef3.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-single-node-architecture\"><strong>Single Node Architecture<\/strong><\/h3>\n\n\n\n<p>Single Node Architecture l\u00e0 m\u1eabu ki\u1ebfn tr\u00fac \u0111\u01a1n gi\u1ea3n nh\u1ea5t, th\u01b0\u1eddng \u00e1p d\u1ee5ng cho c\u00e1c d\u1ef1 \u00e1n Big Data quy m\u00f4 nh\u1ecf ho\u1eb7c khi kh\u1ed1i l\u01b0\u1ee3ng d\u1eef li\u1ec7u c\u00f3 th\u1ec3 qu\u1ea3n l\u00fd tr\u00ean m\u1ed9t m\u00e1y ch\u1ee7 duy nh\u1ea5t.<\/p>\n\n\n\n<p>M\u00f4 h\u00ecnh n\u00e0y s\u1eed d\u1ee5ng m\u1ed9t m\u00e1y \u0111\u01a1n \u0111\u1ec3 l\u01b0u tr\u1eef, x\u1eed l\u00fd v\u00e0 ph\u00e2n t\u00edch d\u1eef li\u1ec7u. D\u00f9 kh\u00f4ng c\u00f3 kh\u1ea3 n\u0103ng m\u1edf r\u1ed9ng hay ch\u1ecbu l\u1ed7i nh\u01b0 c\u00e1c ki\u1ebfn tr\u00fac ph\u1ee9c t\u1ea1p h\u01a1n, Single Node Architecture d\u1ec5 thi\u1ebft l\u1eadp v\u00e0 b\u1ea3o tr\u00ec, r\u1ea5t th\u00edch h\u1ee3p \u0111\u1ec3 th\u0103m d\u00f2 d\u1eef li\u1ec7u ban \u0111\u1ea7u ho\u1eb7c th\u1eed nghi\u1ec7m trong b\u1ed1i c\u1ea3nh so s\u00e1nh Big Data v\u00e0 Small Data.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-microservices-architecture\"><strong>Microservices Architecture<\/strong><\/h3>\n\n\n\n<p>Microservices Architecture trong Big Data l\u00e0 ph\u01b0\u01a1ng ph\u00e1p chia h\u1ec7 th\u1ed1ng th\u00e0nh c\u00e1c d\u1ecbch v\u1ee5 nh\u1ecf, \u0111\u1ed9c l\u1eadp, giao ti\u1ebfp th\u00f4ng qua API. M\u1ed7i microservice ch\u1ecbu tr\u00e1ch nhi\u1ec7m cho m\u1ed9t nhi\u1ec7m v\u1ee5 c\u1ee5 th\u1ec3, nh\u01b0 thu th\u1eadp d\u1eef li\u1ec7u, x\u1eed l\u00fd, l\u01b0u tr\u1eef ho\u1eb7c ph\u00e2n t\u00edch.<\/p>\n\n\n\n<p>Vi\u1ec7c t\u00e1ch r\u1eddi n\u00e0y t\u0103ng t\u00ednh linh ho\u1ea1t, kh\u1ea3 n\u0103ng m\u1edf r\u1ed9ng v\u00e0 d\u1ec5 b\u1ea3o tr\u00ec, cho ph\u00e9p c\u00e1c nh\u00f3m ph\u00e1t tri\u1ec3n \u0111\u1ed9c l\u1eadp c\u00e1c th\u00e0nh ph\u1ea7n kh\u00e1c nhau. B\u1eb1ng c\u00e1ch \u00e1p d\u1ee5ng ki\u1ebfn tr\u00fac Microservices, doanh nghi\u1ec7p c\u00f3 th\u1ec3 t\u1ed1i \u01b0u h\u00f3a qu\u00e1 tr\u00ecnh ph\u00e1t tri\u1ec3n v\u00e0 tri\u1ec3n khai, \u0111\u1ed3ng th\u1eddi qu\u1ea3n l\u00fd v\u00e0 m\u1edf r\u1ed9ng \u1ee9ng d\u1ee5ng Big Data d\u1ec5 d\u00e0ng 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-big-data-architecture\"><span class=\"ez-toc-section\" id=\"Cac_cau_hoi_thuong_gap_ve_big_data_architecture\"><\/span><strong>C\u00e1c c\u00e2u h\u1ecfi th\u01b0\u1eddng g\u1eb7p v\u1ec1 big data architecture<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-ki\u1ebfn-truc-nao-la-t\u1ed1t-nh\u1ea5t-cho-cac-t\u1eadp-d\u1eef-li\u1ec7u-l\u1edbn\"><strong>Ki\u1ebfn tr\u00fac n\u00e0o l\u00e0 t\u1ed1t nh\u1ea5t cho c\u00e1c t\u1eadp d\u1eef li\u1ec7u l\u1edbn?<\/strong><\/h3>\n\n\n\n<p>Kh\u00f4ng c\u00f3 m\u1ed9t ki\u1ebfn tr\u00fac duy nh\u1ea5t ph\u00f9 h\u1ee3p cho m\u1ecdi tr\u01b0\u1eddng h\u1ee3p. L\u1ef1a ch\u1ecdn ki\u1ebfn tr\u00fac ph\u1ee5 thu\u1ed9c v\u00e0o \u0111\u1eb7c th\u00f9 b\u00e0i to\u00e1n v\u00e0 y\u00eau c\u1ea7u x\u1eed l\u00fd d\u1eef li\u1ec7u. <strong>Tuy nhi\u00ean, c\u00e1c ki\u1ebfn tr\u00fac ph\u00e2n t\u00e1n v\u00e0 c\u00f3 kh\u1ea3 n\u0103ng m\u1edf r\u1ed9ng nh\u01b0 Lambda Architecture ho\u1eb7c Kappa Architecture th\u01b0\u1eddng \u0111\u01b0\u1ee3c xem l\u00e0 nh\u1eefng l\u1ef1a ch\u1ecdn l\u00fd t\u01b0\u1edfng cho Big Data<\/strong>.<\/p>\n\n\n\n<p>Nh\u1eefng ki\u1ebfn tr\u00fac n\u00e0y cho ph\u00e9p x\u1eed l\u00fd hi\u1ec7u qu\u1ea3 c\u1ea3 d\u1eef li\u1ec7u real-time l\u1eabn batch, \u0111\u1ed3ng th\u1eddi \u0111\u1ea3m b\u1ea3o hi\u1ec7u n\u0103ng cao, t\u00ednh linh ho\u1ea1t v\u00e0 kh\u1ea3 n\u0103ng m\u1edf r\u1ed9ng khi kh\u1ed1i l\u01b0\u1ee3ng d\u1eef li\u1ec7u ng\u00e0y c\u00e0ng t\u0103ng.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-khi-nao-c\u1ea7n-s\u1eed-d\u1ee5ng-big-data-architecture\"><strong>Khi n\u00e0o c\u1ea7n s\u1eed d\u1ee5ng Big Data architecture?<\/strong><\/h3>\n\n\n\n<p>B\u1ea1n c\u00f3 th\u1ec3 c\u00e2n nh\u1eafc \u00e1p d\u1ee5ng ki\u1ebfn tr\u00fac Big Data architecture khi c\u1ea7n th\u1ef1c hi\u1ec7n c\u00e1c ho\u1ea1t \u0111\u1ed9ng sau:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>X\u1eed l\u00fd d\u1eef li\u1ec7u theo th\u1eddi gian th\u1ef1c ngay khi d\u1eef li\u1ec7u \u0111\u01b0\u1ee3c t\u1ea1o ra, ch\u1eb3ng h\u1ea1n nh\u01b0 ph\u00e2n t\u00edch h\u00e0nh vi ng\u01b0\u1eddi d\u00f9ng, ph\u00e1t hi\u1ec7n gian l\u1eadn ho\u1eb7c gi\u00e1m s\u00e1t h\u1ec7 th\u1ed1ng.<\/li>\n\n\n\n<li>L\u01b0u tr\u1eef v\u00e0 x\u1eed l\u00fd kh\u1ed1i l\u01b0\u1ee3ng d\u1eef li\u1ec7u c\u1ef1c l\u1edbn m\u00e0 c\u00e1c h\u1ec7 qu\u1ea3n tr\u1ecb c\u01a1 s\u1edf d\u1eef li\u1ec7u truy\u1ec1n th\u1ed1ng (RDBMS) kh\u00f4ng c\u00f2n \u0111\u00e1p \u1ee9ng \u0111\u01b0\u1ee3c v\u1ec1 hi\u1ec7u n\u0103ng v\u00e0 kh\u1ea3 n\u0103ng m\u1edf r\u1ed9ng.<\/li>\n\n\n\n<li>Chuy\u1ec3n \u0111\u1ed5i d\u1eef li\u1ec7u phi c\u1ea5u tr\u00fac nh\u01b0 v\u0103n b\u1ea3n, h\u00ecnh \u1ea3nh, video ho\u1eb7c log h\u1ec7 th\u1ed1ng th\u00e0nh d\u1eef li\u1ec7u c\u00f3 th\u1ec3 ph\u00e2n t\u00edch v\u00e0 ph\u1ee5c v\u1ee5 cho b\u00e1o c\u00e1o.<\/li>\n\n\n\n<li>T\u00edch h\u1ee3p v\u00e0 khai th\u00e1c c\u00e1c c\u00f4ng c\u1ee5 ph\u00e2n t\u00edch n\u00e2ng cao, ch\u1eb3ng h\u1ea1n nh\u01b0 Azure Machine Learning ho\u1eb7c Foundry Tools, \u0111\u1ec3 x\u00e2y d\u1ef1ng m\u00f4 h\u00ecnh machine learning, AI v\u00e0 c\u00e1c \u1ee9ng d\u1ee5ng d\u1eef li\u1ec7u th\u00f4ng minh.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-h\u1eadu-qu\u1ea3-c\u1ee7a-vi\u1ec7c-ch\u1ecdn-sai-ki\u1ebfn-truc-d\u1eef-li\u1ec7u-big-data-cho-m\u1ed9t-doanh-nghi\u1ec7p-la-gi\"><strong>H\u1eadu qu\u1ea3 c\u1ee7a vi\u1ec7c ch\u1ecdn sai ki\u1ebfn tr\u00fac d\u1eef li\u1ec7u Big Data cho m\u1ed9t doanh nghi\u1ec7p l\u00e0 g\u00ec?<\/strong><\/h3>\n\n\n\n<p>Vi\u1ec7c l\u1ef1a ch\u1ecdn sai ki\u1ebfn tr\u00fac d\u1eef li\u1ec7u c\u00f3 th\u1ec3 khi\u1ebfn doanh nghi\u1ec7p ph\u1ea3i duy tr\u00ec nhi\u1ec1u h\u1ec7 th\u1ed1ng data r\u1eddi r\u1ea1c, l\u00e0m gia t\u0103ng chi ph\u00ed h\u1ea1 t\u1ea7ng, v\u1eadn h\u00e0nh v\u00e0 nh\u00e2n s\u1ef1. D\u1eef li\u1ec7u b\u1ecb ph\u00e2n m\u1ea3nh bu\u1ed9c doanh nghi\u1ec7p ph\u1ea3i th\u01b0\u1eddng xuy\u00ean merge ho\u1eb7c migrate gi\u1eefa c\u00e1c h\u1ec7 th\u1ed1ng \u0111\u1ec3 s\u1eed d\u1ee5ng, g\u00e2y t\u1ed1n th\u1eddi gian v\u00e0 ti\u1ec1m \u1ea9n r\u1ee7i ro sai l\u1ec7ch.<\/p>\n\n\n\n<p>Khi c\u1ea7n khai th\u00e1c d\u1eef li\u1ec7u \u0111\u1ec3 ph\u00e2n t\u00edch ho\u1eb7c ra quy\u1ebft \u0111\u1ecbnh, d\u1eef li\u1ec7u c\u00f3 th\u1ec3 kh\u00f4ng s\u1eb5n s\u00e0ng ho\u1eb7c thi\u1ebfu \u0111\u1ed3ng b\u1ed9, l\u00e0m ch\u1eadm ti\u1ebfn \u0111\u1ed9 kinh doanh. V\u1ec1 l\u00e2u d\u00e0i, ki\u1ebfn tr\u00fac kh\u00f4ng ph\u00f9 h\u1ee3p c\u00f2n h\u1ea1n ch\u1ebf kh\u1ea3 n\u0103ng m\u1edf r\u1ed9ng v\u00e0 \u1ea3nh h\u01b0\u1edfng tr\u1ef1c ti\u1ebfp \u0111\u1ebfn hi\u1ec7u qu\u1ea3 chuy\u1ec3n \u0111\u1ed5i s\u1ed1 c\u1ee7a doanh nghi\u1ec7p.<\/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\/ung-dung-cua-big-data\/\" target=\"_blank\" rel=\"noreferrer noopener\">\u1ee8ng d\u1ee5ng c\u1ee7a Big Data: Ph\u00e2n lo\u1ea1i v\u00e0 d\u1ef1 \u0111o\u00e1n xu h\u01b0\u1edbng 2026<\/a><\/strong><\/em><\/p>\n<\/blockquote>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-cac-cong-ty-th\u01b0\u1eddng-g\u1eb7p-nh\u1eefng-thach-th\u1ee9c-gi-khi-xay-d\u1ef1ng-ki\u1ebfn-truc-big-data\"><strong>C\u00e1c c\u00f4ng ty th\u01b0\u1eddng g\u1eb7p nh\u1eefng th\u00e1ch th\u1ee9c g\u00ec khi x\u00e2y d\u1ef1ng ki\u1ebfn tr\u00fac Big Data?<\/strong><\/h3>\n\n\n\n<p>Khi x\u00e2y d\u1ef1ng ki\u1ebfn tr\u00fac Big Data, doanh nghi\u1ec7p th\u01b0\u1eddng \u0111\u1ed1i m\u1eb7t v\u1edbi nhi\u1ec1u b\u00e0i to\u00e1n chi\u1ebfn l\u01b0\u1ee3c v\u00e0 k\u1ef9 thu\u1eadt.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>L\u1ef1a ch\u1ecdn m\u00f4 h\u00ecnh tri\u1ec3n khai (on-premise hay on-cloud): <\/strong>Doanh nghi\u1ec7p c\u1ea7n c\u00e2n nh\u1eafc gi\u1eefa y\u1ebfu t\u1ed1 b\u1ea3o m\u1eadt, kh\u1ea3 n\u0103ng m\u1edf r\u1ed9ng, t\u00ednh linh ho\u1ea1t v\u00e0 ng\u00e2n s\u00e1ch \u0111\u1ea7u t\u01b0 ban \u0111\u1ea7u.<\/li>\n\n\n\n<li><strong>L\u1ef1a ch\u1ecdn nh\u00e0 cung c\u1ea5p d\u1ecbch v\u1ee5:<\/strong> Th\u1ecb tr\u01b0\u1eddng c\u00f3 nhi\u1ec1u n\u1ec1n t\u1ea3ng v\u00e0 gi\u1ea3i ph\u00e1p kh\u00e1c nhau, \u0111\u00f2i h\u1ecfi doanh nghi\u1ec7p \u0111\u00e1nh gi\u00e1 k\u1ef9 v\u1ec1 hi\u1ec7u n\u0103ng, \u0111\u1ed9 \u1ed5n \u0111\u1ecbnh, m\u1ee9c \u0111\u1ed9 h\u1ed7 tr\u1ee3 v\u00e0 chi ph\u00ed d\u00e0i h\u1ea1n.<\/li>\n\n\n\n<li><strong>N\u0103ng l\u1ef1c n\u1ed9i b\u1ed9: <\/strong>Ki\u1ebfn tr\u00fac c\u1ea7n d\u1ef1a tr\u00ean k\u1ef9 n\u0103ng v\u00e0 kinh nghi\u1ec7m c\u1ee7a nh\u00e2n s\u1ef1 \u0111\u1ec3 \u0111\u1ea3m b\u1ea3o kh\u1ea3 n\u0103ng tri\u1ec3n khai, v\u1eadn h\u00e0nh v\u00e0 b\u1ea3o tr\u00ec hi\u1ec7u qu\u1ea3.<\/li>\n\n\n\n<li><strong>T\u1ed1i \u01b0u h\u00f3a chi ph\u00ed: <\/strong>C\u00e2n b\u1eb1ng gi\u1eefa chi ph\u00ed \u0111\u1ea7u t\u01b0 ban \u0111\u1ea7u v\u00e0 chi ph\u00ed v\u1eadn h\u00e0nh l\u00e2u d\u00e0i, tr\u00e1nh ph\u00e1t sinh chi ph\u00ed \u1ea9n khi m\u1edf r\u1ed9ng h\u1ec7 th\u1ed1ng trong t\u01b0\u01a1ng lai.<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-t\u1ed5ng-k\u1ebft-nbsp\"><span class=\"ez-toc-section\" id=\"Tong_ket\"><\/span><strong>T\u1ed5ng k\u1ebft&nbsp;<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>Big Data t\u1ef1 n\u00f3 kh\u00f4ng t\u1ea1o ra l\u1ee3i th\u1ebf c\u1ea1nh tranh. C\u00e1ch b\u1ea1n thi\u1ebft k\u1ebf v\u00e0 khai th\u00e1c h\u1ec7 th\u1ed1ng d\u1eef li\u1ec7u m\u1edbi l\u00e0 y\u1ebfu t\u1ed1 quy\u1ebft \u0111\u1ecbnh. Do \u0111\u00f3, vi\u1ec7c hi\u1ec3u r\u00f5 c\u00e1c th\u00e0nh ph\u1ea7n, m\u00f4 h\u00ecnh v\u00e0 nguy\u00ean t\u1eafc thi\u1ebft k\u1ebf Big Data architecture s\u1ebd gi\u00fap doanh nghi\u1ec7p x\u00e2y d\u1ef1ng h\u1ec7 th\u1ed1ng d\u1eef li\u1ec7u b\u1ec1n v\u1eefng, d\u1ec5 m\u1edf r\u1ed9ng v\u00e0 s\u1eb5n s\u00e0ng cho c\u00e1c \u1ee9ng d\u1ee5ng n\u00e2ng cao nh\u01b0 AI, machine learning v\u00e0 real-time analytics trong t\u01b0\u01a1ng lai.<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p><em>Xem th\u00eam: <strong><a href=\"https:\/\/itviec.com\/blog\/big-data-analytics-la-gi\/\" target=\"_blank\" rel=\"noreferrer noopener\">Big Data Analytics l\u00e0 g\u00ec: T\u00ecm hi\u1ec3u v\u1ec1 ph\u00e2n t\u00edch d\u1eef li\u1ec7u l\u1edbn t\u1eeb A-Z<\/a><\/strong><\/em><\/p>\n<\/blockquote>\n","protected":false},"excerpt":{"rendered":"<p>Big Data architecture l\u00e0 ki\u1ebfn tr\u00fac t\u1ed5ng th\u1ec3 gi\u00fap doanh nghi\u1ec7p thu th\u1eadp, l\u01b0u tr\u1eef, x\u1eed l\u00fd v\u00e0 ph\u00e2n t\u00edch kh\u1ed1i l\u01b0\u1ee3ng d\u1eef li\u1ec7u l\u1edbn t\u1eeb nhi\u1ec1u ngu\u1ed3n kh\u00e1c nhau m\u1ed9t c\u00e1ch c\u00f3 h\u1ec7 th\u1ed1ng. \u0110\u00e2y l\u00e0 n\u1ec1n t\u1ea3ng quan tr\u1ecdng cho c\u00e1c ho\u1ea1t \u0111\u1ed9ng ph\u00e2n t\u00edch d\u1eef li\u1ec7u, b\u00e1o c\u00e1o th\u00f4ng minh v\u00e0 \u1ee9ng [&hellip;]<\/p>\n","protected":false},"author":207,"featured_media":95627,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"_gspb_post_css":"","footnotes":""},"categories":[109,7226],"tags":[],"class_list":["post-95622","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-chuyen-mon-it","category-database"],"blocksy_meta":[],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v26.8 (Yoast SEO v27.8) - 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