{"id":31784,"date":"2024-07-23T19:43:41","date_gmt":"2024-07-23T12:43:41","guid":{"rendered":"https:\/\/azsoft.com\/?p=31784"},"modified":"2024-07-23T19:43:45","modified_gmt":"2024-07-23T12:43:45","slug":"giai-phap-phan-tich-co-so-du-lieu","status":"publish","type":"post","link":"https:\/\/azsoft.com\/ru\/2024\/07\/23\/giai-phap-phan-tich-co-so-du-lieu\/","title":{"rendered":"Gi\u1ea3i Ph\u00e1p Ph\u00e2n T\u00edch C\u01a1 S\u1edf D\u1eef Li\u1ec7u"},"content":{"rendered":"<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_67_1 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\" >\u0421\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u0435<\/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:\/\/azsoft.com\/ru\/2024\/07\/23\/giai-phap-phan-tich-co-so-du-lieu\/#Tong_Quan_Phan_tich_co_so_du_lieu\" title=\"T\u1ed5ng Quan  Ph\u00e2n t\u00edch c\u01a1 s\u1edf d\u1eef li\u1ec7u\">T\u1ed5ng Quan  Ph\u00e2n t\u00edch c\u01a1 s\u1edf d\u1eef li\u1ec7u<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/azsoft.com\/ru\/2024\/07\/23\/giai-phap-phan-tich-co-so-du-lieu\/#Cac_Mo_Hinh_Phan_Tich_Co_So_Du_Lieu\" title=\"C\u00e1c M\u00f4 H\u00ecnh Ph\u00e2n T\u00edch C\u01a1 S\u1edf D\u1eef Li\u1ec7u\">C\u00e1c M\u00f4 H\u00ecnh Ph\u00e2n T\u00edch C\u01a1 S\u1edf D\u1eef Li\u1ec7u<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/azsoft.com\/ru\/2024\/07\/23\/giai-phap-phan-tich-co-so-du-lieu\/#Cac_Cong_Nghe_Duoc_Su_Dung\" title=\"C\u00e1c C\u00f4ng Ngh\u1ec7 \u0110\u01b0\u1ee3c S\u1eed D\u1ee5ng\">C\u00e1c C\u00f4ng Ngh\u1ec7 \u0110\u01b0\u1ee3c S\u1eed D\u1ee5ng<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/azsoft.com\/ru\/2024\/07\/23\/giai-phap-phan-tich-co-so-du-lieu\/#Vi_Du_Ve_Cac_Ung_Dung\" title=\"V\u00ed D\u1ee5 V\u1ec1 C\u00e1c \u1ee8ng D\u1ee5ng\">V\u00ed D\u1ee5 V\u1ec1 C\u00e1c \u1ee8ng D\u1ee5ng<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/azsoft.com\/ru\/2024\/07\/23\/giai-phap-phan-tich-co-so-du-lieu\/#Mot_So_Hang_Hang_Dau\" title=\"M\u1ed9t S\u1ed1 H\u00e3ng H\u00e0ng \u0110\u1ea7u\">M\u1ed9t S\u1ed1 H\u00e3ng H\u00e0ng \u0110\u1ea7u<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/azsoft.com\/ru\/2024\/07\/23\/giai-phap-phan-tich-co-so-du-lieu\/#Tai_sao_chon_AzSoft_la_don_vi_cung_cap_va_trien_khai_giai_phap_phan_tich_co_so_du_lieu\" title=\"T\u1ea1i sao ch\u1ecdn AzSoft l\u00e0 \u0111\u01a1n v\u1ecb cung c\u1ea5p v\u00e0 tri\u1ec3n khai gi\u1ea3i ph\u00e1p ph\u00e2n t\u00edch c\u01a1 s\u1edf d\u1eef li\u1ec7u\">T\u1ea1i sao ch\u1ecdn AzSoft l\u00e0 \u0111\u01a1n v\u1ecb cung c\u1ea5p v\u00e0 tri\u1ec3n khai gi\u1ea3i ph\u00e1p ph\u00e2n t\u00edch c\u01a1 s\u1edf d\u1eef li\u1ec7u<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/azsoft.com\/ru\/2024\/07\/23\/giai-phap-phan-tich-co-so-du-lieu\/#Nang_luc_chuyen_mon\" title=\"N\u0103ng l\u1ef1c chuy\u00ean m\u00f4n\">N\u0103ng l\u1ef1c chuy\u00ean m\u00f4n<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/azsoft.com\/ru\/2024\/07\/23\/giai-phap-phan-tich-co-so-du-lieu\/#Kinh_nghiem\" title=\"Kinh nghi\u1ec7m\">Kinh nghi\u1ec7m<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-9\" href=\"https:\/\/azsoft.com\/ru\/2024\/07\/23\/giai-phap-phan-tich-co-so-du-lieu\/#Chung_nhan_tu_hang\" title=\"Ch\u1ee9ng nh\u1eadn t\u1eeb h\u00e3ng\">Ch\u1ee9ng nh\u1eadn t\u1eeb h\u00e3ng<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-10\" href=\"https:\/\/azsoft.com\/ru\/2024\/07\/23\/giai-phap-phan-tich-co-so-du-lieu\/#Dich_vu_tan_tam\" title=\"D\u1ecbch v\u1ee5 t\u1eadn t\u00e2m\">D\u1ecbch v\u1ee5 t\u1eadn t\u00e2m<\/a><\/li><\/ul><\/li><\/ul><\/nav><\/div>\n\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Tong_Quan_Phan_tich_co_so_du_lieu\"><\/span>T\u1ed5ng Quan  Ph\u00e2n t\u00edch c\u01a1 s\u1edf d\u1eef li\u1ec7u<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>Ph\u00e2n t\u00edch c\u01a1 s\u1edf d\u1eef li\u1ec7u (Database Analytics) l\u00e0 qu\u00e1 tr\u00ecnh khai th\u00e1c, x\u1eed l\u00fd v\u00e0 ph\u00e2n t\u00edch d\u1eef li\u1ec7u t\u1eeb c\u00e1c h\u1ec7 th\u1ed1ng c\u01a1 s\u1edf d\u1eef li\u1ec7u \u0111\u1ec3 t\u1ea1o ra th\u00f4ng tin c\u00f3 gi\u00e1 tr\u1ecb cho quy\u1ebft \u0111\u1ecbnh doanh nghi\u1ec7p. Gi\u1ea3i ph\u00e1p ph\u00e2n t\u00edch c\u01a1 s\u1edf d\u1eef li\u1ec7u gi\u00fap t\u1ed5 ch\u1ee9c hi\u1ec3u r\u00f5 h\u01a1n v\u1ec1 d\u1eef li\u1ec7u c\u1ee7a m\u00ecnh, ph\u00e1t hi\u1ec7n xu h\u01b0\u1edbng, m\u00f4 h\u00ecnh v\u00e0 s\u1ef1 b\u1ea5t th\u01b0\u1eddng, t\u1eeb \u0111\u00f3 \u0111\u01b0a ra c\u00e1c quy\u1ebft \u0111\u1ecbnh d\u1ef1a tr\u00ean d\u1eef li\u1ec7u.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Cac_Mo_Hinh_Phan_Tich_Co_So_Du_Lieu\"><\/span>C\u00e1c M\u00f4 H\u00ecnh Ph\u00e2n T\u00edch C\u01a1 S\u1edf D\u1eef Li\u1ec7u<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>Ph\u00e2n T\u00edch D\u1eef Li\u1ec7u D\u1ef1 \u0110o\u00e1n (Predictive Analytics)<\/strong>:\n<ul class=\"wp-block-list\">\n<li><strong>M\u00f4 h\u00ecnh n\u00e0y<\/strong> s\u1eed d\u1ee5ng c\u00e1c thu\u1eadt to\u00e1n th\u1ed1ng k\u00ea v\u00e0 h\u1ecdc m\u00e1y \u0111\u1ec3 d\u1ef1 \u0111o\u00e1n c\u00e1c xu h\u01b0\u1edbng v\u00e0 s\u1ef1 ki\u1ec7n t\u01b0\u01a1ng lai d\u1ef1a tr\u00ean d\u1eef li\u1ec7u l\u1ecbch s\u1eed. N\u00f3 gi\u00fap d\u1ef1 \u0111o\u00e1n h\u00e0nh vi c\u1ee7a kh\u00e1ch h\u00e0ng, nhu c\u1ea7u s\u1ea3n ph\u1ea9m, v\u00e0 c\u00e1c y\u1ebfu t\u1ed1 kh\u00e1c.<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>Ph\u00e2n T\u00edch D\u1eef Li\u1ec7u M\u00f4 H\u00ecnh (Descriptive Analytics)<\/strong>:\n<ul class=\"wp-block-list\">\n<li><strong>M\u00f4 h\u00ecnh n\u00e0y<\/strong> t\u1eadp trung v\u00e0o vi\u1ec7c m\u00f4 t\u1ea3 v\u00e0 t\u00f3m t\u1eaft d\u1eef li\u1ec7u hi\u1ec7n t\u1ea1i ho\u1eb7c d\u1eef li\u1ec7u qu\u00e1 kh\u1ee9 \u0111\u1ec3 hi\u1ec3u r\u00f5 h\u01a1n v\u1ec1 c\u00e1c s\u1ef1 ki\u1ec7n v\u00e0 h\u00e0nh vi \u0111\u00e3 x\u1ea3y ra. N\u00f3 gi\u00fap t\u1ea1o b\u00e1o c\u00e1o, b\u1ea3ng \u0111i\u1ec1u khi\u1ec3n, v\u00e0 c\u00e1c ph\u00e2n t\u00edch t\u1ed5ng quan.<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>Ph\u00e2n T\u00edch D\u1eef Li\u1ec7u K\u00fd T\u1ef1 (Text Analytics)<\/strong>:\n<ul class=\"wp-block-list\">\n<li><strong>M\u00f4 h\u00ecnh n\u00e0y<\/strong> x\u1eed l\u00fd v\u00e0 ph\u00e2n t\u00edch d\u1eef li\u1ec7u v\u0103n b\u1ea3n \u0111\u1ec3 r\u00fat ra th\u00f4ng tin v\u00e0 \u00fd ngh\u0129a t\u1eeb c\u00e1c t\u00e0i li\u1ec7u v\u0103n b\u1ea3n, email, v\u00e0 c\u00e1c ngu\u1ed3n d\u1eef li\u1ec7u phi c\u1ea5u tr\u00fac kh\u00e1c.<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>Ph\u00e2n T\u00edch D\u1eef Li\u1ec7u H\u1ed7n H\u1ee3p (Prescriptive Analytics)<\/strong>:\n<ul class=\"wp-block-list\">\n<li><strong>M\u00f4 h\u00ecnh n\u00e0y<\/strong> cung c\u1ea5p c\u00e1c khuy\u1ebfn ngh\u1ecb c\u1ee5 th\u1ec3 v\u1ec1 c\u00e1c h\u00e0nh \u0111\u1ed9ng n\u00ean th\u1ef1c hi\u1ec7n d\u1ef1a tr\u00ean c\u00e1c ph\u00e2n t\u00edch d\u1ef1 \u0111o\u00e1n v\u00e0 m\u00f4 h\u00ecnh. N\u00f3 gi\u00fap t\u1ed1i \u01b0u h\u00f3a quy\u1ebft \u0111\u1ecbnh v\u00e0 chi\u1ebfn l\u01b0\u1ee3c doanh nghi\u1ec7p.<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>H\u1ecdc M\u00e1y (Machine Learning &#8211; ML)<\/strong>:\n<ul class=\"wp-block-list\">\n<li><strong>M\u00f4 h\u00ecnh n\u00e0y<\/strong> s\u1eed d\u1ee5ng c\u00e1c thu\u1eadt to\u00e1n h\u1ecdc m\u00e1y \u0111\u1ec3 x\u00e2y d\u1ef1ng c\u00e1c m\u00f4 h\u00ecnh h\u1ecdc t\u1ef1 \u0111\u1ed9ng t\u1eeb d\u1eef li\u1ec7u. C\u00e1c thu\u1eadt to\u00e1n ML c\u00f3 th\u1ec3 gi\u00fap nh\u1eadn di\u1ec7n m\u1eabu, ph\u00e2n lo\u1ea1i, v\u00e0 d\u1ef1 \u0111o\u00e1n, h\u1ed7 tr\u1ee3 trong vi\u1ec7c ph\u00e1t hi\u1ec7n c\u00e1c xu h\u01b0\u1edbng v\u00e0 m\u00f4 h\u00ecnh ph\u1ee9c t\u1ea1p trong d\u1eef li\u1ec7u.<\/li>\n<\/ul>\n<\/li>\n<\/ol>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Cac_Cong_Nghe_Duoc_Su_Dung\"><\/span>C\u00e1c C\u00f4ng Ngh\u1ec7 \u0110\u01b0\u1ee3c S\u1eed D\u1ee5ng<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>C\u01a1 S\u1edf D\u1eef Li\u1ec7u Quan H\u1ec7 (Relational Databases)<\/strong>:\n<ul class=\"wp-block-list\">\n<li><strong>C\u00f4ng ngh\u1ec7 n\u00e0y<\/strong> t\u1ed5 ch\u1ee9c d\u1eef li\u1ec7u theo c\u00e1c b\u1ea3ng v\u00e0 m\u1ed1i quan h\u1ec7 gi\u1eefa ch\u00fang, gi\u00fap th\u1ef1c hi\u1ec7n c\u00e1c truy v\u1ea5n SQL \u0111\u1ec3 ph\u00e2n t\u00edch d\u1eef li\u1ec7u.<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>Kho D\u1eef Li\u1ec7u (Data Warehousing)<\/strong>:\n<ul class=\"wp-block-list\">\n<li><strong>C\u00f4ng ngh\u1ec7 n\u00e0y<\/strong> l\u01b0u tr\u1eef v\u00e0 t\u00edch h\u1ee3p d\u1eef li\u1ec7u t\u1eeb nhi\u1ec1u ngu\u1ed3n kh\u00e1c nhau v\u00e0o m\u1ed9t kho d\u1eef li\u1ec7u duy nh\u1ea5t \u0111\u1ec3 ph\u00e2n t\u00edch v\u00e0 b\u00e1o c\u00e1o.<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>X\u1eed L\u00fd D\u1eef Li\u1ec7u L\u1edbn (Big Data Processing)<\/strong>:\n<ul class=\"wp-block-list\">\n<li><strong>C\u00f4ng ngh\u1ec7 n\u00e0y<\/strong> s\u1eed d\u1ee5ng c\u00e1c c\u00f4ng c\u1ee5 nh\u01b0 Hadoop v\u00e0 Spark \u0111\u1ec3 x\u1eed l\u00fd v\u00e0 ph\u00e2n t\u00edch l\u01b0\u1ee3ng d\u1eef li\u1ec7u l\u1edbn v\u00e0 ph\u1ee9c t\u1ea1p.<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>Ph\u00e2n T\u00edch D\u1eef Li\u1ec7u Th\u1eddi Gian Th\u1ef1c (Real-Time Analytics)<\/strong>:\n<ul class=\"wp-block-list\">\n<li><strong>C\u00f4ng ngh\u1ec7 n\u00e0y<\/strong> x\u1eed l\u00fd v\u00e0 ph\u00e2n t\u00edch d\u1eef li\u1ec7u ngay l\u1eadp t\u1ee9c khi d\u1eef li\u1ec7u \u0111\u01b0\u1ee3c t\u1ea1o ra, gi\u00fap \u0111\u01b0a ra c\u00e1c quy\u1ebft \u0111\u1ecbnh nhanh ch\u00f3ng v\u00e0 k\u1ecbp th\u1eddi.<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>H\u1ecdc M\u00e1y (Machine Learning &#8211; ML)<\/strong>:\n<ul class=\"wp-block-list\">\n<li><strong>C\u00f4ng ngh\u1ec7 n\u00e0y<\/strong> s\u1eed d\u1ee5ng c\u00e1c thu\u1eadt to\u00e1n h\u1ecdc m\u00e1y nh\u01b0 h\u1ed3i quy, ph\u00e2n lo\u1ea1i, v\u00e0 clustering \u0111\u1ec3 ph\u00e2n t\u00edch d\u1eef li\u1ec7u v\u00e0 d\u1ef1 \u0111o\u00e1n xu h\u01b0\u1edbng, gi\u00fap t\u1ed1i \u01b0u h\u00f3a quy tr\u00ecnh v\u00e0 quy\u1ebft \u0111\u1ecbnh d\u1ef1a tr\u00ean m\u00f4 h\u00ecnh h\u1ecdc t\u1ef1 \u0111\u1ed9ng t\u1eeb d\u1eef li\u1ec7u.<\/li>\n<\/ul>\n<\/li>\n<\/ol>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Vi_Du_Ve_Cac_Ung_Dung\"><\/span>V\u00ed D\u1ee5 V\u1ec1 C\u00e1c \u1ee8ng D\u1ee5ng<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>Qu\u1ea3n L\u00fd Kh\u00e1ch H\u00e0ng<\/strong>:\n<ul class=\"wp-block-list\">\n<li><strong>Ph\u00e2n T\u00edch H\u00e0nh Vi Kh\u00e1ch H\u00e0ng<\/strong>: S\u1eed d\u1ee5ng ph\u00e2n t\u00edch d\u1ef1 \u0111o\u00e1n v\u00e0 h\u1ecdc m\u00e1y \u0111\u1ec3 hi\u1ec3u h\u00e0nh vi c\u1ee7a kh\u00e1ch h\u00e0ng, d\u1ef1 \u0111o\u00e1n nhu c\u1ea7u s\u1ea3n ph\u1ea9m v\u00e0 c\u00e1 nh\u00e2n h\u00f3a c\u00e1c chi\u1ebfn d\u1ecbch ti\u1ebfp th\u1ecb.<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>T\u00e0i Ch\u00ednh<\/strong>:\n<ul class=\"wp-block-list\">\n<li><strong>D\u1ef1 \u0110o\u00e1n R\u1ee7i Ro<\/strong>: S\u1eed d\u1ee5ng ph\u00e2n t\u00edch m\u00f4 h\u00ecnh v\u00e0 h\u1ecdc m\u00e1y \u0111\u1ec3 d\u1ef1 \u0111o\u00e1n r\u1ee7i ro t\u00edn d\u1ee5ng v\u00e0 qu\u1ea3n l\u00fd c\u00e1c kho\u1ea3n vay v\u00e0 \u0111\u1ea7u t\u01b0.<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>Ng\u00e0nh B\u00e1n L\u1ebb<\/strong>:\n<ul class=\"wp-block-list\">\n<li><strong>T\u1ed1i \u01afu H\u00f3a H\u00e0ng T\u1ed3n Kho<\/strong>: S\u1eed d\u1ee5ng ph\u00e2n t\u00edch d\u1eef li\u1ec7u m\u00f4 h\u00ecnh v\u00e0 h\u1ecdc m\u00e1y \u0111\u1ec3 d\u1ef1 \u0111o\u00e1n nhu c\u1ea7u h\u00e0ng h\u00f3a v\u00e0 t\u1ed1i \u01b0u h\u00f3a vi\u1ec7c qu\u1ea3n l\u00fd h\u00e0ng t\u1ed3n kho.<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>Ng\u00e0nh Y T\u1ebf<\/strong>:\n<ul class=\"wp-block-list\">\n<li><strong>Ph\u00e2n T\u00edch D\u1eef Li\u1ec7u B\u1ec7nh Nh\u00e2n<\/strong>: S\u1eed d\u1ee5ng ph\u00e2n t\u00edch d\u1ef1 \u0111o\u00e1n v\u00e0 h\u1ecdc m\u00e1y \u0111\u1ec3 d\u1ef1 \u0111o\u00e1n c\u00e1c xu h\u01b0\u1edbng s\u1ee9c kh\u1ecfe v\u00e0 c\u00e1 nh\u00e2n h\u00f3a c\u00e1c k\u1ebf ho\u1ea1ch \u0111i\u1ec1u tr\u1ecb.<\/li>\n<\/ul>\n<\/li>\n<\/ol>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Mot_So_Hang_Hang_Dau\"><\/span>M\u1ed9t S\u1ed1 H\u00e3ng H\u00e0ng \u0110\u1ea7u<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>Microsoft (Azure Synapse Analytics)<\/strong>\n<ul class=\"wp-block-list\">\n<li>Cung c\u1ea5p n\u1ec1n t\u1ea3ng ph\u00e2n t\u00edch d\u1eef li\u1ec7u t\u00edch h\u1ee3p, k\u1ebft h\u1ee3p kh\u1ea3 n\u0103ng ph\u00e2n t\u00edch d\u1eef li\u1ec7u l\u1edbn v\u00e0 d\u1eef li\u1ec7u quan h\u1ec7 trong m\u1ed9t gi\u1ea3i ph\u00e1p duy nh\u1ea5t, h\u1ed7 tr\u1ee3 c\u1ea3 ph\u00e2n t\u00edch d\u1ef1 \u0111o\u00e1n v\u00e0 h\u1ecdc m\u00e1y.<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>Amazon Web Services (AWS Redshift)<\/strong>\n<ul class=\"wp-block-list\">\n<li>Cung c\u1ea5p d\u1ecbch v\u1ee5 kho d\u1eef li\u1ec7u ph\u00e2n t\u00edch v\u1edbi hi\u1ec7u su\u1ea5t cao v\u00e0 kh\u1ea3 n\u0103ng m\u1edf r\u1ed9ng linh ho\u1ea1t, h\u1ed7 tr\u1ee3 ph\u00e2n t\u00edch d\u1eef li\u1ec7u l\u1edbn, v\u00e0 t\u00edch h\u1ee3p v\u1edbi c\u00e1c c\u00f4ng c\u1ee5 h\u1ecdc m\u00e1y nh\u01b0 SageMaker.<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>Google Cloud (BigQuery)<\/strong>\n<ul class=\"wp-block-list\">\n<li>Cung c\u1ea5p d\u1ecbch v\u1ee5 ph\u00e2n t\u00edch d\u1eef li\u1ec7u l\u1edbn v\u00e0 th\u1eddi gian th\u1ef1c v\u1edbi kh\u1ea3 n\u0103ng x\u1eed l\u00fd nhanh ch\u00f3ng v\u00e0 t\u00edch h\u1ee3p d\u1ec5 d\u00e0ng v\u1edbi c\u00e1c c\u00f4ng c\u1ee5 h\u1ecdc m\u00e1y v\u00e0 ph\u00e2n t\u00edch kh\u00e1c.<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>IBM (IBM Db2 Warehouse)<\/strong>\n<ul class=\"wp-block-list\">\n<li>Cung c\u1ea5p kho d\u1eef li\u1ec7u ph\u00e2n t\u00edch v\u1edbi kh\u1ea3 n\u0103ng t\u00edch h\u1ee3p d\u1eef li\u1ec7u v\u00e0 ph\u00e2n t\u00edch d\u1eef li\u1ec7u \u0111a d\u1ea1ng, h\u1ed7 tr\u1ee3 c\u00e1c y\u00eau c\u1ea7u ph\u00e2n t\u00edch d\u1eef li\u1ec7u ph\u1ee9c t\u1ea1p v\u00e0 t\u00edch h\u1ee3p v\u1edbi c\u00e1c c\u00f4ng c\u1ee5 h\u1ecdc m\u00e1y.<\/li>\n<\/ul>\n<\/li>\n<\/ol>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Tai_sao_chon_AzSoft_la_don_vi_cung_cap_va_trien_khai_giai_phap_phan_tich_co_so_du_lieu\"><\/span>T\u1ea1i sao ch\u1ecdn AzSoft l\u00e0 \u0111\u01a1n v\u1ecb cung c\u1ea5p v\u00e0 tri\u1ec3n khai gi\u1ea3i ph\u00e1p ph\u00e2n t\u00edch c\u01a1 s\u1edf d\u1eef li\u1ec7u<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>AzSoft (m\u1ed9t th\u00e0nh vi\u00ean c\u1ee7a ZLINK Group) l\u00e0 \u0111\u01a1n v\u1ecb cung c\u1ea5p gi\u1ea3i ph\u00e1p ph\u1ea7n m\u1ec1m, thi\u1ebft b\u1ecb h\u1ea1 t\u1ea7ng tin h\u1ecdc uy t\u00edn \u0111\u00e3 tri\u1ec3n khai th\u00e0nh c\u00f4ng nhi\u1ec1u d\u1ef1 \u00e1n ph\u1ee9c t\u1ea1p.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Nang_luc_chuyen_mon\"><\/span>N\u0103ng l\u1ef1c chuy\u00ean m\u00f4n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>\u0110\u1ed9i ng\u0169 k\u1ef9 s\u01b0 chuy\u00ean m\u00f4n cao, c\u00f3 ch\u1ee9ng ch\u1ec9 trong t\u01b0 v\u1ea5n tri\u1ec3n khai<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Kinh_nghiem\"><\/span>Kinh nghi\u1ec7m<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>Cung c\u1ea5p d\u1ecbch v\u1ee5 t\u1edbi h\u01a1n 2000 kh\u00e1ch h\u00e0ng<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Chung_nhan_tu_hang\"><\/span>Ch\u1ee9ng nh\u1eadn t\u1eeb h\u00e3ng<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>Ch\u1ee9ng nh\u1eadn partner t\u1eeb h\u01a1n 500 h\u00e3ng tr\u00ean th\u1ebf gi\u1edbi<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Dich_vu_tan_tam\"><\/span>D\u1ecbch v\u1ee5 t\u1eadn t\u00e2m<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>Cung c\u1ea5p d\u1ecbch v\u1ee5 to\u00e0n di\u1ec7n t\u01b0 v\u1ea5n, tri\u1ec3n khai, h\u1ed7 tr\u1ee3 sau b\u00e1n h\u00e0ng<\/p>\n\n\n\n<p><\/p>\n\n\n\n<p><\/p>\n\n\n\n<p>M\u1ecdi th\u00f4ng tin y\u00eau c\u1ea7u t\u01b0 v\u1ea5n h\u1ee3p t\u00e1c, qu\u00fd kh\u00e1ch vui l\u00f2ng li\u00ean h\u1ec7, ch\u00fang t\u00f4i lu\u00f4n s\u1eb5n l\u00f2ng h\u1ed7 tr\u1ee3 !<\/p>\n\n\n\n<p><\/p>\n\n\n\n<p>( Ng\u01b0\u1eddi vi\u1ebft: Thanh Tran &#8211; AzSoft . Vui l\u00f2ng \u0111\u0103ng k\u00e8m th\u00f4ng tin ngu\u1ed3n khi chia s\u1ebb l\u1ea1i )<\/p>","protected":false},"excerpt":{"rendered":"<p>T\u1ed5ng Quan Ph\u00e2n t\u00edch c\u01a1 s\u1edf d\u1eef li\u1ec7u Ph\u00e2n t\u00edch c\u01a1 s\u1edf d\u1eef li\u1ec7u (Database Analytics) l\u00e0 qu\u00e1 tr\u00ecnh khai th\u00e1c, x\u1eed l\u00fd v\u00e0 ph\u00e2n t\u00edch d\u1eef li\u1ec7u t\u1eeb c\u00e1c h\u1ec7 th\u1ed1ng c\u01a1 s\u1edf d\u1eef li\u1ec7u \u0111\u1ec3 t\u1ea1o ra th\u00f4ng tin c\u00f3 gi\u00e1 tr\u1ecb cho quy\u1ebft \u0111\u1ecbnh doanh nghi\u1ec7p. Gi\u1ea3i ph\u00e1p ph\u00e2n t\u00edch c\u01a1 s\u1edf [&#8230;]","protected":false},"author":1,"featured_media":0,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[270,5108],"tags":[],"class_list":["post-31784","post","type-post","status-publish","format-standard","hentry","category-solution","category-giai-phap-co-so-du-lieu"],"_links":{"self":[{"href":"https:\/\/azsoft.com\/ru\/wp-json\/wp\/v2\/posts\/31784","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/azsoft.com\/ru\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/azsoft.com\/ru\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/azsoft.com\/ru\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/azsoft.com\/ru\/wp-json\/wp\/v2\/comments?post=31784"}],"version-history":[{"count":1,"href":"https:\/\/azsoft.com\/ru\/wp-json\/wp\/v2\/posts\/31784\/revisions"}],"predecessor-version":[{"id":31785,"href":"https:\/\/azsoft.com\/ru\/wp-json\/wp\/v2\/posts\/31784\/revisions\/31785"}],"wp:attachment":[{"href":"https:\/\/azsoft.com\/ru\/wp-json\/wp\/v2\/media?parent=31784"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/azsoft.com\/ru\/wp-json\/wp\/v2\/categories?post=31784"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/azsoft.com\/ru\/wp-json\/wp\/v2\/tags?post=31784"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}