{"id":18571,"date":"2024-04-26T11:28:57","date_gmt":"2024-04-26T04:28:57","guid":{"rendered":"https:\/\/gcloudvn.com\/?p=18571"},"modified":"2024-05-30T15:33:19","modified_gmt":"2024-05-30T08:33:19","slug":"data-silos-va-cach-giai-quyet","status":"publish","type":"post","link":"https:\/\/gcloudvn.com\/en\/kienthuc\/data-silos-va-cach-giai-quyet\/","title":{"rendered":"Data Silos v\u00e0 c\u00e1ch gi\u1ea3i quy\u1ebft"},"content":{"rendered":"<section class=\"wpb-content-wrapper\"><div class=\"vc_row wpb_row vc_row-fluid\"><div class=\"wpb_column vc_column_container vc_col-sm-12\"><div class=\"vc_column-inner\"><div class=\"wpb_wrapper\">\n\t<div class=\"wpb_text_column wpb_content_element\" >\n\t\t<div class=\"wpb_wrapper\">\n\t\t\t<p><span style=\"font-weight: 400;\">Trong m\u00f4i tr\u01b0\u1eddng kinh doanh hi\u1ec7n \u0111\u1ea1i, data silos, hay c\u00f2n \u0111\u01b0\u1ee3c g\u1ecdi l\u00e0 c\u00e1c h\u1ec7 th\u1ed1ng l\u01b0u tr\u1eef d\u1eef li\u1ec7u ph\u00e2n m\u1ea3nh, l\u00e0 m\u1ed9t v\u1ea5n \u0111\u1ec1 ph\u1ed5 bi\u1ebfn g\u1eb7p ph\u1ea3i trong c\u00e1c t\u1ed5 ch\u1ee9c. Data silos xu\u1ea5t hi\u1ec7n khi d\u1eef li\u1ec7u \u0111\u01b0\u1ee3c l\u01b0u tr\u1eef trong c\u00e1c h\u1ec7 th\u1ed1ng ri\u00eang l\u1ebb v\u00e0 kh\u00f4ng li\u00ean k\u1ebft v\u1edbi nhau, l\u00e0m gi\u1ea3m kh\u1ea3 n\u0103ng truy c\u1eadp v\u00e0 chia s\u1ebb d\u1eef li\u1ec7u gi\u1eefa c\u00e1c b\u1ed9 ph\u1eadn v\u00e0 nh\u00f3m l\u00e0m vi\u1ec7c kh\u00e1c nhau trong t\u1ed5 ch\u1ee9c. \u0110i\u1ec1u n\u00e0y d\u1eabn \u0111\u1ebfn s\u1ef1 ph\u00e2n t\u00e1n c\u1ee7a d\u1eef li\u1ec7u, l\u00e0m ch\u1eadm qu\u00e1 tr\u00ecnh ra quy\u1ebft \u0111\u1ecbnh, t\u0103ng chi ph\u00ed v\u1eadn h\u00e0nh, v\u00e0 h\u1ea1n ch\u1ebf kh\u1ea3 n\u0103ng ph\u00e2n t\u00edch d\u1eef li\u1ec7u hi\u1ec7u qu\u1ea3. Vi\u1ec7c gi\u1ea3i quy\u1ebft v\u1ea5n \u0111\u1ec1 n\u00e0y \u0111\u00f2i h\u1ecfi c\u00e1c t\u1ed5 ch\u1ee9c th\u00fac \u0111\u1ea9y vi\u1ec7c t\u00edch h\u1ee3p d\u1eef li\u1ec7u t\u1eeb c\u00e1c ngu\u1ed3n kh\u00e1c nhau v\u00e0 x\u00e2y d\u1ef1ng m\u1ed9t h\u1ec7 th\u1ed1ng d\u1eef li\u1ec7u th\u1ed1ng nh\u1ea5t, linh ho\u1ea1t v\u00e0 d\u1ec5 qu\u1ea3n l\u00fd.<\/span><\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-18574 size-full\" src=\"https:\/\/gcloudvn.com\/wp-content\/uploads\/2024\/04\/data-silos.jpg\" alt=\"\" width=\"600\" height=\"201\" srcset=\"https:\/\/gcloudvn.com\/wp-content\/uploads\/2024\/04\/data-silos.jpg 600w, https:\/\/gcloudvn.com\/wp-content\/uploads\/2024\/04\/data-silos-18x6.jpg 18w\" sizes=\"auto, (max-width: 600px) 100vw, 600px\" \/><\/p>\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_80 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\">Table of contents<\/p>\n<span class=\"ez-toc-title-toggle\"><a href=\"#\" class=\"ez-toc-pull-right ez-toc-btn ez-toc-btn-xs ez-toc-btn-default ez-toc-toggle\" aria-label=\"Toggle Table of Content\"><span class=\"ez-toc-js-icon-con\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">Toggle<\/span><span class=\"ez-toc-icon-toggle-span\"><svg style=\"fill: #999;color:#999\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"list-377408\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" fill=\"none\"><path d=\"M6 6H4v2h2V6zm14 0H8v2h12V6zM4 11h2v2H4v-2zm16 0H8v2h12v-2zM4 16h2v2H4v-2zm16 0H8v2h12v-2z\" fill=\"currentColor\"><\/path><\/svg><svg style=\"fill: #999;color:#999\" class=\"arrow-unsorted-368013\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"10px\" height=\"10px\" viewbox=\"0 0 24 24\" version=\"1.2\" baseprofile=\"tiny\"><path d=\"M18.2 9.3l-6.2-6.3-6.2 6.3c-.2.2-.3.4-.3.7s.1.5.3.7c.2.2.4.3.7.3h11c.3 0 .5-.1.7-.3.2-.2.3-.5.3-.7s-.1-.5-.3-.7zM5.8 14.7l6.2 6.3 6.2-6.3c.2-.2.3-.5.3-.7s-.1-.5-.3-.7c-.2-.2-.4-.3-.7-.3h-11c-.3 0-.5.1-.7.3-.2.2-.3.5-.3.7s.1.5.3.7z\"\/><\/svg><\/span><\/span><\/span><\/a><\/span><\/div>\n<nav><ul class='ez-toc-list ez-toc-list-level-1' ><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/gcloudvn.com\/en\/kienthuc\/data-silos-va-cach-giai-quyet\/#Tong_quan_ve_Data_Silos_cung_cac_moi_nguy_hai\" >T\u1ed5ng quan v\u1ec1 Data Silos c\u00f9ng c\u00e1c m\u1ed1i nguy h\u1ea1i<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/gcloudvn.com\/en\/kienthuc\/data-silos-va-cach-giai-quyet\/#Giai_phap_thong_nhat_tu_dien_toan_du_lieu_dam_may\" >Gi\u1ea3i ph\u00e1p th\u1ed1ng nh\u1ea5t t\u1eeb \u0111i\u1ec7n to\u00e1n d\u1eef li\u1ec7u \u0111\u00e1m m\u00e2y<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/gcloudvn.com\/en\/kienthuc\/data-silos-va-cach-giai-quyet\/#Ket_luan\" >Conclusion<\/a><\/li><\/ul><\/nav><\/div>\n<h2><span class=\"ez-toc-section\" id=\"Tong_quan_ve_Data_Silos_cung_cac_moi_nguy_hai\"><\/span><b>T\u1ed5ng quan v\u1ec1 Data Silos c\u00f9ng c\u00e1c m\u1ed1i nguy h\u1ea1i<\/b><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><span style=\"font-weight: 400;\">Data silos l\u00e0 c\u00e1c ngu\u1ed3n d\u1eef li\u1ec7u ho\u1eb7c h\u1ec7 th\u1ed1ng th\u00f4ng tin m\u00e0 kh\u00f4ng \u0111\u01b0\u1ee3c chia s\u1ebb ho\u1eb7c t\u00edch h\u1ee3p v\u1edbi nhau, t\u1ea1o ra m\u1ed9t r\u00e0o c\u1ea3n trong vi\u1ec7c truy c\u1eadp, s\u1eed d\u1ee5ng, chia s\u1ebb th\u00f4ng tin trong t\u1ed5 ch\u1ee9c. C\u00e1c silo c\u00f3 th\u1ec3 t\u1ed3n t\u1ea1i d\u01b0\u1edbi d\u1ea1ng c\u01a1 s\u1edf d\u1eef li\u1ec7u, b\u1ea3ng t\u00ednh, ho\u1eb7c th\u1eadm ch\u00ed l\u00e0 c\u00e1c h\u1ed3 s\u01a1 v\u1eadt l\u00fd, th\u01b0\u1eddng h\u00ecnh th\u00e0nh do s\u1ef1 ph\u00e2n t\u00e1ch gi\u1eefa c\u00e1c ph\u00f2ng ban, c\u00e1c b\u1ed9 ph\u1eadn ho\u1eb7c c\u00e1c h\u1ec7 th\u1ed1ng kh\u00e1c nhau trong t\u1ed5 ch\u1ee9c, l\u00e0m gi\u1ea3m kh\u1ea3 n\u0103ng t\u01b0\u01a1ng t\u00e1c v\u00e0 h\u1ee3p t\u00e1c gi\u1eefa c\u00e1c \u0111\u01a1n v\u1ecb.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">V\u00ed d\u1ee5, d\u1eef li\u1ec7u m\u1ea1ng x\u00e3 h\u1ed9i b\u1ecb ph\u00e2n t\u00e1n tr\u00ean c\u00e1c n\u1ec1n t\u1ea3ng nh\u01b0 Facebook, Twitter v\u00e0 LinkedIn c\u00f3 th\u1ec3 d\u1eabn \u0111\u1ebfn c\u00e1c chi\u1ebfn l\u01b0\u1ee3c ti\u1ebfp th\u1ecb kh\u00f4ng \u0111\u1ea7y \u0111\u1ee7 v\u00e0 c\u00e1c quy\u1ebft \u0111\u1ecbnh v\u1eadn h\u00e0nh k\u00e9m ch\u00ednh x\u00e1c. Nh\u1eefng th\u00e1ch th\u1ee9c n\u00e0y kh\u00f4ng ch\u1ec9 \u0111\u1eb7c hi\u1ec7u cho ph\u00f2ng ban Marketing m\u00e0 c\u00f2n c\u00f3 th\u1ec3 \u1ea3nh h\u01b0\u1edfng \u0111\u1ebfn t\u1ea5t c\u1ea3 c\u00e1c ph\u00f2ng ban v\u1eadn h\u00e0nh kh\u00e1c.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">C\u1ee5 th\u1ec3 h\u01a1n, s\u1ef1 t\u1ed3n t\u1ea1i c\u1ee7a data silos c\u00f3 th\u1ec3 d\u1eabn \u0111\u1ebfn nhi\u1ec1u h\u1eadu qu\u1ea3 ti\u00eau c\u1ef1c, bao g\u1ed3m:<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Thi\u1ebfu hi\u1ec7u qu\u1ea3 trong c\u00f4ng vi\u1ec7c: D\u1eef li\u1ec7u \u0111\u01b0\u1ee3c l\u01b0u tr\u1eef trong c\u00e1c silos kh\u00f3 c\u00f3 th\u1ec3 truy c\u1eadp v\u00e0 chia s\u1ebb. \u0110i\u1ec1u n\u00e0y d\u1eabn \u0111\u1ebfn s\u1ef1 tr\u00f9ng l\u1eb7p, khi c\u00f9ng m\u1ed9t d\u1eef li\u1ec7u c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c sao ch\u00e9p \u1edf nhi\u1ec1u silos kh\u00e1c nhau, l\u00e3ng ph\u00ed th\u1eddi gian v\u00e0 t\u00e0i nguy\u00ean qu\u00fd b\u00e1u.\u00a0<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Thi\u1ebfu s\u1ef1 c\u1ed9ng t\u00e1c: D\u1eef li\u1ec7u \u0111\u01b0\u1ee3c ph\u00e2n t\u00e1ch g\u00e2y tr\u1edf ng\u1ea1i cho s\u1ef1 c\u1ed9ng t\u00e1c gi\u1eefa c\u00e1c ph\u00f2ng ban v\u00e0 nh\u00f3m l\u00e0m vi\u1ec7c. Khi th\u00f4ng tin b\u1ecb c\u00f4 l\u1eadp, vi\u1ec7c l\u00e0m vi\u1ec7c c\u00f9ng nhau v\u00e0 \u0111\u01b0a ra quy\u1ebft \u0111\u1ecbnh d\u1ef1a tr\u00ean d\u1eef li\u1ec7u tr\u1edf n\u00ean kh\u00f3 kh\u0103n.\u00a0<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Th\u00f4ng tin sai l\u1ec7ch: C\u00e1c silos h\u1ea1n ch\u1ebf ph\u1ea1m vi ph\u00e2n t\u00edch d\u1eef li\u1ec7u, d\u1eabn \u0111\u1ebfn th\u00f4ng tin kh\u00f4ng \u0111\u1ea7y \u0111\u1ee7 v\u00e0 c\u00f3 th\u1ec3 g\u00e2y hi\u1ec3u l\u1ea7m. \u0110i\u1ec1u n\u00e0y c\u00f3 th\u1ec3 d\u1eabn \u0111\u1ebfn c\u00e1c chi\u1ebfn l\u01b0\u1ee3c kh\u00f4ng t\u1ed1i \u01b0u v\u00e0 b\u1ecf l\u1ee1 c\u01a1 h\u1ed9i.\u00a0<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Nguy c\u01a1 v\u1ec1 b\u1ea3o m\u1eadt d\u1eef li\u1ec7u: Qu\u1ea3n l\u00fd d\u1eef li\u1ec7u qua nhi\u1ec1u silo c\u00f3 th\u1ec3 t\u0103ng nguy c\u01a1 v\u1ec1 vi\u1ec7c vi ph\u1ea1m d\u1eef li\u1ec7u v\u00e0 c\u00e1c vi ph\u1ea1m v\u1ec1 tu\u00e2n th\u1ee7. Vi\u1ec7c th\u1ef1c hi\u1ec7n c\u00e1c bi\u1ec7n ph\u00e1p b\u1ea3o m\u1eadt nh\u1ea5t qu\u00e1n khi d\u1eef li\u1ec7u b\u1ecb ph\u00e2n t\u00e1n tr\u1edf n\u00ean kh\u00f3 kh\u0103n h\u01a1n.<\/span><\/li>\n<\/ul>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-18573 size-full\" src=\"https:\/\/gcloudvn.com\/wp-content\/uploads\/2024\/04\/data-silos-1.jpg\" alt=\"\" width=\"600\" height=\"375\" srcset=\"https:\/\/gcloudvn.com\/wp-content\/uploads\/2024\/04\/data-silos-1.jpg 600w, https:\/\/gcloudvn.com\/wp-content\/uploads\/2024\/04\/data-silos-1-18x12.jpg 18w\" sizes=\"auto, (max-width: 600px) 100vw, 600px\" \/><\/p>\n<p><span style=\"font-weight: 400;\">\u0110\u1ec3 gi\u1ea3i quy\u1ebft v\u1ea5n \u0111\u1ec1 n\u00e0y, c\u00e1c t\u1ed5 ch\u1ee9c c\u1ea7n x\u00e2y d\u1ef1ng c\u00e1c chi\u1ebfn l\u01b0\u1ee3c t\u00edch h\u1ee3p d\u1eef li\u1ec7u \u0111\u1ec3 ph\u00e1 v\u1ee1 c\u00e1c r\u00e0o c\u1ea3n gi\u1eefa c\u00e1c h\u1ec7 th\u1ed1ng v\u00e0 \u0111\u01a1n v\u1ecb, t\u1eeb \u0111\u00f3 t\u1ea1o ra m\u1ed9t m\u00f4i tr\u01b0\u1eddng l\u00e0m vi\u1ec7c k\u1ebft n\u1ed1i v\u00e0 linh ho\u1ea1t h\u01a1n. \u0110i\u1ec1u n\u00e0y gi\u00fap t\u0103ng c\u01b0\u1eddng kh\u1ea3 n\u0103ng t\u01b0\u01a1ng t\u00e1c v\u00e0 h\u1ee3p t\u00e1c gi\u1eefa c\u00e1c b\u1ed9 ph\u1eadn, t\u1eeb \u0111\u00f3 n\u00e2ng cao hi\u1ec7u qu\u1ea3 v\u00e0 \u0111\u00e1p \u1ee9ng nhanh ch\u00f3ng v\u1edbi s\u1ef1 bi\u1ebfn \u0111\u1ed5i c\u1ee7a m\u00f4i tr\u01b0\u1eddng kinh doanh.<\/span><\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-18572 size-full\" src=\"https:\/\/gcloudvn.com\/wp-content\/uploads\/2024\/04\/data-silos-2.jpg\" alt=\"\" width=\"600\" height=\"314\" srcset=\"https:\/\/gcloudvn.com\/wp-content\/uploads\/2024\/04\/data-silos-2.jpg 600w, https:\/\/gcloudvn.com\/wp-content\/uploads\/2024\/04\/data-silos-2-18x9.jpg 18w\" sizes=\"auto, (max-width: 600px) 100vw, 600px\" \/><\/p>\n<h2><span class=\"ez-toc-section\" id=\"Giai_phap_thong_nhat_tu_dien_toan_du_lieu_dam_may\"><\/span><b>Gi\u1ea3i ph\u00e1p th\u1ed1ng nh\u1ea5t t\u1eeb \u0111i\u1ec7n to\u00e1n d\u1eef li\u1ec7u \u0111\u00e1m m\u00e2y<\/b><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><span style=\"font-weight: 400;\">C\u00e1c t\u1ed5 ch\u1ee9c kinh doanh \u0111ang ng\u00e0y c\u00e0ng nh\u1eadn ra t\u1ea7m quan tr\u1ecdng c\u1ee7a vi\u1ec7c th\u1ed1ng nh\u1ea5t d\u1eef li\u1ec7u trong doanh nghi\u1ec7p. \u0110\u1ec3 v\u01b0\u1ee3t qua c\u00e1c th\u00e1ch th\u1ee9c v\u00e0 khai th\u00e1c to\u00e0n b\u1ed9 s\u1ee9c m\u1ea1nh c\u1ee7a d\u1eef li\u1ec7u, c\u00e1c t\u1ed5 ch\u1ee9c \u0111ang d\u1ea7n ti\u1ebfp c\u1eadn \u00e1p d\u1ee5ng m\u1ed9t ph\u01b0\u01a1ng ph\u00e1p d\u1eef li\u1ec7u \u0111\u00e1m m\u00e2y th\u1ed1ng nh\u1ea5t. Chi\u1ebfn l\u01b0\u1ee3c n\u00e0y bao g\u1ed3m vi\u1ec7c h\u1ee3p nh\u1ea5t t\u1ea5t c\u1ea3 c\u00e1c ngu\u1ed3n d\u1eef li\u1ec7u v\u00e0o m\u1ed9t c\u01a1 s\u1edf h\u1ea1 t\u1ea7ng \u0111\u00e1m m\u00e2y chung. Theo chi\u1ebfn l\u01b0\u1ee3c n\u00e0y, c\u00e1c ngu\u1ed3n d\u1eef li\u1ec7u ph\u00e2n t\u00e1n s\u1ebd \u0111\u01b0\u1ee3c h\u1ee3p nh\u1ea5t v\u00e0o m\u1ed9t kho d\u1eef li\u1ec7u duy nh\u1ea5t, c\u00f3 th\u1ec3 g\u1ecdi l\u00e0 data warehouse. Qu\u00e1 tr\u00ecnh n\u00e0y, \u0111\u01b0\u1ee3c \u0111i\u1ec1u ch\u1ec9nh \u0111\u1ec3 ph\u00f9 h\u1ee3p v\u1edbi t\u1eebng t\u1ed5 ch\u1ee9c, nh\u1eb1m m\u1ee5c \u0111\u00edch t\u1ed1i \u01b0u h\u00f3a qu\u1ea3n l\u00fd d\u1eef li\u1ec7u, gi\u1ea3m thi\u1ec3u c\u00e1c \u1ee9ng d\u1ee5ng kh\u00f4ng c\u1ea7n thi\u1ebft v\u00e0 t\u00ecnh tr\u1ea1ng l\u1eb7p l\u1ea1i d\u1eef li\u1ec7u. D\u1eef li\u1ec7u th\u1ed1ng nh\u1ea5t cung c\u1ea5p m\u1ed9t c\u00e1i nh\u00ecn to\u00e0n di\u1ec7n v\u1ec1 d\u1eef li\u1ec7u c\u1ee7a m\u1ed9t t\u1ed5 ch\u1ee9c v\u00e0 ho\u1ea1t \u0111\u1ed9ng nh\u01b0 \u201cM\u1ed9t ngu\u1ed3n d\u1eef li\u1ec7u s\u1ed1ng\u201d (SSoT), \u0111\u1ea3m b\u1ea3o quy\u1ec1n truy c\u1eadp v\u00e0 hi\u1ec3u bi\u1ebft d\u1eef li\u1ec7u nh\u1ea5t qu\u00e1n tr\u00ean to\u00e0n t\u1ed5 ch\u1ee9c. Chi\u1ebfn l\u01b0\u1ee3c n\u00e0y quan tr\u1ecdng cho vi\u1ec7c ph\u00e2n t\u00edch d\u1eef li\u1ec7u hi\u1ec7u qu\u1ea3, tu\u00e2n th\u1ee7 v\u00e0 tr\u1ea3i nghi\u1ec7m c\u00e1 nh\u00e2n h\u00f3a cho kh\u00e1ch h\u00e0ng. D\u01b0\u1edbi \u0111\u00e2y l\u00e0 c\u00e1ch n\u00f3 ho\u1ea1t \u0111\u1ed9ng:<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">T\u00edch h\u1ee3p: M\u1ed9t d\u1eef li\u1ec7u \u0111\u00e1m m\u00e2y th\u1ed1ng nh\u1ea5t t\u00edch h\u1ee3p c\u00e1c ngu\u1ed3n d\u1eef li\u1ec7u kh\u00e1c nhau, bao g\u1ed3m databases, data warehouses, data lakes, streaming data, (BI), (AI), (ML),&#8230; S\u1ef1 t\u00edch h\u1ee3p n\u00e0y cho ph\u00e9p d\u1eef li\u1ec7u l\u01b0u th\u00f4ng m\u1ed9t c\u00e1ch m\u01b0\u1ee3t m\u00e0 qua to\u00e0n b\u1ed9 t\u1ed5 ch\u1ee9c.\u00a0<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Hi\u1ec7u qu\u1ea3: B\u1eb1ng c\u00e1ch lo\u1ea1i b\u1ecf s\u1ef1 l\u1eb7p l\u1ea1i v\u00e0 t\u1ed1i \u01b0u h\u00f3a qu\u1ea3n l\u00fd d\u1eef li\u1ec7u, t\u1ed5 ch\u1ee9c s\u1ebd c\u00f3 th\u1ec3 s\u1eed d\u1ee5ng d\u1eef li\u1ec7u m\u1ed9t c\u00e1ch hi\u1ec7u qu\u1ea3 h\u01a1n. D\u1eef li\u1ec7u s\u1ebd d\u1ec5 d\u00e0ng ti\u1ebfp c\u1eadn v\u1edbi nh\u1eefng ng\u01b0\u1eddi c\u1ea7n n\u00f3, d\u1eabn \u0111\u1ebfn vi\u1ec7c ra quy\u1ebft \u0111\u1ecbnh v\u00e0 chu k\u1ef3 ph\u00e1t tri\u1ec3n nhanh h\u01a1n.\u00a0<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">C\u1ea3i thi\u1ec7n tr\u1ea3i nghi\u1ec7m kh\u00e1ch h\u00e0ng: V\u1edbi d\u1eef li\u1ec7u th\u1ed1ng nh\u1ea5t, doanh nghi\u1ec7p c\u00f3 c\u00e1i nh\u00ecn to\u00e0n di\u1ec7n v\u1ec1 d\u1eef li\u1ec7u kh\u00e1ch h\u00e0ng, cho ph\u00e9p h\u1ecd cung c\u1ea5p tr\u1ea3i nghi\u1ec7m 1 c\u00e1ch c\u00e1 nh\u00e2n h\u00f3a tr\u00ean m\u1ecdi \u0111i\u1ec3m ti\u1ebfp x\u00fac. \u0110i\u1ec1u n\u00e0y l\u1ea1i n\u00e2ng cao s\u1ef1 trung th\u00e0nh v\u00e0 t\u1ef7 l\u1ec7 chuy\u1ec3n \u0111\u1ed5i c\u1ee7a kh\u00e1ch h\u00e0ng.<\/span><\/li>\n<\/ul>\n<h2><span class=\"ez-toc-section\" id=\"Ket_luan\"><\/span><b>Conclusion<\/b><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><span style=\"font-weight: 400;\">C\u00e1c nh\u00e0 l\u00e3nh \u0111\u1ea1o doanh nghi\u1ec7p v\u00e0 t\u1ed5 ch\u1ee9c \u0111\u1ebfn l\u00fac n\u00e0y c\u0169ng ph\u1ea3i th\u1eeba nh\u1eadn, \u0111\u00e3 \u0111\u1ebfn l\u00fac doanh nghi\u1ec7p c\u1ea7n ph\u00e1 v\u1ee1 c\u00e1c kho d\u1eef li\u1ec7u ri\u00eang bi\u1ec7t (Data Silos) v\u00e0 ch\u1ea5p nh\u1eadn \u00e1p d\u1ee5ng chi\u1ebfn l\u01b0\u1ee3c d\u1eef li\u1ec7u \u0111\u00e1m m\u00e2y th\u1ed1ng nh\u1ea5t. \u0110i\u1ec1u n\u00e0y kh\u00f4ng ch\u1ec9 l\u00e0 m\u1ed9t xu h\u01b0\u1edbng ph\u00e1t sinh m\u00e0 c\u00f2n l\u00e0 m\u1ed9t chi\u1ebfn l\u01b0\u1ee3c c\u1ea7n thi\u1ebft trong kinh doanh \u1edf th\u1eddi \u0111\u1ea1i 4.0. Trong c\u1ea3nh c\u1ea1nh tranh d\u1eef li\u1ec7u hi\u1ec7n nay, n\u01a1i s\u1ef1 h\u1ee3p t\u00e1c v\u00e0 nh\u1eadn th\u1ee9c th\u1eddi gian th\u1ef1c \u0111\u00f3ng vai tr\u00f2 then ch\u1ed1t, vi\u1ec7c t\u00edch h\u1ee3p c\u00e1c h\u1ec7 th\u1ed1ng v\u1eadn h\u00e0nh v\u00e0 ph\u00e2n t\u00edch \u0111\u1ec3 c\u00e1c c\u00e1 nh\u00e2n c\u00f3 th\u1ec3 l\u00e0m vi\u1ec7c m\u1ed9t c\u00e1ch m\u01b0\u1ee3t m\u00e0 c\u00f9ng nhau l\u00e0 v\u00f4 c\u00f9ng c\u1ea7n thi\u1ebft.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Khi t\u1ed5 ch\u1ee9c c\u1ee7a b\u1ea1n ph\u00e1t tri\u1ec3n v\u00e0 m\u1edf r\u1ed9ng, vi\u1ec7c \u00e1p d\u1ee5ng m\u1ed9t ph\u01b0\u01a1ng ph\u00e1p d\u1eef li\u1ec7u th\u1ed1ng nh\u1ea5t tr\u1edf n\u00ean quan tr\u1ecdng \u0111\u1ec3 gi\u1eef v\u1eefng s\u1ef1 c\u1ea1nh tranh. N\u00f3 t\u1ea1o \u0111i\u1ec1u ki\u1ec7n cho vi\u1ec7c ph\u00e1t tri\u1ec3n c\u00e1c thu\u1eadt to\u00e1n theo th\u1eddi gian th\u1ef1c \u0111\u1ec3 d\u1ef1 \u0111o\u00e1n s\u1edf th\u00edch c\u1ee7a kh\u00e1ch h\u00e0ng v\u00e0 cung c\u1ea5p n\u1ed9i dung \u0111\u01b0\u1ee3c t\u00f9y ch\u1ec9nh, \u0111\u1ea3m b\u1ea3o r\u1eb1ng doanh nghi\u1ec7p c\u1ee7a b\u1ea1n v\u1eabn lu\u00f4n \u0111\u1ee7 kh\u1ea3 n\u0103ng \u0111\u1ec3 th\u00edch \u1ee9ng v\u1edbi t\u01b0\u01a1ng lai.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">T\u00f3m l\u1ea1i, vi\u1ec7c ph\u00e1 v\u1ee1 c\u00e1c kho d\u1eef li\u1ec7u ri\u00eang bi\u1ec7t (Data Silos) v\u00e0 \u00e1p d\u1ee5ng m\u1ed9t chi\u1ebfn l\u01b0\u1ee3c d\u1eef li\u1ec7u \u0111\u00e1m m\u00e2y th\u1ed1ng nh\u1ea5t kh\u00f4ng c\u00f2n l\u00e0 m\u1ed9t l\u1ef1a ch\u1ecdn n\u1eefa \u2014 \u0111\u00f3 l\u00e0 m\u1ed9t qu\u00e1 tr\u00ecnh kh\u1ea9n thi\u1ebft c\u1ea5p b\u00e1ch h\u01b0\u1edbng t\u1edbi vi\u1ec7c c\u1ea3i ti\u1ebfn bi\u1ebfn \u0111\u1ed5i doanh nghi\u1ec7p c\u1ee7a b\u1ea1n. C\u00e1c nh\u00e0 l\u00e3nh \u0111\u1ea1o doanh nghi\u1ec7p ch\u1ea5p nh\u1eadn ph\u01b0\u01a1ng ph\u00e1p n\u00e0y l\u00e0 nh\u1eefng ng\u01b0\u1eddi ti\u00ean phong, th\u00fac \u0111\u1ea9y s\u1ef1 \u0111\u1ed5i m\u1edbi v\u00e0 \u0111\u1ecbnh v\u1ecb t\u1ed5 ch\u1ee9c c\u1ee7a h\u1ecd \u0111\u1ec3 th\u00e0nh c\u00f4ng trong m\u1ed9t th\u1eddi \u0111\u1ea1i m\u00e0 d\u1eef li\u1ec7u l\u00e0 ngu\u1ed3n s\u1ed1ng c\u1ee7a doanh nghi\u1ec7p.<\/span><\/p>\n\n\t\t<\/div>\n\t<\/div>\n<div class=\"templatera_shortcode\"><div class=\"vc_row wpb_row vc_row-fluid\"><div class=\"wpb_column vc_column_container vc_col-sm-12\"><div class=\"vc_column-inner\"><div class=\"wpb_wrapper\"><div class=\"vc_message_box vc_message_box-standard vc_message_box-rounded vc_color-blue\" ><div class=\"vc_message_box-icon\"><i class=\"vc-mono vc-mono-technorati\"><\/i><\/div><p><a href=\"https:\/\/gcloudvn.com\/en\/main-logo-1\/\"><img loading=\"lazy\" decoding=\"async\" class=\"alignleft wp-image-664\" src=\"https:\/\/gcloudvn.com\/wp-content\/uploads\/2021\/06\/main-logo-1.png\" alt=\"\" width=\"221\" height=\"72\" srcset=\"https:\/\/gcloudvn.com\/wp-content\/uploads\/2021\/06\/main-logo-1.png 214w, https:\/\/gcloudvn.com\/wp-content\/uploads\/2021\/06\/main-logo-1-18x6.png 18w, https:\/\/gcloudvn.com\/wp-content\/uploads\/2021\/06\/main-logo-1-183x60.png 183w\" sizes=\"auto, (max-width: 221px) 100vw, 221px\" \/><\/a>As a senior partner of Google in Vietnam, Gimasys has more than 10+ years of experience, consulting on implementing digital transformation for 2000+ domestic corporations. Some typical customers Jetstar, Dien Quan Media, Heineken, Jollibee, Vietnam Airline, HSC, SSI...<\/p>\n<p>Gimasys is currently a strategic partner of many major technology companies in the world such as Salesforce, Oracle Netsuite, Tableau, Mulesoft.<\/p>\n<p>Contact Gimasys - Google Cloud Premier Partner for advice on strategic solutions suitable to the specific needs of your business:<\/p>\n<ul>\n<li>Email: gcp@gimasys.com<\/li>\n<li>Hotline: 0974 417 099<\/li>\n<\/ul>\n<\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div>\n<\/section>","protected":false},"excerpt":{"rendered":"Trong m\u00f4i tr\u01b0\u1eddng kinh doanh hi\u1ec7n \u0111\u1ea1i, data silos, hay c\u00f2n \u0111\u01b0\u1ee3c g\u1ecdi l\u00e0 c\u00e1c h\u1ec7 th\u1ed1ng l\u01b0u tr\u1eef d\u1eef li\u1ec7u ph\u00e2n m\u1ea3nh, l\u00e0 m\u1ed9t v\u1ea5n \u0111\u1ec1 ph\u1ed5 bi\u1ebfn g\u1eb7p ph\u1ea3i trong c\u00e1c t\u1ed5 ch\u1ee9c. Data silos xu\u1ea5t hi\u1ec7n khi&hellip;","protected":false},"author":2,"featured_media":18573,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"inline_featured_image":false,"footnotes":""},"categories":[1],"tags":[],"class_list":["post-18571","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-kienthuc","entry","has-media"],"_links":{"self":[{"href":"https:\/\/gcloudvn.com\/en\/wp-json\/wp\/v2\/posts\/18571","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/gcloudvn.com\/en\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/gcloudvn.com\/en\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/gcloudvn.com\/en\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/gcloudvn.com\/en\/wp-json\/wp\/v2\/comments?post=18571"}],"version-history":[{"count":0,"href":"https:\/\/gcloudvn.com\/en\/wp-json\/wp\/v2\/posts\/18571\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/gcloudvn.com\/en\/wp-json\/wp\/v2\/media\/18573"}],"wp:attachment":[{"href":"https:\/\/gcloudvn.com\/en\/wp-json\/wp\/v2\/media?parent=18571"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/gcloudvn.com\/en\/wp-json\/wp\/v2\/categories?post=18571"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/gcloudvn.com\/en\/wp-json\/wp\/v2\/tags?post=18571"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}