{"id":18578,"date":"2024-04-26T11:28:21","date_gmt":"2024-04-26T04:28:21","guid":{"rendered":"https:\/\/gcloudvn.com\/?p=18578"},"modified":"2024-05-31T11:12:58","modified_gmt":"2024-05-31T04:12:58","slug":"he-sinh-thai-du-lieu-mo-khoi-dau-cho-thoi-dai-moi","status":"publish","type":"post","link":"https:\/\/gcloudvn.com\/en\/kienthuc\/he-sinh-thai-du-lieu-mo-khoi-dau-cho-thoi-dai-moi\/","title":{"rendered":"H\u1ec7 sinh th\u00e1i d\u1eef li\u1ec7u m\u1edf: Kh\u1edfi \u0111\u1ea7u cho th\u1eddi \u0111\u1ea1i m\u1edbi"},"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;\">C\u00e1c c\u00f4ng ty hi\u1ec7n nay \u0111\u1ec1u thu th\u1eadp m\u1ed9t l\u01b0\u1ee3ng l\u1edbn d\u1eef li\u1ec7u \u0111\u1ec3 hi\u1ec3u r\u00f5 h\u01a1n v\u1ec1 kh\u00e1ch h\u00e0ng c\u1ee7a m\u00ecnh v\u00e0 \u0111\u01b0a ra quy\u1ebft \u0111\u1ecbnh kinh doanh t\u1ed1t h\u01a1n, th\u00f4ng minh h\u01a1n. C\u00e1c d\u1eef li\u1ec7u n\u00e0y th\u01b0\u1eddng \u0111\u01b0\u1ee3c ph\u00e2n t\u00e1n tr\u00ean h\u00e0ng ch\u1ee5c, \u0111\u00f4i khi h\u00e0ng ngh\u00ecn ngu\u1ed3n d\u1eef li\u1ec7u kh\u00e1c nhau, trong nhi\u1ec1u \u0111\u1ecbnh d\u1ea1ng kh\u00e1c nhau, c\u1ea3 d\u01b0\u1edbi d\u1ea1ng c\u1ea5u tr\u00fac v\u00e0 kh\u00f4ng c\u1ea5u tr\u00fac. K\u1ebft n\u1ed1i t\u1ea5t c\u1ea3 d\u1eef li\u1ec7u n\u00e0y v\u00e0 hi\u1ec3u \u0111\u01b0\u1ee3c n\u00f3 l\u00e0 m\u1ed9t nhi\u1ec7m v\u1ee5 r\u1ea5t ph\u1ee9c t\u1ea1p, nh\u01b0ng l\u1ea1i v\u00f4 c\u00f9ng quan tr\u1ecdng. \u0110\u1ec3 th\u00e0nh c\u00f4ng, c\u00e1c c\u00f4ng ty ph\u1ea3i c\u00f3 kh\u1ea3 n\u0103ng k\u1ebft n\u1ed1i c\u00e1c \u0111i\u1ec3m tr\u00ean c\u00e1c ngu\u1ed3n d\u1eef li\u1ec7u v\u1edbi c\u00e1c lo\u1ea1i d\u1eef li\u1ec7u kh\u00e1c nhau. Ch\u1ec9 khi \u0111\u00f3, h\u1ecd m\u1edbi c\u00f3 th\u1ec3 nh\u1eadn th\u1ee9c \u0111\u01b0\u1ee3c nh\u1eefng th\u00f4ng tin chi ti\u1ebft v\u00e0 th\u1ef1c hi\u1ec7n c\u00e1c h\u00e0nh \u0111\u1ed9ng c\u00f3 \u00fd ngh\u0129a. Trong th\u1eadp k\u1ef7 qua, m\u1ed9t lo\u1ea1t c\u00e1c c\u00f4ng ngh\u1ec7 \u0111\u00e3 xu\u1ea5t hi\u1ec7n v\u1edbi h\u1ee9a h\u1eb9n gi\u1ea3i quy\u1ebft v\u1ea5n \u0111\u1ec1 n\u00e0y nh\u1eb1m t\u1ea1o ra m\u1ed9t h\u1ec7 sinh th\u00e1i d\u1eef li\u1ec7u m\u1edf. Nh\u01b0ng cu\u1ed1i c\u00f9ng, nh\u1eefng gi\u1ea3i ph\u00e1p n\u00e0y \u0111\u00e3 kh\u00f4ng \u0111\u1ea1t \u0111\u01b0\u1ee3c k\u1ef3 v\u1ecdng c\u1ee7a m\u00ecnh v\u00ec ch\u00fang tr\u1edf n\u00ean v\u01b0\u1edbng v\u00edu, kh\u00f3 qu\u1ea3n l\u00fd v\u00e0 kh\u00f4ng kinh t\u1ebf khi m\u1edf r\u1ed9ng. V\u1eady c\u00f4ng ngh\u1ec7 \u0111\u00e1m m\u00e2y \u0111\u00e3 gi\u00fap t\u1ea1o h\u1ec7 sinh th\u00e1i m\u1edf v\u00e0 m\u1edf ra m\u1ed9t th\u1eddi \u0111\u1ea1i m\u1edbi nh\u01b0 th\u1ebf n\u00e0o, h\u00e3y c\u00f9ng Gimasys t\u00ecm hi\u1ec3u qua b\u00e0i vi\u1ebft d\u01b0\u1edbi \u0111\u00e2y<\/span><\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-18581 size-full\" src=\"https:\/\/gcloudvn.com\/wp-content\/uploads\/2024\/04\/he-sinh-thai-mo-google.jpg\" alt=\"\" width=\"600\" height=\"248\" srcset=\"https:\/\/gcloudvn.com\/wp-content\/uploads\/2024\/04\/he-sinh-thai-mo-google.jpg 600w, https:\/\/gcloudvn.com\/wp-content\/uploads\/2024\/04\/he-sinh-thai-mo-google-18x7.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\/he-sinh-thai-du-lieu-mo-khoi-dau-cho-thoi-dai-moi\/#Tong_quan_ve_he_sinh_thai_du_lieu_mo\" >T\u1ed5ng quan v\u1ec1 h\u1ec7 sinh th\u00e1i d\u1eef li\u1ec7u m\u1edf<\/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\/he-sinh-thai-du-lieu-mo-khoi-dau-cho-thoi-dai-moi\/#Big_Data_va_su_ra_doi_cua_He_sinh_thai_du_lieu_mo\" >Big Data v\u00e0 s\u1ef1 ra \u0111\u1eddi c\u1ee7a H\u1ec7 sinh th\u00e1i d\u1eef li\u1ec7u m\u1edf\u00a0<\/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\/he-sinh-thai-du-lieu-mo-khoi-dau-cho-thoi-dai-moi\/#Ho_tro_phan_tich_voi_AI_cua_Google\" >H\u1ed7 tr\u1ee3 ph\u00e2n t\u00edch v\u1edbi AI c\u1ee7a Google<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/gcloudvn.com\/en\/kienthuc\/he-sinh-thai-du-lieu-mo-khoi-dau-cho-thoi-dai-moi\/#Google_ho_tro_he_sinh_thai_du_lieu_mo\" >Google h\u1ed7 tr\u1ee3 h\u1ec7 sinh th\u00e1i d\u1eef li\u1ec7u m\u1edf\u00a0<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/gcloudvn.com\/en\/kienthuc\/he-sinh-thai-du-lieu-mo-khoi-dau-cho-thoi-dai-moi\/#Ket_luan\" >Conclusion\u00a0<\/a><\/li><\/ul><\/nav><\/div>\n<h2><span class=\"ez-toc-section\" id=\"Tong_quan_ve_he_sinh_thai_du_lieu_mo\"><\/span><b>T\u1ed5ng quan v\u1ec1 h\u1ec7 sinh th\u00e1i d\u1eef li\u1ec7u m\u1edf<\/b><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><span style=\"font-weight: 400;\">V\u00e0o gi\u1eefa th\u1eadp k\u1ef7 2000, r\u1ea5t nhi\u1ec1u s\u1ea3n ph\u1ea9m m\u1edbi n\u1ed5i l\u00ean v\u1edbi m\u1ed9t m\u1ee5c ti\u00eau duy nh\u1ea5t l\u00e0 t\u1ea1o ra m\u1ed9t h\u1ec7 sinh th\u00e1i d\u1eef li\u1ec7u m\u1edf. Phong tr\u00e0o n\u00e0y \u0111i theo h\u01b0\u1edbng c\u00e1c c\u00f4ng ngh\u1ec7 composable (c\u00e1c c\u00f4ng ngh\u1ec7 ho\u1ea1t \u0111\u1ed9ng \u0111\u1ed9c l\u1eadp &#8211; th\u01b0\u1eddng l\u00e0 m\u00e3 ngu\u1ed3n m\u1edf) s\u1ebd t\u00edch h\u1ee3p v\u1edbi API v\u00e0 ch\u1ea1y tr\u00ean ph\u1ea7n c\u1ee9ng th\u01b0\u01a1ng m\u1ea1i c\u00f3 s\u1eb5n, nh\u1eb1m gi\u1ea3i quy\u1ebft v\u1ea5n \u0111\u1ec1 c\u1ed3ng k\u1ec1nh c\u1ee7a c\u01a1 s\u1edf h\u1ea1 t\u1ea7ng doanh nghi\u1ec7p. B\u1eb1ng c\u00e1ch t\u00edch h\u1ee3p v\u00e0 \u00e1p d\u1ee5ng m\u1ed9t ph\u01b0\u01a1ng ph\u00e1p ph\u00e2n ph\u1ed1i m\u1edf tr\u00ean ph\u1ea7n c\u1ee9ng th\u01b0\u01a1ng m\u1ea1i c\u00f3 s\u1eb5n, nh\u1eefng c\u00f4ng ty n\u00e0y \u0111\u00e3 \u0111i ng\u01b0\u1ee3c l\u1ea1i c\u00e1ch thi\u1ebft l\u1eadp truy\u1ec1n th\u1ed1ng c\u1ee7a vi\u1ec7c l\u01b0u tr\u1eef v\u00e0 x\u1eed l\u00fd d\u1eef li\u1ec7u trong c\u00e1c kho d\u1eef li\u1ec7u t\u1eadp trung. Tuy nhi\u00ean, nh\u1eefng gi\u1ea3i ph\u00e1p n\u00e0y l\u1ea1i kh\u00f4ng th\u1ec3 m\u1edf r\u1ed9ng \u0111\u01b0\u1ee3c v\u00ec n\u00f3 \u0111\u00e3 tr\u1edf n\u00ean c\u1ed3ng k\u1ec1nh, kh\u00f3 qu\u1ea3n l\u00fd v\u00e0 kh\u00f4ng \u0111\u1ea1t \u0111\u01b0\u1ee3c hi\u1ec7u qu\u1ea3 v\u1ec1 chi ph\u00ed khi t\u1ed1i \u01b0u, m\u1edf r\u1ed9ng.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Tuy nhi\u00ean, d\u1ea1o g\u1ea7n \u0111\u00e2y ch\u00fang ta \u0111\u00e3 ch\u1ee9ng ki\u1ebfn s\u1ef1 h\u1ed3i sinh c\u1ee7a h\u1ec7 sinh th\u00e1i d\u1eef li\u1ec7u m\u1edf. Do s\u1ef1 b\u00f9ng n\u1ed5 c\u1ee7a \u0111\u00e1m m\u00e2y, s\u1ef1 ph\u1ed5 bi\u1ebfn c\u1ee7a c\u00e1c \u0111\u1ecbnh d\u1ea1ng d\u1eef li\u1ec7u m\u00e3 ngu\u1ed3n m\u1edf v\u00e0 s\u1ef1 xu\u1ea5t hi\u1ec7n c\u1ee7a c\u00e1c nh\u00e0 cung c\u1ea5p c\u00e1c v\u1ea5n \u0111\u1ec1 tr\u01b0\u1edbc \u0111\u00f3 \u0111\u00e3 \u0111\u01b0\u1ee3c gi\u1ea3i quy\u1ebft m\u1ed9t c\u00e1ch tri\u1ec7t \u0111\u1ec3. Ch\u00fang ta \u0111\u00e3 th\u1ea5y m\u1ed9t h\u00ecnh th\u1ee9c m\u1edbi c\u1ee7a c\u00e1c c\u00f4ng ty h\u1ec7 sinh th\u00e1i d\u1eef li\u1ec7u m\u1edf n\u1ed5i l\u00ean v\u00e0 tr\u1edf n\u00ean ph\u1ed5 bi\u1ebfn. Nh\u1eefng gi\u1ea3i ph\u00e1p m\u1edbi n\u00e0y c\u00f3 kh\u1ea3 n\u0103ng thu th\u1eadp to\u00e0n b\u1ed9 ph\u1ea1m vi d\u1eef li\u1ec7u trong m\u1ed9t c\u00f4ng ty, cho ph\u00e9p c\u00e1c nh\u00f3m s\u1eed d\u1ee5ng d\u1eef li\u1ec7u m\u1ed9t c\u00e1ch t\u1ed1i \u01b0u nh\u1ea5t.<\/span><\/p>\n<h2><span class=\"ez-toc-section\" id=\"Big_Data_va_su_ra_doi_cua_He_sinh_thai_du_lieu_mo\"><\/span><b>Big Data v\u00e0 s\u1ef1 ra \u0111\u1eddi c\u1ee7a H\u1ec7 sinh th\u00e1i d\u1eef li\u1ec7u m\u1edf\u00a0<\/b><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><span style=\"font-weight: 400;\">Trong nhi\u1ec1u th\u1eadp k\u1ef7 qua, c\u00e1c c\u00f4ng ty \u0111\u00e3 ph\u1ee5 thu\u1ed9c v\u00e0o c\u00e1c databases ho\u1eb7c data warehouses truy\u1ec1n th\u1ed1ng, n\u01a1i d\u1eef li\u1ec7u c\u00f3 c\u1ea5u tr\u00fac \u0111\u01b0\u1ee3c t\u1eadp trung, l\u01b0u tr\u1eef v\u00e0 x\u1eed l\u00fd. H\u1ec7 th\u1ed1ng data warehouses truy\u1ec1n th\u1ed1ng y\u00eau c\u1ea7u c\u01a1 s\u1edf h\u1ea1 t\u1ea7ng (ph\u1ea7n c\u1ee9ng t\u1ea1i ch\u1ed7) \u0111\u1eaft ti\u1ec1n nh\u1eb1m duy tr\u00ec d\u1eef li\u1ec7u c\u00f3 c\u1ea5u tr\u00fac theo \u0111\u1ecbnh d\u1ea1ng ph\u00f9 h\u1ee3p v\u00e0 ph\u1ee5 thu\u1ed9c v\u00e0o m\u1ed9t ph\u00f2ng d\u1eef li\u1ec7u v\u00e0 c\u00f4ng ngh\u1ec7 th\u00f4ng tin trung t\u00e2m \u0111\u1ec3 ph\u00e2n t\u00edch.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">H\u1ec7 th\u1ed1ng n\u00e0y &#8211; m\u1ed9t data warehouses truy\u1ec1n th\u1ed1ng &#8211; ho\u1ea1t \u0111\u1ed9ng trong khi doanh nghi\u1ec7p ch\u1ec9 c\u00f3 th\u1ec3 thu th\u1eadp m\u1ed9t l\u01b0\u1ee3ng d\u1eef li\u1ec7u c\u00f3 c\u1ea5u tr\u00fac c\u00f4 c\u00f9ng khi\u00eam t\u1ed1n. Nh\u01b0ng v\u00e0o gi\u1eefa th\u1eadp k\u1ef7 2000, c\u00e1c c\u00f4ng ty nh\u01b0 Google \u0111\u00e3 g\u1eb7p ph\u1ea3i th\u00e1ch th\u1ee9c v\u1edbi m\u00f4 h\u00ecnh n\u00e0y khi h\u1ecd l\u00e0 doanh nghi\u1ec7p ti\u00ean phong trong th\u1eddi \u0111\u1ea1i v\u00e0 ph\u1ea3i x\u1eed l\u00fd d\u1eef li\u1ec7u th\u00f4 (m\u1ed9t l\u01b0\u1ee3ng d\u1eef li\u1ec7u \u0111\u00e1ng k\u1ec3 kh\u00f4ng c\u00f3 c\u1ea5u tr\u00fac theo \u0111\u1ecbnh d\u1ea1ng) nhi\u1ec1u h\u01a1n b\u1ea5t k\u1ef3 ai tr\u01b0\u1edbc \u0111\u00f3. Google ch\u1ec9 l\u00e0 v\u00ed d\u1ee5 v\u1ec1 m\u1ed9t t\u1eadp \u0111o\u00e0n l\u1edbn c\u1ea7n m\u1ed9t n\u01a1i \u0111\u1ec3 x\u1eed l\u00fd d\u1eef li\u1ec7u c\u00f3 c\u1ea5u tr\u00fac (v\u00ed d\u1ee5: b\u1ea3ng bi\u1ec3u), d\u1eef li\u1ec7u b\u00e1n c\u1ea5u tr\u00fac (v\u00ed d\u1ee5: log) v\u00e0 d\u1eef li\u1ec7u kh\u00f4ng c\u00f3 c\u1ea5u tr\u00fac (v\u00ed d\u1ee5: video v\u00e0 h\u00ecnh \u1ea3nh). V\u00e0o th\u1eddi \u0111i\u1ec3m \u0111\u00f3, kh\u00f4ng c\u00f3 si\u00eau m\u00e1y t\u00ednh n\u00e0o \u0111\u1ee7 kh\u1ea3 n\u0103ng \u0111\u1ec3 th\u1ef1c hi\u1ec7n nhi\u1ec7m v\u1ee5 n\u00e0y. V\u00ec v\u1eady, Google \u0111\u00e3 k\u1ebft n\u1ed1i m\u1ed9t s\u1ed1 l\u01b0\u1ee3ng ng\u00e0y c\u00e0ng l\u1edbn c\u00e1c c\u00e1c si\u00eau m\u00e1y t\u00ednh l\u1ea1i v\u1edbi nhau t\u1ea1o th\u00e0nh m\u1ed9t h\u1ec7 th\u1ed1ng c\u01a1 s\u1edf h\u1ea1 t\u1ea7ng. Cu\u1ed1i c\u00f9ng, c\u01a1 s\u1edf h\u1ea1 t\u1ea7ng m\u00e1y t\u00ednh n\u00e0y tr\u1edf n\u00ean r\u1ea5t l\u1edbn \u0111\u1ebfn m\u1ee9c c\u00e1c s\u1ef1 c\u1ed1 ph\u1ea7n c\u1ee9ng tr\u1edf n\u00ean kh\u00f4ng th\u1ec3 tr\u00e1nh kh\u1ecfi, v\u00e0 m\u1ed7i l\u1eadp tr\u00ecnh vi\u00ean ph\u1ea3i t\u00ecm c\u00e1ch x\u1eed l\u00fd ch\u00fang m\u1ed9t c\u00e1ch c\u00e1 nh\u00e2n v\u00f4 c\u00f9ng r\u1eafc r\u1ed1i v\u00e0 ph\u1ee9c t\u1ea1p. \u0110\u1ec3 gi\u1ea3i quy\u1ebft nh\u1eefng th\u00e1ch th\u1ee9c n\u00e0y, m\u1ed9t c\u00f4ng ngh\u1ec7 m\u1edbi gi\u00fap x\u1eed l\u00fd song song v\u00e0 t\u1ea1o ra t\u1eadp d\u1eef li\u1ec7u l\u1edbn tr\u00ean c\u00e1c c\u1ee5m ph\u1ea7n c\u1ee9ng ti\u00eau chu\u1ea9n \u0111\u00e3 ra \u0111\u1eddi. Nh\u01b0 The New Yorker \u0111\u00e3 n\u00f3i, \u0111\u00e2y l\u00e0 &#8220;m\u1ed9t c\u00f4ng c\u1ee5 m\u00e0 b\u1ea5t k\u1ef3 l\u1eadp tr\u00ecnh vi\u00ean n\u00e0o t\u1ea1i Google c\u0169ng c\u00f3 th\u1ec3 s\u1eed d\u1ee5ng \u0111\u1ec3 \u0111i\u1ec1u khi\u1ec3n c\u00e1c m\u00e1y t\u00ednh trong trung t\u00e2m d\u1eef li\u1ec7u c\u1ee7a m\u00ecnh nh\u01b0 ch\u00fang l\u00e0 m\u1ed9t m\u00e1y t\u00ednh si\u00eau l\u1edbn, bao tr\u00f9m t\u1ea5t c\u1ea3&#8221; M\u1ed9t t\u00ednh to\u00e1n c\u00f3 th\u1ec3 x\u1eed l\u00fd terabytes d\u1eef li\u1ec7u tr\u00ean h\u00e0ng ngh\u00ecn m\u00e1y t\u00ednh, v\u00e0 c\u00e1c l\u1eadp tr\u00ecnh vi\u00ean tr\u00ean to\u00e0n c\u00f4ng ty c\u00f3 th\u1ec3 s\u1eed d\u1ee5ng ph\u1ea7n m\u1ec1m n\u00e0y \u0111\u1ec3 thu \u0111\u01b0\u1ee3c th\u00f4ng tin t\u1eeb b\u1ed9 nh\u1edb cache l\u1edbn c\u1ee7a Google.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u0110\u00e2y ch\u00ednh l\u00e0 s\u1ef1 m\u1edf \u0111\u1ea7u cho nh\u1eefng g\u00ec gi\u1edd \u0111\u00e2y ch\u00fang ta v\u1eabn \u0111ang g\u1ecdi l\u00e0 th\u1ebf h\u1ec7 \u0111\u1ea7u ti\u00ean c\u1ee7a h\u1ec7 sinh th\u00e1i d\u1eef li\u1ec7u m\u1edf, \u0111\u00e3 \u0111\u00f3ng m\u1ed9t vai tr\u00f2 quan tr\u1ecdng trong vi\u1ec7c mang m\u00e3 ngu\u1ed3n m\u1edf t\u1eeb h\u1ecdc thu\u1eadt ra th\u1ecb tr\u01b0\u1eddng th\u1ef1c t\u1ebf. Khung c\u00f4ng c\u1ee5 m\u00e3 ngu\u1ed3n m\u1edf cho ph\u00e9p b\u1ea5t k\u1ef3 ai x\u1eed l\u00fd c\u00e1c b\u1ed9 d\u1eef li\u1ec7u l\u1edbn \u0111\u01b0\u1ee3c ph\u00e2n t\u00e1n tr\u00ean c\u00e1c c\u1ee5m m\u00e1y t\u00ednh, khi\u1ebfn n\u00f3 tr\u1edf th\u00e0nh m\u1ed9t l\u1ef1a ch\u1ecdn v\u00f4 c\u00f9ng h\u1ea5p d\u1eabn \u0111\u1ed1i v\u1edbi c\u00e1c doanh nghi\u1ec7p, gi\u00fap h\u1ecd thu th\u1eadp d\u1eef li\u1ec7u nhi\u1ec1u h\u01a1n theo t\u1eebng ng\u00e0y.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">B\u00e2y gi\u1edd, nh\u1eb1m thu th\u1eadp v\u00e0 ph\u00e2n t\u00edch m\u1ed9t l\u01b0\u1ee3ng l\u1edbn d\u1eef li\u1ec7u th\u00f4, c\u00e1c c\u00f4ng ty \u0111\u00e3 chuy\u1ec3n sang h\u1ec7 th\u1ed1ng l\u01b0u tr\u1eef r\u1ebb h\u01a1n trong data lakes, \u0111\u00f3 l\u00e0 m\u1ed9t h\u1ed3 ch\u1ee9a l\u1edbn c\u1ee7a c\u00e1c d\u1eef li\u1ec7u c\u00f3 c\u1ea5u tr\u00fac, b\u00e1n c\u1ea5u tr\u00fac v\u00e0 kh\u00f4ng c\u00f3 c\u1ea5u tr\u00fac. C\u00e1c c\u00f4ng ty \u0111\u01b0\u1ee3c h\u1eadu thu\u1eabn b\u1edfi c\u00e1c nh\u00e0 \u0111\u1ea7u t\u01b0 l\u1edbn \u0111\u00e3 xu\u1ea5t hi\u1ec7n \u0111\u1ec3 l\u00e0m cho ph\u01b0\u01a1ng ph\u00e1p n\u00e0y tr\u1edf n\u00ean d\u1ec5 ti\u1ebfp c\u1eadn h\u01a1n \u0111\u1ed1i v\u1edbi c\u00e1c doanh nghi\u1ec7p, \u0111i\u1ec1u n\u00e0y \u0111\u00e3 d\u1eabn \u0111\u1ebfn nhi\u1ec1u c\u00f4ng ty l\u1edbn nh\u1ea5t th\u1ebf gi\u1edbi ch\u1ea5p nh\u1eadn m\u1edf ra m\u1ed9t h\u1ec7 sinh th\u00e1i d\u1eef li\u1ec7u m\u1edf, mang \u0111\u1ebfn kh\u1edfi \u0111\u1ea7u cho th\u1eddi \u0111\u1ea1i m\u1edbi c\u1ee7a Big Data.<\/span><\/p>\n<h2><span class=\"ez-toc-section\" id=\"Ho_tro_phan_tich_voi_AI_cua_Google\"><\/span><b>H\u1ed7 tr\u1ee3 ph\u00e2n t\u00edch v\u1edbi AI c\u1ee7a Google<\/b><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><span style=\"font-weight: 400;\">H\u01a1n 10 tri\u1ec7u ng\u01b0\u1eddi d\u00f9ng truy c\u1eadp v\u00e0o c\u00e1c gi\u1ea3i ph\u00e1p th\u00f4ng tin kinh doanh c\u1ee7a Google Cloud m\u1ed7i th\u00e1ng, bao g\u1ed3m Looker v\u00e0 Google Data Studio. V\u00e0 Google \u0111ang th\u1ed1ng nh\u1ea5t hai c\u00f4ng c\u1ee5 ph\u1ed5 bi\u1ebfn n\u00e0y d\u01b0\u1edbi th\u01b0\u01a1ng hi\u1ec7u Looker \u0111\u1ec3 b\u1eaft \u0111\u1ea7u t\u1ea1o ra m\u1ed9t s\u1ef1 t\u00edch h\u1ee3p s\u00e2u r\u1ed9ng gi\u1eefa Looker, Data Studio v\u00e0 c\u00e1c c\u00f4ng ngh\u1ec7 c\u1ed1t l\u00f5i c\u1ee7a Google nh\u01b0 AI v\u00e0 ML. Nh\u01b0 m\u1ed9t ph\u1ea7n c\u1ee7a qu\u00e1 tr\u00ecnh th\u1ed1ng nh\u1ea5t \u0111\u00f3, Data Studio hi\u1ec7n \u0111\u01b0\u1ee3c g\u1ecdi l\u00e0 Looker Studio v\u00e0 gi\u1ea3i ph\u00e1p n\u00e0y s\u1ebd gi\u00fap b\u1ea1n v\u01b0\u1ee3t qua c\u00e1c b\u1ea3ng \u0111i\u1ec1u khi\u1ec3n v\u00e0 \u0111\u01b0a AI v\u00e0o c\u00e1c lu\u1ed3ng c\u00f4ng vi\u1ec7c v\u00e0 \u1ee9ng d\u1ee5ng c\u1ee7a doanh nghi\u1ec7p \u0111\u1ec3 gi\u00fap \u0111\u01b0a ra quy\u1ebft \u0111\u1ecbnh d\u1ef1a tr\u00ean d\u1eef li\u1ec7u.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Google c\u0169ng cam k\u1ebft cho ph\u00e9p kh\u00e1ch h\u00e0ng c\u1ee7a m\u00ecnh l\u00e0m vi\u1ec7c v\u1edbi c\u00e1c c\u00f4ng c\u1ee5 th\u00f4ng tin kinh doanh m\u00e0 h\u1ecd l\u1ef1a ch\u1ecdn. H\u1ecd \u0111\u00e3 c\u00f4ng b\u1ed1 vi\u1ec7c t\u00edch h\u1ee3p gi\u1eefa Looker v\u00e0 Tableau v\u00e0 c\u00f4ng b\u1ed1 c\u00e1c c\u1ea3i ti\u1ebfn cho Looker v\u00e0 BigQuery v\u1edbi Microsoft Power BI &#8211; m\u1ed9t b\u01b0\u1edbc ti\u1ebfn quan tr\u1ecdng kh\u00e1c trong vi\u1ec7c cung c\u1ea5p cho kh\u00e1ch h\u00e0ng c\u00e1c s\u1ea3n ph\u1ea9m \u0111\u00e1m m\u00e2y d\u1eef li\u1ec7u m\u1edf. \u0110i\u1ec1u n\u00e0y c\u00f3 ngh\u0129a l\u00e0 kh\u00e1ch h\u00e0ng c\u1ee7a Tableau v\u00e0 Microsoft c\u00f3 th\u1ec3 d\u1ec5 d\u00e0ng ph\u00e2n t\u00edch d\u1eef li\u1ec7u \u0111\u01b0\u1ee3c tin c\u1eady t\u1eeb Looker v\u00e0 \u0111\u01a1n gi\u1ea3n k\u1ebft n\u1ed1i v\u1edbi BigQuery.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Ngo\u00e0i ra, AI v\u00e0 ML c\u0169ng tr\u1edf th\u00e0nh nh\u1eefng c\u00f4ng c\u1ee5 quan tr\u1ecdng cho vi\u1ec7c m\u00f4 h\u00ecnh h\u00f3a v\u00e0 qu\u1ea3n l\u00fd d\u1eef li\u1ec7u &#8211; \u0111\u1eb7c bi\u1ec7t l\u00e0 khi t\u1ed5 ch\u1ee9c \u0111ang t\u00ecm c\u00e1ch \u0111\u01b0a nh\u1eefng t\u00ednh n\u0103ng n\u00e0y v\u00e0o tr\u1ea3i nghi\u1ec7m ng\u01b0\u1eddi d\u00f9ng. Hi\u1ec7n nay, Vertex AI gi\u00fap b\u1ea1n c\u00f3 gi\u00e1 tr\u1ecb t\u1eeb d\u1eef li\u1ec7u nhanh ch\u00f3ng h\u01a1n b\u1eb1ng c\u00e1ch \u0111\u01a1n gi\u1ea3n h\u00f3a quy tr\u00ecnh truy c\u1eadp v\u00e0 nh\u1eadp d\u1eef li\u1ec7u, cho ph\u00e9p t\u1ed5 ch\u1ee9c qu\u1ea3n l\u00fd v\u00e0 tri\u1ec3n khai m\u00f4 h\u00ecnh ML v\u00e0o s\u1ea3n xu\u1ea5t.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\"><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-18579 size-full\" src=\"https:\/\/gcloudvn.com\/wp-content\/uploads\/2024\/04\/he-sinh-thai-mo-google-2.jpg\" alt=\"\" width=\"600\" height=\"375\" srcset=\"https:\/\/gcloudvn.com\/wp-content\/uploads\/2024\/04\/he-sinh-thai-mo-google-2.jpg 600w, https:\/\/gcloudvn.com\/wp-content\/uploads\/2024\/04\/he-sinh-thai-mo-google-2-18x12.jpg 18w\" sizes=\"auto, (max-width: 600px) 100vw, 600px\" \/>Google hi\u1ec7n c\u0169ng \u0111ang ph\u00e1t h\u00e0nh Vertex AI Vision \u0111\u1ec3 m\u1edf r\u1ed9ng c\u00e1c kh\u1ea3 n\u0103ng c\u1ee7a Vertex AI gi\u00fap gi\u1ea3m t\u1ea3i c\u00f4ng vi\u1ec7c c\u1ee7a ng\u01b0\u1eddi d\u00f9ng v\u00e0 ng\u01b0\u1eddi ph\u00e1t tri\u1ec3n. M\u00f4i tr\u01b0\u1eddng ph\u00e1t tri\u1ec3n \u1ee9ng d\u1ee5ng t\u1eeb \u0111\u1ea7u \u0111\u1ebfn cu\u1ed1i n\u00e0y s\u1ebd gi\u00fap b\u1ea1n nh\u1eadp, ph\u00e2n t\u00edch v\u00e0 l\u01b0u tr\u1eef d\u1eef li\u1ec7u h\u00ecnh \u1ea3nh, video tr\u1ef1c ti\u1ebfp trong c\u00e1c kh\u00e2u s\u1ea3n xu\u1ea5t, v\u00ed d\u1ee5, ki\u1ec3m tra tr\u1ef1c ti\u1ebfp theo th\u1eddi gian th\u1ef1c t\u1eeb c\u00e1c k\u1ec7 h\u00e0ng t\u1ea1i c\u1eeda h\u00e0ng \u0111\u1ec3 c\u1ea3i thi\u1ec7n ph\u00e2n t\u00edch t\u1ed3n kho, ho\u1eb7c theo d\u00f5i \u0111\u00e8n giao th\u00f4ng \u0111\u1ec3 qu\u1ea3n l\u00fd t\u00ecnh tr\u1ea1ng t\u1eafc ngh\u1ebdn giao th\u00f4ng. Vertex AI Vision cho ph\u00e9p b\u1ea1n d\u1ec5 d\u00e0ng x\u00e2y d\u1ef1ng v\u00e0 tri\u1ec3n khai c\u00e1c \u1ee9ng d\u1ee5ng th\u1ecb gi\u00e1c m\u00e1y t\u00ednh \u0111\u1ec3 hi\u1ec3u v\u00e0 s\u1eed d\u1ee5ng d\u1eef li\u1ec7u n\u00e0y.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Vertex AI Vision c\u00f3 th\u1ec3 gi\u1ea3m th\u1eddi gian t\u1ea1o c\u00e1c \u1ee9ng d\u1ee5ng m\u00e1y t\u00ednh t\u1eeb tu\u1ea7n th\u00e0nh gi\u1edd v\u1edbi m\u1ed9t ph\u1ea7n m\u01b0\u1eddi chi ph\u00ed so v\u1edbi c\u00e1c \u1ee9ng d\u1ee5ng hi\u1ec7n t\u1ea1i. \u0110\u1ec3 gi\u00fap b\u1ea1n \u0111\u1ea1t \u0111\u01b0\u1ee3c nh\u1eefng hi\u1ec7u qu\u1ea3 n\u00e0y, Vertex AI Vision cung c\u1ea5p m\u1ed9t giao di\u1ec7n k\u00e9o v\u00e0 th\u1ea3 d\u1ec5 s\u1eed d\u1ee5ng v\u00e0 m\u1ed9t th\u01b0 vi\u1ec7n c\u00e1c m\u00f4 h\u00ecnh ML \u0111\u00e3 \u0111\u01b0\u1ee3c hu\u1ea5n luy\u1ec7n tr\u01b0\u1edbc cho c\u00e1c nhi\u1ec7m v\u1ee5 ph\u1ed5 bi\u1ebfn nh\u01b0 \u0111\u1ebfm l\u01b0\u1ee3ng ng\u01b0\u1eddi s\u1eed d\u1ee5ng, nh\u1eadn d\u1ea1ng s\u1ea3n ph\u1ea9m v\u00e0 ph\u00e1t hi\u1ec7n \u0111\u1ed1i t\u01b0\u1ee3ng. N\u00f3 c\u0169ng cung c\u1ea5p t\u00f9y ch\u1ecdn \u0111\u1ec3 nh\u1eadp c\u00e1c m\u00f4 h\u00ecnh AutoML hi\u1ec7n c\u00f3 ho\u1eb7c m\u00f4 h\u00ecnh ML t\u00f9y ch\u1ec9nh t\u1eeb Vertex AI v\u00e0o c\u00e1c \u1ee9ng d\u1ee5ng Vertex AI Vision c\u1ee7a b\u1ea1n.\u00a0<\/span><\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-18580 size-full\" src=\"https:\/\/gcloudvn.com\/wp-content\/uploads\/2024\/04\/he-sinh-thai-mo-google-1.jpg\" alt=\"\" width=\"251\" height=\"201\" srcset=\"https:\/\/gcloudvn.com\/wp-content\/uploads\/2024\/04\/he-sinh-thai-mo-google-1.jpg 251w, https:\/\/gcloudvn.com\/wp-content\/uploads\/2024\/04\/he-sinh-thai-mo-google-1-15x12.jpg 15w\" sizes=\"auto, (max-width: 251px) 100vw, 251px\" \/><\/p>\n<h2><span class=\"ez-toc-section\" id=\"Google_ho_tro_he_sinh_thai_du_lieu_mo\"><\/span><b>Google h\u1ed7 tr\u1ee3 h\u1ec7 sinh th\u00e1i d\u1eef li\u1ec7u m\u1edf\u00a0<\/b><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><span style=\"font-weight: 400;\">\u0110\u1ec3 gi\u1eef cho n\u1ec1n t\u1ea3ng d\u1eef li\u1ec7u lu\u00f4n m\u1edf, Google cam k\u1ebft h\u1ee3p t\u00e1c v\u1edbi c\u00e1c n\u1ec1n t\u1ea3ng d\u1eef li\u1ec7u m\u1edf l\u1edbn, nh\u01b0 Collibra, Databricks, Elastic, Fivetran, MongoDB, Sisu Data, Reltio, Striim v\u00e0 nhi\u1ec1u c\u00f4ng ty kh\u00e1c \u0111\u1ec3 \u0111\u1ea3m b\u1ea3o r\u1eb1ng kh\u00e1ch h\u00e0ng chung c\u1ee7a h\u1ecd c\u00f3 th\u1ec3 s\u1eed d\u1ee5ng c\u00e1c s\u1ea3n ph\u1ea9m n\u00e0y v\u1edbi n\u1ec1n t\u1ea3ng d\u1eef li\u1ec7u c\u1ee7a Google. Google c\u0169ng \u0111ang l\u00e0m vi\u1ec7c v\u1edbi 17 th\u00e0nh vi\u00ean c\u1ee7a Li\u00ean minh \u0110\u00e1m m\u00e2y D\u1eef li\u1ec7u \u0111\u1ec3 qu\u1ea3ng b\u00e1 c\u00e1c ti\u00eau chu\u1ea9n m\u1edf t\u01b0\u01a1ng t\u00e1c trong ng\u00e0nh d\u1eef li\u1ec7u, v\u00e0 ti\u1ebfp t\u1ee5c h\u1ed7 tr\u1ee3 c\u00e1c h\u1ec7 th\u1ed1ng c\u01a1 s\u1edf d\u1eef li\u1ec7u m\u00e3 ngu\u1ed3n m\u1edf nh\u01b0 MongoDB, MySQL, PostgreSQL v\u00e0 Redis, ngo\u00e0i c\u00e1c c\u01a1 s\u1edf d\u1eef li\u1ec7u c\u1ee7a Google Cloud nh\u01b0 AlloyDB cho PostgreSQL, Cloud Bigtable, Firestore v\u00e0 Cloud Spanner.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Ngo\u00e0i ra, Google c\u0169ng \u0111\u00e3 c\u1eadp nh\u1eadt v\u00e0 t\u00edch h\u1ee3p v\u1edbi m\u1ed9t s\u1ed1 \u0111\u1ed1i t\u00e1c n\u00e0y, \u0111\u1ec3 gi\u00fap b\u1ea1n d\u1ec5 d\u00e0ng di chuy\u1ec3n d\u1eef li\u1ec7u gi\u1eefa c\u00e1c n\u1ec1n t\u1ea3ng m\u00e0 b\u1ea1n l\u1ef1a ch\u1ecdn nh\u01b0:<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Collibra s\u1ebd t\u00edch h\u1ee3p v\u1edbi Dataplex \u0111\u1ec3 gi\u00fap kh\u00e1ch h\u00e0ng d\u1ec5 d\u00e0ng h\u01a1n trong vi\u1ec7c kh\u00e1m ph\u00e1 d\u1eef li\u1ec7u trong ng\u1eef c\u1ea3nh kinh doanh, hi\u1ec3u r\u00f5 d\u00f2ng d\u1eef li\u1ec7u v\u00e0 \u00e1p d\u1ee5ng c\u00e1ch \u0111i\u1ec1u khi\u1ec3n nh\u1ea5t qu\u00e1n cho d\u1eef li\u1ec7u \u0111\u01b0\u1ee3c l\u01b0u tr\u1eef tr\u00ean c\u00e1c \u0111\u00e1m m\u00e2y v\u00e0 m\u00f4i tr\u01b0\u1eddng on-premises.\u00a0<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Elastic \u0111ang \u0111\u01b0a c\u00e1c kh\u1ea3 n\u0103ng Elasticsearch c\u1ee7a m\u00ecnh v\u00e0o \u0111\u00e1m m\u00e2y d\u1eef li\u1ec7u c\u1ee7a Google, mang l\u1ea1i cho kh\u00e1ch h\u00e0ng kh\u1ea3 n\u0103ng li\u00ean k\u1ebft c\u00e1c truy v\u1ea5n t\u00ecm ki\u1ebfm \u0111\u1ebfn c\u00e1c data lakes c\u1ee7a h\u1ecd tr\u00ean Google Cloud. \u0110i\u1ec1u n\u00e0y m\u1edf r\u1ed9ng s\u1ef1 t\u00edch h\u1ee3p c\u00f3 s\u1eb5n \u0111\u1ec3 tr\u1ef1c ti\u1ebfp nh\u1eadp d\u1eef li\u1ec7u t\u1eeb BigQuery v\u00e0o Elastic cho c\u00e1c tr\u01b0\u1eddng h\u1ee3p s\u1eed d\u1ee5ng t\u00ecm ki\u1ebfm. Google c\u0169ng m\u1edf r\u1ed9ng h\u1ed7 tr\u1ee3 Looker cho n\u1ec1n t\u1ea3ng Elastic, gi\u00fap nh\u00fang th\u00f4ng tin t\u00ecm ki\u1ebfm v\u00e0o c\u00e1c \u1ee9ng d\u1ee5ng d\u1eef li\u1ec7u.\u00a0<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">MongoDB \u0111ang ra m\u1eaft c\u00e1c m\u1eabu m\u1edbi \u0111\u1ec3 gi\u00fap t\u0103ng t\u1ed1c kh\u1ea3 n\u0103ng di chuy\u1ec3n d\u1eef li\u1ec7u gi\u1eefa Atlas v\u00e0 BigQuery c\u1ee7a kh\u00e1ch h\u00e0ng. \u0110i\u1ec1u n\u00e0y c\u0169ng m\u1edf ra c\u00e1c tr\u01b0\u1eddng h\u1ee3p s\u1eed d\u1ee5ng m\u1edbi cho kh\u00e1ch h\u00e0ng b\u1eb1ng c\u00e1ch \u00e1p d\u1ee5ng AI v\u00e0 ML c\u1ee7a Google Cloud cho MongoDB v\u1edbi Vertex AI.\u00a0<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Palantir \u0111ang m\u1eb7c \u0111\u1ecbnh BigQuery l\u00e0 m\u1ed9t \u0111\u1ed9ng c\u01a1 cho vi\u1ec7c k\u1ebft n\u1ed1i c\u00e1c m\u00f4 h\u00ecnh d\u1eef li\u1ec7u c\u01a1 b\u1ea3n v\u1edbi c\u00e1c \u0111\u1ed1i t\u01b0\u1ee3ng kinh doanh, m\u00f4 h\u00ecnh d\u1ef1 \u0111o\u00e1n v\u00e0 h\u00e0nh \u0111\u1ed9ng c\u00f3 th\u1ec3 gi\u00fap kh\u00e1ch h\u00e0ng bi\u1ebfn d\u1eef li\u1ec7u th\u00e0nh c\u00e1c ho\u1ea1t \u0111\u1ed9ng th\u00f4ng minh.\u00a0<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">ServiceNow d\u1ef1 \u0111\u1ecbnh l\u00e0m vi\u1ec7c v\u1edbi kh\u00e1ch h\u00e0ng chung v\u00e0 x\u00e2y d\u1ef1ng c\u00e1c t\u00edch h\u1ee3p c\u1ee5 th\u1ec3 cho c\u00e1c tr\u01b0\u1eddng h\u1ee3p s\u1eed d\u1ee5ng v\u1edbi BigQuery \u0111\u1ec3 gi\u00fap kh\u00e1ch h\u00e0ng t\u1ed5ng h\u1ee3p d\u1eef li\u1ec7u \u0111a d\u1ea1ng t\u1eeb b\u00ean ngo\u00e0i v\u1edbi d\u1eef li\u1ec7u \u0111ang t\u1ed3n t\u1ea1i trong ServiceNow c\u1ee7a h\u1ecd. S\u1ef1 t\u00edch h\u1ee3p n\u00e0y s\u1ebd gi\u00fap kh\u00e1ch h\u00e0ng t\u1ea1o ra c\u00e1c th\u00f4ng tin chi ti\u1ebft v\u00e0 gi\u00e1 tr\u1ecb l\u1edbn t\u1eeb d\u1eef li\u1ec7u \u0111ang t\u1ed3n t\u1ea1i trong ServiceNow, nh\u01b0 d\u1eef li\u1ec7u qu\u1ea3n l\u00fd d\u1ecbch v\u1ee5 IT, h\u1ed3 s\u01a1 d\u1ecbch v\u1ee5 kh\u00e1ch h\u00e0ng ho\u1eb7c d\u1eef li\u1ec7u qu\u1ea3n l\u00fd \u0111\u01a1n \u0111\u1eb7t h\u00e0ng v\u00e0 di chuy\u1ec3n d\u1eef li\u1ec7u v\u00e0o BigQuery n\u01a1i kh\u00e1ch h\u00e0ng c\u00f3 th\u1ec3 s\u1eed d\u1ee5ng c\u00e1c kh\u1ea3 n\u0103ng ph\u00e2n t\u00edch c\u1ee7a Google \u0111\u1ec3 x\u1eed l\u00fd v\u00e0 ph\u00e2n t\u00edch d\u1eef li\u1ec7u t\u1eeb c\u00e1c ngu\u1ed3n kh\u00e1c nhau n\u00e0y.\u00a0<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Sisu Data s\u1ebd h\u1ee3p t\u00e1c v\u1edbi c\u00e1c gi\u1ea3i ph\u00e1p th\u00f4ng tin kinh doanh c\u1ee7a Google Cloud \u0111\u1ec3 gi\u00fap t\u1ef1 \u0111\u1ed9ng t\u00ecm ra nguy\u00ean nh\u00e2n nhanh h\u01a1n 80% so v\u1edbi c\u00e1c ph\u01b0\u01a1ng ph\u00e1p truy\u1ec1n th\u1ed1ng \u0111\u1ec3 cung c\u1ea5p ph\u00e2n t\u00edch t\u0103ng c\u01b0\u1eddng cho nhi\u1ec1u kh\u00e1ch h\u00e0ng h\u01a1n.\u00a0<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">S\u1ef1 t\u00edch h\u1ee3p c\u1ee7a Reltio v\u1edbi BigQuery c\u00f3 th\u1ec3 c\u1ea3i thi\u1ec7n tr\u1ea3i nghi\u1ec7m c\u1ee7a kh\u00e1ch h\u00e0ng b\u1eb1ng c\u00e1ch t\u1ed5ng h\u1ee3p, l\u00e0m s\u1ea1ch v\u00e0 l\u00e0m phong ph\u00fa d\u1eef li\u1ec7u theo th\u1eddi gian th\u1ef1c v\u1edbi c\u00e1c kh\u1ea3 n\u0103ng qu\u1ea3n l\u00fd d\u1eef li\u1ec7u ch\u00ednh v\u00e0 sau \u0111\u00f3 cho ph\u00e9p h\u00e0nh \u0111\u1ed9ng th\u00f4ng minh v\u1edbi Vertex AI.\u00a0<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">D\u1ecbch v\u1ee5 qu\u1ea3n l\u00fd Striim cho BigQuery <\/span> <span style=\"font-weight: 400;\">c\u00f3 th\u1ec3 gi\u1ea3m th\u1eddi gian \u0111\u1ec3 \u0111\u1ea1t \u0111\u01b0\u1ee3c th\u00f4ng tin, cho ph\u00e9p kh\u00e1ch h\u00e0ng sao ch\u00e9p d\u1eef li\u1ec7u t\u1eeb nhi\u1ec1u ngu\u1ed3n v\u1eadn h\u00e0nh v\u1edbi vi\u1ec7c t\u1ea1o l\u01b0\u1ee3c \u0111\u1ed3 t\u1ef1 \u0111\u1ed9ng, t\u1ea3i \u0111\u1ea7u ti\u00ean \u0111\u01b0\u1ee3c \u0111i\u1ec1u ph\u1ed1i v\u00e0 x\u1eed l\u00fd song song t\u00edch h\u1ee3p cho \u0111\u1ed9 tr\u1ec5 trong v\u00f2ng d\u01b0\u1edbi m\u1ed9t gi\u00e2y nh\u1eb1m \u0111\u1ea1t \u0111\u01b0\u1ee3c th\u00f4ng tin nhanh h\u01a1n, gi\u00fap \u0111\u01b0a ra quy\u1ebft \u0111\u1ecbnh nhanh h\u01a1n tr\u00ean to\u00e0n t\u1ed5 ch\u1ee9c.<\/span><\/li>\n<\/ul>\n<h2><span class=\"ez-toc-section\" id=\"Ket_luan\"><\/span><b>Conclusion\u00a0<\/b><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><span style=\"font-weight: 400;\">T\u00f3m l\u1ea1i, h\u1ec7 sinh th\u00e1i d\u1eef li\u1ec7u m\u1edf kh\u00f4ng ch\u1ec9 gi\u00fap c\u00e1c t\u1ed5 ch\u1ee9c ph\u00e1 v\u1ee1 nh\u1eefng gi\u1edbi h\u1ea1n truy\u1ec1n th\u1ed1ng m\u00e0 c\u00f2n mang l\u1ea1i nh\u1eefng l\u1ee3i \u00edch \u0111\u00e1ng k\u1ec3, t\u1eeb vi\u1ec7c t\u0103ng c\u01b0\u1eddng kh\u1ea3 n\u0103ng h\u1ee3p t\u00e1c v\u00e0 ph\u00e2n t\u00edch d\u1eef li\u1ec7u \u0111\u1ebfn vi\u1ec7c t\u1ea1o ra c\u00e1c tr\u1ea3i nghi\u1ec7m kh\u00e1ch h\u00e0ng c\u00e1 nh\u00e2n h\u00f3a v\u00e0 \u0111\u01b0a ra quy\u1ebft \u0111\u1ecbnh d\u1ef1a tr\u00ean d\u1eef li\u1ec7u. V\u1edbi s\u1ef1 h\u1ed7 tr\u1ee3 c\u1ee7a c\u00e1c c\u00f4ng ngh\u1ec7 ti\u00ean ti\u1ebfn v\u00e0 c\u00e1c \u0111\u1ed1i t\u00e1c chi\u1ebfn l\u01b0\u1ee3c, h\u1ec7 sinh th\u00e1i d\u1eef li\u1ec7u m\u1edf \u0111ang \u0111\u00f3ng vai tr\u00f2 quan tr\u1ecdng trong vi\u1ec7c th\u00fac \u0111\u1ea9y s\u1ef1 ph\u00e1t tri\u1ec3n v\u00e0 \u0111\u1ed5i m\u1edbi trong n\u1ec1n kinh t\u1ebf d\u1eef li\u1ec7u. Gimasys tin r\u1eb1ng, th\u00f4ng qua s\u1ef1 h\u1ee3p t\u00e1c v\u00e0 cam k\u1ebft li\u00ean t\u1ee5c, h\u1ec7 sinh th\u00e1i d\u1eef li\u1ec7u m\u1edf s\u1ebd l\u00e0 c\u1ea7u n\u1ed1i quan tr\u1ecdng, gi\u00fap c\u00e1c doanh nghi\u1ec7p chinh ph\u1ee5c nh\u1eefng th\u00e1ch th\u1ee9c m\u1edbi v\u00e0 m\u1edf ra nh\u1eefng c\u01a1 h\u1ed9i kh\u00f4ng g\u00ec c\u00f3 th\u1ec3 ng\u1edd t\u1edbi.<\/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":"C\u00e1c c\u00f4ng ty hi\u1ec7n nay \u0111\u1ec1u thu th\u1eadp m\u1ed9t l\u01b0\u1ee3ng l\u1edbn d\u1eef li\u1ec7u \u0111\u1ec3 hi\u1ec3u r\u00f5 h\u01a1n v\u1ec1 kh\u00e1ch h\u00e0ng c\u1ee7a m\u00ecnh v\u00e0 \u0111\u01b0a ra quy\u1ebft \u0111\u1ecbnh kinh doanh t\u1ed1t h\u01a1n, th\u00f4ng minh h\u01a1n. C\u00e1c d\u1eef li\u1ec7u n\u00e0y th\u01b0\u1eddng \u0111\u01b0\u1ee3c&hellip;","protected":false},"author":2,"featured_media":18579,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"inline_featured_image":false,"footnotes":""},"categories":[1],"tags":[],"class_list":["post-18578","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\/18578","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=18578"}],"version-history":[{"count":0,"href":"https:\/\/gcloudvn.com\/en\/wp-json\/wp\/v2\/posts\/18578\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/gcloudvn.com\/en\/wp-json\/wp\/v2\/media\/18579"}],"wp:attachment":[{"href":"https:\/\/gcloudvn.com\/en\/wp-json\/wp\/v2\/media?parent=18578"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/gcloudvn.com\/en\/wp-json\/wp\/v2\/categories?post=18578"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/gcloudvn.com\/en\/wp-json\/wp\/v2\/tags?post=18578"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}