{"id":26372,"date":"2026-08-28T14:41:17","date_gmt":"2026-08-28T07:41:17","guid":{"rendered":"https:\/\/gcloudvn.com\/?p=26372"},"modified":"2026-08-28T14:41:17","modified_gmt":"2026-08-28T07:41:17","slug":"bigquery-va-looker-studio-phan-tich-du-lieu-toi-uu","status":"publish","type":"post","link":"https:\/\/gcloudvn.com\/en\/bigquery-va-looker-studio-phan-tich-du-lieu-toi-uu\/","title":{"rendered":"BigQuery v\u00e0 Looker Studio: Ph\u01b0\u01a1ng ph\u00e1p ph\u00e2n t\u00edch d\u1eef li\u1ec7u t\u1ed1i \u01b0u v\u00e0 \u0111\u01a1n gi\u1ea3n"},"content":{"rendered":"<p><span style=\"font-weight: 400;\">Khi kh\u1ed1i l\u01b0\u1ee3ng th\u00f4ng tin m\u00e0 doanh nghi\u1ec7p c\u1ea7n ph\u1ea3i ph\u00e2n t\u00edch s\u1ebd li\u00ean t\u1ee5c t\u0103ng m\u00e0 kh\u00f4ng c\u00f3 gi\u1ea3m, vi\u1ec7c chuy\u1ec3n h\u00f3a d\u1eef li\u1ec7u t\u0129nh th\u00e0nh c\u00e1c b\u1ea3ng bi\u1ec3u kh\u00e1ch quan \u0111\u00e3 tr\u1edf th\u00e0nh b\u00e0i to\u00e1n s\u1ed1ng c\u00f2n c\u1ee7a m\u1ed7i t\u1ed5 ch\u1ee9c. Tuy nhi\u00ean, th\u1ef1c t\u1ebf t\u1ea1i nhi\u1ec1u doanh nghi\u1ec7p cho th\u1ea5y d\u1eef li\u1ec7u th\u01b0\u1eddng b\u1ecb ph\u00e2n m\u1ea3nh \u1edf nhi\u1ec1u h\u1ec7 th\u1ed1ng, dung l\u01b0\u1ee3ng qu\u00e1 l\u1edbn g\u00e2y ngh\u1ebdn t\u1ed1c \u0111\u1ed9 truy v\u1ea5n, ho\u1eb7c b\u1ed9 ph\u1eadn v\u1eadn h\u00e0nh kh\u00f4ng th\u1ec3 t\u1ef1 ph\u00e2n t\u00edch n\u1ebfu thi\u1ebfu s\u1ef1 can thi\u1ec7p c\u1ee7a \u0111\u1ed9i ng\u0169 k\u1ef9 thu\u1eadt.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u0110\u1ec3 gi\u1ea3i quy\u1ebft v\u1ea5n \u0111\u1ec1 \u0111\u00f3 Google \u0111\u00e3 cho ra s\u1ef1 k\u1ebft h\u1ee3p gi\u1eefa BigQuery v\u00e0 Looker Studio qua \u0111\u00f3 t\u1ea1o n\u00ean m\u1ed9t b\u1ed9 \u0111\u00f4i gi\u1ea3i ph\u00e1p ph\u00e2n t\u00edch d\u1eef li\u1ec7u to\u00e0n di\u1ec7n. H\u00e3y c\u00f9ng Gimasys ph\u00e2n t\u00edch chi ti\u1ebft c\u01a1 ch\u1ebf v\u1eadn h\u00e0nh, l\u1ee3i \u00edch c\u1ed1t l\u00f5i, h\u01b0\u1edbng d\u1eabn c\u00e1ch k\u1ebft n\u1ed1i BigQuery v\u1edbi Looker Studio v\u00e0 l\u1ed9 tr\u00ecnh tri\u1ec3n khai hi\u1ec7u qu\u1ea3 cho doanh nghi\u1ec7p .<\/span><\/p>\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_83 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\/bigquery-va-looker-studio-phan-tich-du-lieu-toi-uu\/#Tong_quan_ve_Google_BigQuery_trong_ha_tang_du_lieu_hien_dai\" >T\u1ed5ng quan v\u1ec1 Google BigQuery trong h\u1ea1 t\u1ea7ng d\u1eef li\u1ec7u hi\u1ec7n \u0111\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\/bigquery-va-looker-studio-phan-tich-du-lieu-toi-uu\/#Tong_quan_ve_Looker_Studio_va_nen_tang_phan_tich_du_lieu_doanh_nghiep\" >T\u1ed5ng quan v\u1ec1 Looker Studio v\u00e0 n\u1ec1n t\u1ea3ng ph\u00e2n t\u00edch d\u1eef li\u1ec7u doanh nghi\u1ec7p<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/gcloudvn.com\/en\/bigquery-va-looker-studio-phan-tich-du-lieu-toi-uu\/#Tai_sao_doanh_nghiep_nen_ket_hop_BigQuery_va_Looker_Studio\" >T\u1ea1i sao doanh nghi\u1ec7p n\u00ean k\u1ebft h\u1ee3p BigQuery v\u00e0 Looker Studio?<\/a><ul class='ez-toc-list-level-4' ><li class='ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/gcloudvn.com\/en\/bigquery-va-looker-studio-phan-tich-du-lieu-toi-uu\/#1_Thong_nhat_chi_so_do_luong_tren_toan_he_thong\" >1. Th\u1ed1ng nh\u1ea5t ch\u1ec9 s\u1ed1 \u0111o l\u01b0\u1eddng tr\u00ean to\u00e0n h\u1ec7 th\u1ed1ng<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/gcloudvn.com\/en\/bigquery-va-looker-studio-phan-tich-du-lieu-toi-uu\/#2_Toc_do_phan_hoi_tuc_thi\" >2. T\u1ed1c \u0111\u1ed9 ph\u1ea3n h\u1ed3i t\u1ee9c th\u00ec\u00a0<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/gcloudvn.com\/en\/bigquery-va-looker-studio-phan-tich-du-lieu-toi-uu\/#3_Toi_uu_hoa_chi_phi_van_hanh_ha_tang_dam_may\" >3. T\u1ed1i \u01b0u h\u00f3a chi ph\u00ed v\u1eadn h\u00e0nh h\u1ea1 t\u1ea7ng \u0111\u00e1m m\u00e2y<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/gcloudvn.com\/en\/bigquery-va-looker-studio-phan-tich-du-lieu-toi-uu\/#4_De_dang_chia_se_va_phan_tich\" >4. D\u1ec5 d\u00e0ng chia s\u1ebb v\u00e0 ph\u00e2n t\u00edch<\/a><\/li><\/ul><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/gcloudvn.com\/en\/bigquery-va-looker-studio-phan-tich-du-lieu-toi-uu\/#Tinh_ung_dung_cua_BigQuery_va_Looker_Studio_trong_doanh_nghiep\" >T\u00ednh \u1ee9ng d\u1ee5ng c\u1ee7a BigQuery v\u00e0 Looker Studio trong doanh nghi\u1ec7p<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-9\" href=\"https:\/\/gcloudvn.com\/en\/bigquery-va-looker-studio-phan-tich-du-lieu-toi-uu\/#Ung_dung_tri_tue_nhan_tao_vao_du_bao_kinh_doanh\" >\u1ee8ng d\u1ee5ng tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o v\u00e0o d\u1ef1 b\u00e1o kinh doanh<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-10\" href=\"https:\/\/gcloudvn.com\/en\/bigquery-va-looker-studio-phan-tich-du-lieu-toi-uu\/#Tu_dong_thiet_lap_rao_chan_kiem_soat_chi_phi\" >T\u1ef1 \u0111\u1ed9ng thi\u1ebft l\u1eadp r\u00e0o ch\u1eafn ki\u1ec3m so\u00e1t chi ph\u00ed<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-11\" href=\"https:\/\/gcloudvn.com\/en\/bigquery-va-looker-studio-phan-tich-du-lieu-toi-uu\/#Tim_kiem_ngu_canh_thong_minh\" >T\u00ecm ki\u1ebfm ng\u1eef c\u1ea3nh th\u00f4ng minh<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-12\" href=\"https:\/\/gcloudvn.com\/en\/bigquery-va-looker-studio-phan-tich-du-lieu-toi-uu\/#Huong_dan_chi_tiet_cach_ket_noi_BigQuery_voi_Looker_Studio\" >H\u01b0\u1edbng d\u1eabn chi ti\u1ebft c\u00e1ch k\u1ebft n\u1ed1i BigQuery v\u1edbi Looker Studio<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-13\" href=\"https:\/\/gcloudvn.com\/en\/bigquery-va-looker-studio-phan-tich-du-lieu-toi-uu\/#Buoc_1_Chuan_bi_du_lieu\" >B\u01b0\u1edbc 1: Chu\u1ea9n b\u1ecb 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-14\" href=\"https:\/\/gcloudvn.com\/en\/bigquery-va-looker-studio-phan-tich-du-lieu-toi-uu\/#Buoc_2_Khoi_tao_nguon_du_lieu_moi_tren_Looker_Studio\" >B\u01b0\u1edbc 2: Kh\u1edfi t\u1ea1o ngu\u1ed3n d\u1eef li\u1ec7u m\u1edbi tr\u00ean Looker Studio<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-15\" href=\"https:\/\/gcloudvn.com\/en\/bigquery-va-looker-studio-phan-tich-du-lieu-toi-uu\/#Buoc_3_Lua_chon_va_cau_hinh_trinh_ket_noi_BigQuery\" >B\u01b0\u1edbc 3: L\u1ef1a ch\u1ecdn v\u00e0 c\u1ea5u h\u00ecnh tr\u00ecnh k\u1ebft n\u1ed1i BigQuery<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-16\" href=\"https:\/\/gcloudvn.com\/en\/bigquery-va-looker-studio-phan-tich-du-lieu-toi-uu\/#Buoc_4_Kiem_tra_va_chuan_hoa_danh_muc_truong_thong_tin\" >B\u01b0\u1edbc 4: Ki\u1ec3m tra v\u00e0 chu\u1ea9n h\u00f3a danh m\u1ee5c tr\u01b0\u1eddng th\u00f4ng tin<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-17\" href=\"https:\/\/gcloudvn.com\/en\/bigquery-va-looker-studio-phan-tich-du-lieu-toi-uu\/#Buoc_5_Them_vao_bao_cao_va_bat_dau_thiet_ke\" >B\u01b0\u1edbc 5: Th\u00eam v\u00e0o b\u00e1o c\u00e1o v\u00e0 b\u1eaft \u0111\u1ea7u thi\u1ebft k\u1ebf<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-18\" href=\"https:\/\/gcloudvn.com\/en\/bigquery-va-looker-studio-phan-tich-du-lieu-toi-uu\/#Dong_hanh_cung_Gimasys_trong_lo_trinh_toi_uu_hoa_du_lieu_doanh_nghiep\" >\u0110\u1ed3ng h\u00e0nh c\u00f9ng Gimasys trong l\u1ed9 tr\u00ecnh t\u1ed1i \u01b0u h\u00f3a d\u1eef li\u1ec7u doanh nghi\u1ec7p<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-19\" href=\"https:\/\/gcloudvn.com\/en\/bigquery-va-looker-studio-phan-tich-du-lieu-toi-uu\/#Ket_luan\" >Conclusion<\/a><\/li><\/ul><\/nav><\/div>\n<h2><span class=\"ez-toc-section\" id=\"Tong_quan_ve_Google_BigQuery_trong_ha_tang_du_lieu_hien_dai\"><\/span><b>T\u1ed5ng quan v\u1ec1 Google BigQuery trong h\u1ea1 t\u1ea7ng d\u1eef li\u1ec7u hi\u1ec7n \u0111\u1ea1i<\/b><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><span style=\"font-weight: 400;\"><a href=\"https:\/\/gcloudvn.com\/en\/google-cloud-platform\/\">Google<\/a> BigQuery l\u00e0 kho d\u1eef li\u1ec7u \u0111\u00e1m m\u00e2y kh\u00f4ng m\u00e1y ch\u1ee7, s\u1edf h\u1eefu t\u1ed1c \u0111\u1ed9 x\u1eed l\u00fd v\u01b0\u1ee3t tr\u1ed9i v\u00e0 kh\u1ea3 n\u0103ng m\u1edf r\u1ed9ng quy m\u00f4 linh ho\u1ea1t do Google cung c\u1ea5p. N\u1ec1n t\u1ea3ng n\u00e0y \u0111\u01b0\u1ee3c thi\u1ebft k\u1ebf \u0111\u1ec3 x\u1eed l\u00fd c\u00e1c t\u1eadp d\u1eef li\u1ec7u kh\u1ed5ng l\u1ed3 \u1edf quy m\u00f4 terabyte \u0111\u1ebfn petabyte, cho ph\u00e9p ng\u01b0\u1eddi d\u00f9ng th\u1ef1c hi\u1ec7n c\u00e1c c\u00e2u l\u1ec7nh truy v\u1ea5n ph\u1ee9c t\u1ea1p m\u00e0 kh\u00f4ng c\u1ea7n b\u1eadn t\u00e2m v\u1ec1 vi\u1ec7c qu\u1ea3n l\u00fd hay b\u1ea3o tr\u00ec m\u00e1y ch\u1ee7 ph\u1ea7n c\u1ee9ng .<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Kh\u1ea3 n\u0103ng c\u1ed1t l\u00f5i c\u1ee7a BigQuery n\u1eb1m \u1edf vi\u1ec7c t\u1ed1i \u01b0u h\u00f3a \u0111\u1ec3 x\u1eed l\u00fd song song kh\u1ed1i l\u01b0\u1ee3ng l\u1edbn, gi\u00fap ph\u00e2n t\u00edch h\u00e0ng t\u1ef7 d\u00f2ng d\u1eef li\u1ec7u ch\u1ec9 trong v\u00e0i gi\u00e2y . B\u00ean c\u1ea1nh \u0111\u00f3, t\u00ednh n\u0103ng h\u1ecdc m\u00e1y t\u00edch h\u1ee3p s\u1eb5n (BigQuery ML) cho ph\u00e9p c\u00e1c nh\u00e0 ph\u00e2n t\u00edch x\u00e2y d\u1ef1ng, hu\u1ea5n luy\u1ec7n v\u00e0 tri\u1ec3n khai c\u00e1c m\u00f4 h\u00ecnh th\u1eed nghi\u1ec7m tr\u1ef1c ti\u1ebfp ngay tr\u00ean m\u00f4i tr\u01b0\u1eddng l\u01b0u tr\u1eef d\u1eef li\u1ec7u m\u00e0 kh\u00f4ng c\u1ea7n di chuy\u1ec3n d\u1eef li\u1ec7u sang c\u00e1c c\u00f4ng c\u1ee5 b\u00ean th\u1ee9 ba .<\/span><\/p>\n<h2><span class=\"ez-toc-section\" id=\"Tong_quan_ve_Looker_Studio_va_nen_tang_phan_tich_du_lieu_doanh_nghiep\"><\/span><b>T\u1ed5ng quan v\u1ec1 Looker Studio v\u00e0 n\u1ec1n t\u1ea3ng ph\u00e2n t\u00edch d\u1eef li\u1ec7u doanh nghi\u1ec7p<\/b><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><span style=\"font-weight: 400;\">Looker Studio l\u00e0 c\u00f4ng c\u1ee5 tr\u1ef1c quan h\u00f3a d\u1eef li\u1ec7u v\u00e0 x\u00e2y d\u1ef1ng b\u00e1o c\u00e1o th\u00f4ng minh d\u1ef1a tr\u00ean n\u1ec1n t\u1ea3ng \u0111\u00e1m m\u00e2y. C\u00f4ng c\u1ee5 n\u00e0y bi\u1ebfn c\u00e1c con s\u1ed1 kh\u00f4 khan th\u00e0nh c\u00e1c b\u1ea3ng \u0111i\u1ec1u khi\u1ec3n tr\u1ef1c quan, bi\u1ec3u \u0111\u1ed3 t\u01b0\u01a1ng t\u00e1c sinh \u0111\u1ed9ng v\u00e0 cho ph\u00e9p chia s\u1ebb d\u1ec5 d\u00e0ng ch\u1ec9 v\u1edbi v\u00e0i thao t\u00e1c \u0111\u01a1n gi\u1ea3n .<\/span><\/p>\n<h3><span class=\"ez-toc-section\" id=\"Tai_sao_doanh_nghiep_nen_ket_hop_BigQuery_va_Looker_Studio\"><\/span><strong>T\u1ea1i sao doanh nghi\u1ec7p n\u00ean k\u1ebft h\u1ee3p BigQuery v\u00e0 Looker Studio?<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><span style=\"font-weight: 400;\">S\u1ef1 t\u00edch h\u1ee3p gi\u1eefa BigQuery v\u00e0 Looker Studio mang l\u1ea1i m\u1ed9t quy tr\u00ecnh x\u1eed l\u00fd d\u1eef li\u1ec7u kh\u00e9p k\u00edn, gi\u1ea3i quy\u1ebft tri\u1ec7t \u0111\u1ec3 r\u00e0o c\u1ea3n gi\u1eefa h\u1ea1 t\u1ea7ng l\u01b0u tr\u1eef k\u1ef9 thu\u1eadt v\u00e0 giao di\u1ec7n ph\u00e2n t\u00edch kinh doanh .<\/span><\/p>\n<h4><span class=\"ez-toc-section\" id=\"1_Thong_nhat_chi_so_do_luong_tren_toan_he_thong\"><\/span><b>1. Th\u1ed1ng nh\u1ea5t ch\u1ec9 s\u1ed1 \u0111o l\u01b0\u1eddng tr\u00ean to\u00e0n h\u1ec7 th\u1ed1ng<\/b><span class=\"ez-toc-section-end\"><\/span><\/h4>\n<p><span style=\"font-weight: 400;\">T\u00ecnh tr\u1ea1ng m\u1ed7i ph\u00f2ng ban t\u1ef1 t\u00ednh to\u00e1n m\u1ed9t s\u1ed1 li\u1ec7u ri\u00eang l\u1ebb l\u00e0 nguy\u00ean nh\u00e2n ch\u00ednh d\u1eabn \u0111\u1ebfn c\u00e1c quy\u1ebft \u0111\u1ecbnh sai l\u1ec7ch. Khi k\u1ebft n\u1ed1i BigQuery v\u00e0 Looker Studio, m\u1ecdi c\u00f4ng th\u1ee9c t\u00ednh to\u00e1n ch\u1ec9 s\u1ed1 \u0111o l\u01b0\u1eddng hi\u1ec7u su\u1ea5t (KPI) \u0111\u1ec1u \u0111\u01b0\u1ee3c chu\u1ea9n h\u00f3a c\u00f9ng nhau. T\u1ea5t c\u1ea3 c\u00e1c b\u00e1o c\u00e1o tr\u00edch xu\u1ea5t ra \u0111\u1ec1u s\u1eed d\u1ee5ng chung m\u1ed9t ngu\u1ed3n d\u1eef li\u1ec7u \u0111\u00e1ng tin c\u1eady .<\/span><\/p>\n<h4><span class=\"ez-toc-section\" id=\"2_Toc_do_phan_hoi_tuc_thi\"><\/span><b>2. T\u1ed1c \u0111\u1ed9 ph\u1ea3n h\u1ed3i t\u1ee9c th\u00ec\u00a0<\/b><span class=\"ez-toc-section-end\"><\/span><\/h4>\n<p><span style=\"font-weight: 400;\">Khi l\u00e0m vi\u1ec7c v\u1edbi h\u00e0ng tri\u1ec7u d\u00f2ng d\u1eef li\u1ec7u tr\u00ean c\u00e1c b\u1ea3ng t\u00ednh truy\u1ec1n th\u1ed1ng, h\u1ec7 th\u1ed1ng th\u01b0\u1eddng xuy\u00ean r\u01a1i v\u00e0o tr\u1ea1ng th\u00e1i qu\u00e1 t\u1ea3i ho\u1eb7c treo m\u00e1y. V\u1edbi s\u1ef1 k\u1ebft h\u1ee3p n\u00e0y, to\u00e0n b\u1ed9 qu\u00e1 tr\u00ecnh t\u00ednh to\u00e1n n\u1eb7ng nh\u1ecdc \u0111\u1ec1u \u0111\u01b0\u1ee3c th\u1ef1c hi\u1ec7n b\u1edfi BigQuery . Looker Studio ch\u1ec9 \u0111\u00f3ng vai tr\u00f2 hi\u1ec3n th\u1ecb k\u1ebft qu\u1ea3, gi\u00fap c\u00e1c thao t\u00e1c l\u1ecdc, \u0111\u00e0o s\u00e2u d\u1eef li\u1ec7u tr\u00ean b\u00e1o c\u00e1o di\u1ec5n ra m\u01b0\u1ee3t m\u00e0 v\u00e0 t\u1ee9c th\u00ec .<\/span><\/p>\n<h4><span class=\"ez-toc-section\" id=\"3_Toi_uu_hoa_chi_phi_van_hanh_ha_tang_dam_may\"><\/span><b>3. T\u1ed1i \u01b0u h\u00f3a chi ph\u00ed v\u1eadn h\u00e0nh h\u1ea1 t\u1ea7ng \u0111\u00e1m m\u00e2y<\/b><span class=\"ez-toc-section-end\"><\/span><\/h4>\n<p><span style=\"font-weight: 400;\">C\u1ea3 hai n\u1ec1n t\u1ea3ng \u0111\u1ec1u v\u1eadn h\u00e0nh tr\u00ean \u0111i\u1ec7n to\u00e1n \u0111\u00e1m m\u00e2y, gi\u00fap doanh nghi\u1ec7p ho\u00e0n to\u00e0n lo\u1ea1i b\u1ecf chi ph\u00ed \u0111\u1ea7u t\u01b0 thi\u1ebft b\u1ecb ph\u1ea7n c\u1ee9ng ban \u0111\u1ea7u . Linh ho\u1ea1t theo m\u00f4 h\u00ecnh d\u00f9ng \u0111\u1ebfn \u0111\u00e2u tr\u1ea3 ti\u1ec1n \u0111\u1ebfn \u0111\u00f3, doanh nghi\u1ec7p ch\u1ec9 tr\u1ea3 chi ph\u00ed d\u1ef1a tr\u00ean dung l\u01b0\u1ee3ng d\u1eef li\u1ec7u l\u01b0u tr\u1eef v\u00e0 l\u01b0u l\u01b0\u1ee3ng truy v\u1ea5n th\u1ef1c t\u1ebf, t\u1eeb \u0111\u00f3 ki\u1ec3m so\u00e1t t\u1ed1i \u01b0u ng\u00e2n s\u00e1ch c\u00f4ng ngh\u1ec7 th\u00f4ng tin .<\/span><\/p>\n<h4><span class=\"ez-toc-section\" id=\"4_De_dang_chia_se_va_phan_tich\"><\/span><b>4. D\u1ec5 d\u00e0ng chia s\u1ebb v\u00e0 ph\u00e2n t\u00edch<\/b><span class=\"ez-toc-section-end\"><\/span><\/h4>\n<p><span style=\"font-weight: 400;\">Kh\u00f4ng ph\u1ea3i nh\u00e2n vi\u00ean n\u00e0o c\u0169ng c\u00f3 kh\u1ea3 n\u0103ng vi\u1ebft c\u00e2u l\u1ec7nh SQL ph\u1ee9c t\u1ea1p. Vi\u1ec7c k\u1ebft n\u1ed1i BigQuery v\u1edbi Looker Studio gi\u00fap \u0111\u01a1n gi\u1ea3n h\u00f3a vi\u1ec7c ti\u1ebfp c\u1eadn th\u00f4ng tin. Nh\u00e2n s\u1ef1 \u1edf c\u00e1c ph\u00f2ng ban c\u00f3 th\u1ec3 t\u1ef1 do thao t\u00e1c k\u00e9o th\u1ea3, t\u1ea1o b\u00e1o c\u00e1o t\u00f9y ch\u1ec9nh v\u00e0 khai th\u00e1c d\u1eef li\u1ec7u ph\u1ee5c v\u1ee5 c\u00f4ng vi\u1ec7c h\u00e0ng ng\u00e0y m\u00e0 kh\u00f4ng c\u1ea7n ph\u1ee5 thu\u1ed9c v\u00e0o \u0111\u1ed9i ng\u0169 k\u1ef9 thu\u1eadt .<\/span><\/p>\n<h2><span class=\"ez-toc-section\" id=\"Tinh_ung_dung_cua_BigQuery_va_Looker_Studio_trong_doanh_nghiep\"><\/span><b>T\u00ednh \u1ee9ng d\u1ee5ng c\u1ee7a BigQuery v\u00e0 Looker Studio trong doanh nghi\u1ec7p<\/b><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><span style=\"font-weight: 400;\">Vi\u1ec7c tri\u1ec3n khai BigQuery v\u00e0 Looker Studio gi\u00fap doanh nghi\u1ec7p th\u00e1o g\u1ee1 nhi\u1ec1u r\u00e0o c\u1ea3n l\u1edbn trong qu\u00e1 tr\u00ecnh v\u1eadn h\u00e0nh<\/span><\/p>\n<h3><span class=\"ez-toc-section\" id=\"Ung_dung_tri_tue_nhan_tao_vao_du_bao_kinh_doanh\"><\/span><b>\u1ee8ng d\u1ee5ng tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o v\u00e0o d\u1ef1 b\u00e1o kinh doanh<\/b><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><span style=\"font-weight: 400;\">Nh\u1edd s\u1ef1 t\u00edch h\u1ee3p gi\u1eefa BigQuery ML v\u00e0 n\u1ec1n t\u1ea3ng tr\u1ee3 l\u00fd tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o<a href=\"https:\/\/gcloudvn.com\/en\/google-gemini-enterprise\/\"> Gemini Enterprise<\/a> Agent Platform, doanh nghi\u1ec7p c\u00f3 th\u1ec3 th\u1ef1c hi\u1ec7n c\u00e1c b\u00e0i to\u00e1n ph\u00e2n t\u00edch n\u00e2ng cao nh\u01b0: ph\u00e2n nh\u00f3m kh\u00e1ch h\u00e0ng t\u1ef1 \u0111\u1ed9ng, d\u1ef1 b\u00e1o nhu c\u1ea7u th\u1ecb tr\u01b0\u1eddng hay t\u00ednh to\u00e1n gi\u00e1 tr\u1ecb v\u00f2ng \u0111\u1eddi kh\u00e1ch h\u00e0ng . K\u1ebft qu\u1ea3 t\u1eeb c\u00e1c m\u00f4 h\u00ecnh \u0111\u01b0\u1ee3c hi\u1ec3n th\u1ecb tr\u1ef1c ti\u1ebfp tr\u00ean b\u00e1o c\u00e1o Looker Studio m\u00e0 kh\u00f4ng c\u1ea7n x\u00e2y d\u1ef1ng th\u00eam c\u00e1c \u0111\u01b0\u1eddng \u1ed1ng d\u1eabn d\u1eef li\u1ec7u ph\u1ee9c t\u1ea1p.<\/span><\/p>\n<h3><span class=\"ez-toc-section\" id=\"Tu_dong_thiet_lap_rao_chan_kiem_soat_chi_phi\"><\/span><b>T\u1ef1 \u0111\u1ed9ng thi\u1ebft l\u1eadp r\u00e0o ch\u1eafn ki\u1ec3m so\u00e1t chi ph\u00ed<\/b><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><span style=\"font-weight: 400;\">Nh\u1eb1m tr\u00e1nh t\u00ecnh tr\u1ea1ng ph\u00e1t sinh chi ph\u00ed \u0111\u00e1m m\u00e2y ngo\u00e0i d\u1ef1 ki\u1ebfn do c\u00e1c c\u00e2u l\u1ec7nh truy v\u1ea5n k\u00e9m t\u1ed1i \u01b0u, h\u1ec7 th\u1ed1ng cung c\u1ea5p t\u00ednh n\u0103ng gi\u00e1m s\u00e1t v\u00e0 thi\u1ebft l\u1eadp r\u00e0o ch\u1eafn b\u1ea3o v\u1ec7. \u0110\u1ed9i ng\u0169 qu\u1ea3n tr\u1ecb c\u00f3 th\u1ec3 d\u1ec5 d\u00e0ng theo d\u00f5i chi ti\u1ebft l\u1ecbch s\u1eed truy v\u1ea5n, nh\u1eadn c\u1ea3nh b\u00e1o t\u1ef1 \u0111\u1ed9ng v\u1ec1 c\u00e1c chi ph\u00ed t\u1ed1n k\u00e9m th\u1eddi gian, t\u1eeb \u0111\u00f3 ch\u1ee7 \u0111\u1ed9ng tinh ch\u1ec9nh h\u1ec7 th\u1ed1ng.<\/span><\/p>\n<h3><span class=\"ez-toc-section\" id=\"Tim_kiem_ngu_canh_thong_minh\"><\/span><b>T\u00ecm ki\u1ebfm ng\u1eef c\u1ea3nh th\u00f4ng minh<\/b><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><span style=\"font-weight: 400;\">Thay v\u00ec ph\u1ea3i nh\u1edb ch\u00ednh x\u00e1c m\u00e3 \u0111\u1ecbnh danh ho\u1eb7c t\u00ean c\u1ed9t trong c\u01a1 s\u1edf d\u1eef li\u1ec7u, t\u00ednh n\u0103ng t\u00ecm ki\u1ebfm ng\u1eef ngh\u0129a cho ph\u00e9p ng\u01b0\u1eddi d\u00f9ng \u0111\u1eb7t c\u00e2u h\u1ecfi v\u00e0 truy v\u1ea5n th\u00f4ng tin b\u1eb1ng ng\u00f4n ng\u1eef t\u1ef1 nhi\u00ean . H\u1ec7 th\u1ed1ng t\u1ef1 \u0111\u1ed9ng so kh\u1edbp d\u1eef li\u1ec7u t\u01b0\u01a1ng \u0111\u1ed3ng, gi\u00fap ph\u00e1t hi\u1ec7n c\u00e1c quy lu\u1eadt \u1ea9n s\u00e2u trong c\u00e2u h\u1ecfi c\u1ee7a kh\u00e1ch h\u00e0ng \u0111\u1ec3 t\u00ecm ra c\u00e2u tr\u1ea3 l\u1eddi m\u1ed9t c\u00e1ch nhanh ch\u00f3ng .<\/span><\/p>\n<h2><span class=\"ez-toc-section\" id=\"Huong_dan_chi_tiet_cach_ket_noi_BigQuery_voi_Looker_Studio\"><\/span><b>H\u01b0\u1edbng d\u1eabn chi ti\u1ebft c\u00e1ch k\u1ebft n\u1ed1i BigQuery v\u1edbi Looker Studio<\/b><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><span style=\"font-weight: 400;\">\u0110\u1ec3 gi\u00fap b\u1ea1n d\u1ec5 d\u00e0ng thao t\u00e1c, d\u01b0\u1edbi \u0111\u00e2y l\u00e0 quy tr\u00ecnh 5 b\u01b0\u1edbc chu\u1ea9n h\u00f3a gi\u00fap k\u1ebft n\u1ed1i tr\u1ef1c ti\u1ebfp d\u1eef li\u1ec7u t\u1eeb kho BigQuery sang b\u00e1o c\u00e1o Looker Studio :<\/span><\/p>\n<h3><span class=\"ez-toc-section\" id=\"Buoc_1_Chuan_bi_du_lieu\"><\/span><b>B\u01b0\u1edbc 1: Chu\u1ea9n b\u1ecb d\u1eef li\u1ec7u<\/b><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u0110\u0103ng nh\u1eadp v\u00e0o t\u00e0i kho\u1ea3n Google Cloud Console v\u00e0 \u0111i t\u1edbi giao di\u1ec7n qu\u1ea3n tr\u1ecb BigQuery .<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u0110\u1ea3m b\u1ea3o t\u1eadp d\u1eef li\u1ec7u (dataset) v\u00e0 b\u1ea3ng d\u1eef li\u1ec7u (table) c\u1ee7a b\u1ea1n \u0111\u00e3 \u0111\u01b0\u1ee3c ph\u00e2n quy\u1ec1n truy c\u1eadp ph\u00f9 h\u1ee3p v\u00e0 c\u1ea5u h\u00ecnh chu\u1ea9n x\u00e1c c\u00e1c ki\u1ec3u d\u1eef li\u1ec7u (ng\u00e0y th\u00e1ng, chu\u1ed7i, s\u1ed1) .<\/span><\/li>\n<\/ul>\n<h3><span class=\"ez-toc-section\" id=\"Buoc_2_Khoi_tao_nguon_du_lieu_moi_tren_Looker_Studio\"><\/span><b>B\u01b0\u1edbc 2: Kh\u1edfi t\u1ea1o ngu\u1ed3n d\u1eef li\u1ec7u m\u1edbi tr\u00ean Looker Studio<\/b><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Truy c\u1eadp v\u00e0o trang qu\u1ea3n tr\u1ecb ch\u00ednh th\u1ee9c t\u1ea1i \u0111\u1ecba ch\u1ec9 <\/span><span style=\"font-weight: 400;\">lookerstudio.google.com<\/span><span style=\"font-weight: 400;\">.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">T\u1ea1i g\u00f3c tr\u00ean b\u00ean tr\u00e1i, nh\u1ea5p v\u00e0o n\u00fat <\/span><b>Create<\/b><span style=\"font-weight: 400;\"> (Create) v\u00e0 ch\u1ecdn <\/span><b>Ngu\u1ed3n d\u1eef li\u1ec7u<\/b><span style=\"font-weight: 400;\"> (Data source).<\/span><\/li>\n<\/ul>\n<p><a href=\"https:\/\/gcloudvn.com\/en\/zero-trust-tren-google-cloud-la-gi-huong-dan-toan-dien-cho-doanh-nghiep\/attachment\/anh-3-18\/\" rel=\"attachment wp-att-26293\"><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-26293\" src=\"https:\/\/gcloudvn.com\/wp-content\/uploads\/2026\/08\/Anh-3-18.png\" alt=\"\" width=\"2533\" height=\"1300\" srcset=\"https:\/\/gcloudvn.com\/wp-content\/uploads\/2026\/08\/Anh-3-18.png 2533w, https:\/\/gcloudvn.com\/wp-content\/uploads\/2026\/08\/Anh-3-18-768x394.png 768w, https:\/\/gcloudvn.com\/wp-content\/uploads\/2026\/08\/Anh-3-18-1536x788.png 1536w, https:\/\/gcloudvn.com\/wp-content\/uploads\/2026\/08\/Anh-3-18-2048x1051.png 2048w, https:\/\/gcloudvn.com\/wp-content\/uploads\/2026\/08\/Anh-3-18-18x9.png 18w\" sizes=\"auto, (max-width: 2533px) 100vw, 2533px\" \/><\/a><\/p>\n<h3><span class=\"ez-toc-section\" id=\"Buoc_3_Lua_chon_va_cau_hinh_trinh_ket_noi_BigQuery\"><\/span><b>B\u01b0\u1edbc 3: L\u1ef1a ch\u1ecdn v\u00e0 c\u1ea5u h\u00ecnh tr\u00ecnh k\u1ebft n\u1ed1i BigQuery<\/b><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Trong danh s\u00e1ch c\u00e1c tr\u00ecnh k\u1ebft n\u1ed1i do google ph\u00e1t tri\u1ec3n, ch\u1ecdn bi\u1ec3u t\u01b0\u1ee3ng <\/span><b>BigQuery<\/b><span style=\"font-weight: 400;\">.<\/span><\/li>\n<\/ul>\n<p><a href=\"https:\/\/gcloudvn.com\/en\/zero-trust-tren-google-cloud-la-gi-huong-dan-toan-dien-cho-doanh-nghiep\/attachment\/anh-4-7\/\" rel=\"attachment wp-att-26292\"><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-26292\" src=\"https:\/\/gcloudvn.com\/wp-content\/uploads\/2026\/08\/Anh-4-7.png\" alt=\"\" width=\"2527\" height=\"1341\" srcset=\"https:\/\/gcloudvn.com\/wp-content\/uploads\/2026\/08\/Anh-4-7.png 2527w, https:\/\/gcloudvn.com\/wp-content\/uploads\/2026\/08\/Anh-4-7-768x408.png 768w, https:\/\/gcloudvn.com\/wp-content\/uploads\/2026\/08\/Anh-4-7-1536x815.png 1536w, https:\/\/gcloudvn.com\/wp-content\/uploads\/2026\/08\/Anh-4-7-2048x1087.png 2048w, https:\/\/gcloudvn.com\/wp-content\/uploads\/2026\/08\/Anh-4-7-18x10.png 18w\" sizes=\"auto, (max-width: 2527px) 100vw, 2527px\" \/><\/a><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Ti\u1ebfn h\u00e0nh x\u00e1c th\u1ef1c quy\u1ec1n truy c\u1eadp t\u00e0i kho\u1ea3n .<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">T\u1ea1i c\u1ed9t danh m\u1ee5c, l\u1ef1a ch\u1ecdn theo th\u1ee9 t\u1ef1: <\/span><b>D\u1ef1 \u00e1n c\u1ee7a t\u00f4i<\/b><span style=\"font-weight: 400;\"> (My Projects) -&gt; Ch\u1ecdn <\/span><b>D\u1ef1 \u00e1n<\/b><span style=\"font-weight: 400;\"> (Project) -&gt; Ch\u1ecdn <\/span><b>T\u1eadp d\u1eef li\u1ec7u<\/b><span style=\"font-weight: 400;\"> (Dataset) -&gt; Ch\u1ecdn <\/span><b>B\u1ea3ng d\u1eef li\u1ec7u<\/b><span style=\"font-weight: 400;\"> (Table) c\u1ea7n tr\u00edch xu\u1ea5t .<\/span><\/li>\n<\/ul>\n<p><a href=\"https:\/\/gcloudvn.com\/en\/zero-trust-tren-google-cloud-la-gi-huong-dan-toan-dien-cho-doanh-nghiep\/attachment\/anh-5-5\/\" rel=\"attachment wp-att-26291\"><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-26291\" src=\"https:\/\/gcloudvn.com\/wp-content\/uploads\/2026\/08\/Anh-5-5.png\" alt=\"\" width=\"2557\" height=\"994\" srcset=\"https:\/\/gcloudvn.com\/wp-content\/uploads\/2026\/08\/Anh-5-5.png 2557w, https:\/\/gcloudvn.com\/wp-content\/uploads\/2026\/08\/Anh-5-5-768x299.png 768w, https:\/\/gcloudvn.com\/wp-content\/uploads\/2026\/08\/Anh-5-5-1536x597.png 1536w, https:\/\/gcloudvn.com\/wp-content\/uploads\/2026\/08\/Anh-5-5-2048x796.png 2048w, https:\/\/gcloudvn.com\/wp-content\/uploads\/2026\/08\/Anh-5-5-18x7.png 18w\" sizes=\"auto, (max-width: 2557px) 100vw, 2557px\" \/><\/a><\/p>\n<h3><span class=\"ez-toc-section\" id=\"Buoc_4_Kiem_tra_va_chuan_hoa_danh_muc_truong_thong_tin\"><\/span><b>B\u01b0\u1edbc 4: Ki\u1ec3m tra v\u00e0 chu\u1ea9n h\u00f3a danh m\u1ee5c tr\u01b0\u1eddng th\u00f4ng tin<\/b><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Nh\u1ea5n n\u00fat <\/span><b>Connection<\/b><span style=\"font-weight: 400;\"> (Connect) \u1edf g\u00f3c tr\u00ean b\u00ean ph\u1ea3i.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">H\u1ec7 th\u1ed1ng s\u1ebd hi\u1ec3n th\u1ecb b\u1ea3ng danh m\u1ee5c to\u00e0n b\u1ed9 c\u00e1c chi\u1ec1u d\u1eef li\u1ec7u (dimensions) v\u00e0 ch\u1ec9 s\u1ed1 (metrics).<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Ki\u1ec3m tra k\u1ef9 ki\u1ec3u d\u1eef li\u1ec7u c\u1ee7a t\u1eebng tr\u01b0\u1eddng (v\u00ed d\u1ee5: \u0111\u1ecbnh d\u1ea1ng ti\u1ec1n t\u1ec7, ph\u1ea7n tr\u0103m, ng\u00e0y th\u00e1ng). B\u1ea1n c\u0169ng c\u00f3 th\u1ec3 th\u00eam c\u00e1c tr\u01b0\u1eddng t\u00ednh to\u00e1n t\u00f9y ch\u1ec9nh (calculated field).<\/span><\/li>\n<\/ul>\n<h3><span class=\"ez-toc-section\" id=\"Buoc_5_Them_vao_bao_cao_va_bat_dau_thiet_ke\"><\/span><b>B\u01b0\u1edbc 5: Th\u00eam v\u00e0o b\u00e1o c\u00e1o v\u00e0 b\u1eaft \u0111\u1ea7u thi\u1ebft k\u1ebf<\/b><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Nh\u1ea5n n\u00fat <\/span><b>T\u1ea1o b\u00e1o c\u00e1o<\/b><span style=\"font-weight: 400;\"> (Create Report) ho\u1eb7c <\/span><b>Th\u00eam v\u00e0o b\u00e1o c\u00e1o<\/b><span style=\"font-weight: 400;\"> (Add to Report) .<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">L\u00fac n\u00e0y, to\u00e0n b\u1ed9 d\u1eef li\u1ec7u t\u1eeb BigQuery \u0111\u00e3 s\u1eb5n s\u00e0ng. B\u1ea1n c\u00f3 th\u1ec3 ch\u1ecdn c\u00e1c d\u1ea1ng bi\u1ec3u \u0111\u1ed3 th\u00edch h\u1ee3p (bi\u1ec3u \u0111\u1ed3 \u0111\u01b0\u1eddng, bi\u1ec3u \u0111\u1ed3 c\u1ed9t, th\u1ebb ch\u1ec9 s\u1ed1 kpi) v\u00e0 k\u00e9o th\u1ea3 v\u00e0o v\u00f9ng l\u00e0m vi\u1ec7c \u0111\u1ec3 ho\u00e0n thi\u1ec7n b\u1ea3ng \u0111i\u1ec1u khi\u1ec3n .<\/span><\/li>\n<\/ul>\n<h2><span class=\"ez-toc-section\" id=\"Dong_hanh_cung_Gimasys_trong_lo_trinh_toi_uu_hoa_du_lieu_doanh_nghiep\"><\/span><b>\u0110\u1ed3ng h\u00e0nh c\u00f9ng Gimasys trong l\u1ed9 tr\u00ecnh t\u1ed1i \u01b0u h\u00f3a d\u1eef li\u1ec7u doanh nghi\u1ec7p<\/b><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><span style=\"font-weight: 400;\">Kh\u1ea3 n\u0103ng k\u1ebft n\u1ed1i BigQuery v\u00e0 Looker Studio m\u1edf ra c\u01a1 h\u1ed9i l\u1edbn cho vi\u1ec7c qu\u1ea3n tr\u1ecb b\u1eb1ng d\u1eef li\u1ec7u, nh\u01b0ng \u0111\u1ec3 x\u00e2y d\u1ef1ng m\u1ed9t ki\u1ebfn tr\u00fac d\u1eef li\u1ec7u quy m\u00f4 l\u1edbn, v\u1eadn h\u00e0nh m\u01b0\u1ee3t m\u00e0 v\u00e0 tu\u00e2n th\u1ee7 c\u00e1c ti\u00eau chu\u1ea9n b\u1ea3o m\u1eadt nghi\u00eam ng\u1eb7t \u0111\u00f2i h\u1ecfi chuy\u00ean m\u00f4n k\u1ef9 thu\u1eadt s\u00e2u r\u1ed9ng .<\/span><\/p>\n<p><b>L\u00e0 \u0111\u1ed1i t\u00e1c chi\u1ebfn l\u01b0\u1ee3c c\u1ea5p cao (Premier Partner) c\u1ee7a Google Cloud<\/b><span style=\"font-weight: 400;\"> t\u1ea1i Vi\u1ec7t Nam, <\/span><a href=\"https:\/\/gcloudvn.com\/en\/\"><b>Gimasys<\/b><\/a><span style=\"font-weight: 400;\"> mang \u0111\u1ebfn gi\u1ea3i ph\u00e1p t\u01b0 v\u1ea5n to\u00e0n di\u1ec7n v\u00e0 tri\u1ec3n khai k\u1ef9 thu\u1eadt chuy\u00ean s\u00e2u cho doanh nghi\u1ec7p:<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>T\u01b0 v\u1ea5n ki\u1ebfn tr\u00fac:<\/b><span style=\"font-weight: 400;\"> Thi\u1ebft k\u1ebf h\u1ea1 t\u1ea7ng l\u01b0u tr\u1eef tr\u00ean BigQuery t\u1ed1i \u01b0u, \u0111\u1ea3m b\u1ea3o kh\u1ea3 n\u0103ng m\u1edf r\u1ed9ng linh ho\u1ea1t, truy v\u1ea5n si\u00eau t\u1ed1c v\u00e0 ki\u1ec3m so\u00e1t chi ph\u00ed v\u1eadn h\u00e0nh \u0111\u00e1m m\u00e2y ph\u00f9 h\u1ee3p v\u1edbi nhu c\u1ea7u s\u1eed d\u1ee5ng c\u1ee7a doanh nghi\u1ec7p.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>T\u1ef1 \u0111\u1ed9ng h\u00f3a \u0111\u01b0\u1eddng \u1ed1ng x\u1eed l\u00fd d\u1eef li\u1ec7u:<\/b><span style=\"font-weight: 400;\"> X\u00e2y d\u1ef1ng c\u00e1c lu\u1ed3ng thu th\u1eadp v\u00e0 l\u00e0m s\u1ea1ch d\u1eef li\u1ec7u t\u1ef1 \u0111\u1ed9ng t\u1eeb nhi\u1ec1u h\u1ec7 th\u1ed1ng ngu\u1ed3n (CRM, ERP, ph\u1ea7n m\u1ec1m b\u00e1n h\u00e0ng) v\u1ec1 kho d\u1eef li\u1ec7u chung tr\u01b0\u1edbc khi \u0111\u01b0a l\u00ean b\u00e1o c\u00e1o.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>\u0110\u00e0o t\u1ea1o v\u00e0 chuy\u1ec3n giao n\u0103ng l\u1ef1c:<\/b><span style=\"font-weight: 400;\"> T\u1ed5 ch\u1ee9c c\u00e1c kh\u00f3a \u0111\u00e0o t\u1ea1o k\u1ef9 thu\u1eadt chi ti\u1ebft gi\u00fap \u0111\u1ed9i ng\u0169 nh\u00e2n s\u1ef1 n\u1ed9i b\u1ed9 ho\u00e0n to\u00e0n l\u00e0m ch\u1ee7 c\u00f4ng ngh\u1ec7 v\u00e0 t\u1ef1 x\u00e2y d\u1ef1ng c\u00e1c k\u1ecbch b\u1ea3n ph\u00e2n t\u00edch trong t\u01b0\u01a1ng lai.<\/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;\">B\u1ed9 \u0111\u00f4i BigQuery v\u00e0 Looker Studio kh\u00f4ng \u0111\u01a1n thu\u1ea7n l\u00e0 c\u00e1c c\u00f4ng c\u1ee5 ph\u1ea7n m\u1ec1m ri\u00eang l\u1ebb, m\u00e0 l\u00e0 n\u1ec1n t\u1ea3ng chi\u1ebfn l\u01b0\u1ee3c gi\u00fap doanh nghi\u1ec7p t\u1ef1 \u0111\u1ed9ng h\u00f3a quy tr\u00ecnh ph\u00e2n t\u00edch, n\u00e2ng t\u1ea7m n\u0103ng l\u1ef1c qu\u1ea3n tr\u1ecb v\u00e0 t\u1ea1o d\u1ef1ng \u01b0u th\u1ebf c\u1ea1nh tranh b\u1ec1n v\u1eefng. Vi\u1ec7c s\u1edbm l\u00e0m ch\u1ee7 h\u1ea1 t\u1ea7ng d\u1eef li\u1ec7u \u0111\u00e1m m\u00e2y s\u1ebd t\u1ea1o ti\u1ec1n \u0111\u1ec1 v\u1eefng ch\u1eafc cho s\u1ef1 b\u1ee9t ph\u00e1 c\u1ee7a t\u1ed5 ch\u1ee9c trong t\u01b0\u01a1ng lai.<\/span><\/p>\n<p><b>H\u00e3y li\u00ean h\u1ec7 ngay v\u1edbi \u0111\u1ed9i ng\u0169 chuy\u00ean gia t\u1ea1i Gimasys<\/b><span style=\"font-weight: 400;\"> \u0111\u1ec3 nh\u1eadn<a href=\"https:\/\/gcloudvn.com\/en\/dang-ky-dung-thu\/\"> t\u01b0 v\u1ea5n chuy\u00ean s\u00e2u<\/a> v\u1ec1 l\u1ed9 tr\u00ecnh \u1ee9ng d\u1ee5ng c\u00f4ng ngh\u1ec7 d\u1eef li\u1ec7u v\u00e0 tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o ph\u00f9 h\u1ee3p nh\u1ea5t cho t\u1ed5 ch\u1ee9c c\u1ee7a b\u1ea1n.<\/span><\/p>","protected":false},"excerpt":{"rendered":"<p>Khi kh\u1ed1i l\u01b0\u1ee3ng th\u00f4ng tin m\u00e0 doanh nghi\u1ec7p c\u1ea7n ph\u1ea3i ph\u00e2n t\u00edch s\u1ebd li\u00ean t\u1ee5c t\u0103ng m\u00e0 kh\u00f4ng c\u00f3 gi\u1ea3m, vi\u1ec7c chuy\u1ec3n h\u00f3a d\u1eef li\u1ec7u t\u0129nh th\u00e0nh c\u00e1c b\u1ea3ng bi\u1ec3u kh\u00e1ch quan \u0111\u00e3 tr\u1edf th\u00e0nh b\u00e0i to\u00e1n s\u1ed1ng c\u00f2n c\u1ee7a&hellip;<\/p>","protected":false},"author":2,"featured_media":26270,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"inline_featured_image":false,"footnotes":""},"categories":[1,135],"tags":[],"class_list":["post-26372","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-kienthuc","category-google-cloud-platform","entry","has-media"],"_links":{"self":[{"href":"https:\/\/gcloudvn.com\/en\/wp-json\/wp\/v2\/posts\/26372","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=26372"}],"version-history":[{"count":2,"href":"https:\/\/gcloudvn.com\/en\/wp-json\/wp\/v2\/posts\/26372\/revisions"}],"predecessor-version":[{"id":26374,"href":"https:\/\/gcloudvn.com\/en\/wp-json\/wp\/v2\/posts\/26372\/revisions\/26374"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/gcloudvn.com\/en\/wp-json\/wp\/v2\/media\/26270"}],"wp:attachment":[{"href":"https:\/\/gcloudvn.com\/en\/wp-json\/wp\/v2\/media?parent=26372"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/gcloudvn.com\/en\/wp-json\/wp\/v2\/categories?post=26372"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/gcloudvn.com\/en\/wp-json\/wp\/v2\/tags?post=26372"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}