{"id":18730,"date":"2024-05-06T15:27:54","date_gmt":"2024-05-06T08:27:54","guid":{"rendered":"https:\/\/gcloudvn.com\/?p=18730"},"modified":"2024-05-06T15:27:54","modified_gmt":"2024-05-06T08:27:54","slug":"di-chuyen-du-lieu-ibm-datastage-sang-google-cloud","status":"publish","type":"post","link":"https:\/\/gcloudvn.com\/en\/kienthuc\/di-chuyen-du-lieu-ibm-datastage-sang-google-cloud\/","title":{"rendered":"Di chuy\u1ec3n d\u1eef li\u1ec7u IBM Datastage sang Google Cloud"},"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;\">Di chuy\u1ec3n d\u1eef li\u1ec7u t\u1eeb IBM Datastage sang Google Cloud l\u00e0 m\u1ed9t qu\u00e1 tr\u00ecnh quan tr\u1ecdng \u0111\u1ec3 n\u00e2ng c\u1ea5p h\u1ec7 th\u1ed1ng v\u00e0 t\u1eadn d\u1ee5ng c\u00e1c t\u00ednh n\u0103ng v\u00e0 l\u1ee3i \u00edch c\u1ee7a n\u1ec1n t\u1ea3ng \u0111\u00e1m m\u00e2y. Vi\u1ec7c n\u00e0y gi\u00fap t\u1ed1i \u01b0u h\u00f3a qu\u00e1 tr\u00ecnh x\u1eed l\u00fd d\u1eef li\u1ec7u, t\u0103ng t\u00ednh linh ho\u1ea1t v\u00e0 gi\u1ea3m chi ph\u00ed v\u1eadn h\u00e0nh. Trong qu\u00e1 tr\u00ecnh di chuy\u1ec3n, c\u00e1c c\u00f4ng c\u1ee5 v\u00e0 k\u1ef9 thu\u1eadt ti\u00ean ti\u1ebfn \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng \u0111\u1ec3 \u0111\u1ea3m b\u1ea3o t\u00ednh an to\u00e0n, hi\u1ec7u su\u1ea5t v\u00e0 \u0111\u1ed9 tin c\u1eady c\u1ee7a d\u1eef li\u1ec7u. \u0110\u1ed3ng th\u1eddi, vi\u1ec7c s\u1eed d\u1ee5ng c\u00e1c d\u1ecbch v\u1ee5 v\u00e0 s\u1ea3n ph\u1ea9m c\u1ee7a Google Cloud cung c\u1ea5p cho c\u00e1c doanh nghi\u1ec7p m\u1ed9t c\u01a1 s\u1edf v\u1eefng ch\u1eafc cho vi\u1ec7c ph\u00e1t tri\u1ec3n v\u00e0 m\u1edf r\u1ed9ng c\u00e1c \u1ee9ng d\u1ee5ng v\u00e0 d\u1ecbch v\u1ee5 d\u1ef1a tr\u00ean d\u1eef li\u1ec7u.<\/span><\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-18733 size-full\" src=\"https:\/\/gcloudvn.com\/wp-content\/uploads\/2024\/05\/datastage-google-cloud.jpg\" alt=\"\" width=\"600\" height=\"314\" srcset=\"https:\/\/gcloudvn.com\/wp-content\/uploads\/2024\/05\/datastage-google-cloud.jpg 600w, https:\/\/gcloudvn.com\/wp-content\/uploads\/2024\/05\/datastage-google-cloud-18x9.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\/di-chuyen-du-lieu-ibm-datastage-sang-google-cloud\/#Tong_quan_ve_IBM_Datastage\" >T\u1ed5ng quan v\u1ec1 IBM Datastage<\/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\/di-chuyen-du-lieu-ibm-datastage-sang-google-cloud\/#Loi_ich_cua_viec_di_chuyen_du_lieu_IBM_Datastage_sang_Google_Cloud\" >L\u1ee3i \u00edch c\u1ee7a vi\u1ec7c di chuy\u1ec3n d\u1eef li\u1ec7u IBM Datastage sang Google Cloud<\/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\/di-chuyen-du-lieu-ibm-datastage-sang-google-cloud\/#Qua_trinh_di_chuyen_du_lieu_IBM_Datastage_sang_Google_Cloud\" >Qu\u00e1 tr\u00ecnh di chuy\u1ec3n d\u1eef li\u1ec7u IBM Datastage sang Google Cloud\u00a0<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/gcloudvn.com\/en\/kienthuc\/di-chuyen-du-lieu-ibm-datastage-sang-google-cloud\/#Data_extraction\" >Data extraction.<\/a><ul class='ez-toc-list-level-4' ><li class='ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/gcloudvn.com\/en\/kienthuc\/di-chuyen-du-lieu-ibm-datastage-sang-google-cloud\/#Nhap_du_lieu_theo_lo_voi_Cloud_Storage\" >Nh\u1eadp d\u1eef li\u1ec7u theo l\u00f4 v\u1edbi Cloud Storage<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/gcloudvn.com\/en\/kienthuc\/di-chuyen-du-lieu-ibm-datastage-sang-google-cloud\/#Data_transformation\" >Data transformation<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/gcloudvn.com\/en\/kienthuc\/di-chuyen-du-lieu-ibm-datastage-sang-google-cloud\/#Tai_du_lieu\" >T\u1ea3i d\u1eef li\u1ec7u<\/a><ul class='ez-toc-list-level-4' ><li class='ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/gcloudvn.com\/en\/kienthuc\/di-chuyen-du-lieu-ibm-datastage-sang-google-cloud\/#BigQuery_stored_procedures\" >BigQuery stored procedures<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-9\" href=\"https:\/\/gcloudvn.com\/en\/kienthuc\/di-chuyen-du-lieu-ibm-datastage-sang-google-cloud\/#Quan_ly_luong_cong_viec\" >Manage workflows<\/a><ul class='ez-toc-list-level-4' ><li class='ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-10\" href=\"https:\/\/gcloudvn.com\/en\/kienthuc\/di-chuyen-du-lieu-ibm-datastage-sang-google-cloud\/#Dataflow\" >.<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-11\" href=\"https:\/\/gcloudvn.com\/en\/kienthuc\/di-chuyen-du-lieu-ibm-datastage-sang-google-cloud\/#Serverless_Dataproc\" >Serverless Dataproc<\/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-12\" href=\"https:\/\/gcloudvn.com\/en\/kienthuc\/di-chuyen-du-lieu-ibm-datastage-sang-google-cloud\/#Ket_luan\" >Conclusion<\/a><\/li><\/ul><\/nav><\/div>\n<h2><span class=\"ez-toc-section\" id=\"Tong_quan_ve_IBM_Datastage\"><\/span><b>T\u1ed5ng quan v\u1ec1 IBM Datastage<\/b><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><span style=\"font-weight: 400;\">IBM Datastage l\u00e0 m\u1ed9t n\u1ec1n t\u1ea3ng t\u00edch h\u1ee3p d\u1eef li\u1ec7u m\u1ea1nh m\u1ebd \u0111\u01b0\u1ee3c ph\u00e1t tri\u1ec3n b\u1edfi IBM. N\u00f3 cung c\u1ea5p c\u00e1c c\u00f4ng c\u1ee5 v\u00e0 t\u00ednh n\u0103ng \u0111\u1ec3 qu\u1ea3n l\u00fd qu\u00e1 tr\u00ecnh t\u00edch h\u1ee3p d\u1eef li\u1ec7u t\u1eeb nhi\u1ec1u ngu\u1ed3n kh\u00e1c nhau v\u00e0o c\u00e1c h\u1ec7 th\u1ed1ng l\u01b0u tr\u1eef v\u00e0 \u1ee9ng d\u1ee5ng kh\u00e1c nhau. IBM Datastage cho ph\u00e9p ng\u01b0\u1eddi d\u00f9ng x\u00e2y d\u1ef1ng, qu\u1ea3n l\u00fd v\u00e0 tri\u1ec3n khai c\u00e1c quy tr\u00ecnh t\u00edch h\u1ee3p d\u1eef li\u1ec7u ph\u1ee9c t\u1ea1p th\u00f4ng qua m\u1ed9t giao di\u1ec7n \u0111\u1ed3 h\u1ecda d\u1ec5 s\u1eed d\u1ee5ng. \u0110\u1ec3 hi\u1ec3u t\u1ed5ng quan, IBM Datastage l\u00e0 m\u1ed9t c\u00f4ng c\u1ee5 quan tr\u1ecdng trong qu\u00e1 tr\u00ecnh t\u00edch h\u1ee3p d\u1eef li\u1ec7u c\u1ee7a c\u00e1c doanh nghi\u1ec7p, gi\u00fap h\u1ecd t\u1ed5 ch\u1ee9c v\u00e0 x\u1eed l\u00fd d\u1eef li\u1ec7u m\u1ed9t c\u00e1ch hi\u1ec7u qu\u1ea3 v\u00e0 linh ho\u1ea1t.<\/span><\/p>\n<h2><span class=\"ez-toc-section\" id=\"Loi_ich_cua_viec_di_chuyen_du_lieu_IBM_Datastage_sang_Google_Cloud\"><\/span><b>L\u1ee3i \u00edch c\u1ee7a vi\u1ec7c di chuy\u1ec3n d\u1eef li\u1ec7u IBM Datastage sang Google Cloud<\/b><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><span style=\"font-weight: 400;\">Vi\u1ec7c di chuy\u1ec3n d\u1eef li\u1ec7u t\u1eeb IBM DataStage sang Google Cloud mang l\u1ea1i nhi\u1ec1u l\u1ee3i \u00edch quan tr\u1ecdng nh\u01b0 sau:\u00a0<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Linh ho\u1ea1t v\u00e0 t\u00f9y ch\u1ec9nh: Google Cloud cung c\u1ea5p c\u00e1c d\u1ecbch v\u1ee5 linh ho\u1ea1t v\u00e0 t\u00f9y ch\u1ec9nh cho vi\u1ec7c l\u01b0u tr\u1eef v\u00e0 x\u1eed l\u00fd d\u1eef li\u1ec7u, gi\u00fap t\u1ed1i \u01b0u h\u00f3a qu\u00e1 tr\u00ecnh di chuy\u1ec3n v\u00e0 bi\u1ebfn \u0111\u1ed5i d\u1eef li\u1ec7u t\u1eeb IBM DataStage.\u00a0<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Hi\u1ec7u su\u1ea5t v\u00e0 kh\u1ea3 n\u0103ng m\u1edf r\u1ed9ng: Google Cloud c\u00f3 kh\u1ea3 n\u0103ng m\u1edf r\u1ed9ng linh ho\u1ea1t, cho ph\u00e9p t\u0103ng c\u01b0\u1eddng hi\u1ec7u su\u1ea5t x\u1eed l\u00fd d\u1eef li\u1ec7u v\u00e0 \u0111\u00e1p \u1ee9ng nhanh ch\u00f3ng v\u1edbi c\u00e1c y\u00eau c\u1ea7u t\u0103ng cao v\u1ec1 l\u01b0u tr\u1eef v\u00e0 x\u1eed l\u00fd d\u1eef li\u1ec7u.\u00a0<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Ti\u1ebft ki\u1ec7m chi ph\u00ed: S\u1eed d\u1ee5ng Google Cloud gi\u00fap gi\u1ea3m chi ph\u00ed v\u1eadn h\u00e0nh v\u00e0 b\u1ea3o tr\u00ec h\u1ec7 th\u1ed1ng so v\u1edbi vi\u1ec7c duy tr\u00ec c\u01a1 s\u1edf h\u1ea1 t\u1ea7ng ri\u00eang c\u1ee7a IBM DataStage.\u00a0<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">B\u1ea3o m\u1eadt v\u00e0 tu\u00e2n th\u1ee7: Google Cloud cung c\u1ea5p c\u00e1c gi\u1ea3i ph\u00e1p b\u1ea3o m\u1eadt ti\u00ean ti\u1ebfn v\u00e0 tu\u00e2n th\u1ee7 chu\u1ea9n m\u1ef1c, gi\u00fap b\u1ea3o v\u1ec7 d\u1eef li\u1ec7u v\u00e0 \u0111\u1ea3m b\u1ea3o tu\u00e2n th\u1ee7 c\u00e1c quy \u0111\u1ecbnh v\u00e0 quy \u0111\u1ecbnh v\u1ec1 an to\u00e0n th\u00f4ng tin.\u00a0<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">T\u00edch h\u1ee3p v\u00e0 h\u1ed7 tr\u1ee3: Google Cloud t\u00edch h\u1ee3p t\u1ed1t v\u1edbi nhi\u1ec1u c\u00f4ng ngh\u1ec7 v\u00e0 d\u1ecbch v\u1ee5 kh\u00e1c, cung c\u1ea5p m\u1ed9t h\u1ec7 sinh th\u00e1i \u0111\u1ea7y \u0111\u1ee7 c\u00e1c c\u00f4ng c\u1ee5 v\u00e0 t\u00e0i nguy\u00ean \u0111\u1ec3 h\u1ed7 tr\u1ee3 qu\u00e1 tr\u00ecnh di chuy\u1ec3n v\u00e0 qu\u1ea3n l\u00fd d\u1eef li\u1ec7u.\u00a0<\/span><\/li>\n<\/ul>\n<p><span style=\"font-weight: 400;\">T\u00f3m l\u1ea1i, vi\u1ec7c di chuy\u1ec3n d\u1eef li\u1ec7u t\u1eeb IBM DataStage sang Google Cloud mang l\u1ea1i nhi\u1ec1u l\u1ee3i \u00edch v\u1ec1 linh ho\u1ea1t, hi\u1ec7u su\u1ea5t, ti\u1ebft ki\u1ec7m chi ph\u00ed v\u00e0 b\u1ea3o m\u1eadt, gi\u00fap doanh nghi\u1ec7p t\u1eadn d\u1ee5ng t\u1ed1i \u0111a ti\u1ec1m n\u0103ng c\u1ee7a d\u1eef li\u1ec7u c\u1ee7a m\u00ecnh.<\/span><\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-18731 size-full\" src=\"https:\/\/gcloudvn.com\/wp-content\/uploads\/2024\/05\/datastage-google-cloud-2.jpg\" alt=\"\" width=\"600\" height=\"332\" srcset=\"https:\/\/gcloudvn.com\/wp-content\/uploads\/2024\/05\/datastage-google-cloud-2.jpg 600w, https:\/\/gcloudvn.com\/wp-content\/uploads\/2024\/05\/datastage-google-cloud-2-18x10.jpg 18w\" sizes=\"auto, (max-width: 600px) 100vw, 600px\" \/><\/p>\n<h2><span class=\"ez-toc-section\" id=\"Qua_trinh_di_chuyen_du_lieu_IBM_Datastage_sang_Google_Cloud\"><\/span><b>Qu\u00e1 tr\u00ecnh di chuy\u1ec3n d\u1eef li\u1ec7u IBM Datastage sang Google Cloud\u00a0<\/b><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><span style=\"font-weight: 400;\">Qu\u00e1 tr\u00ecnh di chuy\u1ec3n bao g\u1ed3m m\u1ed9t s\u1ed1 b\u01b0\u1edbc ch\u00ednh sau:\u00a0<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Data extraction &#8211; Tr\u00edch xu\u1ea5t D\u1eef li\u1ec7u:<\/b><span style=\"font-weight: 400;\"> Google Cloud cung c\u1ea5p Cloud Storage cho vi\u1ec7c nh\u1eadp d\u1eef li\u1ec7u h\u00e0ng lo\u1ea1t v\u00e0 Cloud Pub\/Sub cho vi\u1ec7c nh\u1eadp d\u1eef li\u1ec7u th\u1eddi gian th\u1ef1c nh\u01b0 l\u00e0 nh\u1eefng ph\u01b0\u01a1ng ti\u1ec7n thay th\u1ebf cho ch\u1ee9c n\u0103ng tr\u00edch xu\u1ea5t d\u1eef li\u1ec7u c\u1ee7a DataStage. S\u1ef1 chuy\u1ec3n \u0111\u1ed5i n\u00e0y \u0111\u1ea3m b\u1ea3o vi\u1ec7c x\u1eed l\u00fd d\u1eef li\u1ec7u hi\u1ec7u qu\u1ea3 v\u00e0 c\u00f3 th\u1ec3 m\u1edf r\u1ed9ng \u0111\u01b0\u1ee3c h\u01a1n.\u00a0<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Data transformation &#8211; Bi\u1ebfn \u0111\u1ed5i d\u1eef li\u1ec7u: <\/b><span style=\"font-weight: 400;\">Bi\u1ebfn \u0111\u1ed5i d\u1eef li\u1ec7u t\u1eeb Cloud Storage sang BigQuery c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c th\u1ef1c hi\u1ec7n th\u00f4ng qua BigQuery, Dataflow ho\u1eb7c Dataproc kh\u00f4ng c\u1ea7n m\u00e1y ch\u1ee7. C\u00e1c c\u00f4ng c\u1ee5 n\u00e0y cung c\u1ea5p ph\u01b0\u01a1ng ti\u1ec7n m\u1edf r\u1ed9ng v\u00e0 hi\u1ec7u qu\u1ea3 cho vi\u1ec7c x\u1eed l\u00fd v\u00e0 bi\u1ebfn \u0111\u1ed5i d\u1eef li\u1ec7u, ph\u00f9 h\u1ee3p v\u1edbi nhu c\u1ea7u kinh doanh bi\u1ebfn \u0111\u1ed9ng.\u00a0<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>T\u1ea3i d\u1eef li\u1ec7u: <\/b><span style=\"font-weight: 400;\">BigQuery n\u1ed5i l\u00ean nh\u01b0 m\u1ed9t \u0111\u1ed1i t\u00e1c l\u00fd t\u01b0\u1edfng cho DataStage trong vi\u1ec7c t\u1ea3i d\u1eef li\u1ec7u. \u0110\u00f3 l\u00e0 m\u1ed9t gi\u1ea3i ph\u00e1p kho d\u1eef li\u1ec7u kh\u00f4ng c\u1ea7n m\u00e1y ch\u1ee7, c\u00f3 kh\u1ea3 n\u0103ng m\u1edf r\u1ed9ng, nhanh ch\u00f3ng, c\u00f3 th\u1ec3 t\u1ea3i d\u1eef li\u1ec7u th\u1eddi gian th\u1ef1c v\u00e0 t\u00edch h\u1ee3p v\u1edbi h\u1ec7 sinh th\u00e1i r\u1ed9ng l\u1edbn c\u1ee7a Google Cloud.\u00a0<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Qu\u1ea3n l\u00fd lu\u1ed3ng c\u00f4ng vi\u1ec7c:<\/b><span style=\"font-weight: 400;\"> \u0110\u1ec3 \u0111i\u1ec1u ph\u1ed1i c\u00e1c lu\u1ed3ng c\u00f4ng vi\u1ec7c d\u1eef li\u1ec7u, Cloud Composer, d\u1ef1a tr\u00ean Apache Airflow, c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng. C\u00f4ng c\u1ee5 n\u00e0y gi\u00fap th\u1ef1c hi\u1ec7n m\u01b0\u1ee3t m\u00e0 c\u00e1c lu\u1ed3ng c\u00f4ng vi\u1ec7c d\u1eef li\u1ec7u, \u0111\u1ea3m b\u1ea3o hi\u1ec7u su\u1ea5t v\u00e0 \u0111\u00e1ng tin c\u1eady t\u1ed1i \u01b0u.\u00a0<\/span><\/li>\n<\/ul>\n<h3><span class=\"ez-toc-section\" id=\"Data_extraction\"><\/span><b>Data extraction<\/b><span style=\"font-weight: 400;\">.<\/span><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><span style=\"font-weight: 400;\">Vi\u1ec7c tri\u1ec3n khai v\u00e0 duy tr\u00ec IBM DataStage c\u00f3 th\u1ec3 t\u1ed1n k\u00e9m v\u00e0 ph\u1ee9c t\u1ea1p, m\u1eb7c d\u00f9 n\u00f3 l\u00e0 m\u1ed9t n\u1ec1n t\u1ea3ng t\u00edch h\u1ee3p d\u1eef li\u1ec7u ph\u1ed5 bi\u1ebfn cung c\u1ea5p nhi\u1ec1u t\u00ednh n\u0103ng cho vi\u1ec7c tr\u00edch xu\u1ea5t, bi\u1ebfn \u0111\u1ed5i v\u00e0 t\u1ea3i d\u1eef li\u1ec7u (ETL). Google Cloud cung c\u1ea5p c\u00e1c d\u1ecbch v\u1ee5 thay th\u1ebf ch\u1ee9c n\u0103ng tr\u00edch xu\u1ea5t d\u1eef li\u1ec7u c\u1ee7a DataStage, bao g\u1ed3m Cloud Storage cho vi\u1ec7c nh\u1eadp d\u1eef li\u1ec7u theo l\u00f4 v\u00e0 Pub\/Sub cho vi\u1ec7c nh\u1eadp d\u1eef li\u1ec7u th\u1eddi gian th\u1ef1c.<\/span><\/p>\n<h4><span class=\"ez-toc-section\" id=\"Nhap_du_lieu_theo_lo_voi_Cloud_Storage\"><\/span><b>Nh\u1eadp d\u1eef li\u1ec7u theo l\u00f4 v\u1edbi Cloud Storage<\/b><span class=\"ez-toc-section-end\"><\/span><\/h4>\n<p><span style=\"font-weight: 400;\">Cloud Storage l\u00e0 m\u1ed9t d\u1ecbch v\u1ee5 l\u01b0u tr\u1eef c\u1ee7a Google c\u00f3 kh\u1ea3 n\u0103ng m\u1edf r\u1ed9ng t\u1ed1i \u01b0u r\u1ea5t cao v\u00e0 an to\u00e0n, c\u00f3 th\u1ec3 s\u1eed d\u1ee5ng \u0111\u1ec3 l\u01b0u tr\u1eef v\u00e0 qu\u1ea3n l\u00fd m\u1ed9t l\u01b0\u1ee3ng l\u1edbn d\u1eef li\u1ec7u. \u0110\u1ec3 nh\u1eadp d\u1eef li\u1ec7u theo t\u1eebng l\u00f4 v\u00e0o Cloud Storage, b\u1ea1n c\u00f3 th\u1ec3 s\u1eed d\u1ee5ng c\u00e1c ph\u01b0\u01a1ng ph\u00e1p nh\u01b0 d\u01b0\u1edbi \u0111\u00e2y:<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Transfer jobs: V\u1edbi c\u00e1ch n\u00e0y, b\u1ea1n c\u1ea7n s\u1eed d\u1ee5ng giao di\u1ec7n \u0111i\u1ec1u khi\u1ec3n c\u1ee7a Google Cloud ho\u1eb7c c\u00f4ng c\u1ee5 d\u00f2ng l\u1ec7nh l\u00e0 gsutil \u0111\u1ec3 t\u1ea1o c\u00e1c task s\u1ebd t\u1ef1 \u0111\u1ed9ng th\u1ef1c hi\u1ec7n vi\u1ec7c chuy\u1ec3n \u0111\u1ed5i d\u1eef li\u1ec7u t\u1eeb c\u00e1c h\u1ec7 th\u1ed1ng \u1edf c\u01a1 s\u1edf c\u1ee7a b\u1ea1n v\u00e0o Cloud Storage.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Dataproc: Dataproc l\u00e0 m\u1ed9t d\u1ecbch v\u1ee5 qu\u1ea3n l\u00fd Hadoop v\u00e0 Spark s\u1ebd d\u1ec5 d\u00e0ng x\u1eed l\u00fd v\u00e0 nh\u1eadp d\u1eef li\u1ec7u theo l\u00f4 v\u00e0o Cloud Storage.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Cloud Data Fusion: B\u1ea1n c\u0169ng c\u00f3 th\u1ec3 s\u1eed d\u1ee5ng Data Fusion, m\u1ed9t d\u1ecbch v\u1ee5 t\u00edch h\u1ee3p d\u1eef li\u1ec7u \u0111\u01b0\u1ee3c qu\u1ea3n l\u00fd ho\u00e0n to\u00e0n, \u0111\u1ec3 qu\u1ea3n l\u00fd, x\u00e2y d\u1ef1ng c\u00e1c quy tr\u00ecnh nh\u1eadp d\u1eef li\u1ec7u theo l\u00f4 v\u00e0o Cloud Storage.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Nh\u1eadp d\u1eef li\u1ec7u theo th\u1eddi gian th\u1ef1c v\u1edbi Pub\/Sub: Pub\/Sub l\u00e0 d\u1ecbch v\u1ee5 truy\u1ec1n tin nh\u1eafn theo th\u1eddi gian th\u1ef1c \u0111\u01b0\u1ee3c qu\u1ea3n l\u00fd ho\u00e0n to\u00e0n v\u00e0 \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng \u0111\u1ec3 nh\u1eadp d\u1eef li\u1ec7u t\u1eeb r\u1ea5t nhi\u1ec1u ngu\u1ed3n, bao g\u1ed3m c\u1ea3 t\u1eeb c\u1ea3m bi\u1ebfn, \u1ee9ng d\u1ee5ng v\u00e0 thi\u1ebft b\u1ecb. Khi nh\u1eadp d\u1eef li\u1ec7u c\u1ee7a b\u1ea1n v\u00e0o Pub\/Sub, Pub\/Sub c\u00f3 th\u1ec3 x\u1eed l\u00fd v\u00e0 ti\u00eau th\u1ee5 d\u1eef li\u1ec7u b\u1edfi nhi\u1ec1u \u1ee9ng d\u1ee5ng kh\u00e1c nhau, bao g\u1ed3m c\u00e1c h\u1ec7 th\u1ed1ng data warehouses, data lakes hay n\u1ec1n t\u1ea3ng ph\u00e2n t\u00edch d\u00f2ng. B\u1ea1n c\u00f3 th\u1ec3 s\u1eed d\u1ee5ng m\u1ed9t lo\u1ea1t c\u00e1c ph\u01b0\u01a1ng ph\u00e1p, bao g\u1ed3m:<\/span>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"2\"><span style=\"font-weight: 400;\">Th\u01b0 vi\u1ec7n kh\u00e1ch Pub\/Sub: Google Cloud cung c\u1ea5p Pub\/Sub cho nhi\u1ec1u ng\u00f4n ng\u1eef l\u1eadp tr\u00ecnh, nh\u01b0 Python, Java v\u00e0 Go.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"2\"><span style=\"font-weight: 400;\">Cloud IoT Core: IoT Core l\u00e0 d\u1ecbch v\u1ee5 \u0111\u01b0\u1ee3c qu\u1ea3n l\u00fd v\u00e0 ho\u00e0n to\u00e0n k\u1ebft n\u1ed1i, n\u00f3 x\u1eed l\u00fd qu\u1ea3n l\u00fd b\u1ea3o m\u1eadt cho h\u00e0ng tri\u1ec7u thi\u1ebft b\u1ecb IoT. T\u1eeb \u0111\u00f3, b\u1ea1n c\u00f3 th\u1ec3 d\u00f9ng IoT Core \u0111\u1ec3 xu\u1ea5t c\u00e1c d\u1eef li\u1ec7u t\u1eeb thi\u1ebft b\u1ecb IoT \u0111\u1ebfn Pub\/Sub.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"2\"><span style=\"font-weight: 400;\">Dataflow: Dataflow l\u00e0 d\u1ecbch v\u1ee5 ph\u00e2n t\u00edch c\u00e1c d\u00f2ng d\u1eef li\u1ec7u \u0111\u01b0\u1ee3c qu\u1ea3n l\u00fd v\u00e0 c\u00f3 th\u1ec3 s\u1eed d\u1ee5ng \u0111\u1ec3 nh\u1eadp, x\u1eed l\u00fd d\u1eef li\u1ec7u theo th\u1eddi gian th\u1ef1c v\u00e0o Pub\/Sub.<\/span><\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<h3><span class=\"ez-toc-section\" id=\"Data_transformation\"><\/span><b>Data transformation<\/b><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><span style=\"font-weight: 400;\">Google Cloud cung c\u1ea5p c\u00e1c d\u1ecbch v\u1ee5 gi\u00fap bi\u1ebfn \u0111\u1ed5i d\u1eef li\u1ec7u t\u1eeb Netezza SQL sang BigQuery SQL. C\u00e1c t\u00f9y ch\u1ecdn ph\u1ed5 bi\u1ebfn nh\u1ea5t c\u00f3 th\u1ec3 k\u1ec3 \u0111\u1ebfn l\u00e0 BigQuery stored procedures, Dataflow v\u00e0 serverless Dataproc.<\/span><\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-18732 size-full\" src=\"https:\/\/gcloudvn.com\/wp-content\/uploads\/2024\/05\/datastage-google-cloud-1.jpg\" alt=\"\" width=\"600\" height=\"375\" srcset=\"https:\/\/gcloudvn.com\/wp-content\/uploads\/2024\/05\/datastage-google-cloud-1.jpg 600w, https:\/\/gcloudvn.com\/wp-content\/uploads\/2024\/05\/datastage-google-cloud-1-18x12.jpg 18w\" sizes=\"auto, (max-width: 600px) 100vw, 600px\" \/><\/p>\n<h3><span class=\"ez-toc-section\" id=\"Tai_du_lieu\"><\/span><b>T\u1ea3i d\u1eef li\u1ec7u<\/b><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<h4><span class=\"ez-toc-section\" id=\"BigQuery_stored_procedures\"><\/span><b>BigQuery stored procedures<\/b><span class=\"ez-toc-section-end\"><\/span><\/h4>\n<p><span style=\"font-weight: 400;\">BigQuery stored procedures l\u00e0 c\u00e1c h\u00e0m do ng\u01b0\u1eddi d\u00f9ng x\u00e1c \u0111\u1ecbnh \u0111\u01b0\u1ee3c l\u01b0u tr\u1eef trong BigQuery v\u00e0 \u0111\u01b0\u1ee3c th\u1ef1c thi khi c\u1ea7n. Ch\u00fang c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng \u0111\u1ec3 th\u1ef1c hi\u1ec7n m\u1ed9t lo\u1ea1t c\u00e1c nhi\u1ec7m v\u1ee5 bi\u1ebfn \u0111\u1ed5i d\u1eef li\u1ec7u, nh\u01b0 l\u1ecdc, t\u1ed5ng h\u1ee3p v\u00e0 k\u1ebft h\u1ee3p d\u1eef li\u1ec7u. M\u1ed9t trong nh\u1eefng l\u1ee3i \u00edch c\u1ee7a vi\u1ec7c s\u1eed d\u1ee5ng BigQuery stored procedures cho bi\u1ebfn \u0111\u1ed5i d\u1eef li\u1ec7u l\u00e0 ch\u00fang r\u1ea5t hi\u1ec7u qu\u1ea3. Ch\u00fang \u0111\u01b0\u1ee3c th\u1ef1c thi tr\u1ef1c ti\u1ebfp trong engine BigQuery, v\u00ec v\u1eady kh\u00f4ng c\u1ea7n di chuy\u1ec3n d\u1eef li\u1ec7u. Ngo\u00e0i ra,BigQuery stored procedures c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c song song h\u00f3a, v\u00ec v\u1eady ch\u00fang c\u00f3 th\u1ec3 x\u1eed l\u00fd c\u00e1c t\u1eadp d\u1eef li\u1ec7u l\u1edbn m\u1ed9t c\u00e1ch nhanh ch\u00f3ng.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">B\u1ea1n c\u00f3 th\u1ec3 s\u1eed d\u1ee5ng m\u1ed9t BigQuery stored procedures \u0111\u1ec3 l\u1ecdc d\u1eef li\u1ec7u t\u1eeb m\u1ed9t t\u1ec7p Cloud Storage v\u00e0 t\u1ea3i n\u00f3 v\u00e0o m\u1ed9t b\u1ea3ng BigQuery. B\u1ea1n c\u0169ng c\u00f3 th\u1ec3 s\u1eed d\u1ee5ng m\u1ed9t BigQuery stored procedures \u0111\u1ec3 k\u1ebft h\u1ee3p hai t\u1ec7p Cloud Storage v\u00e0 t\u1ea3i d\u1eef li\u1ec7u \u0111\u00e3 k\u1ebft h\u1ee3p v\u00e0o m\u1ed9t b\u1ea3ng BigQuery.<\/span><\/p>\n<h3><span class=\"ez-toc-section\" id=\"Quan_ly_luong_cong_viec\"><\/span><b>Manage workflows<\/b><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<h4><span class=\"ez-toc-section\" id=\"Dataflow\"><\/span><b>.<\/b><span class=\"ez-toc-section-end\"><\/span><\/h4>\n<p><span style=\"font-weight: 400;\">Dataflow l\u00e0 m\u1ed9t d\u1ecbch v\u1ee5 ph\u00e2n t\u00edch d\u00f2ng d\u1eef li\u1ec7u ho\u00e0n to\u00e0n \u0111\u01b0\u1ee3c qu\u1ea3n l\u00fd c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng \u0111\u1ec3 x\u1eed l\u00fd v\u00e0 bi\u1ebfn \u0111\u1ed5i d\u1eef li\u1ec7u theo th\u1eddi gian th\u1ef1c ho\u1eb7c theo l\u00f4. Dataflow c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng \u0111\u1ec3 bi\u1ebfn \u0111\u1ed5i d\u1eef li\u1ec7u t\u1eeb Cloud Storage sang BigQuery, v\u00e0 ch\u00fang c\u0169ng c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng \u0111\u1ec3 th\u1ef1c hi\u1ec7n c\u00e1c nhi\u1ec7m v\u1ee5 x\u1eed l\u00fd d\u1eef li\u1ec7u kh\u00e1c, ch\u1eb3ng h\u1ea1n nh\u01b0 h\u1ecdc m\u00e1y v\u00e0 l\u1ecdc d\u1eef li\u1ec7u. M\u1ed9t trong nh\u1eefng l\u1ee3i \u00edch c\u1ee7a vi\u1ec7c s\u1eed d\u1ee5ng Dataflow cho bi\u1ebfn \u0111\u1ed5i d\u1eef li\u1ec7u l\u00e0 n\u00f3 c\u00f3 kh\u1ea3 n\u0103ng m\u1edf r\u1ed9ng. Dataflow c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c m\u1edf r\u1ed9ng l\u00ean ho\u1eb7c gi\u1ea3m xu\u1ed1ng \u0111\u1ec3 \u0111\u00e1p \u1ee9ng nhu c\u1ea7u c\u1ee7a c\u00f4ng vi\u1ec7c c\u1ee7a b\u1ea1n. Ngo\u00e0i ra, Dataflow r\u1ea5t \u0111\u00e1ng tin c\u1eady v\u00e0 ch\u00fang c\u00f3 th\u1ec3 x\u1eed l\u00fd c\u00e1c t\u1eadp d\u1eef li\u1ec7u l\u1edbn m\u1ed9t c\u00e1ch d\u1ec5 d\u00e0ng.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">B\u1ea1n c\u00f3 th\u1ec3 s\u1eed d\u1ee5ng Dataflow \u0111\u1ec3 \u0111\u1ecdc d\u1eef li\u1ec7u t\u1eeb m\u1ed9t t\u1ec7p Cloud Storage, bi\u1ebfn \u0111\u1ed5i n\u00f3 b\u1eb1ng c\u00e1ch s\u1eed d\u1ee5ng Apache Spark v\u00e0 t\u1ea3i n\u00f3 v\u00e0o m\u1ed9t b\u1ea3ng BigQuery. V\u00ed d\u1ee5, b\u1ea1n c\u00f3 th\u1ec3 s\u1eed d\u1ee5ng Dataflow \u0111\u1ec3 chia m\u1ed9t t\u1ec7p CSV th\u00e0nh c\u00e1c h\u00e0ng ri\u00eang l\u1ebb v\u00e0 t\u1ea3i c\u00e1c h\u00e0ng v\u00e0o m\u1ed9t b\u1ea3ng BigQuery.<\/span><\/p>\n<h4><span class=\"ez-toc-section\" id=\"Serverless_Dataproc\"><\/span><b>Serverless Dataproc<\/b><span class=\"ez-toc-section-end\"><\/span><\/h4>\n<p><span style=\"font-weight: 400;\">Serverless Dataproc l\u00e0 m\u1ed9t d\u1ecbch v\u1ee5 qu\u1ea3n l\u00fd ho\u00e0n to\u00e0n cho ph\u00e9p b\u1ea1n ch\u1ea1y c\u00e1c c\u00f4ng vi\u1ec7c Apache Spark m\u00e0 kh\u00f4ng c\u1ea7n ph\u1ea3i c\u1ea5u h\u00ecnh v\u00e0 qu\u1ea3n l\u00fd c\u1ee5m c\u1ee7a ri\u00eang b\u1ea1n. Serverless Dataproc c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng \u0111\u1ec3 bi\u1ebfn \u0111\u1ed5i d\u1eef li\u1ec7u t\u1eeb Cloud Storage sang BigQuery, v\u00e0 n\u00f3 c\u0169ng c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng \u0111\u1ec3 th\u1ef1c hi\u1ec7n c\u00e1c nhi\u1ec7m v\u1ee5 x\u1eed l\u00fd d\u1eef li\u1ec7u kh\u00e1c. M\u1ed9t trong nh\u1eefng l\u1ee3i \u00edch c\u1ee7a vi\u1ec7c s\u1eed d\u1ee5ng serverless Dataproc cho bi\u1ebfn \u0111\u1ed5i d\u1eef li\u1ec7u l\u00e0 n\u00f3 r\u1ea5t d\u1ec5 s\u1eed d\u1ee5ng. B\u1ea1n ch\u1ec9 c\u1ea7n g\u1eedi c\u00f4ng vi\u1ec7c c\u1ee7a m\u00ecnh \u0111\u1ebfn d\u1ecbch v\u1ee5 serverless Dataproc, v\u00e0 d\u1ecbch v\u1ee5 s\u1ebd lo ph\u1ea7n c\u00f2n l\u1ea1i. Ngo\u00e0i ra, serverless Dataproc c\u00f3 kh\u1ea3 n\u0103ng m\u1edf r\u1ed9ng r\u1ea5t cao, v\u00ec v\u1eady b\u1ea1n c\u00f3 th\u1ec3 d\u1ec5 d\u00e0ng m\u1edf r\u1ed9ng c\u00e1c t\u00ednh n\u0103ng \u0111\u1ec3 \u0111\u00e1p \u1ee9ng nhu c\u1ea7u c\u1ee7a c\u00f4ng vi\u1ec7c c\u1ee7a b\u1ea1n.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">B\u1ea1n c\u00f3 th\u1ec3 s\u1eed d\u1ee5ng m\u1ed9t c\u00f4ng vi\u1ec7c Spark serverless Dataproc \u0111\u1ec3 \u0111\u1ecdc d\u1eef li\u1ec7u t\u1eeb m\u1ed9t t\u1ec7p Cloud Storage, bi\u1ebfn \u0111\u1ed5i n\u00f3 b\u1eb1ng c\u00e1ch s\u1eed d\u1ee5ng Apache Spark v\u00e0 t\u1ea3i n\u00f3 v\u00e0o m\u1ed9t b\u1ea3ng BigQuery. V\u00ed d\u1ee5, b\u1ea1n c\u00f3 th\u1ec3 s\u1eed d\u1ee5ng m\u1ed9t c\u00f4ng vi\u1ec7c Spark serverless Dataproc \u0111\u1ec3 chuy\u1ec3n \u0111\u1ed5i m\u1ed9t t\u1ec7p JSON th\u00e0nh m\u1ed9t t\u1ec7p Parquet v\u00e0 t\u1ea3i t\u1ec7p Parquet v\u00e0o m\u1ed9t b\u1ea3ng BigQuery.<\/span><\/p>\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;\">S\u1ef1 di chuy\u1ec3n d\u1eef li\u1ec7u IBM Datastage sang Google Cloud m\u1edf ra m\u1ed9t con \u0111\u01b0\u1eddng cho c\u00e1c gi\u1ea3i ph\u00e1p t\u00edch h\u1ee3p d\u1eef li\u1ec7u hi\u1ec7u qu\u1ea3, c\u00f3 th\u1ec3 m\u1edf r\u1ed9ng v\u00e0 ti\u1ebft ki\u1ec7m chi ph\u00ed h\u01a1n. S\u1ef1 chuy\u1ec3n \u0111\u1ed5i n\u00e0y cho ph\u00e9p doanh nghi\u1ec7p t\u00f9y ch\u1ec9nh v\u00e0 m\u1edf r\u1ed9ng t\u00e0i nguy\u00ean theo nhu c\u1ea7u c\u1ee5 th\u1ec3 c\u1ee7a h\u1ecd, cung c\u1ea5p m\u1ed9t c\u00e1ch ti\u1ebfp c\u1eadn t\u00f9y ch\u1ec9nh cho qu\u1ea3n l\u00fd d\u1eef li\u1ec7u. S\u1ef1 h\u01b0\u1edbng t\u1edbi Google Cloud cho t\u00edch h\u1ee3p d\u1eef li\u1ec7u kh\u00f4ng ch\u1ec9 l\u00e0m m\u01b0\u1ee3t m\u00e0 c\u00e1c quy tr\u00ecnh m\u00e0 c\u00f2n \u0111\u1ecbnh v\u1ecb t\u1ed5 ch\u1ee9c \u0111\u1ec3 t\u1eadn d\u1ee5ng nh\u1eefng hi\u1ec3u bi\u1ebft th\u1eddi gian th\u1ef1c v\u00e0 ph\u00e1t tri\u1ec3n trong m\u1ed9t m\u00f4i tr\u01b0\u1eddng kinh doanh bi\u1ebfn \u0111\u1ed9ng.<\/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":"Di chuy\u1ec3n d\u1eef li\u1ec7u t\u1eeb IBM Datastage sang Google Cloud l\u00e0 m\u1ed9t qu\u00e1 tr\u00ecnh quan tr\u1ecdng \u0111\u1ec3 n\u00e2ng c\u1ea5p h\u1ec7 th\u1ed1ng v\u00e0 t\u1eadn d\u1ee5ng c\u00e1c t\u00ednh n\u0103ng v\u00e0 l\u1ee3i \u00edch c\u1ee7a n\u1ec1n t\u1ea3ng \u0111\u00e1m m\u00e2y. Vi\u1ec7c n\u00e0y gi\u00fap t\u1ed1i \u01b0u&hellip;","protected":false},"author":2,"featured_media":18732,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"inline_featured_image":false,"footnotes":""},"categories":[1],"tags":[],"class_list":["post-18730","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\/18730","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=18730"}],"version-history":[{"count":0,"href":"https:\/\/gcloudvn.com\/en\/wp-json\/wp\/v2\/posts\/18730\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/gcloudvn.com\/en\/wp-json\/wp\/v2\/media\/18732"}],"wp:attachment":[{"href":"https:\/\/gcloudvn.com\/en\/wp-json\/wp\/v2\/media?parent=18730"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/gcloudvn.com\/en\/wp-json\/wp\/v2\/categories?post=18730"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/gcloudvn.com\/en\/wp-json\/wp\/v2\/tags?post=18730"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}