{"id":21339,"date":"2025-01-24T09:31:40","date_gmt":"2025-01-24T02:31:40","guid":{"rendered":"https:\/\/gcloudvn.com\/?p=21339"},"modified":"2025-01-24T09:32:00","modified_gmt":"2025-01-24T02:32:00","slug":"cloud-composer-trong-gcp-so-sanh-cloud-composer-vs-dataflow","status":"publish","type":"post","link":"https:\/\/gcloudvn.com\/en\/kienthuc\/cloud-composer-trong-gcp-so-sanh-cloud-composer-vs-dataflow\/","title":{"rendered":"Cloud Composer trong GCP. So s\u00e1nh Cloud Composer vs Dataflow"},"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;\">B\u1ea1n \u0111ang t\u00ecm ki\u1ebfm m\u1ed9t c\u00f4ng c\u1ee5 \u0111\u1ec3 \u0111i\u1ec1u ph\u1ed1i v\u00e0 qu\u1ea3n l\u00fd c\u00e1c quy tr\u00ecnh x\u1eed l\u00fd d\u1eef li\u1ec7u ph\u1ee9c t\u1ea1p tr\u00ean Google Cloud Platform? <\/span><b>Cloud Composer<\/b><span style=\"font-weight: 400;\"> ch\u00ednh l\u00e0 c\u00e2u tr\u1ea3 l\u1eddi! D\u1ef1a tr\u00ean n\u1ec1n t\u1ea3ng Apache Airflow, Cloud Composer cho ph\u00e9p b\u1ea1n t\u1ea1o ra c\u00e1c \u0111\u01b0\u1eddng \u1ed1ng d\u1eef li\u1ec7u tr\u1ef1c quan, d\u1ec5 d\u00e0ng qu\u1ea3n l\u00fd v\u00e0 t\u1ef1 \u0111\u1ed9ng h\u00f3a c\u00e1c t\u00e1c v\u1ee5 l\u1eb7p \u0111i l\u1eb7p l\u1ea1i. Kh\u00e1c v\u1edbi <\/span><b>.<\/b><span style=\"font-weight: 400;\"> t\u1eadp trung v\u00e0o vi\u1ec7c x\u1eed l\u00fd d\u1eef li\u1ec7u m\u1ed9t c\u00e1ch hi\u1ec7u qu\u1ea3, Cloud Composer \u0111\u00f3ng vai tr\u00f2 nh\u01b0 m\u1ed9t ng\u01b0\u1eddi ch\u1ec9 huy, \u0111i\u1ec1u ph\u1ed1i v\u00e0 l\u00ean l\u1ecbch cho c\u00e1c t\u00e1c v\u1ee5 kh\u00e1c nhau, bao g\u1ed3m c\u1ea3 Dataflow. H\u00e3y t\u01b0\u1edfng t\u01b0\u1ee3ng Cloud Composer nh\u01b0 m\u1ed9t ng\u01b0\u1eddi \u0111\u1ea1o di\u1ec5n, ch\u1ec9 huy d\u00e0n nh\u1ea1c c\u00e1c c\u00f4ng c\u1ee5 x\u1eed l\u00fd d\u1eef li\u1ec7u \u0111\u1ec3 t\u1ea1o ra nh\u1eefng b\u1ea3n giao h\u01b0\u1edfng d\u1eef li\u1ec7u ho\u00e0n h\u1ea3o.<\/span><\/p>\n<p><a href=\"https:\/\/gcloudvn.com\/en\/kienthuc\/cloud-composer-trong-gcp-so-sanh-cloud-composer-vs-dataflow\/attachment\/thang-72024-2025-01-23t152523-630\/\" rel=\"attachment wp-att-21340\"><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-21340\" src=\"https:\/\/gcloudvn.com\/wp-content\/uploads\/2025\/01\/Thang-72024-2025-01-23T152523.630.jpg\" alt=\"\" width=\"600\" height=\"375\" srcset=\"https:\/\/gcloudvn.com\/wp-content\/uploads\/2025\/01\/Thang-72024-2025-01-23T152523.630.jpg 600w, https:\/\/gcloudvn.com\/wp-content\/uploads\/2025\/01\/Thang-72024-2025-01-23T152523.630-18x12.jpg 18w\" sizes=\"auto, (max-width: 600px) 100vw, 600px\" \/><\/a><\/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\/cloud-composer-trong-gcp-so-sanh-cloud-composer-vs-dataflow\/#Hieu_ro_ve_Cloud_Composer_%E2%80%93_Ho_tro_dac_luc_cho_luong_cong_viec\" >Hi\u1ec3u r\u00f5 v\u1ec1 Cloud Composer &#8211; H\u1ed7 tr\u1ee3 \u0111\u1eafc l\u1ef1c cho lu\u1ed3ng c\u00f4ng vi\u1ec7c<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/gcloudvn.com\/en\/kienthuc\/cloud-composer-trong-gcp-so-sanh-cloud-composer-vs-dataflow\/#Tai_sao_Cloud_Composer_lai_quan_trong\" >T\u1ea1i sao Cloud Composer l\u1ea1i quan tr\u1ecdng?<\/a><\/li><\/ul><\/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\/cloud-composer-trong-gcp-so-sanh-cloud-composer-vs-dataflow\/#Cac_loi_ich_chinh_khi_su_dung_Cloud_Composer\" >C\u00e1c l\u1ee3i \u00edch ch\u00ednh khi s\u1eed d\u1ee5ng Cloud Composer<\/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\/cloud-composer-trong-gcp-so-sanh-cloud-composer-vs-dataflow\/#Dong_co_thuc_day_tu_dong_hoa\" >\u0110\u1ed9ng c\u01a1 th\u00fac \u0111\u1ea9y t\u1ef1 \u0111\u1ed9ng h\u00f3a<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/gcloudvn.com\/en\/kienthuc\/cloud-composer-trong-gcp-so-sanh-cloud-composer-vs-dataflow\/#Dam_bao_cong_viec_luon_dung_gio\" >\u0110\u1ea3m b\u1ea3o c\u00f4ng vi\u1ec7c lu\u00f4n \u0111\u00fang gi\u1edd<\/a><\/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\/cloud-composer-trong-gcp-so-sanh-cloud-composer-vs-dataflow\/#Theo_doi_va_giam_sat\" >Theo d\u00f5i v\u00e0 gi\u00e1m s\u00e1t<\/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\/cloud-composer-trong-gcp-so-sanh-cloud-composer-vs-dataflow\/#Cau_noi_giua_cac_dich_vu\" >C\u1ea7u n\u1ed1i gi\u1eefa c\u00e1c d\u1ecbch v\u1ee5<\/a><\/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\/kienthuc\/cloud-composer-trong-gcp-so-sanh-cloud-composer-vs-dataflow\/#Han_che_cua_Cloud_Composer\" >H\u1ea1n ch\u1ebf c\u1ee7a Cloud Composer<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-9\" href=\"https:\/\/gcloudvn.com\/en\/kienthuc\/cloud-composer-trong-gcp-so-sanh-cloud-composer-vs-dataflow\/#Cloud_Composer_vs_Dataflow_So_sanh_chi_tiet\" >Cloud Composer vs Dataflow: So s\u00e1nh chi ti\u1ebft<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-10\" href=\"https:\/\/gcloudvn.com\/en\/kienthuc\/cloud-composer-trong-gcp-so-sanh-cloud-composer-vs-dataflow\/#Cong_cu_phu_hop_cho_doanh_nghiep_cua_ban\" >C\u00f4ng c\u1ee5 ph\u00f9 h\u1ee3p cho doanh nghi\u1ec7p c\u1ee7a b\u1ea1n\u00a0<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-11\" href=\"https:\/\/gcloudvn.com\/en\/kienthuc\/cloud-composer-trong-gcp-so-sanh-cloud-composer-vs-dataflow\/#Khi_nao_nen_chon_Cloud_Composer\" >Khi n\u00e0o n\u00ean ch\u1ecdn Cloud Composer?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-12\" href=\"https:\/\/gcloudvn.com\/en\/kienthuc\/cloud-composer-trong-gcp-so-sanh-cloud-composer-vs-dataflow\/#Khi_nao_nen_chon_Dataflow\" >Khi n\u00e0o n\u00ean ch\u1ecdn Dataflow?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-13\" href=\"https:\/\/gcloudvn.com\/en\/kienthuc\/cloud-composer-trong-gcp-so-sanh-cloud-composer-vs-dataflow\/#Tom_tat\" >Summary<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-14\" href=\"https:\/\/gcloudvn.com\/en\/kienthuc\/cloud-composer-trong-gcp-so-sanh-cloud-composer-vs-dataflow\/#Ket_luan\" >Conclusion<\/a><\/li><\/ul><\/nav><\/div>\n<h2><span class=\"ez-toc-section\" id=\"Hieu_ro_ve_Cloud_Composer_%E2%80%93_Ho_tro_dac_luc_cho_luong_cong_viec\"><\/span><b>Hi\u1ec3u r\u00f5 v\u1ec1 Cloud Composer &#8211; H\u1ed7 tr\u1ee3 \u0111\u1eafc l\u1ef1c cho lu\u1ed3ng c\u00f4ng vi\u1ec7c<\/b><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><b>Cloud Composer<\/b><span style=\"font-weight: 400;\"> l\u00e0 m\u1ed9t d\u1ecbch v\u1ee5 \u0111i\u1ec1u ph\u1ed1i quy tr\u00ecnh c\u00f4ng vi\u1ec7c \u0111\u01b0\u1ee3c qu\u1ea3n l\u00fd ho\u00e0n to\u00e0n, \u0111\u01b0\u1ee3c x\u00e2y d\u1ef1ng d\u1ef1a tr\u00ean n\u1ec1n t\u1ea3ng m\u00e3 ngu\u1ed3n m\u1edf Apache Airflow. C\u00f4ng c\u1ee5 n\u00e0y gi\u00fap b\u1ea1n t\u1ea1o, l\u00ean l\u1ecbch v\u00e0 gi\u00e1m s\u00e1t c\u00e1c quy tr\u00ecnh ph\u1ee9c t\u1ea1p, tr\u1ea3i d\u00e0i tr\u00ean nhi\u1ec1u h\u1ec7 th\u1ed1ng v\u00e0 d\u1ecbch v\u1ee5 kh\u00e1c nhau.<\/span><\/p>\n<h3><span class=\"ez-toc-section\" id=\"Tai_sao_Cloud_Composer_lai_quan_trong\"><\/span><b>T\u1ea1i sao Cloud Composer l\u1ea1i quan tr\u1ecdng?<\/b><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><span style=\"font-weight: 400;\">Trong th\u1ebf gi\u1edbi d\u1eef li\u1ec7u l\u1edbn, c\u00e1c quy tr\u00ecnh c\u00f4ng vi\u1ec7c th\u01b0\u1eddng bao g\u1ed3m nhi\u1ec1u b\u01b0\u1edbc ph\u1ee9c t\u1ea1p, t\u1eeb thu th\u1eadp d\u1eef li\u1ec7u, x\u1eed l\u00fd d\u1eef li\u1ec7u \u0111\u1ebfn ph\u00e2n t\u00edch v\u00e0 b\u00e1o c\u00e1o. Cloud Composer gi\u00fap b\u1ea1n:<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>T\u1ef1 \u0111\u1ed9ng h\u00f3a quy tr\u00ecnh:<\/b><span style=\"font-weight: 400;\"> Lo\u1ea1i b\u1ecf c\u00e1c t\u00e1c v\u1ee5 th\u1ee7 c\u00f4ng, gi\u1ea3m thi\u1ec3u l\u1ed7i v\u00e0 t\u0103ng hi\u1ec7u su\u1ea5t.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>L\u00ean l\u1ecbch ch\u00ednh x\u00e1c:<\/b><span style=\"font-weight: 400;\"> L\u00ean l\u1ecbch th\u1ef1c hi\u1ec7n c\u00e1c c\u00f4ng vi\u1ec7c theo th\u1eddi gian bi\u1ec3u c\u1ee5 th\u1ec3 ho\u1eb7c d\u1ef1a tr\u00ean c\u00e1c s\u1ef1 ki\u1ec7n k\u00edch ho\u1ea1t.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Theo d\u00f5i v\u00e0 gi\u00e1m s\u00e1t:<\/b><span style=\"font-weight: 400;\"> Gi\u00fap b\u1ea1n theo d\u00f5i ti\u1ebfn \u0111\u1ed9 c\u1ee7a c\u00e1c c\u00f4ng vi\u1ec7c, ph\u00e1t hi\u1ec7n v\u00e0 x\u1eed l\u00fd l\u1ed7i m\u1ed9t c\u00e1ch nhanh ch\u00f3ng.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>T\u00edch h\u1ee3p v\u1edbi nhi\u1ec1u d\u1ecbch v\u1ee5:<\/b><span style=\"font-weight: 400;\"> Cloud Composer c\u00f3 th\u1ec3 t\u00edch h\u1ee3p v\u1edbi nhi\u1ec1u d\u1ecbch v\u1ee5 c\u1ee7a Google Cloud Platform v\u00e0 c\u00e1c d\u1ecbch v\u1ee5 b\u00ean th\u1ee9 ba kh\u00e1c, t\u1ea1o ra m\u1ed9t h\u1ec7 th\u1ed1ng l\u00e0m vi\u1ec7c th\u1ed1ng nh\u1ea5t.<\/span><\/li>\n<\/ul>\n<p><b>C\u00e1c kh\u00e1i ni\u1ec7m c\u01a1 b\u1ea3n trong Cloud Composer:<\/b><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>DAG (Directed Acyclic Graph):<\/b><span style=\"font-weight: 400;\"> L\u00e0 m\u1ed9t bi\u1ec3u \u0111\u1ed3 m\u00f4 t\u1ea3 c\u00e1c c\u00f4ng vi\u1ec7c v\u00e0 m\u1ed1i quan h\u1ec7 gi\u1eefa ch\u00fang. M\u1ed7i c\u00f4ng vi\u1ec7c trong DAG \u0111\u01b0\u1ee3c g\u1ecdi l\u00e0 m\u1ed9t to\u00e1n t\u1eed (operator).<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>To\u00e1n t\u1eed:<\/b><span style=\"font-weight: 400;\"> \u0110\u1ea1i di\u1ec7n cho m\u1ed9t t\u00e1c v\u1ee5 c\u1ee5 th\u1ec3 trong DAG, v\u00ed d\u1ee5 nh\u01b0 ch\u1ea1y m\u1ed9t script Python, g\u1ecdi m\u1ed9t API, ho\u1eb7c th\u1ef1c thi m\u1ed9t l\u1ec7nh SQL.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Trigger:<\/b><span style=\"font-weight: 400;\"> S\u1ef1 ki\u1ec7n kh\u1edfi \u0111\u1ed9ng m\u1ed9t DAG ho\u1eb7c m\u1ed9t t\u1eadp h\u1ee3p c\u00e1c DAG.<\/span><\/li>\n<\/ul>\n<h2><span class=\"ez-toc-section\" id=\"Cac_loi_ich_chinh_khi_su_dung_Cloud_Composer\"><\/span><b>C\u00e1c l\u1ee3i \u00edch ch\u00ednh khi s\u1eed d\u1ee5ng Cloud Composer<\/b><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<h3><span class=\"ez-toc-section\" id=\"Dong_co_thuc_day_tu_dong_hoa\"><\/span><b>\u0110\u1ed9ng c\u01a1 th\u00fac \u0111\u1ea9y t\u1ef1 \u0111\u1ed9ng h\u00f3a<\/b><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><span style=\"font-weight: 400;\">Cloud Composer, v\u1edbi n\u1ec1n t\u1ea3ng Apache Airflow m\u1ea1nh m\u1ebd, \u0111\u00e3 c\u00e1ch m\u1ea1ng h\u00f3a c\u00e1ch c\u00e1c doanh nghi\u1ec7p ti\u1ebfp c\u1eadn v\u1edbi vi\u1ec7c t\u1ef1 \u0111\u1ed9ng h\u00f3a quy tr\u00ecnh. Thay v\u00ec th\u1ef1c hi\u1ec7n th\u1ee7 c\u00f4ng t\u1eebng b\u01b0\u1edbc m\u1ed9t, c\u00e1c nh\u00e0 ph\u00e1t tri\u1ec3n c\u00f3 th\u1ec3 thi\u1ebft k\u1ebf v\u00e0 tri\u1ec3n khai c\u00e1c quy tr\u00ecnh ph\u1ee9c t\u1ea1p m\u1ed9t c\u00e1ch tr\u1ef1c quan v\u00e0 hi\u1ec7u qu\u1ea3 th\u00f4ng qua c\u00e1c DAG (Directed Acyclic Graphs).<\/span><\/p>\n<p><b>T\u1ea1i sao t\u1ef1 \u0111\u1ed9ng h\u00f3a l\u1ea1i quan tr\u1ecdng?<\/b><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Ti\u1ebft ki\u1ec7m th\u1eddi gian v\u00e0 nh\u00e2n l\u1ef1c:<\/b><span style=\"font-weight: 400;\"> C\u00e1c t\u00e1c v\u1ee5 l\u1eb7p \u0111i l\u1eb7p l\u1ea1i, t\u1ed1n nhi\u1ec1u th\u1eddi gian nh\u01b0 thu th\u1eadp d\u1eef li\u1ec7u, x\u1eed l\u00fd d\u1eef li\u1ec7u, t\u1ea1o b\u00e1o c\u00e1o&#8230; \u0111\u01b0\u1ee3c t\u1ef1 \u0111\u1ed9ng h\u00f3a ho\u00e0n to\u00e0n. \u0110i\u1ec1u n\u00e0y gi\u00fap nh\u00e2n vi\u00ean gi\u1ea3i ph\u00f3ng th\u1eddi gian \u0111\u1ec3 t\u1eadp trung v\u00e0o c\u00e1c c\u00f4ng vi\u1ec7c s\u00e1ng t\u1ea1o v\u00e0 c\u00f3 gi\u00e1 tr\u1ecb cao h\u01a1n.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Gi\u1ea3m thi\u1ec3u l\u1ed7i:<\/b><span style=\"font-weight: 400;\"> Con ng\u01b0\u1eddi d\u1ec5 m\u1eafc l\u1ed7i, \u0111\u1eb7c bi\u1ec7t l\u00e0 trong c\u00e1c c\u00f4ng vi\u1ec7c l\u1eb7p \u0111i l\u1eb7p l\u1ea1i. T\u1ef1 \u0111\u1ed9ng h\u00f3a gi\u00fap lo\u1ea1i b\u1ecf c\u00e1c sai s\u00f3t do y\u1ebfu t\u1ed1 con ng\u01b0\u1eddi g\u00e2y ra, \u0111\u1ea3m b\u1ea3o t\u00ednh ch\u00ednh x\u00e1c v\u00e0 tin c\u1eady c\u1ee7a k\u1ebft qu\u1ea3.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>T\u0103ng t\u00ednh nh\u1ea5t qu\u00e1n:<\/b><span style=\"font-weight: 400;\"> C\u00e1c quy tr\u00ecnh \u0111\u01b0\u1ee3c th\u1ef1c hi\u1ec7n m\u1ed9t c\u00e1ch \u0111\u1ed3ng nh\u1ea5t v\u00e0 tu\u00e2n th\u1ee7 theo \u0111\u00fang c\u00e1c quy t\u1eafc \u0111\u00e3 \u0111\u1ecbnh, \u0111\u1ea3m b\u1ea3o ch\u1ea5t l\u01b0\u1ee3ng v\u00e0 \u0111\u1ed9 tin c\u1eady c\u1ee7a s\u1ea3n ph\u1ea9m cu\u1ed1i c\u00f9ng.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>N\u00e2ng cao hi\u1ec7u su\u1ea5t:<\/b><span style=\"font-weight: 400;\"> Vi\u1ec7c t\u1ef1 \u0111\u1ed9ng h\u00f3a c\u00e1c quy tr\u00ecnh gi\u00fap r\u00fat ng\u1eafn th\u1eddi gian ho\u00e0n th\u00e0nh c\u00f4ng vi\u1ec7c, t\u0103ng n\u0103ng su\u1ea5t v\u00e0 hi\u1ec7u qu\u1ea3 l\u00e0m vi\u1ec7c.<\/span><\/li>\n<\/ul>\n<p><b>Cloud Composer l\u00e0m \u0111\u01b0\u1ee3c \u0111i\u1ec1u \u0111\u00f3 nh\u01b0 th\u1ebf n\u00e0o?<\/b><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>C\u00e1c DAG linh ho\u1ea1t:<\/b><span style=\"font-weight: 400;\"> B\u1ea1n c\u00f3 th\u1ec3 x\u00e2y d\u1ef1ng c\u00e1c DAG v\u1edbi \u0111\u1ed9 ph\u1ee9c t\u1ea1p kh\u00e1c nhau \u0111\u1ec3 m\u00f4 t\u1ea3 c\u00e1c quy tr\u00ecnh \u0111a d\u1ea1ng, t\u1eeb \u0111\u01a1n gi\u1ea3n \u0111\u1ebfn ph\u1ee9c t\u1ea1p.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>T\u00edch h\u1ee3p nhi\u1ec1u d\u1ecbch v\u1ee5:<\/b><span style=\"font-weight: 400;\"> Cloud Composer c\u00f3 th\u1ec3 d\u1ec5 d\u00e0ng t\u00edch h\u1ee3p v\u1edbi nhi\u1ec1u d\u1ecbch v\u1ee5 kh\u00e1c c\u1ee7a Google Cloud Platform v\u00e0 c\u00e1c c\u00f4ng c\u1ee5 b\u00ean th\u1ee9 ba, t\u1ea1o ra m\u1ed9t h\u1ec7 th\u1ed1ng l\u00e0m vi\u1ec7c th\u1ed1ng nh\u1ea5t.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>L\u00ean l\u1ecbch ch\u00ednh x\u00e1c:<\/b><span style=\"font-weight: 400;\"> B\u1ea1n c\u00f3 th\u1ec3 l\u00ean l\u1ecbch cho c\u00e1c quy tr\u00ecnh ch\u1ea1y theo th\u1eddi gian bi\u1ec3u c\u1ee5 th\u1ec3 ho\u1eb7c d\u1ef1a tr\u00ean c\u00e1c s\u1ef1 ki\u1ec7n k\u00edch ho\u1ea1t.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Gi\u00e1m s\u00e1t v\u00e0 b\u00e1o c\u00e1o:<\/b><span style=\"font-weight: 400;\"> Cloud Composer cung c\u1ea5p c\u00e1c c\u00f4ng c\u1ee5 \u0111\u1ec3 theo d\u00f5i ti\u1ebfn \u0111\u1ed9 c\u1ee7a c\u00e1c quy tr\u00ecnh, ph\u00e1t hi\u1ec7n v\u00e0 x\u1eed l\u00fd l\u1ed7i m\u1ed9t c\u00e1ch nhanh ch\u00f3ng.<\/span><\/li>\n<\/ul>\n<p><b>V\u00ed d\u1ee5 th\u1ef1c t\u1ebf:<\/b><\/p>\n<p><span style=\"font-weight: 400;\">M\u1ed9t c\u00f4ng ty e-commerce c\u00f3 th\u1ec3 s\u1eed d\u1ee5ng Cloud Composer \u0111\u1ec3 t\u1ef1 \u0111\u1ed9ng h\u00f3a quy tr\u00ecnh ph\u00e2n t\u00edch d\u1eef li\u1ec7u b\u00e1n h\u00e0ng. H\u00e0ng ng\u00e0y, d\u1eef li\u1ec7u b\u00e1n h\u00e0ng \u0111\u01b0\u1ee3c thu th\u1eadp t\u1eeb c\u00e1c ngu\u1ed3n kh\u00e1c nhau, sau \u0111\u00f3 \u0111\u01b0\u1ee3c l\u00e0m s\u1ea1ch, chuy\u1ec3n \u0111\u1ed5i v\u00e0 t\u1ea3i v\u00e0o kho d\u1eef li\u1ec7u. Ti\u1ebfp theo, c\u00e1c m\u00f4 h\u00ecnh ph\u00e2n t\u00edch s\u1ebd \u0111\u01b0\u1ee3c \u00e1p d\u1ee5ng \u0111\u1ec3 t\u00ecm ra c\u00e1c xu h\u01b0\u1edbng, d\u1ef1 b\u00e1o doanh s\u1ed1 v\u00e0 \u0111\u01b0a ra c\u00e1c khuy\u1ebfn ngh\u1ecb kinh doanh. To\u00e0n b\u1ed9 quy tr\u00ecnh n\u00e0y c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c t\u1ef1 \u0111\u1ed9ng h\u00f3a b\u1eb1ng Cloud Composer, gi\u00fap c\u00f4ng ty \u0111\u01b0a ra quy\u1ebft \u0111\u1ecbnh kinh doanh nhanh ch\u00f3ng v\u00e0 ch\u00ednh x\u00e1c h\u01a1n.<\/span><\/p>\n<h3><span class=\"ez-toc-section\" id=\"Dam_bao_cong_viec_luon_dung_gio\"><\/span><b>\u0110\u1ea3m b\u1ea3o c\u00f4ng vi\u1ec7c lu\u00f4n \u0111\u00fang gi\u1edd<\/b><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><span style=\"font-weight: 400;\">Trong m\u00f4i tr\u01b0\u1eddng kinh doanh hi\u1ec7n \u0111\u1ea1i, th\u1eddi gian l\u00e0 m\u1ed9t y\u1ebfu t\u1ed1 v\u00f4 c\u00f9ng quan tr\u1ecdng. Vi\u1ec7c \u0111\u1ea3m b\u1ea3o c\u00e1c c\u00f4ng vi\u1ec7c \u0111\u01b0\u1ee3c th\u1ef1c hi\u1ec7n \u0111\u00fang th\u1eddi h\u1ea1n l\u00e0 \u0111i\u1ec1u c\u1ea7n thi\u1ebft \u0111\u1ec3 \u0111\u1ea1t \u0111\u01b0\u1ee3c hi\u1ec7u qu\u1ea3 cao nh\u1ea5t. Cloud Composer, v\u1edbi kh\u1ea3 n\u0103ng l\u00ean l\u1ecbch ch\u00ednh x\u00e1c, \u0111\u00e3 gi\u1ea3i quy\u1ebft \u0111\u01b0\u1ee3c v\u1ea5n \u0111\u1ec1 n\u00e0y m\u1ed9t c\u00e1ch hi\u1ec7u qu\u1ea3.<\/span><\/p>\n<p><b>T\u1ea1i sao l\u00ean l\u1ecbch ch\u00ednh x\u00e1c l\u1ea1i quan tr\u1ecdng?<\/b><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>\u0110\u1ea3m b\u1ea3o t\u00ednh li\u00ean t\u1ee5c c\u1ee7a quy tr\u00ecnh:<\/b><span style=\"font-weight: 400;\"> C\u00e1c c\u00f4ng vi\u1ec7c \u0111\u01b0\u1ee3c th\u1ef1c hi\u1ec7n \u0111\u00fang theo th\u1ee9 t\u1ef1 v\u00e0 th\u1eddi \u0111i\u1ec3m \u0111\u00e3 \u0111\u1ecbnh, \u0111\u1ea3m b\u1ea3o s\u1ef1 li\u00ean t\u1ee5c v\u00e0 tr\u01a1n tru c\u1ee7a to\u00e0n b\u1ed9 quy tr\u00ecnh.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>T\u1ed1i \u01b0u h\u00f3a vi\u1ec7c s\u1eed d\u1ee5ng t\u00e0i nguy\u00ean:<\/b><span style=\"font-weight: 400;\"> Vi\u1ec7c l\u00ean l\u1ecbch c\u1ea9n th\u1eadn gi\u00fap tr\u00e1nh t\u00ecnh tr\u1ea1ng qu\u00e1 t\u1ea3i ho\u1eb7c thi\u1ebfu h\u1ee5t t\u00e0i nguy\u00ean m\u00e1y t\u00ednh, \u0111\u1ea3m b\u1ea3o s\u1eed d\u1ee5ng t\u00e0i nguy\u00ean m\u1ed9t c\u00e1ch hi\u1ec7u qu\u1ea3.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Ph\u00f9 h\u1ee3p v\u1edbi c\u00e1c y\u00eau c\u1ea7u kinh doanh:<\/b><span style=\"font-weight: 400;\"> Nhi\u1ec1u quy tr\u00ecnh kinh doanh y\u00eau c\u1ea7u ph\u1ea3i \u0111\u01b0\u1ee3c th\u1ef1c hi\u1ec7n v\u00e0o nh\u1eefng th\u1eddi \u0111i\u1ec3m c\u1ee5 th\u1ec3, v\u00ed d\u1ee5 nh\u01b0 b\u00e1o c\u00e1o h\u00e0ng ng\u00e0y, x\u1eed l\u00fd d\u1eef li\u1ec7u cu\u1ed1i th\u00e1ng. Cloud Composer gi\u00fap \u0111\u00e1p \u1ee9ng c\u00e1c y\u00eau c\u1ea7u n\u00e0y m\u1ed9t c\u00e1ch ch\u00ednh x\u00e1c.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>C\u1ea3i thi\u1ec7n ch\u1ea5t l\u01b0\u1ee3ng d\u1ecbch v\u1ee5:<\/b><span style=\"font-weight: 400;\"> Vi\u1ec7c \u0111\u1ea3m b\u1ea3o c\u00e1c c\u00f4ng vi\u1ec7c \u0111\u01b0\u1ee3c th\u1ef1c hi\u1ec7n \u0111\u00fang th\u1eddi h\u1ea1n gi\u00fap c\u1ea3i thi\u1ec7n ch\u1ea5t l\u01b0\u1ee3ng d\u1ecbch v\u1ee5, t\u0103ng s\u1ef1 h\u00e0i l\u00f2ng c\u1ee7a kh\u00e1ch h\u00e0ng.<\/span><\/li>\n<\/ul>\n<p><b>Cloud Composer l\u00e0m \u0111\u01b0\u1ee3c \u0111i\u1ec1u \u0111\u00f3 nh\u01b0 th\u1ebf n\u00e0o?<\/b><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>L\u00ean l\u1ecbch theo th\u1eddi gian bi\u1ec3u:<\/b><span style=\"font-weight: 400;\"> B\u1ea1n c\u00f3 th\u1ec3 thi\u1ebft l\u1eadp c\u00e1c DAG \u0111\u1ec3 ch\u1ea1y v\u00e0o nh\u1eefng th\u1eddi \u0111i\u1ec3m c\u1ee5 th\u1ec3 trong ng\u00e0y, tu\u1ea7n ho\u1eb7c th\u00e1ng.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>L\u00ean l\u1ecbch d\u1ef1a tr\u00ean s\u1ef1 ki\u1ec7n:<\/b><span style=\"font-weight: 400;\"> C\u00e1c DAG c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c k\u00edch ho\u1ea1t khi x\u1ea3y ra c\u00e1c s\u1ef1 ki\u1ec7n nh\u1ea5t \u0111\u1ecbnh, v\u00ed d\u1ee5 nh\u01b0 khi c\u00f3 d\u1eef li\u1ec7u m\u1edbi \u0111\u01b0\u1ee3c th\u00eam v\u00e0o, khi m\u1ed9t file \u0111\u01b0\u1ee3c t\u1ea1o ho\u1eb7c khi nh\u1eadn \u0111\u01b0\u1ee3c m\u1ed9t th\u00f4ng b\u00e1o.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>T\u00f9y ch\u1ec9nh l\u1ecbch tr\u00ecnh:<\/b><span style=\"font-weight: 400;\"> B\u1ea1n c\u00f3 th\u1ec3 t\u00f9y ch\u1ec9nh l\u1ecbch tr\u00ecnh c\u1ee7a c\u00e1c DAG \u0111\u1ec3 \u0111\u00e1p \u1ee9ng c\u00e1c y\u00eau c\u1ea7u c\u1ee5 th\u1ec3 c\u1ee7a doanh nghi\u1ec7p.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Gi\u00e1m s\u00e1t v\u00e0 \u0111i\u1ec1u ch\u1ec9nh:<\/b><span style=\"font-weight: 400;\"> Cloud Composer cho ph\u00e9p b\u1ea1n theo d\u00f5i ti\u1ebfn \u0111\u1ed9 c\u1ee7a c\u00e1c c\u00f4ng vi\u1ec7c \u0111\u00e3 l\u00ean l\u1ecbch v\u00e0 \u0111i\u1ec1u ch\u1ec9nh l\u1ecbch tr\u00ecnh khi c\u1ea7n thi\u1ebft.<\/span><\/li>\n<\/ul>\n<p><b>V\u00ed d\u1ee5 th\u1ef1c t\u1ebf:<\/b><\/p>\n<p><span style=\"font-weight: 400;\">M\u1ed9t c\u00f4ng ty t\u00e0i ch\u00ednh c\u00f3 th\u1ec3 s\u1eed d\u1ee5ng Cloud Composer \u0111\u1ec3 l\u00ean l\u1ecbch cho c\u00e1c c\u00f4ng vi\u1ec7c x\u1eed l\u00fd d\u1eef li\u1ec7u giao d\u1ecbch h\u00e0ng ng\u00e0y. D\u1eef li\u1ec7u giao d\u1ecbch \u0111\u01b0\u1ee3c thu th\u1eadp v\u00e0o cu\u1ed1i m\u1ed7i ng\u00e0y v\u00e0 \u0111\u01b0\u1ee3c t\u1ef1 \u0111\u1ed9ng x\u1eed l\u00fd v\u00e0o \u0111\u1ea7u ng\u00e0y h\u00f4m sau. Nh\u1edd \u0111\u00f3, c\u00e1c nh\u00e0 ph\u00e2n t\u00edch c\u00f3 th\u1ec3 nhanh ch\u00f3ng ti\u1ebfp c\u1eadn d\u1eef li\u1ec7u \u0111\u1ec3 \u0111\u01b0a ra c\u00e1c quy\u1ebft \u0111\u1ecbnh kinh doanh.<\/span><\/p>\n<h3><span class=\"ez-toc-section\" id=\"Theo_doi_va_giam_sat\"><\/span><b>Theo d\u00f5i v\u00e0 gi\u00e1m s\u00e1t<\/b><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><span style=\"font-weight: 400;\">Trong qu\u00e1 tr\u00ecnh th\u1ef1c hi\u1ec7n, c\u00e1c quy tr\u00ecnh th\u01b0\u1eddng g\u1eb7p ph\u1ea3i nh\u1eefng v\u1ea5n \u0111\u1ec1 b\u1ea5t ng\u1edd, t\u1eeb l\u1ed7i k\u1ef9 thu\u1eadt cho \u0111\u1ebfn s\u1ef1 c\u1ed1 v\u1ec1 d\u1eef li\u1ec7u. \u0110\u1ec3 \u0111\u1ea3m b\u1ea3o m\u1ecdi th\u1ee9 di\u1ec5n ra \u0111\u00fang nh\u01b0 k\u1ebf ho\u1ea1ch v\u00e0 k\u1ecbp th\u1eddi ph\u00e1t hi\u1ec7n c\u00e1c b\u1ea5t th\u01b0\u1eddng, Cloud Composer cung c\u1ea5p m\u1ed9t h\u1ec7 th\u1ed1ng theo d\u00f5i v\u00e0 gi\u00e1m s\u00e1t m\u1ea1nh m\u1ebd.<\/span><\/p>\n<p><b>T\u1ea1i sao theo d\u00f5i v\u00e0 gi\u00e1m s\u00e1t l\u1ea1i quan tr\u1ecdng?<\/b><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Ph\u00e1t hi\u1ec7n s\u1edbm c\u00e1c l\u1ed7i:<\/b><span style=\"font-weight: 400;\"> Nh\u1edd vi\u1ec7c theo d\u00f5i li\u00ean t\u1ee5c, b\u1ea1n c\u00f3 th\u1ec3 nhanh ch\u00f3ng ph\u00e1t hi\u1ec7n ra c\u00e1c l\u1ed7i ho\u1eb7c s\u1ef1 c\u1ed1 trong qu\u00e1 tr\u00ecnh th\u1ef1c hi\u1ec7n, gi\u00fap h\u1ea1n ch\u1ebf thi\u1ec7t h\u1ea1i v\u00e0 gi\u1ea3m th\u1eddi gian kh\u1eafc ph\u1ee5c.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>\u0110\u1ea3m b\u1ea3o ch\u1ea5t l\u01b0\u1ee3ng d\u1eef li\u1ec7u:<\/b><span style=\"font-weight: 400;\"> Vi\u1ec7c theo d\u00f5i ch\u1ea5t l\u01b0\u1ee3ng d\u1eef li\u1ec7u \u0111\u1ea7u v\u00e0o v\u00e0 \u0111\u1ea7u ra gi\u00fap \u0111\u1ea3m b\u1ea3o t\u00ednh ch\u00ednh x\u00e1c v\u00e0 tin c\u1eady c\u1ee7a k\u1ebft qu\u1ea3.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>\u0110\u00e1nh gi\u00e1 hi\u1ec7u su\u1ea5t:<\/b><span style=\"font-weight: 400;\"> B\u1ea1n c\u00f3 th\u1ec3 theo d\u00f5i hi\u1ec7u su\u1ea5t c\u1ee7a c\u00e1c c\u00f4ng vi\u1ec7c, t\u1eeb \u0111\u00f3 \u0111\u00e1nh gi\u00e1 hi\u1ec7u qu\u1ea3 c\u1ee7a quy tr\u00ecnh v\u00e0 \u0111\u01b0a ra c\u00e1c c\u1ea3i ti\u1ebfn c\u1ea7n thi\u1ebft.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>T\u0103ng t\u00ednh minh b\u1ea1ch:<\/b><span style=\"font-weight: 400;\"> H\u1ec7 th\u1ed1ng theo d\u00f5i gi\u00fap b\u1ea1n c\u00f3 c\u00e1i nh\u00ecn t\u1ed5ng quan v\u1ec1 to\u00e0n b\u1ed9 qu\u00e1 tr\u00ecnh, t\u1eeb \u0111\u00f3 t\u0103ng t\u00ednh minh b\u1ea1ch v\u00e0 tr\u00e1ch nhi\u1ec7m.<\/span><\/li>\n<\/ul>\n<p><b>Cloud Composer l\u00e0m \u0111\u01b0\u1ee3c \u0111i\u1ec1u \u0111\u00f3 nh\u01b0 th\u1ebf n\u00e0o?<\/b><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Intuitive interface:<\/b><span style=\"font-weight: 400;\"> Cloud Composer cung c\u1ea5p m\u1ed9t giao di\u1ec7n web tr\u1ef1c quan \u0111\u1ec3 b\u1ea1n theo d\u00f5i ti\u1ebfn \u0111\u1ed9 c\u1ee7a c\u00e1c DAG, xem chi ti\u1ebft t\u1eebng c\u00f4ng vi\u1ec7c v\u00e0 c\u00e1c th\u00f4ng s\u1ed1 li\u00ean quan.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>C\u1ea3nh b\u00e1o:<\/b><span style=\"font-weight: 400;\"> H\u1ec7 th\u1ed1ng s\u1ebd t\u1ef1 \u0111\u1ed9ng g\u1eedi c\u1ea3nh b\u00e1o khi ph\u00e1t hi\u1ec7n c\u00e1c s\u1ef1 c\u1ed1, ch\u1eb3ng h\u1ea1n nh\u01b0 c\u00f4ng vi\u1ec7c th\u1ea5t b\u1ea1i, th\u1eddi gian th\u1ef1c hi\u1ec7n qu\u00e1 l\u00e2u, ho\u1eb7c d\u1eef li\u1ec7u \u0111\u1ea7u v\u00e0o kh\u00f4ng h\u1ee3p l\u1ec7.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Log:<\/b><span style=\"font-weight: 400;\"> T\u1ea5t c\u1ea3 c\u00e1c ho\u1ea1t \u0111\u1ed9ng c\u1ee7a h\u1ec7 th\u1ed1ng \u0111\u1ec1u \u0111\u01b0\u1ee3c ghi l\u1ea1i trong log, gi\u00fap b\u1ea1n d\u1ec5 d\u00e0ng truy xu\u1ea5t v\u00e0 ph\u00e2n t\u00edch khi c\u1ea7n.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>T\u00edch h\u1ee3p v\u1edbi c\u00e1c c\u00f4ng c\u1ee5 gi\u00e1m s\u00e1t:<\/b><span style=\"font-weight: 400;\"> Cloud Composer c\u00f3 th\u1ec3 d\u1ec5 d\u00e0ng t\u00edch h\u1ee3p v\u1edbi c\u00e1c c\u00f4ng c\u1ee5 gi\u00e1m s\u00e1t kh\u00e1c nh\u01b0 Stackdriver \u0111\u1ec3 thu th\u1eadp v\u00e0 ph\u00e2n t\u00edch d\u1eef li\u1ec7u m\u1ed9t c\u00e1ch chi ti\u1ebft h\u01a1n.<\/span><\/li>\n<\/ul>\n<p><b>V\u00ed d\u1ee5 th\u1ef1c t\u1ebf:<\/b><\/p>\n<p><span style=\"font-weight: 400;\">M\u1ed9t c\u00f4ng ty truy\u1ec1n th\u00f4ng x\u00e3 h\u1ed9i s\u1eed d\u1ee5ng Cloud Composer \u0111\u1ec3 x\u00e2y d\u1ef1ng m\u1ed9t pipeline x\u1eed l\u00fd d\u1eef li\u1ec7u ng\u01b0\u1eddi d\u00f9ng. H\u1ec7 th\u1ed1ng s\u1ebd t\u1ef1 \u0111\u1ed9ng theo d\u00f5i c\u00e1c ch\u1ec9 s\u1ed1 quan tr\u1ecdng nh\u01b0 s\u1ed1 l\u01b0\u1ee3ng ng\u01b0\u1eddi d\u00f9ng m\u1edbi, l\u01b0\u1ee3t t\u01b0\u01a1ng t\u00e1c, v\u00e0 g\u1eedi c\u1ea3nh b\u00e1o n\u1ebfu ph\u00e1t hi\u1ec7n b\u1ea5t k\u1ef3 s\u1ef1 c\u1ed1 n\u00e0o, v\u00ed d\u1ee5 nh\u01b0 gi\u1ea3m \u0111\u1ed9t ng\u1ed9t s\u1ed1 l\u01b0\u1ee3ng ng\u01b0\u1eddi d\u00f9ng ho\u1eb7c t\u0103ng \u0111\u1ed9t bi\u1ebfn l\u01b0\u1ee3ng spam. Nh\u1edd \u0111\u00f3, \u0111\u1ed9i ng\u0169 k\u1ef9 thu\u1eadt c\u00f3 th\u1ec3 nhanh ch\u00f3ng x\u00e1c \u0111\u1ecbnh v\u00e0 kh\u1eafc ph\u1ee5c v\u1ea5n \u0111\u1ec1, \u0111\u1ea3m b\u1ea3o d\u1ecbch v\u1ee5 lu\u00f4n ho\u1ea1t \u0111\u1ed9ng \u1ed5n \u0111\u1ecbnh.<\/span><\/p>\n<h3><span class=\"ez-toc-section\" id=\"Cau_noi_giua_cac_dich_vu\"><\/span><b>C\u1ea7u n\u1ed1i gi\u1eefa c\u00e1c d\u1ecbch v\u1ee5<\/b><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><span style=\"font-weight: 400;\">Trong m\u1ed9t h\u1ec7 th\u1ed1ng th\u00f4ng tin hi\u1ec7n \u0111\u1ea1i, c\u00e1c d\u1ecbch v\u1ee5 th\u01b0\u1eddng ho\u1ea1t \u0111\u1ed9ng \u0111\u1ed9c l\u1eadp nh\u01b0ng l\u1ea1i li\u00ean quan ch\u1eb7t ch\u1ebd v\u1edbi nhau. \u0110\u1ec3 t\u1ea1o ra m\u1ed9t quy tr\u00ecnh l\u00e0m vi\u1ec7c li\u1ec1n m\u1ea1ch, ch\u00fang ta c\u1ea7n m\u1ed9t c\u00f4ng c\u1ee5 c\u00f3 kh\u1ea3 n\u0103ng k\u1ebft n\u1ed1i c\u00e1c d\u1ecbch v\u1ee5 n\u00e0y l\u1ea1i v\u1edbi nhau. Cloud Composer, v\u1edbi kh\u1ea3 n\u0103ng t\u00edch h\u1ee3p m\u1ea1nh m\u1ebd, \u0111\u00e3 tr\u1edf th\u00e0nh c\u1ea7u n\u1ed1i l\u00fd t\u01b0\u1edfng cho c\u00e1c doanh nghi\u1ec7p.<\/span><\/p>\n<p><b>T\u1ea1i sao t\u00edch h\u1ee3p nhi\u1ec1u d\u1ecbch v\u1ee5 l\u1ea1i quan tr\u1ecdng?<\/b><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>T\u1ea1o ra quy tr\u00ecnh l\u00e0m vi\u1ec7c li\u1ec1n m\u1ea1ch:<\/b><span style=\"font-weight: 400;\"> Thay v\u00ec th\u1ef1c hi\u1ec7n c\u00e1c t\u00e1c v\u1ee5 m\u1ed9t c\u00e1ch r\u1eddi r\u1ea1c, b\u1ea1n c\u00f3 th\u1ec3 k\u1ebft h\u1ee3p c\u00e1c d\u1ecbch v\u1ee5 kh\u00e1c nhau \u0111\u1ec3 t\u1ea1o ra m\u1ed9t quy tr\u00ecnh l\u00e0m vi\u1ec7c t\u1ef1 \u0111\u1ed9ng v\u00e0 li\u1ec1n m\u1ea1ch.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>T\u1eadn d\u1ee5ng t\u1ed1i \u0111a c\u00e1c ngu\u1ed3n l\u1ef1c:<\/b><span style=\"font-weight: 400;\"> B\u1ea1n c\u00f3 th\u1ec3 t\u1eadn d\u1ee5ng c\u00e1c \u0111i\u1ec3m m\u1ea1nh c\u1ee7a t\u1eebng d\u1ecbch v\u1ee5 \u0111\u1ec3 x\u00e2y d\u1ef1ng c\u00e1c gi\u1ea3i ph\u00e1p to\u00e0n di\u1ec7n.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Gi\u1ea3m thi\u1ec3u r\u1ee7i ro:<\/b><span style=\"font-weight: 400;\"> Vi\u1ec7c t\u00edch h\u1ee3p c\u00e1c d\u1ecbch v\u1ee5 gi\u00fap gi\u1ea3m thi\u1ec3u r\u1ee7i ro ph\u00e1t sinh l\u1ed7i khi chuy\u1ec3n \u0111\u1ed5i d\u1eef li\u1ec7u gi\u1eefa c\u00e1c h\u1ec7 th\u1ed1ng.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>N\u00e2ng cao hi\u1ec7u qu\u1ea3:<\/b><span style=\"font-weight: 400;\"> B\u1eb1ng c\u00e1ch t\u1ef1 \u0111\u1ed9ng h\u00f3a c\u00e1c quy tr\u00ecnh, b\u1ea1n c\u00f3 th\u1ec3 gi\u1ea3m thi\u1ec3u th\u1eddi gian v\u00e0 c\u00f4ng s\u1ee9c, t\u0103ng n\u0103ng su\u1ea5t l\u00e0m vi\u1ec7c.<\/span><\/li>\n<\/ul>\n<p><b>Cloud Composer l\u00e0m \u0111\u01b0\u1ee3c \u0111i\u1ec1u \u0111\u00f3 nh\u01b0 th\u1ebf n\u00e0o?<\/b><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>H\u1ed7 tr\u1ee3 nhi\u1ec1u lo\u1ea1i k\u1ebft n\u1ed1i:<\/b><span style=\"font-weight: 400;\"> Cloud Composer h\u1ed7 tr\u1ee3 nhi\u1ec1u lo\u1ea1i k\u1ebft n\u1ed1i kh\u00e1c nhau, t\u1eeb c\u00e1c d\u1ecbch v\u1ee5 c\u1ee7a Google Cloud Platform nh\u01b0 BigQuery, Cloud Storage, \u0111\u1ebfn c\u00e1c d\u1ecbch v\u1ee5 c\u1ee7a b\u00ean th\u1ee9 ba nh\u01b0 c\u00e1c c\u01a1 s\u1edf d\u1eef li\u1ec7u, c\u00e1c h\u1ec7 th\u1ed1ng qu\u1ea3n l\u00fd phi\u00ean b\u1ea3n.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>C\u00e1c to\u00e1n t\u1eed \u0111a d\u1ea1ng:<\/b><span style=\"font-weight: 400;\"> Cloud Composer cung c\u1ea5p m\u1ed9t th\u01b0 vi\u1ec7n c\u00e1c to\u00e1n t\u1eed phong ph\u00fa, cho ph\u00e9p b\u1ea1n th\u1ef1c hi\u1ec7n nhi\u1ec1u lo\u1ea1i t\u00e1c v\u1ee5 kh\u00e1c nhau, t\u1eeb vi\u1ec7c \u0111\u1ecdc\/ghi d\u1eef li\u1ec7u \u0111\u1ebfn vi\u1ec7c g\u1ecdi c\u00e1c API.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Kh\u1ea3 n\u0103ng t\u00f9y ch\u1ec9nh cao:<\/b><span style=\"font-weight: 400;\"> B\u1ea1n c\u00f3 th\u1ec3 t\u00f9y ch\u1ec9nh c\u00e1c to\u00e1n t\u1eed \u0111\u1ec3 \u0111\u00e1p \u1ee9ng c\u00e1c nhu c\u1ea7u c\u1ee5 th\u1ec3 c\u1ee7a m\u00ecnh.<\/span><\/li>\n<\/ul>\n<p><b>V\u00ed d\u1ee5 th\u1ef1c t\u1ebf:<\/b><\/p>\n<p><span style=\"font-weight: 400;\">M\u1ed9t c\u00f4ng ty b\u00e1n l\u1ebb tr\u1ef1c tuy\u1ebfn c\u00f3 th\u1ec3 s\u1eed d\u1ee5ng Cloud Composer \u0111\u1ec3 x\u00e2y d\u1ef1ng m\u1ed9t pipeline x\u1eed l\u00fd d\u1eef li\u1ec7u b\u00e1n h\u00e0ng. D\u1eef li\u1ec7u b\u00e1n h\u00e0ng \u0111\u01b0\u1ee3c thu th\u1eadp t\u1eeb h\u1ec7 th\u1ed1ng qu\u1ea3n l\u00fd h\u00e0ng t\u1ed3n kho, sau \u0111\u00f3 \u0111\u01b0\u1ee3c chuy\u1ec3n v\u00e0o BigQuery \u0111\u1ec3 ph\u00e2n t\u00edch. K\u1ebft qu\u1ea3 ph\u00e2n t\u00edch s\u1ebd \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng \u0111\u1ec3 t\u1ea1o c\u00e1c b\u00e1o c\u00e1o b\u00e1n h\u00e0ng v\u00e0 g\u1eedi email cho c\u00e1c nh\u00e0 qu\u1ea3n l\u00fd. To\u00e0n b\u1ed9 quy tr\u00ecnh n\u00e0y \u0111\u01b0\u1ee3c t\u1ef1 \u0111\u1ed9ng h\u00f3a b\u1eb1ng Cloud Composer, gi\u00fap c\u00f4ng ty nhanh ch\u00f3ng n\u1eafm b\u1eaft \u0111\u01b0\u1ee3c t\u00ecnh h\u00ecnh kinh doanh v\u00e0 \u0111\u01b0a ra c\u00e1c quy\u1ebft \u0111\u1ecbnh k\u1ecbp th\u1eddi.<\/span><\/p>\n<p><a href=\"https:\/\/gcloudvn.com\/en\/kienthuc\/cloud-composer-trong-gcp-so-sanh-cloud-composer-vs-dataflow\/attachment\/thang-72024-2025-01-23t152407-129\/\" rel=\"attachment wp-att-21342\"><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-21342\" src=\"https:\/\/gcloudvn.com\/wp-content\/uploads\/2025\/01\/Thang-72024-2025-01-23T152407.129.jpg\" alt=\"\" width=\"600\" height=\"375\" srcset=\"https:\/\/gcloudvn.com\/wp-content\/uploads\/2025\/01\/Thang-72024-2025-01-23T152407.129.jpg 600w, https:\/\/gcloudvn.com\/wp-content\/uploads\/2025\/01\/Thang-72024-2025-01-23T152407.129-18x12.jpg 18w\" sizes=\"auto, (max-width: 600px) 100vw, 600px\" \/><\/a><\/p>\n<h2><span class=\"ez-toc-section\" id=\"Han_che_cua_Cloud_Composer\"><\/span><b>H\u1ea1n ch\u1ebf c\u1ee7a Cloud Composer<\/b><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><span style=\"font-weight: 400;\">Tuy Cloud Composer mang \u0111\u1ebfn nhi\u1ec1u l\u1ee3i \u00edch \u0111\u00e1ng k\u1ec3, nh\u01b0ng nh\u01b0 m\u1ecdi c\u00f4ng c\u1ee5 kh\u00e1c, n\u00f3 c\u0169ng c\u00f3 nh\u1eefng h\u1ea1n ch\u1ebf nh\u1ea5t \u0111\u1ecbnh m\u00e0 ng\u01b0\u1eddi d\u00f9ng c\u1ea7n l\u01b0u \u00fd.<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>H\u1ecdc t\u1eadp:<\/b><span style=\"font-weight: 400;\"> \u0110\u1ec3 s\u1eed d\u1ee5ng Cloud Composer m\u1ed9t c\u00e1ch hi\u1ec7u qu\u1ea3, ng\u01b0\u1eddi d\u00f9ng c\u1ea7n n\u1eafm v\u1eefng c\u00e1c kh\u00e1i ni\u1ec7m v\u1ec1 Apache Airflow, Python v\u00e0 c\u00e1c d\u1ecbch v\u1ee5 c\u1ee7a Google Cloud Platform. \u0110i\u1ec1u n\u00e0y \u0111\u00f2i h\u1ecfi m\u1ed9t kho\u1ea3ng th\u1eddi gian \u0111\u1ea7u t\u01b0 \u0111\u1ec3 h\u1ecdc h\u1ecfi v\u00e0 l\u00e0m quen.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Expense:<\/b><span style=\"font-weight: 400;\"> M\u1eb7c d\u00f9 Cloud Composer cung c\u1ea5p m\u1ed9t phi\u00ean b\u1ea3n mi\u1ec5n ph\u00ed, nh\u01b0ng \u0111\u1ec3 s\u1eed d\u1ee5ng c\u00e1c t\u00ednh n\u0103ng n\u00e2ng cao v\u00e0 m\u1edf r\u1ed9ng quy m\u00f4, b\u1ea1n s\u1ebd ph\u1ea3i tr\u1ea3 ph\u00ed. Chi ph\u00ed s\u1ebd ph\u1ee5 thu\u1ed9c v\u00e0o l\u01b0\u1ee3ng t\u00e0i nguy\u00ean m\u00e0 b\u1ea1n s\u1eed d\u1ee5ng.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Ph\u1ee5 thu\u1ed9c v\u00e0o Google Cloud Platform:<\/b><span style=\"font-weight: 400;\"> Cloud Composer \u0111\u01b0\u1ee3c thi\u1ebft k\u1ebf \u0111\u1ec3 ho\u1ea1t \u0111\u1ed9ng t\u1ed1t nh\u1ea5t tr\u00ean n\u1ec1n t\u1ea3ng Google Cloud Platform. N\u1ebfu b\u1ea1n \u0111ang s\u1eed d\u1ee5ng c\u00e1c d\u1ecbch v\u1ee5 c\u1ee7a nh\u00e0 cung c\u1ea5p \u0111\u00e1m m\u00e2y kh\u00e1c, vi\u1ec7c t\u00edch h\u1ee3p c\u00f3 th\u1ec3 ph\u1ee9c t\u1ea1p h\u01a1n.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Customization capabilities:<\/b><span style=\"font-weight: 400;\"> M\u1eb7c d\u00f9 Cloud Composer cung c\u1ea5p nhi\u1ec1u t\u00ednh n\u0103ng t\u00f9y ch\u1ec9nh, nh\u01b0ng v\u1eabn c\u00f3 m\u1ed9t s\u1ed1 gi\u1edbi h\u1ea1n nh\u1ea5t \u0111\u1ecbnh. N\u1ebfu b\u1ea1n c\u1ea7n m\u1ed9t gi\u1ea3i ph\u00e1p ho\u00e0n to\u00e0n t\u00f9y bi\u1ebfn, b\u1ea1n c\u00f3 th\u1ec3 ph\u1ea3i vi\u1ebft th\u00eam code.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Kh\u00f3 kh\u0103n trong vi\u1ec7c qu\u1ea3n l\u00fd c\u00e1c DAG ph\u1ee9c t\u1ea1p:<\/b><span style=\"font-weight: 400;\"> Khi c\u00e1c DAG tr\u1edf n\u00ean qu\u00e1 ph\u1ee9c t\u1ea1p, vi\u1ec7c qu\u1ea3n l\u00fd v\u00e0 b\u1ea3o tr\u00ec ch\u00fang c\u00f3 th\u1ec3 tr\u1edf n\u00ean kh\u00f3 kh\u0103n. \u0110i\u1ec1u n\u00e0y \u0111\u00f2i h\u1ecfi c\u00e1c k\u1ef9 n\u0103ng l\u1eadp tr\u00ecnh v\u00e0 ki\u1ebfn th\u1ee9c chuy\u00ean s\u00e2u v\u1ec1 Apache Airflow.<\/span><\/li>\n<\/ul>\n<p><a href=\"https:\/\/gcloudvn.com\/en\/kienthuc\/cloud-composer-trong-gcp-so-sanh-cloud-composer-vs-dataflow\/attachment\/thang-72024-2025-01-23t152433-187\/\" rel=\"attachment wp-att-21341\"><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-21341\" src=\"https:\/\/gcloudvn.com\/wp-content\/uploads\/2025\/01\/Thang-72024-2025-01-23T152433.187.jpg\" alt=\"\" width=\"600\" height=\"375\" srcset=\"https:\/\/gcloudvn.com\/wp-content\/uploads\/2025\/01\/Thang-72024-2025-01-23T152433.187.jpg 600w, https:\/\/gcloudvn.com\/wp-content\/uploads\/2025\/01\/Thang-72024-2025-01-23T152433.187-18x12.jpg 18w\" sizes=\"auto, (max-width: 600px) 100vw, 600px\" \/><\/a><\/p>\n<h2><span class=\"ez-toc-section\" id=\"Cloud_Composer_vs_Dataflow_So_sanh_chi_tiet\"><\/span><b>Cloud Composer vs Dataflow: So s\u00e1nh chi ti\u1ebft<\/b><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><span style=\"font-weight: 400;\">Cloud Composer v\u00e0 Dataflow \u0111\u1ec1u l\u00e0 nh\u1eefng c\u00f4ng c\u1ee5 m\u1ea1nh m\u1ebd c\u1ee7a Google Cloud Platform, nh\u01b0ng ch\u00fang ph\u1ee5c v\u1ee5 cho nh\u1eefng m\u1ee5c \u0111\u00edch kh\u00e1c nhau v\u00e0 c\u00f3 nh\u1eefng \u01b0u \u0111i\u1ec3m, nh\u01b0\u1ee3c \u0111i\u1ec3m ri\u00eang.<\/span><\/p>\n<table>\n<tbody>\n<tr>\n<td><b>The existing<\/b><\/td>\n<td><b>Cloud Composer<\/b><\/td>\n<td><b>.<\/b><\/td>\n<\/tr>\n<tr>\n<td><b>Main purpose<\/b><\/td>\n<td><span style=\"font-weight: 400;\">Orchestration v\u00e0 l\u00ean l\u1ecbch c\u00e1c workflow<\/span><\/td>\n<td><span style=\"font-weight: 400;\">X\u1eed l\u00fd d\u1eef li\u1ec7u l\u1edbn, th\u1ef1c thi c\u00e1c pipeline d\u1eef li\u1ec7u<\/span><\/td>\n<\/tr>\n<tr>\n<td><b>C\u01a1 ch\u1ebf ho\u1ea1t \u0111\u1ed9ng<\/b><\/td>\n<td><span style=\"font-weight: 400;\">D\u1ef1a tr\u00ean Apache Airflow, \u0111\u1ecbnh ngh\u0129a workflow b\u1eb1ng DAG<\/span><\/td>\n<td><span style=\"font-weight: 400;\">D\u1ef1a tr\u00ean m\u00f4 h\u00ecnh l\u1eadp tr\u00ecnh functional, x\u1eed l\u00fd d\u1eef li\u1ec7u theo batch ho\u1eb7c streaming<\/span><\/td>\n<\/tr>\n<tr>\n<td><b>Kh\u1ea3 n\u0103ng t\u00f9y bi\u1ebfn<\/b><\/td>\n<td><span style=\"font-weight: 400;\">Cao, cho ph\u00e9p t\u00f9y ch\u1ec9nh workflow m\u1ed9t c\u00e1ch linh ho\u1ea1t<\/span><\/td>\n<td><span style=\"font-weight: 400;\">Cao, cho ph\u00e9p t\u00f9y ch\u1ec9nh c\u00e1c transformation tr\u00ean d\u1eef li\u1ec7u<\/span><\/td>\n<\/tr>\n<tr>\n<td><b>IntegrationIntegrating<\/b><\/td>\n<td><span style=\"font-weight: 400;\">T\u00edch h\u1ee3p t\u1ed1t v\u1edbi c\u00e1c d\u1ecbch v\u1ee5 kh\u00e1c c\u1ee7a GCP<\/span><\/td>\n<td><span style=\"font-weight: 400;\">T\u00edch h\u1ee3p t\u1ed1t v\u1edbi c\u00e1c d\u1ecbch v\u1ee5 kh\u00e1c c\u1ee7a GCP, \u0111\u1eb7c bi\u1ec7t l\u00e0 BigQuery<\/span><\/td>\n<\/tr>\n<tr>\n<td><b>Complexity<\/b><\/td>\n<td><span style=\"font-weight: 400;\">C\u00f3 th\u1ec3 ph\u1ee9c t\u1ea1p khi x\u00e2y d\u1ef1ng c\u00e1c workflow l\u1edbn<\/span><\/td>\n<td><span style=\"font-weight: 400;\">\u0110\u01a1n gi\u1ea3n h\u01a1n khi ch\u1ec9 t\u1eadp trung v\u00e0o x\u1eed l\u00fd d\u1eef li\u1ec7u<\/span><\/td>\n<\/tr>\n<tr>\n<td><b>Cost<\/b><\/td>\n<td><span style=\"font-weight: 400;\">Ph\u1ee5 thu\u1ed9c v\u00e0o s\u1ed1 l\u01b0\u1ee3ng instance v\u00e0 th\u1eddi gian ch\u1ea1y<\/span><\/td>\n<td><span style=\"font-weight: 400;\">Ph\u1ee5 thu\u1ed9c v\u00e0o l\u01b0\u1ee3ng d\u1eef li\u1ec7u x\u1eed l\u00fd v\u00e0 th\u1eddi gian ch\u1ea1y<\/span><\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h2><span class=\"ez-toc-section\" id=\"Cong_cu_phu_hop_cho_doanh_nghiep_cua_ban\"><\/span><b>C\u00f4ng c\u1ee5 ph\u00f9 h\u1ee3p cho doanh nghi\u1ec7p c\u1ee7a b\u1ea1n\u00a0<\/b><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<h3><span class=\"ez-toc-section\" id=\"Khi_nao_nen_chon_Cloud_Composer\"><\/span><b>Khi n\u00e0o n\u00ean ch\u1ecdn Cloud Composer?<\/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;\">B\u1ea1n c\u1ea7n orchestrate v\u00e0 l\u00ean l\u1ecbch c\u00e1c workflow ph\u1ee9c t\u1ea1p, bao g\u1ed3m nhi\u1ec1u b\u01b0\u1edbc x\u1eed l\u00fd kh\u00e1c nhau.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">B\u1ea1n c\u1ea7n m\u1ed9t c\u00f4ng c\u1ee5 linh ho\u1ea1t \u0111\u1ec3 t\u00f9y ch\u1ec9nh c\u00e1c workflow theo y\u00eau c\u1ea7u c\u1ee7a m\u00ecnh.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">B\u1ea1n mu\u1ed1n c\u00f3 m\u1ed9t c\u00e1i nh\u00ecn t\u1ed5ng quan v\u1ec1 to\u00e0n b\u1ed9 qu\u00e1 tr\u00ecnh x\u1eed l\u00fd d\u1eef li\u1ec7u.<\/span><\/li>\n<\/ul>\n<h3><span class=\"ez-toc-section\" id=\"Khi_nao_nen_chon_Dataflow\"><\/span><b>Khi n\u00e0o n\u00ean ch\u1ecdn Dataflow?<\/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;\">B\u1ea1n c\u1ea7n x\u1eed l\u00fd m\u1ed9t l\u01b0\u1ee3ng l\u1edbn d\u1eef li\u1ec7u m\u1ed9t c\u00e1ch nhanh ch\u00f3ng v\u00e0 hi\u1ec7u qu\u1ea3.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">B\u1ea1n mu\u1ed1n th\u1ef1c hi\u1ec7n c\u00e1c ph\u00e9p bi\u1ebfn \u0111\u1ed5i ph\u1ee9c t\u1ea1p tr\u00ean d\u1eef li\u1ec7u.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">B\u1ea1n c\u1ea7n m\u1ed9t c\u00f4ng c\u1ee5 chuy\u00ean d\u1ee5ng cho vi\u1ec7c x\u1eed l\u00fd d\u1eef li\u1ec7u streaming.<\/span><\/li>\n<\/ul>\n<h3><span class=\"ez-toc-section\" id=\"Tom_tat\"><\/span><b>Summary<\/b><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Cloud Composer:<\/b><span style=\"font-weight: 400;\"> L\u00e0 m\u1ed9t c\u00f4ng c\u1ee5 orchestration m\u1ea1nh m\u1ebd, ph\u00f9 h\u1ee3p cho c\u00e1c workflow ph\u1ee9c t\u1ea1p v\u00e0 \u0111\u00f2i h\u1ecfi \u0111\u1ed9 t\u00f9y bi\u1ebfn cao.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Dataflow:<\/b><span style=\"font-weight: 400;\"> L\u00e0 m\u1ed9t c\u00f4ng c\u1ee5 x\u1eed l\u00fd d\u1eef li\u1ec7u l\u1edbn hi\u1ec7u qu\u1ea3, ph\u00f9 h\u1ee3p cho c\u00e1c t\u00e1c v\u1ee5 x\u1eed l\u00fd d\u1eef li\u1ec7u batch v\u00e0 streaming.<\/span><\/li>\n<\/ul>\n<p><span style=\"font-weight: 400;\">Vi\u1ec7c l\u1ef1a ch\u1ecdn gi\u1eefa Cloud Composer v\u00e0 Dataflow ph\u1ee5 thu\u1ed9c v\u00e0o y\u00eau c\u1ea7u c\u1ee5 th\u1ec3 c\u1ee7a t\u1eebng d\u1ef1 \u00e1n. N\u1ebfu b\u1ea1n c\u1ea7n m\u1ed9t c\u00f4ng c\u1ee5 \u0111\u1ec3 orchestrate v\u00e0 l\u00ean l\u1ecbch c\u00e1c workflow, Cloud Composer l\u00e0 m\u1ed9t l\u1ef1a ch\u1ecdn t\u1ed1t. N\u1ebfu b\u1ea1n c\u1ea7n m\u1ed9t c\u00f4ng c\u1ee5 \u0111\u1ec3 x\u1eed l\u00fd d\u1eef li\u1ec7u l\u1edbn, Dataflow s\u1ebd l\u00e0 m\u1ed9t l\u1ef1a ch\u1ecdn ph\u00f9 h\u1ee3p h\u01a1n. Trong nhi\u1ec1u tr\u01b0\u1eddng h\u1ee3p, b\u1ea1n c\u00f3 th\u1ec3 k\u1ebft h\u1ee3p c\u1ea3 hai c\u00f4ng c\u1ee5 \u0111\u1ec3 t\u1ea1o ra m\u1ed9t gi\u1ea3i ph\u00e1p to\u00e0n di\u1ec7n.<\/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;\">Qua b\u00e0i vi\u1ebft n\u00e0y, ch\u00fang ta \u0111\u00e3 t\u00ecm hi\u1ec3u v\u1ec1 Cloud Composer v\u00e0 Dataflow, hai c\u00f4ng c\u1ee5 quan tr\u1ecdng trong vi\u1ec7c x\u1eed l\u00fd d\u1eef li\u1ec7u tr\u00ean <a href=\"https:\/\/gcloudvn.com\/en\/google-cloud-platform\/\">Google Cloud Platform<\/a>. Cloud Composer, v\u1edbi kh\u1ea3 n\u0103ng \u0111i\u1ec1u ph\u1ed1i v\u00e0 l\u00ean l\u1ecbch, l\u00e0 m\u1ed9t c\u00f4ng c\u1ee5 kh\u00f4ng th\u1ec3 thi\u1ebfu \u0111\u1ec3 x\u00e2y d\u1ef1ng c\u00e1c quy tr\u00ecnh ph\u1ee9c t\u1ea1p. Trong khi \u0111\u00f3, Dataflow l\u1ea1i n\u1ed5i b\u1eadt v\u1edbi kh\u1ea3 n\u0103ng x\u1eed l\u00fd d\u1eef li\u1ec7u quy m\u00f4 l\u1edbn m\u1ed9t c\u00e1ch nhanh ch\u00f3ng v\u00e0 hi\u1ec7u qu\u1ea3. \u0110\u1ec3 l\u1ef1a ch\u1ecdn c\u00f4ng c\u1ee5 ph\u00f9 h\u1ee3p cho d\u1ef1 \u00e1n c\u1ee7a m\u00ecnh, b\u1ea1n c\u1ea7n c\u00e2n nh\u1eafc k\u1ef9 c\u00e1c y\u1ebfu t\u1ed1 nh\u01b0 quy m\u00f4 d\u1eef li\u1ec7u, \u0111\u1ed9 ph\u1ee9c t\u1ea1p c\u1ee7a quy tr\u00ecnh v\u00e0 c\u00e1c y\u00eau c\u1ea7u v\u1ec1 hi\u1ec7u su\u1ea5t. B\u1ea1n c\u00f3 th\u1ec3 li\u00ean h\u1ec7 Gimasys \u0111\u1ec3 \u0111\u01b0\u1ee3c t\u01b0 v\u1ea5n t\u00ecm hi\u1ec3u th\u00eam v\u1ec1 c\u00e1c t\u00ednh n\u0103ng v\u00e0 kh\u1ea3 n\u0103ng c\u1ee7a c\u1ea3 hai c\u00f4ng c\u1ee5 \u0111\u1ec3 \u0111\u01b0a ra quy\u1ebft \u0111\u1ecbnh t\u1ed1t nh\u1ea5t.<\/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":"B\u1ea1n \u0111ang t\u00ecm ki\u1ebfm m\u1ed9t c\u00f4ng c\u1ee5 \u0111\u1ec3 \u0111i\u1ec1u ph\u1ed1i v\u00e0 qu\u1ea3n l\u00fd c\u00e1c quy tr\u00ecnh x\u1eed l\u00fd d\u1eef li\u1ec7u ph\u1ee9c t\u1ea1p tr\u00ean Google Cloud Platform? Cloud Composer ch\u00ednh l\u00e0 c\u00e2u tr\u1ea3 l\u1eddi! D\u1ef1a tr\u00ean n\u1ec1n t\u1ea3ng Apache Airflow, Cloud&hellip;","protected":false},"author":2,"featured_media":21340,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"inline_featured_image":false,"footnotes":""},"categories":[1,135],"tags":[],"class_list":["post-21339","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\/21339","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=21339"}],"version-history":[{"count":0,"href":"https:\/\/gcloudvn.com\/en\/wp-json\/wp\/v2\/posts\/21339\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/gcloudvn.com\/en\/wp-json\/wp\/v2\/media\/21340"}],"wp:attachment":[{"href":"https:\/\/gcloudvn.com\/en\/wp-json\/wp\/v2\/media?parent=21339"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/gcloudvn.com\/en\/wp-json\/wp\/v2\/categories?post=21339"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/gcloudvn.com\/en\/wp-json\/wp\/v2\/tags?post=21339"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}