{"id":14715,"date":"2023-07-10T16:05:29","date_gmt":"2023-07-10T09:05:29","guid":{"rendered":"https:\/\/gcloudvn.com\/?p=14715"},"modified":"2023-12-11T16:30:44","modified_gmt":"2023-12-11T09:30:44","slug":"so-sanh-cloud-data-fusion-va-dataflow","status":"publish","type":"post","link":"https:\/\/gcloudvn.com\/en\/kienthuc\/so-sanh-cloud-data-fusion-va-dataflow\/","title":{"rendered":"[Knowledge] Compare Cloud Data Fusion and Dataflow"},"content":{"rendered":"<p style=\"text-align: justify;\"><i><span style=\"font-weight: 400;\">H\u1ec7 th\u1ed1ng l\u01b0u tr\u1eef d\u1eef li\u1ec7u trong doanh nghi\u1ec7p r\u1ea5t \u201ckh\u1ed5ng l\u1ed3&#8221; v\u00e0 \u0111\u01b0\u1ee3c l\u01b0u tr\u1eef ph\u00e2n t\u00e1n t\u1eeb r\u1ea5t nhi\u1ec1u ngu\u1ed3n, v\u00ec th\u1ebf <\/span><\/i><b><i>Cloud Data Fusion<\/i><\/b><i><span style=\"font-weight: 400;\"> &#8211; m\u1ed9t s\u1ea3n ph\u1ea9m tr\u00ean Google Cloud Platform (<a href=\"https:\/\/gcloudvn.com\/en\/google-cloud-platform\/\">GCP<\/a>) \u0111\u01b0\u1ee3c ra m\u1eaft trong Google Cloud Next 2019 s\u1ebd l\u00e0m cho vi\u1ec7c truy c\u1eadp d\u1eef li\u1ec7u tr\u00ean n\u1ec1n t\u1ea3ng GC d\u1ec5 d\u00e0ng h\u01a1n, \u0111a d\u1ea1ng h\u01a1n.\u00a0<\/span><\/i><\/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\/so-sanh-cloud-data-fusion-va-dataflow\/#Cloud_Data_Fusion_la_gi\" >Cloud Data Fusion l\u00e0 g\u00ec?<\/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\/so-sanh-cloud-data-fusion-va-dataflow\/#So_sanh_giua_Cloud_Data_Fusion_va_Dataflow\" >So s\u00e1nh gi\u1eefa Cloud Data Fusion v\u00e0 Dataflow<\/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\/so-sanh-cloud-data-fusion-va-dataflow\/#Khi_nao_can_Data_Cloud_Fusion\" >Khi n\u00e0o c\u1ea7n Data Cloud Fusion?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/gcloudvn.com\/en\/kienthuc\/so-sanh-cloud-data-fusion-va-dataflow\/#Ket_luan\" >Conclusion<\/a><\/li><\/ul><\/nav><\/div>\n<h2 style=\"text-align: justify;\"><span class=\"ez-toc-section\" id=\"Cloud_Data_Fusion_la_gi\"><\/span><b>Cloud <\/b><b>Data <\/b><b>Fusion l\u00e0 g\u00ec?<\/b><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p style=\"text-align: justify;\"><b>Data Cloud Fusion<\/b><span style=\"font-weight: 400;\"> l\u00e0 s\u1ea3n ph\u1ea9m k\u1ef9 thu\u1eadt d\u1eef li\u1ec7u \u0111\u01b0\u1ee3c qu\u1ea3n l\u00fd ho\u00e0n to\u00e0n b\u1edfi Google Cloud. <\/span><b>Data Cloud Fusion<\/b><span style=\"font-weight: 400;\"> gi\u00fap ng\u01b0\u1eddi d\u00f9ng x\u00e2y d\u1ef1ng v\u00e0 qu\u1ea3n l\u00fd hi\u1ec7u qu\u1ea3 vi\u1ec7c d\u1eabn d\u1eef li\u1ec7u ETL\/ELT. S\u1ea3n ph\u1ea9m n\u00e0y chuy\u1ec3n tr\u1ecdng t\u00e2m t\u1eeb \u201ccode&#8221; \u0111\u1ec3 k\u1ebft n\u1ed1i t\u1eeb ngu\u1ed3n d\u1eef li\u1ec7u \u0111\u1ebfn ph\u1ea7n c\u1ea7n t\u1eadp trung v\u00e0o th\u00f4ng tin chi ti\u1ebft c\u1ee7a d\u1eef li\u1ec7u. <\/span><b>Data Cloud Fusion<\/b><span style=\"font-weight: 400;\"> \u0111\u01b0\u1ee3c x\u00e2y d\u1ef1ng d\u1ef1a tr\u00ean CDAP c\u1ee7a d\u1ef1 \u00e1n m\u00e3 ngu\u1ed3n m\u1edf v\u00e0 n\u00f3 t\u1eadn d\u1ee5ng giao di\u1ec7n ng\u01b0\u1eddi d\u00f9ng thu\u1eadn ti\u1ec7n \u0111\u1ec3 x\u00e2y d\u1ef1ng \u201c\u0111\u01b0\u1eddng&#8221; d\u1eabn d\u1eef li\u1ec7u b\u1eb1ng c\u00e1ch \u201ck\u00e9o v\u00e0 th\u1ea3\u201d.\u00a0<\/span><\/p>\n<h2 style=\"text-align: justify;\"><span class=\"ez-toc-section\" id=\"So_sanh_giua_Cloud_Data_Fusion_va_Dataflow\"><\/span><b>So s\u00e1nh gi\u1eefa Cloud Data Fusion v\u00e0 Dataflow<\/b><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<table>\n<tbody>\n<tr>\n<td><b>Category<\/b><\/td>\n<td><b>Cloud Data Fusion<\/b><\/td>\n<td><b>.<\/b><\/td>\n<\/tr>\n<tr>\n<td><b>Target<\/b><\/td>\n<td><span style=\"font-weight: 400;\">Cloud Data Fusion l\u00e0 d\u1ecbch v\u1ee5 t\u00edch h\u1ee3p d\u1eef li\u1ec7u \u0111\u01b0\u1ee3c qu\u1ea3n l\u00fd ho\u00e0n to\u00e0n do Google Cloud cung c\u1ea5p. N\u00f3 cho ph\u00e9p b\u1ea1n x\u00e2y d\u1ef1ng c\u00e1c \u0111\u01b0\u1eddng d\u1eabn d\u1eef li\u1ec7u \u0111\u1ec3 tr\u00edch xu\u1ea5t, chuy\u1ec3n \u0111\u1ed5i v\u00e0 t\u1ea3i (ETL) d\u1eef li\u1ec7u t\u1eeb nhi\u1ec1u ngu\u1ed3n kh\u00e1c nhau v\u00e0o c\u00e1c h\u1ec7 th\u1ed1ng \u0111\u00edch kh\u00e1c nhau.<\/span><\/td>\n<td><span style=\"font-weight: 400;\">Dataflow l\u00e0 m\u1ed9t d\u1ecbch v\u1ee5 x\u1eed l\u00fd d\u1eef li\u1ec7u \u0111\u01b0\u1ee3c qu\u1ea3n l\u00fd ho\u00e0n to\u00e0n, cho ph\u00e9p b\u1ea1n x\u1eed l\u00fd song song m\u1ed9t l\u01b0\u1ee3ng l\u1edbn d\u1eef li\u1ec7u b\u1eb1ng c\u00e1ch s\u1eed d\u1ee5ng x\u1eed l\u00fd h\u00e0ng lo\u1ea1t ho\u1eb7c lu\u1ed3ng.<\/span><\/td>\n<\/tr>\n<tr>\n<td><b>Tr\u1ea3i nghi\u1ec7m ng\u01b0\u1eddi d\u00f9ng\u00a0<\/b><\/td>\n<td><span style=\"font-weight: 400;\">Cloud Data Fusion cung c\u1ea5p giao di\u1ec7n tr\u1ef1c quan cho ph\u00e9p ng\u01b0\u1eddi d\u00f9ng thi\u1ebft k\u1ebf v\u00e0 tri\u1ec3n khai c\u00e1c quy tr\u00ecnh ETL m\u00e0 kh\u00f4ng c\u1ea7n vi\u1ebft m\u00e3. N\u00f3 cung c\u1ea5p giao di\u1ec7n k\u00e9o v\u00e0 th\u1ea3 \u0111\u1ec3 \u0111\u1ecbnh c\u1ea5u h\u00ecnh chuy\u1ec3n \u0111\u1ed5i d\u1eef li\u1ec7u v\u00e0 s\u1eafp x\u1ebfp quy tr\u00ecnh c\u00f4ng vi\u1ec7c d\u1eef li\u1ec7u.<\/span><\/td>\n<td><span style=\"font-weight: 400;\">Dataflow ch\u1ee7 y\u1ebfu l\u00e0 m\u1ed9t m\u00f4 h\u00ecnh l\u1eadp tr\u00ecnh d\u1ef1a tr\u00ean Apache Beam. N\u00f3 y\u00eau c\u1ea7u vi\u1ebft m\u00e3 b\u1eb1ng c\u00e1c ng\u00f4n ng\u1eef nh\u01b0 Java, Python,.. \u0111\u1ec3 x\u00e1c \u0111\u1ecbnh quy tr\u00ecnh x\u1eed l\u00fd d\u1eef li\u1ec7u.<\/span><\/td>\n<\/tr>\n<tr>\n<td><b>\u0110\u1ed9 linh ho\u1ea1t<\/b><\/td>\n<td><span style=\"font-weight: 400;\">Cloud Data Fusion t\u1eadp trung v\u00e0o t\u00ednh d\u1ec5 s\u1eed d\u1ee5ng v\u00e0 lo\u1ea1i b\u1ecf nhi\u1ec1u ph\u1ee9c t\u1ea1p k\u1ef9 thu\u1eadt c\u1ee7a vi\u1ec7c t\u00edch h\u1ee3p d\u1eef li\u1ec7u. N\u00f3 cung c\u1ea5p c\u00e1c tr\u00ecnh k\u1ebft n\u1ed1i \u0111\u01b0\u1ee3c t\u1ea1o s\u1eb5n cho c\u00e1c ngu\u1ed3n v\u00e0 m\u1ee5c ti\u00eau d\u1eef li\u1ec7u kh\u00e1c nhau, gi\u00fap t\u00edch h\u1ee3p v\u1edbi c\u00e1c h\u1ec7 th\u1ed1ng b\u00ean ngo\u00e0i d\u1ec5 d\u00e0ng h\u01a1n.<\/span><\/td>\n<td><span style=\"font-weight: 400;\">Dataflow l\u00e0 m\u1ed9t m\u00f4 h\u00ecnh l\u1eadp tr\u00ecnh, mang l\u1ea1i s\u1ef1 linh ho\u1ea1t h\u01a1n trong vi\u1ec7c t\u00f9y ch\u1ec9nh logic x\u1eed l\u00fd d\u1eef li\u1ec7u. B\u1ea1n c\u00f3 th\u1ec3 th\u1ef1c hi\u1ec7n c\u00e1c ph\u00e9p bi\u1ebfn \u0111\u1ed5i ph\u1ee9c t\u1ea1p v\u00e0 \u00e1p d\u1ee5ng c\u00e1c quy t\u1eafc d\u00e0nh ri\u00eang cho doanh nghi\u1ec7p b\u1eb1ng ng\u00f4n ng\u1eef l\u1eadp tr\u00ecnh \u01b0a th\u00edch c\u1ee7a m\u00ecnh.<\/span><\/td>\n<\/tr>\n<tr>\n<td><b>Extensibility<\/b><\/td>\n<td><span style=\"font-weight: 400;\">C\u1ea3 Cloud Data Fusion v\u00e0 Dataflow \u0111\u1ec1u \u0111\u01b0\u1ee3c thi\u1ebft k\u1ebf \u0111\u1ec3 x\u1eed l\u00fd c\u00e1c t\u00e1c v\u1ee5 x\u1eed l\u00fd d\u1eef li\u1ec7u quy m\u00f4 l\u1edbn. H\u1ecd c\u00f3 th\u1ec3 t\u1ef1 \u0111\u1ed9ng m\u1edf r\u1ed9ng quy m\u00f4 t\u00e0i nguy\u00ean d\u1ef1a tr\u00ean c\u00e1c y\u00eau c\u1ea7u v\u1ec1 kh\u1ed1i l\u01b0\u1ee3ng c\u00f4ng vi\u1ec7c.<\/span><\/td>\n<td><span style=\"font-weight: 400;\">Dataflow c\u00f3 kh\u1ea3 n\u0103ng ki\u1ec3m so\u00e1t chi ti\u1ebft h\u01a1n \u0111\u1ed1i v\u1edbi vi\u1ec7c ph\u00e2n b\u1ed5 t\u00e0i nguy\u00ean, cho ph\u00e9p b\u1ea1n t\u1ed1i \u01b0u h\u00f3a hi\u1ec7u su\u1ea5t v\u00e0 chi ph\u00ed d\u1ef1a tr\u00ean c\u00e1c nhu c\u1ea7u c\u1ee5 th\u1ec3.<\/span><\/td>\n<\/tr>\n<tr>\n<td><b>T\u00edch h\u1ee3p v\u1edbi h\u1ec7 sinh th\u00e1i<\/b><\/td>\n<td><span style=\"font-weight: 400;\">Cloud Data Fusion c\u0169ng t\u00edch h\u1ee3p v\u1edbi nhi\u1ec1u d\u1ecbch v\u1ee5 Google Cloud kh\u00e1c nhau nh\u01b0ng ch\u00fa tr\u1ecdng h\u01a1n v\u00e0o t\u00edch h\u1ee3p d\u1eef li\u1ec7u v\u00e0 quy tr\u00ecnh c\u00f4ng vi\u1ec7c ETL.<\/span><\/td>\n<td><span style=\"font-weight: 400;\">Dataflow t\u00edch h\u1ee3p t\u1ed1t v\u1edbi c\u00e1c d\u1ecbch v\u1ee5 kh\u00e1c c\u1ee7a Google Cloud nh\u01b0 <a href=\"https:\/\/gcloudvn.com\/en\/bigquery\/\">BigQuery<\/a>, Pub\/Sub v\u00e0 Cloud Storage. N\u00f3 t\u00edch h\u1ee3p li\u1ec1n m\u1ea1ch v\u00e0o h\u1ec7 sinh th\u00e1i m\u00e1y h\u1ecdc v\u00e0 ph\u00e2n t\u00edch d\u1eef li\u1ec7u r\u1ed9ng l\u1edbn h\u01a1n c\u1ee7a Google Cloud.<\/span><\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p style=\"text-align: justify;\"><span style=\"font-weight: 400;\">T\u00f3m l\u1ea1i, Cloud Data Fusion t\u1eadp trung v\u00e0o vi\u1ec7c cung c\u1ea5p tr\u1ea3i nghi\u1ec7m tr\u1ef1c quan, kh\u00f4ng c\u00f3 m\u00e3 \u0111\u1ec3 t\u00edch h\u1ee3p d\u1eef li\u1ec7u v\u00e0 ETL, trong khi Dataflow cung c\u1ea5p m\u00f4 h\u00ecnh l\u1eadp tr\u00ecnh linh ho\u1ea1t v\u00e0 c\u00f3 th\u1ec3 m\u1edf r\u1ed9ng h\u01a1n \u0111\u1ec3 x\u1eed l\u00fd d\u1eef li\u1ec7u. S\u1ef1 l\u1ef1a ch\u1ecdn gi\u1eefa ch\u00fang t\u00f9y thu\u1ed9c v\u00e0o c\u00e1c y\u00eau c\u1ea7u c\u1ee5 th\u1ec3, chuy\u00ean m\u00f4n k\u1ef9 thu\u1eadt v\u00e0 s\u1edf th\u00edch c\u1ee7a b\u1ea1n \u0111\u1ed1i v\u1edbi c\u00e1c ph\u01b0\u01a1ng ph\u00e1p ph\u00e1t tri\u1ec3n tr\u1ef1c quan ho\u1eb7c d\u1ef1a tr\u00ean m\u00e3.<\/span><\/p>\n<h2 style=\"text-align: justify;\"><span class=\"ez-toc-section\" id=\"Khi_nao_can_Data_Cloud_Fusion\"><\/span><b>Khi n\u00e0o c\u1ea7n Data Cloud Fusion?<\/b><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p style=\"text-align: justify;\"><b>\u200b\u200bData Cloud Fusion<\/b><span style=\"font-weight: 400;\"> s\u1ebd ph\u00e1t huy \u0111\u01b0\u1ee3c vai tr\u00f2 c\u1ee7a ch\u00ednh gi\u1ea3i ph\u00e1p nh\u1eb1m x\u1eed l\u00fd cho doanh nghi\u1ec7p khi c\u1ea7n l\u01b0u tr\u1eef v\u00e0 khai th\u00e1c m\u1ed9t l\u01b0\u1ee3ng l\u1edbn d\u1eef li\u1ec7u \u0111\u00e3 \u0111\u01b0\u1ee3c ph\u00e2n t\u00e1n t\u1eeb nhi\u1ec1u ngu\u1ed3n d\u1eef li\u1ec7u kh\u00e1c nhau nh\u1eb1m th\u1ed1ng k\u00ea, t\u1ed5ng h\u1ee3p ch\u00fang l\u1ea1i v\u00e0o m\u1ed9t kho d\u1eef li\u1ec7u trung t\u00e2m.<\/span><\/p>\n<p style=\"text-align: justify;\"><b>Data Cloud Fusion<\/b><span style=\"font-weight: 400;\"> s\u1ebd x\u1eed l\u00fd nh\u1eefng th\u00e1ch th\u1ee9c m\u00e0 doanh nghi\u1ec7p \u0111\u01b0a ra b\u1eb1ng c\u00e1ch \u0111\u01a1n gi\u1ea3n v\u00e0 d\u1ec5 d\u00e0ng h\u00f3a vi\u1ec7c di chuy\u1ec3n d\u1eef li\u1ec7u. Nh\u1eefng tr\u1ecdng t\u00e2m v\u00e0 n\u1ed5i b\u1eadt ch\u00ednh c\u1ee7a Data Cloud Fusion l\u00e0:\u00a0<\/span><\/p>\n<ul style=\"text-align: justify;\">\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>X\u00e2y d\u1ef1ng \u201c\u0111\u01b0\u1eddng d\u1eabn&#8221; d\u1eef li\u1ec7u m\u00e0 kh\u00f4ng c\u1ea7n vi\u1ebft code<\/b><span style=\"font-weight: 400;\"> v\u00ec Data Cloud Fusion \u0111\u00e3 \u0111\u01b0\u1ee3c x\u00e2y d\u1ef1ng d\u1ef1a tr\u00ean d\u1ef1 \u00e1n v\u1ec1 m\u00e3 ngu\u1ed3n m\u1edf (open-source) t\u00ean l\u00e0 CDAP. L\u00f5i m\u1edf m\u1edf n\u00e0y \u0111\u1ea3m b\u1ea3o <\/span><b>t\u00ednh di \u0111\u1ed9ng <\/b><span style=\"font-weight: 400;\">c\u1ee7a \u201c\u0111\u01b0\u1eddng d\u1eabn\u201d d\u1eef li\u1ec7u cho ng\u01b0\u1eddi d\u00f9ng. S\u1ef1 t\u00edch h\u1ee3p r\u1ed9ng r\u00e3i c\u1ee7a CDAP v\u1edbi c\u00e1c n\u1ec1n t\u1ea3ng \u0111\u00e1m m\u00e2y c\u00f4ng c\u1ed9ng v\u00e0 t\u1ea1i ch\u1ed7 mang l\u1ea1i cho ng\u01b0\u1eddi d\u00f9ng Cloud Data Fusion kh\u1ea3 n\u0103ng chia nh\u1ecf c\u00e1c silo v\u00e0 cung c\u1ea5p th\u00f4ng tin chi ti\u1ebft m\u00e0 tr\u01b0\u1edbc \u0111\u00e2y kh\u00f4ng th\u1ec3 truy c\u1eadp \u0111\u01b0\u1ee3c.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Th\u1ef1c hi\u1ec7n vi\u1ec7c chuy\u1ec3n \u0111\u1ed5i d\u1eef li\u1ec7u m\u00e0 kh\u00f4ng c\u1ea7n vi\u1ebft b\u1ea5t k\u1ef3 code <\/b><span style=\"font-weight: 400;\">n\u00e0o v\u00ec Data Cloud Fusion \u0111i k\u00e8m v\u1edbi m\u1ed9t t\u1eadp h\u1ee3p c\u00e1c ph\u00e9p bi\u1ebfn \u0111\u1ed5i t\u00edch h\u1ee3p c\u00f3 s\u1eb5n c\u00f3 th\u1ec3 \u00e1p d\u1ee5ng ngay v\u00e0 li\u1ec1n m\u1ea1ch v\u1edbi h\u1ec7 th\u1ed1ng d\u1eef li\u1ec7u c\u1ee7a doanh nghi\u1ec7p.<\/span><\/li>\n<\/ul>\n<p style=\"text-align: justify;\"><span style=\"font-weight: 400;\">M\u00f4 h\u00ecnh c\u1ee7a <\/span><b>Data Cloud Fusion<\/b><span style=\"font-weight: 400;\"> theo h\u00ecnh sau:<\/span><\/p>\n<figure id=\"attachment_14718\" aria-describedby=\"caption-attachment-14718\" style=\"width: 800px\" class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" class=\"wp-image-14718\" src=\"https:\/\/gcloudvn.com\/wp-content\/uploads\/2023\/07\/Anh-chup-Man-hinh-2023-07-10-luc-14.00.50.png\" alt=\"\u0110\u1eb7c \u0111i\u1ec3m c\u1ee7a m\u00f4 h\u00ecnh Cloud Data Fusion\" width=\"800\" height=\"291\" srcset=\"https:\/\/gcloudvn.com\/wp-content\/uploads\/2023\/07\/Anh-chup-Man-hinh-2023-07-10-luc-14.00.50.png 2320w, https:\/\/gcloudvn.com\/wp-content\/uploads\/2023\/07\/Anh-chup-Man-hinh-2023-07-10-luc-14.00.50-768x279.png 768w, https:\/\/gcloudvn.com\/wp-content\/uploads\/2023\/07\/Anh-chup-Man-hinh-2023-07-10-luc-14.00.50-1536x559.png 1536w, https:\/\/gcloudvn.com\/wp-content\/uploads\/2023\/07\/Anh-chup-Man-hinh-2023-07-10-luc-14.00.50-2048x745.png 2048w, https:\/\/gcloudvn.com\/wp-content\/uploads\/2023\/07\/Anh-chup-Man-hinh-2023-07-10-luc-14.00.50-18x7.png 18w\" sizes=\"auto, (max-width: 800px) 100vw, 800px\" \/><figcaption id=\"caption-attachment-14718\" class=\"wp-caption-text\"><em>\u0110\u1eb7c \u0111i\u1ec3m c\u1ee7a m\u00f4 h\u00ecnh Cloud Data Fusion<\/em><\/figcaption><\/figure>\n<figure id=\"attachment_14717\" aria-describedby=\"caption-attachment-14717\" style=\"width: 800px\" class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" class=\"wp-image-14717\" src=\"https:\/\/gcloudvn.com\/wp-content\/uploads\/2023\/07\/Anh-chup-Man-hinh-2023-07-10-luc-14.00.41.png\" alt=\"M\u00f4 h\u00ecnh c\u1ee7a Data Cloud Fusion\" width=\"800\" height=\"356\" srcset=\"https:\/\/gcloudvn.com\/wp-content\/uploads\/2023\/07\/Anh-chup-Man-hinh-2023-07-10-luc-14.00.41.png 2392w, https:\/\/gcloudvn.com\/wp-content\/uploads\/2023\/07\/Anh-chup-Man-hinh-2023-07-10-luc-14.00.41-768x342.png 768w, https:\/\/gcloudvn.com\/wp-content\/uploads\/2023\/07\/Anh-chup-Man-hinh-2023-07-10-luc-14.00.41-1536x683.png 1536w, https:\/\/gcloudvn.com\/wp-content\/uploads\/2023\/07\/Anh-chup-Man-hinh-2023-07-10-luc-14.00.41-2048x911.png 2048w, https:\/\/gcloudvn.com\/wp-content\/uploads\/2023\/07\/Anh-chup-Man-hinh-2023-07-10-luc-14.00.41-18x8.png 18w\" sizes=\"auto, (max-width: 800px) 100vw, 800px\" \/><figcaption id=\"caption-attachment-14717\" class=\"wp-caption-text\"><em>M\u00f4 h\u00ecnh c\u1ee7a Data Cloud Fusion<\/em><\/figcaption><\/figure>\n<p style=\"text-align: justify;\"><span style=\"font-weight: 400;\">Ph\u1ea7n kh\u1edfi \u0111\u1ed9ng t\u00f3m t\u1eaft n\u00e0y s\u1ebd th\u1ec3 hi\u1ec7n \u0111\u01b0\u1ee3c cho b\u1ea1n th\u1ea5y:<\/span><\/p>\n<ul style=\"text-align: justify;\">\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">T\u1ea1o m\u1ed9t phi\u00ean b\u1ea3n <\/span><b>Cloud Data Fusion<\/b><span style=\"font-weight: 400;\">.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Tri\u1ec3n khai m\u1ed9t \u0111\u01b0\u1eddng d\u1eabn m\u1eabu \u0111\u01b0\u1ee3c cung c\u1ea5p v\u1edbi phi\u00ean b\u1ea3n <\/span><b>Cloud Data Fusion<\/b><span style=\"font-weight: 400;\"> c\u1ee7a b\u1ea1n. \u0110\u01b0\u1eddng d\u1eabn s\u1ebd th\u1ef1c hi\u1ec7n nh\u1eefng vi\u1ec7c sau:<\/span>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u0110\u1ecdc t\u1ec7p JSON ch\u1ee9a d\u1eef li\u1ec7u NYT b\u00e1n ch\u1ea1y nh\u1ea5t t\u1eeb \u200b\u200b<a href=\"https:\/\/gcloudvn.com\/en\/cloud-storage\/\">Cloud Storage<\/a>.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Ch\u1ea1y c\u00e1c bi\u1ebfn \u0111\u1ed5i tr\u00ean t\u1ec7p \u0111\u1ec3 ph\u00e2n t\u00edch c\u00fa ph\u00e1p v\u00e0 l\u00e0m s\u1ea1ch d\u1eef li\u1ec7u.<\/span><\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<p style=\"text-align: justify;\"><b>M\u1ed9t s\u1ed1 t\u00ednh n\u0103ng c\u00f3 li\u00ean quan kh\u00e1c c\u1ee7a Data Fusion l\u00e0:<\/b><\/p>\n<ul style=\"text-align: justify;\">\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Open-source code<\/b><span style=\"font-weight: 400;\">: nh\u01b0 \u0111\u00e3 \u0111\u1ec1 c\u1eadp \u1edf tr\u00ean, n\u00f3 \u0111\u01b0\u1ee3c x\u00e2y d\u1ef1ng d\u1ef1a tr\u00ean CDAP v\u00e0 do \u0111\u00f3 n\u00f3 \u0111\u01b0\u1ee3c h\u01b0\u1edfng m\u1ed9t c\u1ed9ng \u0111\u1ed3ng l\u1edbn lu\u00f4n ph\u00e1t tri\u1ec3n c\u00e1c tr\u00ecnh k\u1ebft n\u1ed1i m\u1edbi.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Kh\u1ea3 n\u0103ng truy c\u1eadp: <\/b><span style=\"font-weight: 400;\">nh\u1edd v\u00e0o giao di\u1ec7n ng\u01b0\u1eddi d\u00f9ng, Data Fusion kh\u00f4ng y\u00eau c\u1ea7u b\u1ea1n ph\u1ea3i c\u00f3 b\u1ea5t k\u1ef3 lo\u1ea1i n\u1ec1n t\u1ea3ng m\u00e3 h\u00f3a n\u00e0o.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Metadata<\/b><span style=\"font-weight: 400;\">: t\u00ecm ki\u1ebfm c\u00e1c t\u1eadp d\u1eef li\u1ec7u t\u00edch h\u1ee3p theo si\u00eau d\u1eef li\u1ec7u k\u1ef9 thu\u1eadt v\u00e0 kinh doanh. Theo d\u00f5i d\u00f2ng d\u00f5i cho t\u1ea5t c\u1ea3 c\u00e1c b\u1ed9 d\u1eef li\u1ec7u t\u00edch h\u1ee3p \u1edf c\u1ea5p \u0111\u1ed9 b\u1ed9 d\u1eef li\u1ec7u v\u00e0 tr\u01b0\u1eddng.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Flexibility<\/b><span style=\"font-weight: 400;\">: n\u1ebfu b\u1ea1n kh\u00f4ng th\u1ec3 th\u1ef1c hi\u1ec7n \u0111i\u1ec1u g\u00ec \u0111\u00f3 th\u00f4ng qua giao di\u1ec7n ng\u01b0\u1eddi d\u00f9ng, Data Fusion c\u00f3 th\u1ec3 m\u1edf r\u1ed9ng v\u00e0 b\u1ea1n c\u00f3 th\u1ec3 th\u00eam m\u00e3 c\u1ee7a ri\u00eang m\u00ecnh v\u00e0o \u0111\u00f3.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>GCP-native<\/b><span style=\"font-weight: 400;\">: \u0111\u01b0\u1ee3c qu\u1ea3n l\u00fd ho\u00e0n to\u00e0n, ki\u1ebfn \u200b\u200btr\u00fac GCP-native m\u1edf ra kh\u1ea3 n\u0103ng m\u1edf r\u1ed9ng, \u0111\u1ed9 tin c\u1eady, b\u1ea3o m\u1eadt v\u00e0 \u0111\u1ea3m b\u1ea3o quy\u1ec1n ri\u00eang t\u01b0 c\u1ee7a Google Cloud.<\/span><\/li>\n<\/ul>\n<p style=\"text-align: justify;\">D\u01b0\u1edbi \u0111\u00e2y l\u00e0 danh s\u00e1ch c\u00e1c th\u00e1ch th\u1ee9c m\u00e0 <b>Data Cloud Fusion<\/b> s\u1ebd \u0111\u00e1p \u1ee9ng v\u00e0 x\u1eed l\u00fd \u0111\u01b0\u1ee3c:<\/p>\n<figure id=\"attachment_14716\" aria-describedby=\"caption-attachment-14716\" style=\"width: 800px\" class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" class=\"wp-image-14716\" src=\"https:\/\/gcloudvn.com\/wp-content\/uploads\/2023\/07\/Anh-chup-Man-hinh-2023-07-10-luc-14.00.18.png\" alt=\"Danh s\u00e1ch c\u00e1c th\u00e1ch th\u1ee9c m\u00e0 Data Cloud Fusion x\u1eed l\u00fd \u0111\u01b0\u1ee3c\" width=\"800\" height=\"407\" srcset=\"https:\/\/gcloudvn.com\/wp-content\/uploads\/2023\/07\/Anh-chup-Man-hinh-2023-07-10-luc-14.00.18.png 2078w, https:\/\/gcloudvn.com\/wp-content\/uploads\/2023\/07\/Anh-chup-Man-hinh-2023-07-10-luc-14.00.18-768x390.png 768w, https:\/\/gcloudvn.com\/wp-content\/uploads\/2023\/07\/Anh-chup-Man-hinh-2023-07-10-luc-14.00.18-1536x781.png 1536w, https:\/\/gcloudvn.com\/wp-content\/uploads\/2023\/07\/Anh-chup-Man-hinh-2023-07-10-luc-14.00.18-2048x1041.png 2048w, https:\/\/gcloudvn.com\/wp-content\/uploads\/2023\/07\/Anh-chup-Man-hinh-2023-07-10-luc-14.00.18-18x9.png 18w\" sizes=\"auto, (max-width: 800px) 100vw, 800px\" \/><figcaption id=\"caption-attachment-14716\" class=\"wp-caption-text\"><em>Danh s\u00e1ch c\u00e1c th\u00e1ch th\u1ee9c m\u00e0 Data Cloud Fusion x\u1eed l\u00fd \u0111\u01b0\u1ee3c<\/em><\/figcaption><\/figure>\n<p style=\"text-align: justify;\"><b>Data Cloud Fusion<\/b><span style=\"font-weight: 400;\"> \u0111ang cung c\u1ea5p m\u1ed9t k\u1ebft c\u1ea5u cho ph\u00e9p ng\u01b0\u1eddi d\u00f9ng k\u1ebft h\u1ee3p nhi\u1ec1u h\u01a1n c\u00e1c h\u1ec7 th\u1ed1ng c\u00f4ng ngh\u1ec7 v\u00e0 s\u1ea3n ph\u1ea9m kh\u00e1c nhau c\u00f3 s\u1eb5n tr\u00ean Google Cloud \u0111\u01b0\u1ee3c d\u1ec5 d\u00e0ng h\u01a1n, d\u1ec5 ti\u1ebfp c\u1eadn h\u01a1n, an to\u00e0n v\u00e0 h\u1ec7 th\u1ed1ng ho\u00e1 h\u01a1n nh\u01b0 h\u00ecnh minh ho\u1ea1.\u00a0<\/span><\/p>\n<h2 style=\"text-align: justify;\"><span class=\"ez-toc-section\" id=\"Ket_luan\"><\/span><b>Conclusion<\/b><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p style=\"text-align: justify;\"><b>Data Cloud Fusion<\/b><span style=\"font-weight: 400;\"> mang l\u1ea1i nhi\u1ec1u l\u1ee3i \u00edch cho doanh nghi\u1ec7p: T\u00edch h\u1ee3p d\u1eef li\u1ec7u \u0111a ngu\u1ed3n; T\u0103ng c\u01b0\u1eddng kh\u1ea3 n\u0103ng t\u1ed5ng h\u1ee3p th\u00f4ng tin; Gi\u1ea3m thi\u1ec3u th\u1eddi gian v\u00e0 chi ph\u00ed; T\u00edch h\u1ee3p li\u00ean t\u1ee5c v\u00e0 hi\u1ec7u qu\u1ea3 \u2026 V\u00ec v\u1eady, c\u00e1c doanh nghi\u1ec7p c\u1ea7n <\/span><b>Data Cloud Fusion<\/b><span style=\"font-weight: 400;\"> \u0111\u1ec3 t\u0103ng c\u01b0\u1eddng kh\u1ea3 n\u0103ng qu\u1ea3n l\u00fd v\u00e0 t\u00edch h\u1ee3p d\u1eef li\u1ec7u c\u1ee7a m\u00ecnh, gi\u00fap \u0111\u01b0a ra c\u00e1c quy\u1ebft \u0111\u1ecbnh th\u00f4ng minh v\u00e0 t\u1ed1i \u01b0u h\u00f3a c\u00e1c quy tr\u00ecnh kinh doanh. <\/span><b>Data Cloud Fusion<\/b><span style=\"font-weight: 400;\"> cho ph\u00e9p t\u1ed5 ch\u1ee9c t\u00edch h\u1ee3p nhanh ch\u00f3ng c\u00e1c ngu\u1ed3n d\u1eef li\u1ec7u kh\u00e1c nhau v\u00e0 qu\u1ea3n l\u00fd t\u1eeb m\u1ed9t \u0111i\u1ec3m trung t\u00e2m, ti\u1ebft ki\u1ec7m th\u1eddi gian v\u00e0 chi ph\u00ed, h\u1ed7 tr\u1ee3 t\u00edch h\u1ee3p li\u00ean t\u1ee5c v\u00e0 gi\u1ea3m thi\u1ec3u r\u1ee7i ro trong vi\u1ec7c qu\u1ea3n l\u00fd d\u1eef li\u1ec7u.<\/span><\/p>","protected":false},"excerpt":{"rendered":"<p>H\u1ec7 th\u1ed1ng l\u01b0u tr\u1eef d\u1eef li\u1ec7u trong doanh nghi\u1ec7p r\u1ea5t \u201ckh\u1ed5ng l\u1ed3&#8221; v\u00e0 \u0111\u01b0\u1ee3c l\u01b0u tr\u1eef ph\u00e2n t\u00e1n t\u1eeb r\u1ea5t nhi\u1ec1u ngu\u1ed3n, v\u00ec th\u1ebf Cloud Data Fusion &#8211; m\u1ed9t s\u1ea3n ph\u1ea9m tr\u00ean Google Cloud Platform (GCP) \u0111\u01b0\u1ee3c ra m\u1eaft trong&hellip;<\/p>","protected":false},"author":2,"featured_media":14719,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"inline_featured_image":false,"footnotes":""},"categories":[1,135],"tags":[],"class_list":["post-14715","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\/14715","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=14715"}],"version-history":[{"count":0,"href":"https:\/\/gcloudvn.com\/en\/wp-json\/wp\/v2\/posts\/14715\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/gcloudvn.com\/en\/wp-json\/wp\/v2\/media\/14719"}],"wp:attachment":[{"href":"https:\/\/gcloudvn.com\/en\/wp-json\/wp\/v2\/media?parent=14715"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/gcloudvn.com\/en\/wp-json\/wp\/v2\/categories?post=14715"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/gcloudvn.com\/en\/wp-json\/wp\/v2\/tags?post=14715"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}