{"id":7853,"date":"2022-12-08T08:50:47","date_gmt":"2022-12-08T08:50:47","guid":{"rendered":"https:\/\/training.cloud-ace.vn\/?p=7853"},"modified":"2022-12-08T08:50:49","modified_gmt":"2022-12-08T08:50:49","slug":"cong-cu-xu-ly-du-lieu-uu-viet-cua-google-cloud-bigquery","status":"publish","type":"post","link":"https:\/\/training.cloud-ace.vn\/en\/blog\/cong-cu-xu-ly-du-lieu-uu-viet-cua-google-cloud-bigquery\/","title":{"rendered":"C\u00f4ng c\u1ee5 x\u1eed l\u00fd d\u1eef li\u1ec7u \u01b0u vi\u1ec7t c\u1ee7a Google Cloud &#8211; Bigquery"},"content":{"rendered":"<p>Google BigQuery \u0111\u01b0\u1ee3c ph\u00e1t h\u00e0nh ph\u1ed5 bi\u1ebfn v\u00e0o n\u0103m 2011 v\u00e0 l\u00e0 kho d\u1eef li\u1ec7u (Data Warehouse) doanh nghi\u1ec7p c\u1ee7a Google Cloud \u0111\u01b0\u1ee3c thi\u1ebft k\u1ebf ph\u1ee5c v\u1ee5 cho s\u1ef1 linh ho\u1ea1t trong kinh doanh. BigQuery c\u00f3 kh\u1ea3 n\u0103ng m\u1edf r\u1ed9ng cao v\u00e0 hi\u1ec7u qu\u1ea3 v\u1ec1 chi ph\u00ed tr\u00ean Google Cloud Platform. N\u00f3 cho ph\u00e9p th\u1ef1c hi\u1ec7n c\u00e1c truy v\u1ea5n si\u00eau nhanh \u1edf quy m\u00f4 petabyte b\u1eb1ng c\u00e1ch s\u1eed d\u1ee5ng s\u1ee9c m\u1ea1nh x\u1eed l\u00fd c\u1ee7a c\u01a1 s\u1edf h\u1ea1 t\u1ea7ng c\u1ee7a Google. V\u00ec kh\u00f4ng c\u00f3 c\u01a1 s\u1edf h\u1ea1 t\u1ea7ng \u0111\u1ec3 kh\u00e1ch h\u00e0ng qu\u1ea3n l\u00fd, h\u1ecd c\u00f3 th\u1ec3 t\u1eadp trung v\u00e0o vi\u1ec7c kh\u00e1m ph\u00e1 b\u00e1o c\u00e1o h\u1eefu \u00edch c\u00f3 \u00fd ngh\u0129a b\u1eb1ng c\u00e1ch s\u1eed d\u1ee5ng SQL quen thu\u1ed9c m\u00e0 kh\u00f4ng c\u1ea7n qu\u1ea3n tr\u1ecb vi\u00ean c\u01a1 s\u1edf d\u1eef li\u1ec7u. N\u00f3 c\u0169ng ti\u1ebft ki\u1ec7m v\u00ec h\u1ecd ch\u1ec9 tr\u1ea3 ti\u1ec1n cho qu\u00e1 tr\u00ecnh x\u1eed l\u00fd v\u00e0 l\u01b0u tr\u1eef m\u00e0 h\u1ecd s\u1eed d\u1ee5ng. \u00a0D\u01b0\u1edbi \u0111\u00e2y l\u00e0 m\u1ed9t s\u1ed1 \u0111i\u1ec3m n\u1ed5i b\u1eadt c\u1ee7a Google Cloud trong qu\u00e1 tr\u00ecnh x\u1eed l\u00fd d\u1eef li\u1ec7u c\u1ee7a doanh nghi\u1ec7p.\u00a0<\/p>\n\n\n\n<div class=\"wp-container-2 wp-block-columns\">\n<div class=\"wp-container-1 wp-block-column\" style=\"flex-basis:100%\"><\/div>\n<\/div>\n\n\n\n<h2 class=\"has-medium-font-size\">Kh\u1edfi \u0111\u1ed9ng nhanh\u00a0<\/h2>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img loading=\"lazy\" width=\"700\" height=\"345\" src=\"https:\/\/training.cloud-ace.vn\/wp-content\/uploads\/2022\/12\/innovation_2022.max-700x700-1.png\" alt=\"\" class=\"wp-image-7854\" srcset=\"https:\/\/training.cloud-ace.vn\/wp-content\/uploads\/2022\/12\/innovation_2022.max-700x700-1.png 700w, https:\/\/training.cloud-ace.vn\/wp-content\/uploads\/2022\/12\/innovation_2022.max-700x700-1-18x9.png 18w\" sizes=\"(max-width: 700px) 100vw, 700px\" \/><\/figure><\/div>\n\n\n<p>Google BigQuery ch\u1ea1y c\u00e1c truy v\u1ea5n SQL c\u1ef1c nhanh tr\u00ean gigabyte \u0111\u1ebfn petabyte d\u1eef li\u1ec7u v\u00e0 gi\u00fap d\u1ec5 d\u00e0ng k\u1ebft h\u1ee3p c\u00e1c t\u1eadp d\u1eef li\u1ec7u c\u00f4ng khai ho\u1eb7c th\u01b0\u01a1ng m\u1ea1i v\u1edbi d\u1eef li\u1ec7u c\u1ee7a b\u1ea1n. Lo\u1ea1i b\u1ecf vi\u1ec7c t\u1ed1n th\u1eddi gian cho c\u00f4ng vi\u1ec7c c\u01a1 s\u1edf h\u1ea1 t\u1ea7ng v\u00e0 gi\u1ea3m th\u1eddi gian ch\u1ebft v\u1edbi m\u1ed9t c\u01a1 s\u1edf h\u1ea1 t\u1ea7ng serverless v\u00ec \u0111\u01b0\u1ee3c b\u1ea3o tr\u00ec li\u00ean t\u1ee5c, bao g\u1ed3m c\u00e1c b\u1ea3n v\u00e1 v\u00e0 c\u1eadp nh\u1eadt. Google Bigquery s\u1eed d\u1ee5ng gi\u1ed1ng nh\u01b0 ANSI-compliant SQL v\u00e0 provides ODBC v\u00e0 JDBC drivers \u0111\u1ec3 t\u00edch h\u1ee3p d\u1eef li\u1ec7u c\u1ee7a b\u1ea1n m\u1ed9t c\u00e1ch nhanh ch\u00f3ng v\u00e0 d\u1ec5 d\u00e0ng.<\/p>\n\n\n\n<h2 class=\"has-medium-font-size\">Kh\u1ea3 n\u0103ng m\u1edf r\u1ed9ng ch\u1ea1m t\u1edbi v\u00f4 c\u1ef1c<\/h2>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" width=\"700\" height=\"292\" src=\"https:\/\/training.cloud-ace.vn\/wp-content\/uploads\/2022\/12\/databases_YTIsqAD.max-700x700-1.png\" alt=\"\" class=\"wp-image-7855\" srcset=\"https:\/\/training.cloud-ace.vn\/wp-content\/uploads\/2022\/12\/databases_YTIsqAD.max-700x700-1.png 700w, https:\/\/training.cloud-ace.vn\/wp-content\/uploads\/2022\/12\/databases_YTIsqAD.max-700x700-1-18x8.png 18w\" sizes=\"(max-width: 700px) 100vw, 700px\" \/><\/figure>\n\n\n\n<p>Kh\u00f4ng ph\u1ea3i \u0111au \u0111\u1ea7u v\u1edbi vi\u1ec7c l\u00ean k\u1ebf ho\u1ea1ch v\u1ec1 s\u1ee9c ch\u1ee9a data warehouse v\u00e0 ch\u1ea1m t\u1edbi v\u00f4 c\u1ef1c v\u1edbi m\u1edf r\u1ed9ng ho\u1eb7c thu h\u1eb9p s\u1ee9c ch\u01b0a kh\u00f4ng gi\u1edbi h\u1ea1n. Google BigQuery \u0111\u00e1p \u1ee9ng nh\u1eefng th\u00e1ch th\u1ee9c c\u1ee7a vi\u1ec7c ph\u00e2n t\u00edch th\u1eddi gian th\u1ef1c b\u1eb1ng c\u00e1ch t\u1eadn d\u1ee5ng c\u01a1 s\u1edf h\u1ea1 t\u1ea7ng serverless c\u1ee7a Google c\u00f9ng v\u1edbi t\u00ednh n\u0103ng t\u1ef1 \u0111\u1ed9ng m\u1edf r\u1ed9ng quy m\u00f4 v\u00e0 t\u00ednh n\u0103ng streaming hi\u1ec7u su\u1ea5t cao \u0111\u1ec3 t\u1ea3i d\u1eef li\u1ec7u. Bigquery qu\u1ea3n l\u00fd l\u01b0u tr\u1eef c\u1ed9t, th\u1ef1c hi\u1ec7n song song v\u00e0 t\u1ef1 \u0111\u1ed9ng t\u1ed1i \u01b0u h\u00f3a hi\u1ec7u su\u1ea5t gi\u00fap ng\u01b0\u1eddi d\u00f9ng c\u00f3 th\u1ec3 nhanh ch\u00f3ng v\u00e0 \u0111\u1ed3ng th\u1eddi ph\u00e2n t\u00edch d\u1eef li\u1ec7u b\u1ea5t k\u1ec3 s\u1ed1 l\u01b0\u1ee3ng ng\u01b0\u1eddi d\u00f9ng ho\u1eb7c k\u00edch th\u01b0\u1edbc c\u1ee7a d\u1eef li\u1ec7u.<\/p>\n\n\n\n<h2 class=\"has-medium-font-size\">T\u0103ng kh\u1ea3 n\u0103ng nh\u1eadn \u0111\u1ecbnh v\u1edbi ph\u00e2n t\u00edch m\u1ea1nh m\u1ebd<\/h2>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" width=\"700\" height=\"345\" src=\"https:\/\/training.cloud-ace.vn\/wp-content\/uploads\/2022\/12\/da_2022_664XTb0.max-700x700-1.png\" alt=\"\" class=\"wp-image-7856\" srcset=\"https:\/\/training.cloud-ace.vn\/wp-content\/uploads\/2022\/12\/da_2022_664XTb0.max-700x700-1.png 700w, https:\/\/training.cloud-ace.vn\/wp-content\/uploads\/2022\/12\/da_2022_664XTb0.max-700x700-1-18x9.png 18w\" sizes=\"(max-width: 700px) 100vw, 700px\" \/><\/figure>\n\n\n\n<p>C\u00f3 \u0111\u01b0\u1ee3c th\u00f4ng tin \u0111\u00e1nh gi\u00e1 t\u1eeb d\u1eef li\u1ec7u c\u1ee7a b\u1ea1n m\u1ed9t c\u00e1ch nhanh ch\u00f3ng m\u00e0 kh\u00f4ng c\u1ea7n sao ch\u00e9p hay di chuy\u1ec3n n\u00f3. Google BigQuery cung c\u1ea5p cho b\u1ea1n m\u1ed9t ch\u1ebf \u0111\u1ed9 xem to\u00e0n b\u1ed9 d\u1eef li\u1ec7u c\u1ee7a b\u1ea1n b\u1eb1ng c\u00e1ch truy v\u1ea5n d\u1eef li\u1ec7u li\u00ean t\u1ee5c \u0111\u01b0\u1ee3c l\u01b0u tr\u1eef trong b\u1ed9 nh\u1edb c\u1ed9t \u0111\u01b0\u1ee3c qu\u1ea3n l\u00fd b\u1edbi Bigquery, Google Cloud Storage, Google Cloud Bigtable, Google Sheets v\u00e0 Google Drive. BigQuery t\u00edch h\u1ee3p v\u1edbi c\u00e1c c\u00f4ng c\u1ee5 ETL hi\u1ec7n c\u00f3 nh\u01b0 Informatica v\u00e0 Talend \u0111\u1ec3 l\u00e0m phong ph\u00fa th\u00eam d\u1eef li\u1ec7u b\u1ea1n \u0111\u00e3 s\u1eed d\u1ee5ng. BigQuery h\u1ed7 tr\u1ee3 c\u00e1c c\u00f4ng c\u1ee5 BI ph\u1ed5 bi\u1ebfn nh\u01b0 Tableau, MicroStrategy, Looker, Google Data Studio, v\u00ec v\u1eady b\u1ea5t k\u1ef3 ai c\u0169ng c\u00f3 th\u1ec3 d\u1ec5 d\u00e0ng t\u1ea1o report v\u00e0 dashboards. T\u1ef1 \u0111\u1ed9ng nh\u1eadp v\u00e0 tr\u1ef1c quan h\u00f3a Qu\u1ea3ng c\u00e1o Google v\u00e0 d\u1eef li\u1ec7u ti\u1ebfp th\u1ecb b\u1eb1ng c\u00e1ch s\u1eed d\u1ee5ng D\u1ecbch v\u1ee5 BigQuery Data Transfer Service \u0111\u1ec3 thi\u1ebft l\u1eadp data warehouse ti\u1ebfp th\u1ecb cao c\u1ea5p ch\u1ec9 trong v\u00e0i c\u00fa nh\u1ea5p chu\u1ed9t<\/p>\n\n\n\n<h2 class=\"has-medium-font-size\">B\u1ea3o v\u1ec7 d\u1eef li\u1ec7u v\u00e0 v\u1ed1n \u0111\u1ea7u t\u01b0 kinh doanh<\/h2>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" width=\"700\" height=\"345\" src=\"https:\/\/training.cloud-ace.vn\/wp-content\/uploads\/2022\/12\/security_2022_vUhMGQe.max-700x700-1.png\" alt=\"\" class=\"wp-image-7857\" srcset=\"https:\/\/training.cloud-ace.vn\/wp-content\/uploads\/2022\/12\/security_2022_vUhMGQe.max-700x700-1.png 700w, https:\/\/training.cloud-ace.vn\/wp-content\/uploads\/2022\/12\/security_2022_vUhMGQe.max-700x700-1-18x9.png 18w\" sizes=\"(max-width: 700px) 100vw, 700px\" \/><\/figure>\n\n\n\n<p>Tr\u1ea3i nghi\u1ec7m hi\u1ec7u su\u1ea5t v\u00f4 \u0111\u1ed1i, b\u1ea3o m\u1eadt v\u00e0 ch\u1ee9c n\u0103ng ch\u01b0a t\u1eebng c\u00f3 v\u1edbi chi ph\u00ed ph\u00f9 h\u1ee3p v\u1edbi ng\u00e2n s\u00e1ch c\u1ee7a b\u1ea1n. Google BigQuery lo\u1ea1i b\u1ecf g\u00e1nh n\u1eb7ng t\u00ednh to\u00e1n d\u1eef li\u1ec7u b\u1eb1ng c\u00e1ch cung c\u1ea5p sao ch\u00e9p d\u1eef li\u1ec7u t\u1ef1 \u0111\u1ed9ng \u0111\u1ec3 kh\u00f4i ph\u1ee5c khi g\u1eb7p tr\u1ee5c tr\u1eb7c v\u00e0 kh\u1ea3 n\u0103ng x\u1eed l\u00fd cao m\u00e0 kh\u00f4ng ph\u1ea3i tr\u1ea3 th\u00eam ph\u00ed. Google Bigquery cung c\u1ea5p 99.9% SLA v\u00e0 cam k\u1ebft v\u1ec1 an to\u00e0n d\u1eef li\u1ec7u US-EU. BigQuery gi\u00fap b\u1ea1n d\u1ec5 d\u00e0ng duy tr\u00ec b\u1ea3o m\u1eadt m\u1ea1nh m\u1ebd b\u1eb1ng t\u00ednh n\u0103ng fine-grained v\u00e0 ki\u1ec3m so\u00e1t qu\u1ea3n l\u00fd quy\u1ec1n truy c\u1eadp. D\u1eef li\u1ec7u BigQuery lu\u00f4n \u0111\u01b0\u1ee3c m\u00e3 h\u00f3a, \u1edf tr\u1ea1ng th\u00e1i ngh\u1ec9 v\u00e0 chuy\u1ec3n ti\u1ebfp.<\/p>\n\n\n\n<p>Tr\u00ean \u0111\u00e2y l\u00e0 nh\u1eefng t\u00ednh n\u0103ng n\u1ed5i th\u1eadt c\u1ee7a c\u00f4ng c\u1ee5 BigQuery tr\u00ean n\u1ec1n t\u1ea3ng Google Cloud. B\u1ea1n c\u00f3 th\u1ec3 tham kh\u1ea3o th\u00f4ng tin c\u00e1c kh\u00f3a h\u1ecdc v\u1ec1 x\u1eed l\u00fd d\u1eef li\u1ec7u tr\u00ean Google Cloud trong ph\u1ea7n <a href=\"https:\/\/training.cloud-ace.vn\/en\/googlecloudtraining\/#smart-analytics-and-data-management\">ch\u01b0\u01a1ng tr\u00ecnh \u0111\u00e0o t\u1ea1o <\/a>\u0111\u1ec3 c\u00f3 th\u00eam nh\u1eefng ki\u1ebfn th\u1ee9c h\u1eefu \u00edch v\u00e0 \u1ee9ng d\u1ee5ng v\u00e0o qu\u00e1 tr\u00ecnh x\u00e2y d\u1ef1ng h\u1ec7 th\u1ed1ng x\u1eed l\u00fd d\u1eef li\u1ec7u cho doanh nghi\u1ec7p c\u1ee7a b\u1ea1n.\u00a0<\/p>","protected":false},"excerpt":{"rendered":"<p>Google BigQuery \u0111\u01b0\u1ee3c ph\u00e1t h\u00e0nh ph\u1ed5 bi\u1ebfn v\u00e0o n\u0103m 2011 v\u00e0 l\u00e0 kho d\u1eef li\u1ec7u (Data Warehouse) doanh nghi\u1ec7p c\u1ee7a Google Cloud \u0111\u01b0\u1ee3c thi\u1ebft k\u1ebf ph\u1ee5c v\u1ee5 cho s\u1ef1 linh ho\u1ea1t trong kinh doanh. BigQuery c\u00f3 kh\u1ea3 n\u0103ng m\u1edf r\u1ed9ng cao v\u00e0 hi\u1ec7u qu\u1ea3 v\u1ec1 chi ph\u00ed tr\u00ean Google Cloud Platform. N\u00f3 cho ph\u00e9p th\u1ef1c [&hellip;]<\/p>","protected":false},"author":5,"featured_media":7858,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"inline_featured_image":false},"categories":[46],"tags":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v19.5.1 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>C\u00f4ng c\u1ee5 x\u1eed l\u00fd d\u1eef li\u1ec7u \u01b0u vi\u1ec7t c\u1ee7a Google Cloud - Bigquery - Cloud Ace Training<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/training.cloud-ace.vn\/en\/blog\/cong-cu-xu-ly-du-lieu-uu-viet-cua-google-cloud-bigquery\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"C\u00f4ng c\u1ee5 x\u1eed l\u00fd d\u1eef li\u1ec7u \u01b0u vi\u1ec7t c\u1ee7a Google Cloud - Bigquery - Cloud Ace Training\" \/>\n<meta property=\"og:description\" content=\"Google BigQuery \u0111\u01b0\u1ee3c ph\u00e1t h\u00e0nh ph\u1ed5 bi\u1ebfn v\u00e0o n\u0103m 2011 v\u00e0 l\u00e0 kho d\u1eef li\u1ec7u (Data Warehouse) doanh nghi\u1ec7p c\u1ee7a Google Cloud \u0111\u01b0\u1ee3c thi\u1ebft k\u1ebf ph\u1ee5c v\u1ee5 cho s\u1ef1 linh ho\u1ea1t trong kinh doanh. 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