Analytics Data Warehouse – Google BigQuery<\/h2>\n\n\n\n![\"\"](\"https:\/\/training.cloud-ace.vn\/wp-content\/uploads\/2022\/12\/bigquery.png\")
<\/figure><\/div>\n\n\nGoogle BigQuery l\u00e0 kho d\u1eef li\u1ec7u ph\u00e2n t\u00edch v\u1edbi chi ph\u00ed th\u1ea5p \u0111\u01b0\u1ee3c qu\u1ea3n l\u00fd \u0111\u1ea7y \u0111\u1ee7 c\u1ee7a Google. BigQuery kh\u00f4ng c\u00f3 m\u00e1y ch\u1ee7, kh\u00f4ng c\u00f3 c\u01a1 s\u1edf h\u1ea1 t\u1ea7ng \u0111\u1ec3 qu\u1ea3n l\u00fd ngh\u0129a l\u00e0 ch\u00fang ta kh\u00f4ng x\u00e1c \u0111\u1ecbnh dung l\u01b0\u1ee3ng c\u1ee7a n\u00f3, b\u1ea1n kh\u00f4ng c\u1ea7n ph\u1ea3i \u0111o\u00e1n dung l\u01b0\u1ee3ng c\u1ea7n thi\u1ebft ho\u1eb7c d\u1ef1 ph\u00f2ng qu\u00e1 m\u1ee9c v\u00e0 b\u1ea1n kh\u00f4ng c\u1ea7n qu\u1ea3n tr\u1ecb vi\u00ean c\u01a1 s\u1edf d\u1eef li\u1ec7u, Google \u0111\u00e3 c\u00f3 c\u00f4ng c\u1ee5 x\u1eed l\u00fd cho b\u1ea1n. B\u1ea1n c\u00f3 th\u1ec3 t\u1eadp trung v\u00e0o vi\u1ec7c ph\u00e2n t\u00edch d\u1eef li\u1ec7u \u0111\u1ec3 t\u00ecm th\u00f4ng tin chi ti\u1ebft c\u00f3 \u00fd ngh\u0129a trong c\u00f4ng vi\u1ec7c c\u1ee7a b\u1ea1n, B\u1ea1n s\u1eed d\u1ee5ng SQL quen thu\u1ed9c v\u00e0 t\u1eadn d\u1ee5ng m\u00f4 h\u00ecnh tr\u1ea3 ti\u1ec1n d\u00f9ng bao nhi\u00eau tr\u1ea3 b\u1ea5y nhi\u00eau. BigQuery l\u00e0 n\u1ec1n t\u1ea3ng Ph\u00e2n t\u00edch d\u1eef li\u1ec7u m\u1ea1nh m\u1ebd \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng b\u1edfi t\u1ea5t c\u1ea3 c\u00e1c lo\u1ea1i t\u1ed5 ch\u1ee9c, t\u1eeb kh\u1edfi nghi\u1ec7p \u0111\u1ebfn c\u00e1c c\u00f4ng ty l\u1edbn<\/p>\n\n\n\n
Batch and Stream Data Processing – Google Cloud Dataflow<\/h2>\n\n\n\n![\"\"](\"https:\/\/training.cloud-ace.vn\/wp-content\/uploads\/2022\/12\/dataflow-0-1660506909.png\")
<\/figure><\/div>\n\n\nKh\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
Managed Hadoop & Spark – Google Cloud Dataproc<\/h2>\n\n\n\n![\"\"](\"https:\/\/training.cloud-ace.vn\/wp-content\/uploads\/2022\/12\/1520141467445.jpg\")
<\/figure><\/div>\n\n\nS\u1eed d\u1ee5ng Google Cloud Dataproc d\u00f9ng d\u1ecbch v\u1ee5 Spark v\u00e0 Hadoop \u0111\u01b0\u1ee3c qu\u1ea3n l\u00fd \u0111\u1ec3 d\u1ec5 d\u00e0ng x\u1eed l\u00fd c\u00e1c t\u1eadp d\u1eef li\u1ec7u l\u1edbn b\u1eb1ng c\u00e1ch s\u1eed d\u1ee5ng c\u00e1c c\u00f4ng c\u1ee5 m\u1ea1nh v\u00e0 m\u1edf trong h\u1ec7 sinh th\u00e1i d\u1eef li\u1ec7u Apache l\u1edbn. Ki\u1ec3m so\u00e1t chi ph\u00ed c\u1ee7a b\u1ea1n b\u1eb1ng c\u00e1ch t\u1ea1o c\u00e1c nh\u00f3m \u0111\u01b0\u1ee3c qu\u1ea3n l\u00fd c\u00f3 k\u00edch th\u01b0\u1edbc b\u1ea5t k\u1ef3 trong kho\u1ea3ng m\u1ed9t ph\u00fat v\u00e0 t\u1eaft ch\u00fang khi b\u1ea1n ho\u00e0n t\u1ea5t, thanh to\u00e1n cho nh\u1eefng g\u00ec b\u1ea1n s\u1eed d\u1ee5ng ch\u1ee9 kh\u00f4ng ph\u1ea3i c\u00e1c nh\u00f3m nh\u00e0n r\u1ed7i. Cloud Dataproc t\u00edch h\u1ee3p v\u1edbi c\u00e1c d\u1ecbch v\u1ee5 l\u01b0u tr\u1eef, t\u00ednh to\u00e1n v\u00e0 gi\u00e1m s\u00e1t tr\u00ean c\u00e1c s\u1ea3n ph\u1ea9m Cloud Platform, t\u1ea1o cho b\u1ea1n m\u1ed9t n\u1ec1n t\u1ea3ng x\u1eed l\u00fd d\u1eef li\u1ec7u m\u1ea1nh m\u1ebd v\u00e0 ho\u00e0n ch\u1ec9nh. <\/p>\n\n\n\n
Powerful Data Exploration – Google Cloud Datalab<\/h2>\n\n\n\n![\"\"](\"https:\/\/training.cloud-ace.vn\/wp-content\/uploads\/2022\/12\/download-2.png\")
<\/figure><\/div>\n\n\nGoogle Cloud Datalab (d\u1ef1a tr\u00ean Jupyter) \u0111\u1ec3 kh\u00e1m ph\u00e1, c\u1ed9ng t\u00e1c, ph\u00e2n t\u00edch v\u00e0 h\u00ecnh dung d\u1eef li\u1ec7u. N\u00f3 \u0111\u01b0\u1ee3c t\u00edch h\u1ee3p v\u1edbi BigQuery v\u00e0 Google Cloud Machine Learning gi\u00fap b\u1ea1n d\u1ec5 d\u00e0ng truy c\u1eadp v\u00e0o c\u00e1c d\u1ecbch v\u1ee5 x\u1eed l\u00fd d\u1eef li\u1ec7u quan tr\u1ecdng<\/p>\n\n\n\n
Easy to export Data – Google Data Studio<\/h2>\n\n\n\n
Google Data Studio chuy\u1ec3n d\u1eef li\u1ec7u Google Cloud c\u1ee7a b\u1ea1n th\u00e0nh c\u00e1c trang t\u1ed5ng quan v\u00e0 b\u00e1o c\u00e1o d\u1ec5 \u0111\u1ecdc, bi\u1ec3u \u0111\u1ed3, chia s\u1ebb v\u00e0 t\u00f9y ch\u1ec9nh \u0111\u01b0\u1ee3c. Google Data Studio gi\u00fap b\u1ea1n d\u1ec5 d\u00e0ng k\u1ebft n\u1ed1i(connect) \u0111\u1ebfn ngu\u1ed3n d\u1eef li\u1ec7u, tr\u1ef1c quan h\u00f3a c\u00e1c d\u1eef li\u1ec7u, d\u1ec5 d\u00e0ng chia s\u1ebb(share) v\u00e0 ph\u1ed1i h\u1ee3p v\u1edbi \u0111\u1ed9i nh\u00f3m v\u00e0 kh\u00e1ch h\u00e0ng. T\u1ea1i \u0111\u00e2y b\u1ea1n c\u00f3 th\u1ec3 d\u1ec5 d\u00e0ng truy c\u1eadp v\u00e0o t\u1ea5t c\u1ea3 c\u00e1c ngu\u1ed3n d\u1eef li\u1ec7u tr\u00ean Google Cloud b\u1ea1n c\u1ea7n \u0111\u1ec3 hi\u1ec3u v\u1ec1 doanh nghi\u1ec7p c\u1ee7a b\u1ea1n v\u00e0 \u0111\u01b0a ra quy\u1ebft \u0111\u1ecbnh t\u1ed1t h\u01a1n<\/p>\n\n\n\n
Intelligent Data Preparation – Google Cloud Dataprep <\/h2>\n\n\n\n
Google Cloud Dataprep l\u00e0 d\u1ecbch v\u1ee5 d\u1eef li\u1ec7u th\u00f4ng minh \u0111\u1ec3 kh\u00e1m ph\u00e1, l\u00e0m s\u1ea1ch v\u00e0 chu\u1ea9n b\u1ecb d\u1eef li\u1ec7u c\u00f3 c\u1ea5u tr\u00fac v\u00e0 kh\u00f4ng c\u00f3 c\u1ea5u tr\u00fac \u0111\u1ec3 ph\u00e2n t\u00edch. Cloud Dataprep kh\u00f4ng ho\u1ea1t \u0111\u1ed9ng v\u00e0 ho\u1ea1t \u0111\u1ed9ng \u1edf b\u1ea5t k\u1ef3 quy m\u00f4 n\u00e0o. Kh\u00f4ng c\u00f3 c\u01a1 s\u1edf h\u1ea1 t\u1ea7ng \u0111\u1ec3 tri\u1ec3n khai ho\u1eb7c qu\u1ea3n l\u00fd. Cloud Dataprep s\u1ebd t\u1ef1 \u0111\u1ed9ng ph\u00e1t hi\u1ec7n c\u00e1c l\u01b0\u1ee3c \u0111\u1ed3, ki\u1ec3u d\u1eef li\u1ec7u, c\u00e1c k\u1ebft n\u1ed1i c\u00f3 th\u1ec3 v\u00e0 b\u1ea5t th\u01b0\u1eddng nh\u01b0 c\u00e1c gi\u00e1 tr\u1ecb b\u1ecb thi\u1ebfu, c\u00e1c gi\u00e1 tr\u1ecb ngo\u00e0i v\u00e0 c\u00e1c b\u1ea3n sao \u0111\u1ec3 b\u1ea1n b\u1ecf qua th\u1eddi gian ti\u00eau th\u1ee5 d\u1eef li\u1ec7u c\u1ee7a m\u00ecnh v\u00e0 \u0111i \u0111\u1ebfn ph\u00e2n t\u00edch d\u1eef li\u1ec7u<\/p>\n\n\n\n![\"\"](\"http:\/\/training.cloud-ace.vn\/wp-content\/uploads\/2022\/12\/pict-gcp-icons-design-elements-big-data.png-diagram-flowchart-example.png\")
<\/figure>\n\n\n\nCloud Dataprep kh\u00f4ng c\u00f3 m\u00e1y ch\u1ee7 v\u00e0 kh\u00f4ng y\u00eau c\u1ea7u c\u00e0i \u0111\u1eb7t ph\u1ea7n m\u1ec1m tr\u1ea3 tr\u01b0\u1edbc, chi ph\u00ed c\u1ea5p ph\u00e9p ho\u1eb7c chi ph\u00ed ho\u1ea1t \u0111\u1ed9ng li\u00ean t\u1ee5c. Cloud Dataprep s\u1eed d\u1ee5ng d\u1ecbch v\u1ee5 Google Cloud Dataflow m\u1ea1nh m\u1ebd b\u00ean d\u01b0\u1edbi. D\u1ecbch v\u1ee5 n\u00e0y s\u1ebd \u0111\u00e1p \u1ee9ng nhu c\u1ea7u c\u1ee7a b\u1ea1n \u0111\u1ec3 \u0111\u00e1p \u1ee9ng nhu c\u1ea7u chu\u1ea9n b\u1ecb d\u1eef li\u1ec7u ng\u00e0y c\u00e0ng t\u0103ng c\u1ee7a b\u1ea1n \u0111\u1ec3 b\u1ea1n c\u00f3 th\u1ec3 t\u1eadp trung v\u00e0o ph\u00e2n t\u00edch.<\/p>\n\n\n\n
Scalable Event Ingestion and Messaging Middleware – Google Cloud Pub \/ Sub <\/h2>\n\n\n\n
Google Cloud Pub \/ Sub l\u00e0 d\u1ecbch v\u1ee5 nh\u1eafn tin, quy m\u00f4 l\u1edbn, \u0111\u00e1ng tin c\u1eady, cho ph\u00e9p b\u1ea1n g\u1eedi v\u00e0 nh\u1eadn tin nh\u1eafn gi\u1eefa c\u00e1c \u1ee9ng d\u1ee5ng \u0111\u1ed9c l\u1eadp. B\u1ea1n c\u00f3 th\u1ec3 t\u1eadn d\u1ee5ng t\u00ednh linh ho\u1ea1t c\u1ee7a Cloud Pub \/ Sub \u0111\u1ec3 t\u00e1ch ri\u00eang c\u00e1c h\u1ec7 th\u1ed1ng v\u00e0 c\u00e1c th\u00e0nh ph\u1ea7n \u0111\u01b0\u1ee3c l\u01b0u tr\u1eef tr\u00ean Cloud Platform ho\u1eb7c b\u1ea5t c\u1ee9 n\u01a1i n\u00e0o tr\u00ean Internet. Cloud Pub \/ Sub \u0111\u01b0\u1ee3c thi\u1ebft k\u1ebf \u0111\u1ec3 cung c\u1ea5p ph\u00e2n ph\u1ed1i \u201c\u00edt nh\u1ea5t m\u1ed9t l\u1ea7n\u201d \u1edf \u0111\u1ed9 tr\u1ec5 th\u1ea5p v\u1edbi kh\u1ea3 n\u0103ng m\u1edf r\u1ed9ng theo y\u00eau c\u1ea7u l\u00ean h\u00e0ng ch\u1ee5c tri\u1ec7u th\u01b0 m\u1ed7i gi\u00e2y.<\/p>\n\n\n\n
Cloud Pub \/ Sub \u0111\u01b0\u1ee3c qu\u1ea3n l\u00fd \u0111\u1ea7y \u0111\u1ee7 v\u00e0 to\u00e0n c\u1ea7u b\u1eb1ng c\u00e1ch thi\u1ebft k\u1ebf, t\u1ef1 \u0111\u1ed9ng t\u1eadn d\u1ee5ng c\u00e1c t\u00e0i nguy\u00ean chuy\u00ean d\u1ee5ng trong m\u1ecdi khu v\u1ef1c N\u1ec1n t\u1ea3ng Google Cloud \u0111\u1ec3 \u0111\u1ea3m b\u1ea3o kh\u1ea3 n\u0103ng s\u1eb5n s\u00e0ng cao m\u00e0 kh\u00f4ng b\u1ecb gi\u1ea3m b\u1edbt \u0111\u1ed9 tr\u1ec5 \u2013 ngay c\u1ea3 khi t\u1ea3i n\u1eb7ng. M\u1ee9c \u0111\u1ed9 s\u1eb5n s\u00e0ng cao<\/p>\n\n\n\n
B\u1ea1n c\u00f3 th\u1ec3 tham kh\u1ea3o chi ti\u1ebft c\u00e1c b\u01b0\u1edbc x\u1eed l\u00fd d\u1eef li\u1ec7u v\u00e0 c\u00e1ch s\u1eed d\u1ee5ng c\u00e1c c\u00f4ng c\u1ee5 Google Cloud th\u00f4ng qua c\u00e1c kh\u00f3a h\u1ecdc Google Cloud. V\u1edbi c\u01b0\u01a1ng v\u1ecb \u0111\u1ed1i t\u00e1c \u0111\u00e0o t\u1ea1o Google Cloud \u0111\u1ea7u ti\u00ean t\u1ea1i Vi\u1ec7t Nam, Cloud Ace cung c\u1ea5p c\u00e1c kh\u00f3a h\u1ecdc \u0111\u00e0o t\u1ea1o Google Cloud t\u1eeb c\u01a1 b\u1ea3n \u0111\u1ebfn n\u00e2ng cao gi\u00fap b\u1ea1n d\u1ec5 d\u00e0ng ti\u1ebfp c\u1eadn ki\u1ebfn th\u1ee9c v\u00e0 l\u00e0m vi\u1ec7c th\u1ef1c t\u1ebf tr\u00ean Google Cloud m\u1ed9t c\u00e1ch hi\u1ec7u qu\u1ea3. <\/p>","protected":false},"excerpt":{"rendered":"
Google Cloud Platform cung c\u1ea5p gi\u1ea3i ph\u00e1p Big Data, d\u1ef1a tr\u00ean nhi\u1ec1u n\u0103m \u0111\u1ed5i m\u1edbi t\u1ea1i Google, cho ph\u00e9p b\u1ea1n n\u1eafm b\u1eaft, x\u1eed l\u00fd, l\u01b0u tr\u1eef v\u00e0 ph\u00e2n t\u00edch d\u1eef li\u1ec7u c\u1ee7a b\u1ea1n trong m\u1ed9t n\u1ec1n t\u1ea3ng duy nh\u1ea5t. V\u1edbi Google Cloud Platform, b\u1ea1n c\u00f3 th\u1ec3 t\u1eadp trung v\u00e0o vi\u1ec7c t\u00ecm hi\u1ec3u th\u00f4ng tin chi […]<\/p>","protected":false},"author":5,"featured_media":7861,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"inline_featured_image":false},"categories":[46],"tags":[],"yoast_head":"\n
T\u00ecm hi\u1ec3u c\u00f4ng c\u1ee5 x\u00e2y d\u1ef1ng h\u1ec7 th\u1ed1ng x\u1eed l\u00fd d\u1eef li\u1ec7u tr\u00ean Google Cloud - 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\/tim-hieu-cong-cu-xay-dung-he-thong-xu-ly-du-lieu-tren-google-cloud\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"T\u00ecm hi\u1ec3u c\u00f4ng c\u1ee5 x\u00e2y d\u1ef1ng h\u1ec7 th\u1ed1ng x\u1eed l\u00fd d\u1eef li\u1ec7u tr\u00ean Google Cloud - Cloud Ace Training\" \/>\n<meta property=\"og:description\" content=\"Google Cloud Platform cung c\u1ea5p gi\u1ea3i ph\u00e1p Big Data, d\u1ef1a tr\u00ean nhi\u1ec1u n\u0103m \u0111\u1ed5i m\u1edbi t\u1ea1i Google, cho ph\u00e9p b\u1ea1n n\u1eafm b\u1eaft, x\u1eed l\u00fd, l\u01b0u tr\u1eef v\u00e0 ph\u00e2n t\u00edch d\u1eef li\u1ec7u c\u1ee7a b\u1ea1n trong m\u1ed9t n\u1ec1n t\u1ea3ng duy nh\u1ea5t. 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<\/figure><\/div>\n\n\nGoogle BigQuery l\u00e0 kho d\u1eef li\u1ec7u ph\u00e2n t\u00edch v\u1edbi chi ph\u00ed th\u1ea5p \u0111\u01b0\u1ee3c qu\u1ea3n l\u00fd \u0111\u1ea7y \u0111\u1ee7 c\u1ee7a Google. BigQuery kh\u00f4ng c\u00f3 m\u00e1y ch\u1ee7, kh\u00f4ng c\u00f3 c\u01a1 s\u1edf h\u1ea1 t\u1ea7ng \u0111\u1ec3 qu\u1ea3n l\u00fd ngh\u0129a l\u00e0 ch\u00fang ta kh\u00f4ng x\u00e1c \u0111\u1ecbnh dung l\u01b0\u1ee3ng c\u1ee7a n\u00f3, b\u1ea1n kh\u00f4ng c\u1ea7n ph\u1ea3i \u0111o\u00e1n dung l\u01b0\u1ee3ng c\u1ea7n thi\u1ebft ho\u1eb7c d\u1ef1 ph\u00f2ng qu\u00e1 m\u1ee9c v\u00e0 b\u1ea1n kh\u00f4ng c\u1ea7n qu\u1ea3n tr\u1ecb vi\u00ean c\u01a1 s\u1edf d\u1eef li\u1ec7u, Google \u0111\u00e3 c\u00f3 c\u00f4ng c\u1ee5 x\u1eed l\u00fd cho b\u1ea1n. B\u1ea1n c\u00f3 th\u1ec3 t\u1eadp trung v\u00e0o vi\u1ec7c ph\u00e2n t\u00edch d\u1eef li\u1ec7u \u0111\u1ec3 t\u00ecm th\u00f4ng tin chi ti\u1ebft c\u00f3 \u00fd ngh\u0129a trong c\u00f4ng vi\u1ec7c c\u1ee7a b\u1ea1n, B\u1ea1n s\u1eed d\u1ee5ng SQL quen thu\u1ed9c v\u00e0 t\u1eadn d\u1ee5ng m\u00f4 h\u00ecnh tr\u1ea3 ti\u1ec1n d\u00f9ng bao nhi\u00eau tr\u1ea3 b\u1ea5y nhi\u00eau. BigQuery l\u00e0 n\u1ec1n t\u1ea3ng Ph\u00e2n t\u00edch d\u1eef li\u1ec7u m\u1ea1nh m\u1ebd \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng b\u1edfi t\u1ea5t c\u1ea3 c\u00e1c lo\u1ea1i t\u1ed5 ch\u1ee9c, t\u1eeb kh\u1edfi nghi\u1ec7p \u0111\u1ebfn c\u00e1c c\u00f4ng ty l\u1edbn<\/p>\n\n\n\n
Batch and Stream Data Processing – Google Cloud Dataflow<\/h2>\n\n\n\n<\/figure><\/div>\n\n\nKh\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
Managed Hadoop & Spark – Google Cloud Dataproc<\/h2>\n\n\n\n<\/figure><\/div>\n\n\nS\u1eed d\u1ee5ng Google Cloud Dataproc d\u00f9ng d\u1ecbch v\u1ee5 Spark v\u00e0 Hadoop \u0111\u01b0\u1ee3c qu\u1ea3n l\u00fd \u0111\u1ec3 d\u1ec5 d\u00e0ng x\u1eed l\u00fd c\u00e1c t\u1eadp d\u1eef li\u1ec7u l\u1edbn b\u1eb1ng c\u00e1ch s\u1eed d\u1ee5ng c\u00e1c c\u00f4ng c\u1ee5 m\u1ea1nh v\u00e0 m\u1edf trong h\u1ec7 sinh th\u00e1i d\u1eef li\u1ec7u Apache l\u1edbn. Ki\u1ec3m so\u00e1t chi ph\u00ed c\u1ee7a b\u1ea1n b\u1eb1ng c\u00e1ch t\u1ea1o c\u00e1c nh\u00f3m \u0111\u01b0\u1ee3c qu\u1ea3n l\u00fd c\u00f3 k\u00edch th\u01b0\u1edbc b\u1ea5t k\u1ef3 trong kho\u1ea3ng m\u1ed9t ph\u00fat v\u00e0 t\u1eaft ch\u00fang khi b\u1ea1n ho\u00e0n t\u1ea5t, thanh to\u00e1n cho nh\u1eefng g\u00ec b\u1ea1n s\u1eed d\u1ee5ng ch\u1ee9 kh\u00f4ng ph\u1ea3i c\u00e1c nh\u00f3m nh\u00e0n r\u1ed7i. Cloud Dataproc t\u00edch h\u1ee3p v\u1edbi c\u00e1c d\u1ecbch v\u1ee5 l\u01b0u tr\u1eef, t\u00ednh to\u00e1n v\u00e0 gi\u00e1m s\u00e1t tr\u00ean c\u00e1c s\u1ea3n ph\u1ea9m Cloud Platform, t\u1ea1o cho b\u1ea1n m\u1ed9t n\u1ec1n t\u1ea3ng x\u1eed l\u00fd d\u1eef li\u1ec7u m\u1ea1nh m\u1ebd v\u00e0 ho\u00e0n ch\u1ec9nh. <\/p>\n\n\n\n
Powerful Data Exploration – Google Cloud Datalab<\/h2>\n\n\n\n<\/figure><\/div>\n\n\nGoogle Cloud Datalab (d\u1ef1a tr\u00ean Jupyter) \u0111\u1ec3 kh\u00e1m ph\u00e1, c\u1ed9ng t\u00e1c, ph\u00e2n t\u00edch v\u00e0 h\u00ecnh dung d\u1eef li\u1ec7u. N\u00f3 \u0111\u01b0\u1ee3c t\u00edch h\u1ee3p v\u1edbi BigQuery v\u00e0 Google Cloud Machine Learning gi\u00fap b\u1ea1n d\u1ec5 d\u00e0ng truy c\u1eadp v\u00e0o c\u00e1c d\u1ecbch v\u1ee5 x\u1eed l\u00fd d\u1eef li\u1ec7u quan tr\u1ecdng<\/p>\n\n\n\n
Easy to export Data – Google Data Studio<\/h2>\n\n\n\n
Google Data Studio chuy\u1ec3n d\u1eef li\u1ec7u Google Cloud c\u1ee7a b\u1ea1n th\u00e0nh c\u00e1c trang t\u1ed5ng quan v\u00e0 b\u00e1o c\u00e1o d\u1ec5 \u0111\u1ecdc, bi\u1ec3u \u0111\u1ed3, chia s\u1ebb v\u00e0 t\u00f9y ch\u1ec9nh \u0111\u01b0\u1ee3c. Google Data Studio gi\u00fap b\u1ea1n d\u1ec5 d\u00e0ng k\u1ebft n\u1ed1i(connect) \u0111\u1ebfn ngu\u1ed3n d\u1eef li\u1ec7u, tr\u1ef1c quan h\u00f3a c\u00e1c d\u1eef li\u1ec7u, d\u1ec5 d\u00e0ng chia s\u1ebb(share) v\u00e0 ph\u1ed1i h\u1ee3p v\u1edbi \u0111\u1ed9i nh\u00f3m v\u00e0 kh\u00e1ch h\u00e0ng. T\u1ea1i \u0111\u00e2y b\u1ea1n c\u00f3 th\u1ec3 d\u1ec5 d\u00e0ng truy c\u1eadp v\u00e0o t\u1ea5t c\u1ea3 c\u00e1c ngu\u1ed3n d\u1eef li\u1ec7u tr\u00ean Google Cloud b\u1ea1n c\u1ea7n \u0111\u1ec3 hi\u1ec3u v\u1ec1 doanh nghi\u1ec7p c\u1ee7a b\u1ea1n v\u00e0 \u0111\u01b0a ra quy\u1ebft \u0111\u1ecbnh t\u1ed1t h\u01a1n<\/p>\n\n\n\n
Intelligent Data Preparation – Google Cloud Dataprep <\/h2>\n\n\n\n
Google Cloud Dataprep l\u00e0 d\u1ecbch v\u1ee5 d\u1eef li\u1ec7u th\u00f4ng minh \u0111\u1ec3 kh\u00e1m ph\u00e1, l\u00e0m s\u1ea1ch v\u00e0 chu\u1ea9n b\u1ecb d\u1eef li\u1ec7u c\u00f3 c\u1ea5u tr\u00fac v\u00e0 kh\u00f4ng c\u00f3 c\u1ea5u tr\u00fac \u0111\u1ec3 ph\u00e2n t\u00edch. Cloud Dataprep kh\u00f4ng ho\u1ea1t \u0111\u1ed9ng v\u00e0 ho\u1ea1t \u0111\u1ed9ng \u1edf b\u1ea5t k\u1ef3 quy m\u00f4 n\u00e0o. Kh\u00f4ng c\u00f3 c\u01a1 s\u1edf h\u1ea1 t\u1ea7ng \u0111\u1ec3 tri\u1ec3n khai ho\u1eb7c qu\u1ea3n l\u00fd. Cloud Dataprep s\u1ebd t\u1ef1 \u0111\u1ed9ng ph\u00e1t hi\u1ec7n c\u00e1c l\u01b0\u1ee3c \u0111\u1ed3, ki\u1ec3u d\u1eef li\u1ec7u, c\u00e1c k\u1ebft n\u1ed1i c\u00f3 th\u1ec3 v\u00e0 b\u1ea5t th\u01b0\u1eddng nh\u01b0 c\u00e1c gi\u00e1 tr\u1ecb b\u1ecb thi\u1ebfu, c\u00e1c gi\u00e1 tr\u1ecb ngo\u00e0i v\u00e0 c\u00e1c b\u1ea3n sao \u0111\u1ec3 b\u1ea1n b\u1ecf qua th\u1eddi gian ti\u00eau th\u1ee5 d\u1eef li\u1ec7u c\u1ee7a m\u00ecnh v\u00e0 \u0111i \u0111\u1ebfn ph\u00e2n t\u00edch d\u1eef li\u1ec7u<\/p>\n\n\n\n<\/figure>\n\n\n\nCloud Dataprep kh\u00f4ng c\u00f3 m\u00e1y ch\u1ee7 v\u00e0 kh\u00f4ng y\u00eau c\u1ea7u c\u00e0i \u0111\u1eb7t ph\u1ea7n m\u1ec1m tr\u1ea3 tr\u01b0\u1edbc, chi ph\u00ed c\u1ea5p ph\u00e9p ho\u1eb7c chi ph\u00ed ho\u1ea1t \u0111\u1ed9ng li\u00ean t\u1ee5c. Cloud Dataprep s\u1eed d\u1ee5ng d\u1ecbch v\u1ee5 Google Cloud Dataflow m\u1ea1nh m\u1ebd b\u00ean d\u01b0\u1edbi. D\u1ecbch v\u1ee5 n\u00e0y s\u1ebd \u0111\u00e1p \u1ee9ng nhu c\u1ea7u c\u1ee7a b\u1ea1n \u0111\u1ec3 \u0111\u00e1p \u1ee9ng nhu c\u1ea7u chu\u1ea9n b\u1ecb d\u1eef li\u1ec7u ng\u00e0y c\u00e0ng t\u0103ng c\u1ee7a b\u1ea1n \u0111\u1ec3 b\u1ea1n c\u00f3 th\u1ec3 t\u1eadp trung v\u00e0o ph\u00e2n t\u00edch.<\/p>\n\n\n\n
Scalable Event Ingestion and Messaging Middleware – Google Cloud Pub \/ Sub <\/h2>\n\n\n\n
Google Cloud Pub \/ Sub l\u00e0 d\u1ecbch v\u1ee5 nh\u1eafn tin, quy m\u00f4 l\u1edbn, \u0111\u00e1ng tin c\u1eady, cho ph\u00e9p b\u1ea1n g\u1eedi v\u00e0 nh\u1eadn tin nh\u1eafn gi\u1eefa c\u00e1c \u1ee9ng d\u1ee5ng \u0111\u1ed9c l\u1eadp. B\u1ea1n c\u00f3 th\u1ec3 t\u1eadn d\u1ee5ng t\u00ednh linh ho\u1ea1t c\u1ee7a Cloud Pub \/ Sub \u0111\u1ec3 t\u00e1ch ri\u00eang c\u00e1c h\u1ec7 th\u1ed1ng v\u00e0 c\u00e1c th\u00e0nh ph\u1ea7n \u0111\u01b0\u1ee3c l\u01b0u tr\u1eef tr\u00ean Cloud Platform ho\u1eb7c b\u1ea5t c\u1ee9 n\u01a1i n\u00e0o tr\u00ean Internet. Cloud Pub \/ Sub \u0111\u01b0\u1ee3c thi\u1ebft k\u1ebf \u0111\u1ec3 cung c\u1ea5p ph\u00e2n ph\u1ed1i \u201c\u00edt nh\u1ea5t m\u1ed9t l\u1ea7n\u201d \u1edf \u0111\u1ed9 tr\u1ec5 th\u1ea5p v\u1edbi kh\u1ea3 n\u0103ng m\u1edf r\u1ed9ng theo y\u00eau c\u1ea7u l\u00ean h\u00e0ng ch\u1ee5c tri\u1ec7u th\u01b0 m\u1ed7i gi\u00e2y.<\/p>\n\n\n\n
Cloud Pub \/ Sub \u0111\u01b0\u1ee3c qu\u1ea3n l\u00fd \u0111\u1ea7y \u0111\u1ee7 v\u00e0 to\u00e0n c\u1ea7u b\u1eb1ng c\u00e1ch thi\u1ebft k\u1ebf, t\u1ef1 \u0111\u1ed9ng t\u1eadn d\u1ee5ng c\u00e1c t\u00e0i nguy\u00ean chuy\u00ean d\u1ee5ng trong m\u1ecdi khu v\u1ef1c N\u1ec1n t\u1ea3ng Google Cloud \u0111\u1ec3 \u0111\u1ea3m b\u1ea3o kh\u1ea3 n\u0103ng s\u1eb5n s\u00e0ng cao m\u00e0 kh\u00f4ng b\u1ecb gi\u1ea3m b\u1edbt \u0111\u1ed9 tr\u1ec5 \u2013 ngay c\u1ea3 khi t\u1ea3i n\u1eb7ng. M\u1ee9c \u0111\u1ed9 s\u1eb5n s\u00e0ng cao<\/p>\n\n\n\n
B\u1ea1n c\u00f3 th\u1ec3 tham kh\u1ea3o chi ti\u1ebft c\u00e1c b\u01b0\u1edbc x\u1eed l\u00fd d\u1eef li\u1ec7u v\u00e0 c\u00e1ch s\u1eed d\u1ee5ng c\u00e1c c\u00f4ng c\u1ee5 Google Cloud th\u00f4ng qua c\u00e1c kh\u00f3a h\u1ecdc Google Cloud. V\u1edbi c\u01b0\u01a1ng v\u1ecb \u0111\u1ed1i t\u00e1c \u0111\u00e0o t\u1ea1o Google Cloud \u0111\u1ea7u ti\u00ean t\u1ea1i Vi\u1ec7t Nam, Cloud Ace cung c\u1ea5p c\u00e1c kh\u00f3a h\u1ecdc \u0111\u00e0o t\u1ea1o Google Cloud t\u1eeb c\u01a1 b\u1ea3n \u0111\u1ebfn n\u00e2ng cao gi\u00fap b\u1ea1n d\u1ec5 d\u00e0ng ti\u1ebfp c\u1eadn ki\u1ebfn th\u1ee9c v\u00e0 l\u00e0m vi\u1ec7c th\u1ef1c t\u1ebf tr\u00ean Google Cloud m\u1ed9t c\u00e1ch hi\u1ec7u qu\u1ea3. <\/p>","protected":false},"excerpt":{"rendered":"
Google Cloud Platform cung c\u1ea5p gi\u1ea3i ph\u00e1p Big Data, d\u1ef1a tr\u00ean nhi\u1ec1u n\u0103m \u0111\u1ed5i m\u1edbi t\u1ea1i Google, cho ph\u00e9p b\u1ea1n n\u1eafm b\u1eaft, x\u1eed l\u00fd, l\u01b0u tr\u1eef v\u00e0 ph\u00e2n t\u00edch d\u1eef li\u1ec7u c\u1ee7a b\u1ea1n trong m\u1ed9t n\u1ec1n t\u1ea3ng duy nh\u1ea5t. V\u1edbi Google Cloud Platform, b\u1ea1n c\u00f3 th\u1ec3 t\u1eadp trung v\u00e0o vi\u1ec7c t\u00ecm hi\u1ec3u th\u00f4ng tin chi […]<\/p>","protected":false},"author":5,"featured_media":7861,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"inline_featured_image":false},"categories":[46],"tags":[],"yoast_head":"\n
T\u00ecm hi\u1ec3u c\u00f4ng c\u1ee5 x\u00e2y d\u1ef1ng h\u1ec7 th\u1ed1ng x\u1eed l\u00fd d\u1eef li\u1ec7u tr\u00ean Google Cloud - 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\/tim-hieu-cong-cu-xay-dung-he-thong-xu-ly-du-lieu-tren-google-cloud\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"T\u00ecm hi\u1ec3u c\u00f4ng c\u1ee5 x\u00e2y d\u1ef1ng h\u1ec7 th\u1ed1ng x\u1eed l\u00fd d\u1eef li\u1ec7u tr\u00ean Google Cloud - Cloud Ace Training\" \/>\n<meta property=\"og:description\" content=\"Google Cloud Platform cung c\u1ea5p gi\u1ea3i ph\u00e1p Big Data, d\u1ef1a tr\u00ean nhi\u1ec1u n\u0103m \u0111\u1ed5i m\u1edbi t\u1ea1i Google, cho ph\u00e9p b\u1ea1n n\u1eafm b\u1eaft, x\u1eed l\u00fd, l\u01b0u tr\u1eef v\u00e0 ph\u00e2n t\u00edch d\u1eef li\u1ec7u c\u1ee7a b\u1ea1n trong m\u1ed9t n\u1ec1n t\u1ea3ng duy nh\u1ea5t. 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<\/figure><\/div>\n\n\nKh\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
Managed Hadoop & Spark – Google Cloud Dataproc<\/h2>\n\n\n\n<\/figure><\/div>\n\n\nS\u1eed d\u1ee5ng Google Cloud Dataproc d\u00f9ng d\u1ecbch v\u1ee5 Spark v\u00e0 Hadoop \u0111\u01b0\u1ee3c qu\u1ea3n l\u00fd \u0111\u1ec3 d\u1ec5 d\u00e0ng x\u1eed l\u00fd c\u00e1c t\u1eadp d\u1eef li\u1ec7u l\u1edbn b\u1eb1ng c\u00e1ch s\u1eed d\u1ee5ng c\u00e1c c\u00f4ng c\u1ee5 m\u1ea1nh v\u00e0 m\u1edf trong h\u1ec7 sinh th\u00e1i d\u1eef li\u1ec7u Apache l\u1edbn. Ki\u1ec3m so\u00e1t chi ph\u00ed c\u1ee7a b\u1ea1n b\u1eb1ng c\u00e1ch t\u1ea1o c\u00e1c nh\u00f3m \u0111\u01b0\u1ee3c qu\u1ea3n l\u00fd c\u00f3 k\u00edch th\u01b0\u1edbc b\u1ea5t k\u1ef3 trong kho\u1ea3ng m\u1ed9t ph\u00fat v\u00e0 t\u1eaft ch\u00fang khi b\u1ea1n ho\u00e0n t\u1ea5t, thanh to\u00e1n cho nh\u1eefng g\u00ec b\u1ea1n s\u1eed d\u1ee5ng ch\u1ee9 kh\u00f4ng ph\u1ea3i c\u00e1c nh\u00f3m nh\u00e0n r\u1ed7i. Cloud Dataproc t\u00edch h\u1ee3p v\u1edbi c\u00e1c d\u1ecbch v\u1ee5 l\u01b0u tr\u1eef, t\u00ednh to\u00e1n v\u00e0 gi\u00e1m s\u00e1t tr\u00ean c\u00e1c s\u1ea3n ph\u1ea9m Cloud Platform, t\u1ea1o cho b\u1ea1n m\u1ed9t n\u1ec1n t\u1ea3ng x\u1eed l\u00fd d\u1eef li\u1ec7u m\u1ea1nh m\u1ebd v\u00e0 ho\u00e0n ch\u1ec9nh. <\/p>\n\n\n\n
Powerful Data Exploration – Google Cloud Datalab<\/h2>\n\n\n\n<\/figure><\/div>\n\n\nGoogle Cloud Datalab (d\u1ef1a tr\u00ean Jupyter) \u0111\u1ec3 kh\u00e1m ph\u00e1, c\u1ed9ng t\u00e1c, ph\u00e2n t\u00edch v\u00e0 h\u00ecnh dung d\u1eef li\u1ec7u. N\u00f3 \u0111\u01b0\u1ee3c t\u00edch h\u1ee3p v\u1edbi BigQuery v\u00e0 Google Cloud Machine Learning gi\u00fap b\u1ea1n d\u1ec5 d\u00e0ng truy c\u1eadp v\u00e0o c\u00e1c d\u1ecbch v\u1ee5 x\u1eed l\u00fd d\u1eef li\u1ec7u quan tr\u1ecdng<\/p>\n\n\n\n
Easy to export Data – Google Data Studio<\/h2>\n\n\n\n
Google Data Studio chuy\u1ec3n d\u1eef li\u1ec7u Google Cloud c\u1ee7a b\u1ea1n th\u00e0nh c\u00e1c trang t\u1ed5ng quan v\u00e0 b\u00e1o c\u00e1o d\u1ec5 \u0111\u1ecdc, bi\u1ec3u \u0111\u1ed3, chia s\u1ebb v\u00e0 t\u00f9y ch\u1ec9nh \u0111\u01b0\u1ee3c. Google Data Studio gi\u00fap b\u1ea1n d\u1ec5 d\u00e0ng k\u1ebft n\u1ed1i(connect) \u0111\u1ebfn ngu\u1ed3n d\u1eef li\u1ec7u, tr\u1ef1c quan h\u00f3a c\u00e1c d\u1eef li\u1ec7u, d\u1ec5 d\u00e0ng chia s\u1ebb(share) v\u00e0 ph\u1ed1i h\u1ee3p v\u1edbi \u0111\u1ed9i nh\u00f3m v\u00e0 kh\u00e1ch h\u00e0ng. T\u1ea1i \u0111\u00e2y b\u1ea1n c\u00f3 th\u1ec3 d\u1ec5 d\u00e0ng truy c\u1eadp v\u00e0o t\u1ea5t c\u1ea3 c\u00e1c ngu\u1ed3n d\u1eef li\u1ec7u tr\u00ean Google Cloud b\u1ea1n c\u1ea7n \u0111\u1ec3 hi\u1ec3u v\u1ec1 doanh nghi\u1ec7p c\u1ee7a b\u1ea1n v\u00e0 \u0111\u01b0a ra quy\u1ebft \u0111\u1ecbnh t\u1ed1t h\u01a1n<\/p>\n\n\n\n
Intelligent Data Preparation – Google Cloud Dataprep <\/h2>\n\n\n\n
Google Cloud Dataprep l\u00e0 d\u1ecbch v\u1ee5 d\u1eef li\u1ec7u th\u00f4ng minh \u0111\u1ec3 kh\u00e1m ph\u00e1, l\u00e0m s\u1ea1ch v\u00e0 chu\u1ea9n b\u1ecb d\u1eef li\u1ec7u c\u00f3 c\u1ea5u tr\u00fac v\u00e0 kh\u00f4ng c\u00f3 c\u1ea5u tr\u00fac \u0111\u1ec3 ph\u00e2n t\u00edch. Cloud Dataprep kh\u00f4ng ho\u1ea1t \u0111\u1ed9ng v\u00e0 ho\u1ea1t \u0111\u1ed9ng \u1edf b\u1ea5t k\u1ef3 quy m\u00f4 n\u00e0o. Kh\u00f4ng c\u00f3 c\u01a1 s\u1edf h\u1ea1 t\u1ea7ng \u0111\u1ec3 tri\u1ec3n khai ho\u1eb7c qu\u1ea3n l\u00fd. Cloud Dataprep s\u1ebd t\u1ef1 \u0111\u1ed9ng ph\u00e1t hi\u1ec7n c\u00e1c l\u01b0\u1ee3c \u0111\u1ed3, ki\u1ec3u d\u1eef li\u1ec7u, c\u00e1c k\u1ebft n\u1ed1i c\u00f3 th\u1ec3 v\u00e0 b\u1ea5t th\u01b0\u1eddng nh\u01b0 c\u00e1c gi\u00e1 tr\u1ecb b\u1ecb thi\u1ebfu, c\u00e1c gi\u00e1 tr\u1ecb ngo\u00e0i v\u00e0 c\u00e1c b\u1ea3n sao \u0111\u1ec3 b\u1ea1n b\u1ecf qua th\u1eddi gian ti\u00eau th\u1ee5 d\u1eef li\u1ec7u c\u1ee7a m\u00ecnh v\u00e0 \u0111i \u0111\u1ebfn ph\u00e2n t\u00edch d\u1eef li\u1ec7u<\/p>\n\n\n\n<\/figure>\n\n\n\nCloud Dataprep kh\u00f4ng c\u00f3 m\u00e1y ch\u1ee7 v\u00e0 kh\u00f4ng y\u00eau c\u1ea7u c\u00e0i \u0111\u1eb7t ph\u1ea7n m\u1ec1m tr\u1ea3 tr\u01b0\u1edbc, chi ph\u00ed c\u1ea5p ph\u00e9p ho\u1eb7c chi ph\u00ed ho\u1ea1t \u0111\u1ed9ng li\u00ean t\u1ee5c. Cloud Dataprep s\u1eed d\u1ee5ng d\u1ecbch v\u1ee5 Google Cloud Dataflow m\u1ea1nh m\u1ebd b\u00ean d\u01b0\u1edbi. D\u1ecbch v\u1ee5 n\u00e0y s\u1ebd \u0111\u00e1p \u1ee9ng nhu c\u1ea7u c\u1ee7a b\u1ea1n \u0111\u1ec3 \u0111\u00e1p \u1ee9ng nhu c\u1ea7u chu\u1ea9n b\u1ecb d\u1eef li\u1ec7u ng\u00e0y c\u00e0ng t\u0103ng c\u1ee7a b\u1ea1n \u0111\u1ec3 b\u1ea1n c\u00f3 th\u1ec3 t\u1eadp trung v\u00e0o ph\u00e2n t\u00edch.<\/p>\n\n\n\n
Scalable Event Ingestion and Messaging Middleware – Google Cloud Pub \/ Sub <\/h2>\n\n\n\n
Google Cloud Pub \/ Sub l\u00e0 d\u1ecbch v\u1ee5 nh\u1eafn tin, quy m\u00f4 l\u1edbn, \u0111\u00e1ng tin c\u1eady, cho ph\u00e9p b\u1ea1n g\u1eedi v\u00e0 nh\u1eadn tin nh\u1eafn gi\u1eefa c\u00e1c \u1ee9ng d\u1ee5ng \u0111\u1ed9c l\u1eadp. B\u1ea1n c\u00f3 th\u1ec3 t\u1eadn d\u1ee5ng t\u00ednh linh ho\u1ea1t c\u1ee7a Cloud Pub \/ Sub \u0111\u1ec3 t\u00e1ch ri\u00eang c\u00e1c h\u1ec7 th\u1ed1ng v\u00e0 c\u00e1c th\u00e0nh ph\u1ea7n \u0111\u01b0\u1ee3c l\u01b0u tr\u1eef tr\u00ean Cloud Platform ho\u1eb7c b\u1ea5t c\u1ee9 n\u01a1i n\u00e0o tr\u00ean Internet. Cloud Pub \/ Sub \u0111\u01b0\u1ee3c thi\u1ebft k\u1ebf \u0111\u1ec3 cung c\u1ea5p ph\u00e2n ph\u1ed1i \u201c\u00edt nh\u1ea5t m\u1ed9t l\u1ea7n\u201d \u1edf \u0111\u1ed9 tr\u1ec5 th\u1ea5p v\u1edbi kh\u1ea3 n\u0103ng m\u1edf r\u1ed9ng theo y\u00eau c\u1ea7u l\u00ean h\u00e0ng ch\u1ee5c tri\u1ec7u th\u01b0 m\u1ed7i gi\u00e2y.<\/p>\n\n\n\n
Cloud Pub \/ Sub \u0111\u01b0\u1ee3c qu\u1ea3n l\u00fd \u0111\u1ea7y \u0111\u1ee7 v\u00e0 to\u00e0n c\u1ea7u b\u1eb1ng c\u00e1ch thi\u1ebft k\u1ebf, t\u1ef1 \u0111\u1ed9ng t\u1eadn d\u1ee5ng c\u00e1c t\u00e0i nguy\u00ean chuy\u00ean d\u1ee5ng trong m\u1ecdi khu v\u1ef1c N\u1ec1n t\u1ea3ng Google Cloud \u0111\u1ec3 \u0111\u1ea3m b\u1ea3o kh\u1ea3 n\u0103ng s\u1eb5n s\u00e0ng cao m\u00e0 kh\u00f4ng b\u1ecb gi\u1ea3m b\u1edbt \u0111\u1ed9 tr\u1ec5 \u2013 ngay c\u1ea3 khi t\u1ea3i n\u1eb7ng. M\u1ee9c \u0111\u1ed9 s\u1eb5n s\u00e0ng cao<\/p>\n\n\n\n
B\u1ea1n c\u00f3 th\u1ec3 tham kh\u1ea3o chi ti\u1ebft c\u00e1c b\u01b0\u1edbc x\u1eed l\u00fd d\u1eef li\u1ec7u v\u00e0 c\u00e1ch s\u1eed d\u1ee5ng c\u00e1c c\u00f4ng c\u1ee5 Google Cloud th\u00f4ng qua c\u00e1c kh\u00f3a h\u1ecdc Google Cloud. V\u1edbi c\u01b0\u01a1ng v\u1ecb \u0111\u1ed1i t\u00e1c \u0111\u00e0o t\u1ea1o Google Cloud \u0111\u1ea7u ti\u00ean t\u1ea1i Vi\u1ec7t Nam, Cloud Ace cung c\u1ea5p c\u00e1c kh\u00f3a h\u1ecdc \u0111\u00e0o t\u1ea1o Google Cloud t\u1eeb c\u01a1 b\u1ea3n \u0111\u1ebfn n\u00e2ng cao gi\u00fap b\u1ea1n d\u1ec5 d\u00e0ng ti\u1ebfp c\u1eadn ki\u1ebfn th\u1ee9c v\u00e0 l\u00e0m vi\u1ec7c th\u1ef1c t\u1ebf tr\u00ean Google Cloud m\u1ed9t c\u00e1ch hi\u1ec7u qu\u1ea3. <\/p>","protected":false},"excerpt":{"rendered":"
Google Cloud Platform cung c\u1ea5p gi\u1ea3i ph\u00e1p Big Data, d\u1ef1a tr\u00ean nhi\u1ec1u n\u0103m \u0111\u1ed5i m\u1edbi t\u1ea1i Google, cho ph\u00e9p b\u1ea1n n\u1eafm b\u1eaft, x\u1eed l\u00fd, l\u01b0u tr\u1eef v\u00e0 ph\u00e2n t\u00edch d\u1eef li\u1ec7u c\u1ee7a b\u1ea1n trong m\u1ed9t n\u1ec1n t\u1ea3ng duy nh\u1ea5t. V\u1edbi Google Cloud Platform, b\u1ea1n c\u00f3 th\u1ec3 t\u1eadp trung v\u00e0o vi\u1ec7c t\u00ecm hi\u1ec3u th\u00f4ng tin chi […]<\/p>","protected":false},"author":5,"featured_media":7861,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"inline_featured_image":false},"categories":[46],"tags":[],"yoast_head":"\n
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<\/figure><\/div>\n\n\nS\u1eed d\u1ee5ng Google Cloud Dataproc d\u00f9ng d\u1ecbch v\u1ee5 Spark v\u00e0 Hadoop \u0111\u01b0\u1ee3c qu\u1ea3n l\u00fd \u0111\u1ec3 d\u1ec5 d\u00e0ng x\u1eed l\u00fd c\u00e1c t\u1eadp d\u1eef li\u1ec7u l\u1edbn b\u1eb1ng c\u00e1ch s\u1eed d\u1ee5ng c\u00e1c c\u00f4ng c\u1ee5 m\u1ea1nh v\u00e0 m\u1edf trong h\u1ec7 sinh th\u00e1i d\u1eef li\u1ec7u Apache l\u1edbn. Ki\u1ec3m so\u00e1t chi ph\u00ed c\u1ee7a b\u1ea1n b\u1eb1ng c\u00e1ch t\u1ea1o c\u00e1c nh\u00f3m \u0111\u01b0\u1ee3c qu\u1ea3n l\u00fd c\u00f3 k\u00edch th\u01b0\u1edbc b\u1ea5t k\u1ef3 trong kho\u1ea3ng m\u1ed9t ph\u00fat v\u00e0 t\u1eaft ch\u00fang khi b\u1ea1n ho\u00e0n t\u1ea5t, thanh to\u00e1n cho nh\u1eefng g\u00ec b\u1ea1n s\u1eed d\u1ee5ng ch\u1ee9 kh\u00f4ng ph\u1ea3i c\u00e1c nh\u00f3m nh\u00e0n r\u1ed7i. Cloud Dataproc t\u00edch h\u1ee3p v\u1edbi c\u00e1c d\u1ecbch v\u1ee5 l\u01b0u tr\u1eef, t\u00ednh to\u00e1n v\u00e0 gi\u00e1m s\u00e1t tr\u00ean c\u00e1c s\u1ea3n ph\u1ea9m Cloud Platform, t\u1ea1o cho b\u1ea1n m\u1ed9t n\u1ec1n t\u1ea3ng x\u1eed l\u00fd d\u1eef li\u1ec7u m\u1ea1nh m\u1ebd v\u00e0 ho\u00e0n ch\u1ec9nh. <\/p>\n\n\n\n
Powerful Data Exploration – Google Cloud Datalab<\/h2>\n\n\n\n<\/figure><\/div>\n\n\nGoogle Cloud Datalab (d\u1ef1a tr\u00ean Jupyter) \u0111\u1ec3 kh\u00e1m ph\u00e1, c\u1ed9ng t\u00e1c, ph\u00e2n t\u00edch v\u00e0 h\u00ecnh dung d\u1eef li\u1ec7u. N\u00f3 \u0111\u01b0\u1ee3c t\u00edch h\u1ee3p v\u1edbi BigQuery v\u00e0 Google Cloud Machine Learning gi\u00fap b\u1ea1n d\u1ec5 d\u00e0ng truy c\u1eadp v\u00e0o c\u00e1c d\u1ecbch v\u1ee5 x\u1eed l\u00fd d\u1eef li\u1ec7u quan tr\u1ecdng<\/p>\n\n\n\n
Easy to export Data – Google Data Studio<\/h2>\n\n\n\n
Google Data Studio chuy\u1ec3n d\u1eef li\u1ec7u Google Cloud c\u1ee7a b\u1ea1n th\u00e0nh c\u00e1c trang t\u1ed5ng quan v\u00e0 b\u00e1o c\u00e1o d\u1ec5 \u0111\u1ecdc, bi\u1ec3u \u0111\u1ed3, chia s\u1ebb v\u00e0 t\u00f9y ch\u1ec9nh \u0111\u01b0\u1ee3c. Google Data Studio gi\u00fap b\u1ea1n d\u1ec5 d\u00e0ng k\u1ebft n\u1ed1i(connect) \u0111\u1ebfn ngu\u1ed3n d\u1eef li\u1ec7u, tr\u1ef1c quan h\u00f3a c\u00e1c d\u1eef li\u1ec7u, d\u1ec5 d\u00e0ng chia s\u1ebb(share) v\u00e0 ph\u1ed1i h\u1ee3p v\u1edbi \u0111\u1ed9i nh\u00f3m v\u00e0 kh\u00e1ch h\u00e0ng. T\u1ea1i \u0111\u00e2y b\u1ea1n c\u00f3 th\u1ec3 d\u1ec5 d\u00e0ng truy c\u1eadp v\u00e0o t\u1ea5t c\u1ea3 c\u00e1c ngu\u1ed3n d\u1eef li\u1ec7u tr\u00ean Google Cloud b\u1ea1n c\u1ea7n \u0111\u1ec3 hi\u1ec3u v\u1ec1 doanh nghi\u1ec7p c\u1ee7a b\u1ea1n v\u00e0 \u0111\u01b0a ra quy\u1ebft \u0111\u1ecbnh t\u1ed1t h\u01a1n<\/p>\n\n\n\n
Intelligent Data Preparation – Google Cloud Dataprep <\/h2>\n\n\n\n
Google Cloud Dataprep l\u00e0 d\u1ecbch v\u1ee5 d\u1eef li\u1ec7u th\u00f4ng minh \u0111\u1ec3 kh\u00e1m ph\u00e1, l\u00e0m s\u1ea1ch v\u00e0 chu\u1ea9n b\u1ecb d\u1eef li\u1ec7u c\u00f3 c\u1ea5u tr\u00fac v\u00e0 kh\u00f4ng c\u00f3 c\u1ea5u tr\u00fac \u0111\u1ec3 ph\u00e2n t\u00edch. Cloud Dataprep kh\u00f4ng ho\u1ea1t \u0111\u1ed9ng v\u00e0 ho\u1ea1t \u0111\u1ed9ng \u1edf b\u1ea5t k\u1ef3 quy m\u00f4 n\u00e0o. Kh\u00f4ng c\u00f3 c\u01a1 s\u1edf h\u1ea1 t\u1ea7ng \u0111\u1ec3 tri\u1ec3n khai ho\u1eb7c qu\u1ea3n l\u00fd. Cloud Dataprep s\u1ebd t\u1ef1 \u0111\u1ed9ng ph\u00e1t hi\u1ec7n c\u00e1c l\u01b0\u1ee3c \u0111\u1ed3, ki\u1ec3u d\u1eef li\u1ec7u, c\u00e1c k\u1ebft n\u1ed1i c\u00f3 th\u1ec3 v\u00e0 b\u1ea5t th\u01b0\u1eddng nh\u01b0 c\u00e1c gi\u00e1 tr\u1ecb b\u1ecb thi\u1ebfu, c\u00e1c gi\u00e1 tr\u1ecb ngo\u00e0i v\u00e0 c\u00e1c b\u1ea3n sao \u0111\u1ec3 b\u1ea1n b\u1ecf qua th\u1eddi gian ti\u00eau th\u1ee5 d\u1eef li\u1ec7u c\u1ee7a m\u00ecnh v\u00e0 \u0111i \u0111\u1ebfn ph\u00e2n t\u00edch d\u1eef li\u1ec7u<\/p>\n\n\n\n<\/figure>\n\n\n\nCloud Dataprep kh\u00f4ng c\u00f3 m\u00e1y ch\u1ee7 v\u00e0 kh\u00f4ng y\u00eau c\u1ea7u c\u00e0i \u0111\u1eb7t ph\u1ea7n m\u1ec1m tr\u1ea3 tr\u01b0\u1edbc, chi ph\u00ed c\u1ea5p ph\u00e9p ho\u1eb7c chi ph\u00ed ho\u1ea1t \u0111\u1ed9ng li\u00ean t\u1ee5c. Cloud Dataprep s\u1eed d\u1ee5ng d\u1ecbch v\u1ee5 Google Cloud Dataflow m\u1ea1nh m\u1ebd b\u00ean d\u01b0\u1edbi. D\u1ecbch v\u1ee5 n\u00e0y s\u1ebd \u0111\u00e1p \u1ee9ng nhu c\u1ea7u c\u1ee7a b\u1ea1n \u0111\u1ec3 \u0111\u00e1p \u1ee9ng nhu c\u1ea7u chu\u1ea9n b\u1ecb d\u1eef li\u1ec7u ng\u00e0y c\u00e0ng t\u0103ng c\u1ee7a b\u1ea1n \u0111\u1ec3 b\u1ea1n c\u00f3 th\u1ec3 t\u1eadp trung v\u00e0o ph\u00e2n t\u00edch.<\/p>\n\n\n\n
Scalable Event Ingestion and Messaging Middleware – Google Cloud Pub \/ Sub <\/h2>\n\n\n\n
Google Cloud Pub \/ Sub l\u00e0 d\u1ecbch v\u1ee5 nh\u1eafn tin, quy m\u00f4 l\u1edbn, \u0111\u00e1ng tin c\u1eady, cho ph\u00e9p b\u1ea1n g\u1eedi v\u00e0 nh\u1eadn tin nh\u1eafn gi\u1eefa c\u00e1c \u1ee9ng d\u1ee5ng \u0111\u1ed9c l\u1eadp. B\u1ea1n c\u00f3 th\u1ec3 t\u1eadn d\u1ee5ng t\u00ednh linh ho\u1ea1t c\u1ee7a Cloud Pub \/ Sub \u0111\u1ec3 t\u00e1ch ri\u00eang c\u00e1c h\u1ec7 th\u1ed1ng v\u00e0 c\u00e1c th\u00e0nh ph\u1ea7n \u0111\u01b0\u1ee3c l\u01b0u tr\u1eef tr\u00ean Cloud Platform ho\u1eb7c b\u1ea5t c\u1ee9 n\u01a1i n\u00e0o tr\u00ean Internet. Cloud Pub \/ Sub \u0111\u01b0\u1ee3c thi\u1ebft k\u1ebf \u0111\u1ec3 cung c\u1ea5p ph\u00e2n ph\u1ed1i \u201c\u00edt nh\u1ea5t m\u1ed9t l\u1ea7n\u201d \u1edf \u0111\u1ed9 tr\u1ec5 th\u1ea5p v\u1edbi kh\u1ea3 n\u0103ng m\u1edf r\u1ed9ng theo y\u00eau c\u1ea7u l\u00ean h\u00e0ng ch\u1ee5c tri\u1ec7u th\u01b0 m\u1ed7i gi\u00e2y.<\/p>\n\n\n\n
Cloud Pub \/ Sub \u0111\u01b0\u1ee3c qu\u1ea3n l\u00fd \u0111\u1ea7y \u0111\u1ee7 v\u00e0 to\u00e0n c\u1ea7u b\u1eb1ng c\u00e1ch thi\u1ebft k\u1ebf, t\u1ef1 \u0111\u1ed9ng t\u1eadn d\u1ee5ng c\u00e1c t\u00e0i nguy\u00ean chuy\u00ean d\u1ee5ng trong m\u1ecdi khu v\u1ef1c N\u1ec1n t\u1ea3ng Google Cloud \u0111\u1ec3 \u0111\u1ea3m b\u1ea3o kh\u1ea3 n\u0103ng s\u1eb5n s\u00e0ng cao m\u00e0 kh\u00f4ng b\u1ecb gi\u1ea3m b\u1edbt \u0111\u1ed9 tr\u1ec5 \u2013 ngay c\u1ea3 khi t\u1ea3i n\u1eb7ng. M\u1ee9c \u0111\u1ed9 s\u1eb5n s\u00e0ng cao<\/p>\n\n\n\n
B\u1ea1n c\u00f3 th\u1ec3 tham kh\u1ea3o chi ti\u1ebft c\u00e1c b\u01b0\u1edbc x\u1eed l\u00fd d\u1eef li\u1ec7u v\u00e0 c\u00e1ch s\u1eed d\u1ee5ng c\u00e1c c\u00f4ng c\u1ee5 Google Cloud th\u00f4ng qua c\u00e1c kh\u00f3a h\u1ecdc Google Cloud. V\u1edbi c\u01b0\u01a1ng v\u1ecb \u0111\u1ed1i t\u00e1c \u0111\u00e0o t\u1ea1o Google Cloud \u0111\u1ea7u ti\u00ean t\u1ea1i Vi\u1ec7t Nam, Cloud Ace cung c\u1ea5p c\u00e1c kh\u00f3a h\u1ecdc \u0111\u00e0o t\u1ea1o Google Cloud t\u1eeb c\u01a1 b\u1ea3n \u0111\u1ebfn n\u00e2ng cao gi\u00fap b\u1ea1n d\u1ec5 d\u00e0ng ti\u1ebfp c\u1eadn ki\u1ebfn th\u1ee9c v\u00e0 l\u00e0m vi\u1ec7c th\u1ef1c t\u1ebf tr\u00ean Google Cloud m\u1ed9t c\u00e1ch hi\u1ec7u qu\u1ea3. <\/p>","protected":false},"excerpt":{"rendered":"
Google Cloud Platform cung c\u1ea5p gi\u1ea3i ph\u00e1p Big Data, d\u1ef1a tr\u00ean nhi\u1ec1u n\u0103m \u0111\u1ed5i m\u1edbi t\u1ea1i Google, cho ph\u00e9p b\u1ea1n n\u1eafm b\u1eaft, x\u1eed l\u00fd, l\u01b0u tr\u1eef v\u00e0 ph\u00e2n t\u00edch d\u1eef li\u1ec7u c\u1ee7a b\u1ea1n trong m\u1ed9t n\u1ec1n t\u1ea3ng duy nh\u1ea5t. V\u1edbi Google Cloud Platform, b\u1ea1n c\u00f3 th\u1ec3 t\u1eadp trung v\u00e0o vi\u1ec7c t\u00ecm hi\u1ec3u th\u00f4ng tin chi […]<\/p>","protected":false},"author":5,"featured_media":7861,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"inline_featured_image":false},"categories":[46],"tags":[],"yoast_head":"\n
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<\/figure><\/div>\n\n\nGoogle Cloud Datalab (d\u1ef1a tr\u00ean Jupyter) \u0111\u1ec3 kh\u00e1m ph\u00e1, c\u1ed9ng t\u00e1c, ph\u00e2n t\u00edch v\u00e0 h\u00ecnh dung d\u1eef li\u1ec7u. N\u00f3 \u0111\u01b0\u1ee3c t\u00edch h\u1ee3p v\u1edbi BigQuery v\u00e0 Google Cloud Machine Learning gi\u00fap b\u1ea1n d\u1ec5 d\u00e0ng truy c\u1eadp v\u00e0o c\u00e1c d\u1ecbch v\u1ee5 x\u1eed l\u00fd d\u1eef li\u1ec7u quan tr\u1ecdng<\/p>\n\n\n\n
Easy to export Data – Google Data Studio<\/h2>\n\n\n\n
Google Data Studio chuy\u1ec3n d\u1eef li\u1ec7u Google Cloud c\u1ee7a b\u1ea1n th\u00e0nh c\u00e1c trang t\u1ed5ng quan v\u00e0 b\u00e1o c\u00e1o d\u1ec5 \u0111\u1ecdc, bi\u1ec3u \u0111\u1ed3, chia s\u1ebb v\u00e0 t\u00f9y ch\u1ec9nh \u0111\u01b0\u1ee3c. Google Data Studio gi\u00fap b\u1ea1n d\u1ec5 d\u00e0ng k\u1ebft n\u1ed1i(connect) \u0111\u1ebfn ngu\u1ed3n d\u1eef li\u1ec7u, tr\u1ef1c quan h\u00f3a c\u00e1c d\u1eef li\u1ec7u, d\u1ec5 d\u00e0ng chia s\u1ebb(share) v\u00e0 ph\u1ed1i h\u1ee3p v\u1edbi \u0111\u1ed9i nh\u00f3m v\u00e0 kh\u00e1ch h\u00e0ng. T\u1ea1i \u0111\u00e2y b\u1ea1n c\u00f3 th\u1ec3 d\u1ec5 d\u00e0ng truy c\u1eadp v\u00e0o t\u1ea5t c\u1ea3 c\u00e1c ngu\u1ed3n d\u1eef li\u1ec7u tr\u00ean Google Cloud b\u1ea1n c\u1ea7n \u0111\u1ec3 hi\u1ec3u v\u1ec1 doanh nghi\u1ec7p c\u1ee7a b\u1ea1n v\u00e0 \u0111\u01b0a ra quy\u1ebft \u0111\u1ecbnh t\u1ed1t h\u01a1n<\/p>\n\n\n\n
Intelligent Data Preparation – Google Cloud Dataprep <\/h2>\n\n\n\n
Google Cloud Dataprep l\u00e0 d\u1ecbch v\u1ee5 d\u1eef li\u1ec7u th\u00f4ng minh \u0111\u1ec3 kh\u00e1m ph\u00e1, l\u00e0m s\u1ea1ch v\u00e0 chu\u1ea9n b\u1ecb d\u1eef li\u1ec7u c\u00f3 c\u1ea5u tr\u00fac v\u00e0 kh\u00f4ng c\u00f3 c\u1ea5u tr\u00fac \u0111\u1ec3 ph\u00e2n t\u00edch. Cloud Dataprep kh\u00f4ng ho\u1ea1t \u0111\u1ed9ng v\u00e0 ho\u1ea1t \u0111\u1ed9ng \u1edf b\u1ea5t k\u1ef3 quy m\u00f4 n\u00e0o. Kh\u00f4ng c\u00f3 c\u01a1 s\u1edf h\u1ea1 t\u1ea7ng \u0111\u1ec3 tri\u1ec3n khai ho\u1eb7c qu\u1ea3n l\u00fd. Cloud Dataprep s\u1ebd t\u1ef1 \u0111\u1ed9ng ph\u00e1t hi\u1ec7n c\u00e1c l\u01b0\u1ee3c \u0111\u1ed3, ki\u1ec3u d\u1eef li\u1ec7u, c\u00e1c k\u1ebft n\u1ed1i c\u00f3 th\u1ec3 v\u00e0 b\u1ea5t th\u01b0\u1eddng nh\u01b0 c\u00e1c gi\u00e1 tr\u1ecb b\u1ecb thi\u1ebfu, c\u00e1c gi\u00e1 tr\u1ecb ngo\u00e0i v\u00e0 c\u00e1c b\u1ea3n sao \u0111\u1ec3 b\u1ea1n b\u1ecf qua th\u1eddi gian ti\u00eau th\u1ee5 d\u1eef li\u1ec7u c\u1ee7a m\u00ecnh v\u00e0 \u0111i \u0111\u1ebfn ph\u00e2n t\u00edch d\u1eef li\u1ec7u<\/p>\n\n\n\n Cloud Dataprep kh\u00f4ng c\u00f3 m\u00e1y ch\u1ee7 v\u00e0 kh\u00f4ng y\u00eau c\u1ea7u c\u00e0i \u0111\u1eb7t ph\u1ea7n m\u1ec1m tr\u1ea3 tr\u01b0\u1edbc, chi ph\u00ed c\u1ea5p ph\u00e9p ho\u1eb7c chi ph\u00ed ho\u1ea1t \u0111\u1ed9ng li\u00ean t\u1ee5c. Cloud Dataprep s\u1eed d\u1ee5ng d\u1ecbch v\u1ee5 Google Cloud Dataflow m\u1ea1nh m\u1ebd b\u00ean d\u01b0\u1edbi. D\u1ecbch v\u1ee5 n\u00e0y s\u1ebd \u0111\u00e1p \u1ee9ng nhu c\u1ea7u c\u1ee7a b\u1ea1n \u0111\u1ec3 \u0111\u00e1p \u1ee9ng nhu c\u1ea7u chu\u1ea9n b\u1ecb d\u1eef li\u1ec7u ng\u00e0y c\u00e0ng t\u0103ng c\u1ee7a b\u1ea1n \u0111\u1ec3 b\u1ea1n c\u00f3 th\u1ec3 t\u1eadp trung v\u00e0o ph\u00e2n t\u00edch.<\/p>\n\n\n\n Google Cloud Pub \/ Sub l\u00e0 d\u1ecbch v\u1ee5 nh\u1eafn tin, quy m\u00f4 l\u1edbn, \u0111\u00e1ng tin c\u1eady, cho ph\u00e9p b\u1ea1n g\u1eedi v\u00e0 nh\u1eadn tin nh\u1eafn gi\u1eefa c\u00e1c \u1ee9ng d\u1ee5ng \u0111\u1ed9c l\u1eadp. B\u1ea1n c\u00f3 th\u1ec3 t\u1eadn d\u1ee5ng t\u00ednh linh ho\u1ea1t c\u1ee7a Cloud Pub \/ Sub \u0111\u1ec3 t\u00e1ch ri\u00eang c\u00e1c h\u1ec7 th\u1ed1ng v\u00e0 c\u00e1c th\u00e0nh ph\u1ea7n \u0111\u01b0\u1ee3c l\u01b0u tr\u1eef tr\u00ean Cloud Platform ho\u1eb7c b\u1ea5t c\u1ee9 n\u01a1i n\u00e0o tr\u00ean Internet. Cloud Pub \/ Sub \u0111\u01b0\u1ee3c thi\u1ebft k\u1ebf \u0111\u1ec3 cung c\u1ea5p ph\u00e2n ph\u1ed1i \u201c\u00edt nh\u1ea5t m\u1ed9t l\u1ea7n\u201d \u1edf \u0111\u1ed9 tr\u1ec5 th\u1ea5p v\u1edbi kh\u1ea3 n\u0103ng m\u1edf r\u1ed9ng theo y\u00eau c\u1ea7u l\u00ean h\u00e0ng ch\u1ee5c tri\u1ec7u th\u01b0 m\u1ed7i gi\u00e2y.<\/p>\n\n\n\n Cloud Pub \/ Sub \u0111\u01b0\u1ee3c qu\u1ea3n l\u00fd \u0111\u1ea7y \u0111\u1ee7 v\u00e0 to\u00e0n c\u1ea7u b\u1eb1ng c\u00e1ch thi\u1ebft k\u1ebf, t\u1ef1 \u0111\u1ed9ng t\u1eadn d\u1ee5ng c\u00e1c t\u00e0i nguy\u00ean chuy\u00ean d\u1ee5ng trong m\u1ecdi khu v\u1ef1c N\u1ec1n t\u1ea3ng Google Cloud \u0111\u1ec3 \u0111\u1ea3m b\u1ea3o kh\u1ea3 n\u0103ng s\u1eb5n s\u00e0ng cao m\u00e0 kh\u00f4ng b\u1ecb gi\u1ea3m b\u1edbt \u0111\u1ed9 tr\u1ec5 \u2013 ngay c\u1ea3 khi t\u1ea3i n\u1eb7ng. M\u1ee9c \u0111\u1ed9 s\u1eb5n s\u00e0ng cao<\/p>\n\n\n\n B\u1ea1n c\u00f3 th\u1ec3 tham kh\u1ea3o chi ti\u1ebft c\u00e1c b\u01b0\u1edbc x\u1eed l\u00fd d\u1eef li\u1ec7u v\u00e0 c\u00e1ch s\u1eed d\u1ee5ng c\u00e1c c\u00f4ng c\u1ee5 Google Cloud th\u00f4ng qua c\u00e1c kh\u00f3a h\u1ecdc Google Cloud. V\u1edbi c\u01b0\u01a1ng v\u1ecb \u0111\u1ed1i t\u00e1c \u0111\u00e0o t\u1ea1o Google Cloud \u0111\u1ea7u ti\u00ean t\u1ea1i Vi\u1ec7t Nam, Cloud Ace cung c\u1ea5p c\u00e1c kh\u00f3a h\u1ecdc \u0111\u00e0o t\u1ea1o Google Cloud t\u1eeb c\u01a1 b\u1ea3n \u0111\u1ebfn n\u00e2ng cao gi\u00fap b\u1ea1n d\u1ec5 d\u00e0ng ti\u1ebfp c\u1eadn ki\u1ebfn th\u1ee9c v\u00e0 l\u00e0m vi\u1ec7c th\u1ef1c t\u1ebf tr\u00ean Google Cloud m\u1ed9t c\u00e1ch hi\u1ec7u qu\u1ea3. <\/p>","protected":false},"excerpt":{"rendered":" Google Cloud Platform cung c\u1ea5p gi\u1ea3i ph\u00e1p Big Data, d\u1ef1a tr\u00ean nhi\u1ec1u n\u0103m \u0111\u1ed5i m\u1edbi t\u1ea1i Google, cho ph\u00e9p b\u1ea1n n\u1eafm b\u1eaft, x\u1eed l\u00fd, l\u01b0u tr\u1eef v\u00e0 ph\u00e2n t\u00edch d\u1eef li\u1ec7u c\u1ee7a b\u1ea1n trong m\u1ed9t n\u1ec1n t\u1ea3ng duy nh\u1ea5t. V\u1edbi Google Cloud Platform, b\u1ea1n c\u00f3 th\u1ec3 t\u1eadp trung v\u00e0o vi\u1ec7c t\u00ecm hi\u1ec3u th\u00f4ng tin chi […]<\/p>","protected":false},"author":5,"featured_media":7861,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"inline_featured_image":false},"categories":[46],"tags":[],"yoast_head":"\n<\/figure>\n\n\n\nScalable Event Ingestion and Messaging Middleware – Google Cloud Pub \/ Sub <\/h2>\n\n\n\n