{"id":22963,"date":"2021-10-13T10:03:19","date_gmt":"2021-10-13T08:03:19","guid":{"rendered":"https:\/\/www.regestaitalia.eu\/google-bigquery-the-revolutionary-data-warehouse-2\/"},"modified":"2025-06-03T15:35:05","modified_gmt":"2025-06-03T13:35:05","slug":"google-bigquery-the-revolutionary-data-warehouse-2","status":"publish","type":"post","link":"https:\/\/www.regestaitalia.eu\/en\/google-bigquery-the-revolutionary-data-warehouse-2\/","title":{"rendered":"Google BigQuery: the revolutionary data warehouse"},"content":{"rendered":"<div class=\"fusion-fullwidth fullwidth-box fusion-builder-row-1 fusion-flex-container nonhundred-percent-fullwidth non-hundred-percent-height-scrolling\" style=\"--awb-border-radius-top-left:0px;--awb-border-radius-top-right:0px;--awb-border-radius-bottom-right:0px;--awb-border-radius-bottom-left:0px;--awb-padding-right-small:0px;--awb-padding-left-small:0px;--awb-flex-wrap:wrap;\" ><div class=\"fusion-builder-row fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"max-width:1497.6px;margin-left: calc(-4% \/ 2 );margin-right: calc(-4% \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-0 fusion_builder_column_1_1 1_1 fusion-flex-column\" style=\"--awb-bg-size:cover;--awb-width-large:100%;--awb-margin-top-large:0px;--awb-spacing-right-large:1.92%;--awb-margin-bottom-large:20px;--awb-spacing-left-large:1.92%;--awb-width-medium:100%;--awb-order-medium:0;--awb-spacing-right-medium:1.92%;--awb-spacing-left-medium:1.92%;--awb-width-small:100%;--awb-order-small:0;--awb-spacing-right-small:1.92%;--awb-spacing-left-small:1.92%;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-text fusion-text-1\" style=\"--awb-text-color:var(--awb-color6);\"><h2 class=\"fusion-responsive-typography-calculated\" data-fontsize=\"44\" data-lineheight=\"66px\">Let&#8217;s find out more about the Big Data management tool proposed by Google<\/h2>\n<p>We have already talked about <a href=\"https:\/\/www.regestaitalia.eu\/regesta-lab\/google_data_studio\/\" target=\"_blank\" rel=\"noopener\"><b>Google Data Studio<\/b><\/a>, a data visualization tool with which it is possible to build Business Intelligence close to key users, even in a \u201cself-service\u201d format, with the possibility of data management through a customized dashboard.<\/p>\n<p>Like any visualization tool, analytical power <b>is also highly dependent on data preparation<\/b>.<\/p>\n<p>Google BigQuery is the Data Warehouse as a service proposed by the Google Cloud Platform: through the Platform you can directly access the tables and functionalities of the tool totally Cloud. It is perfectly complementary to Google Data Studio because of its considerable capacity for data management and data preparation. <\/p>\n<p>When we talk about dealing with infinite amounts of data, surely the first name we can think of is Google: just think of the business with which it was originally born, the world&#8217;s highest performing search engine capable of handling millions of results for any keyword.<\/p>\n<p>BigQuery was born in this very area, out of an internal development need of Google: because of its excellent features, it has been proposed as a Cloud tool for companies in continuous development and expansion since last decade.<\/p>\n<h2 class=\"fusion-responsive-typography-calculated\" data-fontsize=\"44\" data-lineheight=\"66px\">The benefits of Google BigQuery<\/h2>\n<p>The first major advantage is complete scalability, both from a performance and cost perspective: BigQuery is a&nbsp;<b>fully pay-per-use service<\/b>. The cost items are a direct consequence of the mass of data ingestion, amount of data historicized, and volume affected by queries. <\/p>\n<p>With BigQuery, therefore, there is no choice of scaling, license limit or down-time to increase resources: scalability is automatically managed and guaranteed by Google, with total transparency of who is using the tool.<\/p>\n<h3 class=\"fusion-responsive-typography-calculated\" data-fontsize=\"40\" data-lineheight=\"48px\">BigQuery: Google makes the infrastructure aspect simple<\/h3>\n<p>Any infrastructural aspect is totally transparent to the user of BigQuery: the interface is from the first minute ready to use, where you can find the resource list, the SQL query editor, and more advanced features such as scheduled queries.<\/p>\n<\/div><div class=\"fusion-image-element \" style=\"--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\" fusion-imageframe imageframe-none imageframe-1 hover-type-none\"><img decoding=\"async\" width=\"1916\" height=\"918\" title=\"google bigquery\" src=\"https:\/\/www.regestaitalia.eu\/wp-content\/uploads\/2021\/08\/screen_bq.png\" data-orig-src=\"https:\/\/www.regestaitalia.eu\/wp-content\/uploads\/2021\/08\/screen_bq.png\" alt class=\"lazyload img-responsive wp-image-21187\" srcset=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%271916%27%20height%3D%27918%27%20viewBox%3D%270%200%201916%20918%27%3E%3Crect%20width%3D%271916%27%20height%3D%27918%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-srcset=\"https:\/\/www.regestaitalia.eu\/wp-content\/uploads\/2021\/08\/screen_bq-200x96.png 200w, https:\/\/www.regestaitalia.eu\/wp-content\/uploads\/2021\/08\/screen_bq-400x192.png 400w, https:\/\/www.regestaitalia.eu\/wp-content\/uploads\/2021\/08\/screen_bq-600x287.png 600w, https:\/\/www.regestaitalia.eu\/wp-content\/uploads\/2021\/08\/screen_bq-800x383.png 800w, https:\/\/www.regestaitalia.eu\/wp-content\/uploads\/2021\/08\/screen_bq-1200x575.png 1200w, https:\/\/www.regestaitalia.eu\/wp-content\/uploads\/2021\/08\/screen_bq.png 1916w\" data-sizes=\"auto\" data-orig-sizes=\"(max-width: 640px) 100vw, 1916px\" \/><\/span><\/div><div class=\"fusion-text fusion-text-2\" style=\"--awb-text-color:var(--awb-color6);\"><p>Through Google users, with whom the Google Cloud Platform is accessed, it is possible to manage full profiling on data access at all levels: table, single column and\/or even single row.<\/p>\n<h3 class=\"\" data-fontsize=\"24\" data-lineheight=\"36px\">BigQuery in Google&#8217;s Data Strategy<\/h3>\n<\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:104% !important;max-width:104% !important;margin-left: calc(-4% \/ 2 );margin-right: calc(-4% \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-0 fusion_builder_column_inner_1_2 1_2 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-bg-size:cover;--awb-width-large:50%;--awb-margin-top-large:0px;--awb-spacing-right-large:3.84%;--awb-margin-bottom-large:20px;--awb-spacing-left-large:3.84%;--awb-width-medium:50%;--awb-order-medium:0;--awb-spacing-right-medium:3.84%;--awb-spacing-left-medium:3.84%;--awb-width-small:100%;--awb-order-small:0;--awb-spacing-right-small:1.92%;--awb-spacing-left-small:1.92%;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-column\"><div class=\"fusion-text fusion-text-3\"><p>Looking at any data architecture proposed by Google, it becomes very clear how Google BigQuery is the central element of the Mountan View company&#8217;s data strategy: streams of data of any nature, including IoT, converge toward it. From BigQuery one can then start to perform analysis, transformations or get to &nbsp;<b>integrate predictive logic via AI Plaftform<\/b>, where Machine Learning models can be developed.<\/p>\n<\/div><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-1 fusion_builder_column_inner_1_2 1_2 fusion-flex-column fusion-flex-align-self-stretch\" style=\"--awb-bg-size:cover;--awb-width-large:50%;--awb-margin-top-large:0px;--awb-spacing-right-large:3.84%;--awb-margin-bottom-large:20px;--awb-spacing-left-large:3.84%;--awb-width-medium:50%;--awb-order-medium:0;--awb-spacing-right-medium:3.84%;--awb-spacing-left-medium:3.84%;--awb-width-small:100%;--awb-order-small:0;--awb-spacing-right-small:1.92%;--awb-spacing-left-small:1.92%;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-column\"><div class=\"fusion-image-element \" style=\"--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\" fusion-imageframe imageframe-none imageframe-2 hover-type-none\"><img decoding=\"async\" width=\"1200\" height=\"800\" title=\"google bigquery\" src=\"https:\/\/www.regestaitalia.eu\/wp-content\/uploads\/2021\/08\/Google-BigQuery-interna.jpg\" data-orig-src=\"https:\/\/www.regestaitalia.eu\/wp-content\/uploads\/2021\/08\/Google-BigQuery-interna.jpg\" alt class=\"lazyload img-responsive wp-image-21188\" srcset=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%271200%27%20height%3D%27800%27%20viewBox%3D%270%200%201200%20800%27%3E%3Crect%20width%3D%271200%27%20height%3D%27800%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-srcset=\"https:\/\/www.regestaitalia.eu\/wp-content\/uploads\/2021\/08\/Google-BigQuery-interna-200x133.jpg 200w, https:\/\/www.regestaitalia.eu\/wp-content\/uploads\/2021\/08\/Google-BigQuery-interna-400x267.jpg 400w, https:\/\/www.regestaitalia.eu\/wp-content\/uploads\/2021\/08\/Google-BigQuery-interna-600x400.jpg 600w, https:\/\/www.regestaitalia.eu\/wp-content\/uploads\/2021\/08\/Google-BigQuery-interna-800x533.jpg 800w, https:\/\/www.regestaitalia.eu\/wp-content\/uploads\/2021\/08\/Google-BigQuery-interna.jpg 1200w\" data-sizes=\"auto\" data-orig-sizes=\"(max-width: 640px) 100vw, 800px\" \/><\/span><\/div><\/div><\/div><\/div><div class=\"fusion-text fusion-text-4\" style=\"--awb-text-color:var(--awb-color6);\"><p>Google BigQuery can also be leveraged within a hybrid platform, whether it is multi-cloud or even part cloud and part on-premises. In fact, this powerful tool has connectors for direct interfacing with all major Analytics and Data Visualization tools, including Open Source. <\/p>\n<p>Everything in \u201cGoogle BQ,\u201d as the service is sometimes colloquially called, is designed to make it as easy as possible to transport data from any standard relational DBMS, such as SQL Server or MySQL, but also from SAP systems.<\/p>\n<p>To complete the overview of Google&#8217;s Data Strategy, we finally mention the following&nbsp;<b>BigQuery ML<\/b>, a service that, with similar assumptions, offers Machine Learning capabilities for the creation and use of models. In this context, the use of this resource is primarily predictive. For example, it is possible through BigQuery ML, to create predictive models for future sales, customer segmentation, or, in general, future probability projections.  <\/p>\n<h3 class=\"fusion-responsive-typography-calculated\" data-fontsize=\"40\" data-lineheight=\"60px\">How to get started with Google BigQuery<\/h3>\n<p>As with most of the Google Cloud Platform tools, there is <b>a free usable slice<\/b> in BigQuery where you can start developing a pilot project to touch on the benefits of the world&#8217;s leading Data Warehouse-as-a-service.<\/p>\n<\/div><div class=\"fusion-separator\" style=\"align-self: center;margin-left: auto;margin-right: auto;margin-top:1vw;margin-bottom:2vw;width:100%;max-width:20%;\"><div class=\"fusion-separator-border sep-single sep-solid\" style=\"--awb-height:20px;--awb-amount:20px;--awb-sep-color:var(--awb-color6);border-color:var(--awb-color6);border-top-width:1px;\"><\/div><\/div><div class=\"fusion-text fusion-text-5\" style=\"--awb-content-alignment:center;--awb-text-color:var(--awb-color6);\"><p><a href=\"https:\/\/www.regestaitalia.eu\/regesta-lab-2-2\/contattaci\/contattaci-richiedi-informazioni\/\" target=\"_blank\" rel=\"noopener\"><b>Contact us<\/b><\/a> to find out how Regesta LAB leverages this powerful tool for data management projects in manufacturing and to bring the revolution to your company!<\/p>\n<\/div><\/div><\/div><\/div><\/div>\n","protected":false},"excerpt":{"rendered":"<p>BigQuery is Google&#8217;s Big Data management tool: a consumable data warehouse adaptable to all major needs, especially those who need flexibility.<\/p>\n","protected":false},"author":1,"featured_media":21189,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[137,170],"tags":[],"class_list":["post-22963","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-advanced-analytics-en","category-cloud-computing-en"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.5 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Google BigQuery: the data warehouse for data management<\/title>\n<meta name=\"description\" content=\"Google BigQuery offers a powerful and effective data management tool-a revolutionary, cloud-based and scalable data warehouse.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" 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