{"id":177909,"date":"2024-02-21T20:45:32","date_gmt":"2024-02-21T19:45:32","guid":{"rendered":"https:\/\/datascientest.com\/en\/?p=177909"},"modified":"2024-02-09T11:46:25","modified_gmt":"2024-02-09T10:46:25","slug":"data-architecture-definition-and-importance-in-data-science","status":"publish","type":"post","link":"https:\/\/datascientest.com\/en\/data-architecture-definition-and-importance-in-data-science","title":{"rendered":"Data Architecture: Definition and importance in data science"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"177909\" class=\"elementor elementor-177909\" data-elementor-post-type=\"post\">\n\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-59fe90c e-flex e-con-boxed e-con\" data-id=\"59fe90c\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;boxed&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-887f4e6 e-con-full e-flex e-con\" data-id=\"887f4e6\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-b7f5c11 elementor-widget elementor-widget-heading\" data-id=\"b7f5c11\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<style>\/*! elementor - v3.15.0 - 02-08-2023 *\/\n.elementor-heading-title{padding:0;margin:0;line-height:1}.elementor-widget-heading .elementor-heading-title[class*=elementor-size-]>a{color:inherit;font-size:inherit;line-height:inherit}.elementor-widget-heading .elementor-heading-title.elementor-size-small{font-size:15px}.elementor-widget-heading .elementor-heading-title.elementor-size-medium{font-size:19px}.elementor-widget-heading .elementor-heading-title.elementor-size-large{font-size:29px}.elementor-widget-heading .elementor-heading-title.elementor-size-xl{font-size:39px}.elementor-widget-heading .elementor-heading-title.elementor-size-xxl{font-size:59px}<\/style><h2 class=\"elementor-heading-title elementor-size-default\">Data Architecture encompasses all the practices and rules of a company around the use of data. Find out all you need to know about it: definition, principles, frameworks, training.<\/h2>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-4bb541e e-flex e-con-boxed e-con\" data-id=\"4bb541e\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;boxed&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-20986bd e-con-full e-flex e-con\" data-id=\"20986bd\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-9dae66e elementor-widget elementor-widget-text-editor\" data-id=\"9dae66e\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<style>\/*! elementor - v3.15.0 - 02-08-2023 *\/\n.elementor-widget-text-editor.elementor-drop-cap-view-stacked .elementor-drop-cap{background-color:#69727d;color:#fff}.elementor-widget-text-editor.elementor-drop-cap-view-framed .elementor-drop-cap{color:#69727d;border:3px solid;background-color:transparent}.elementor-widget-text-editor:not(.elementor-drop-cap-view-default) .elementor-drop-cap{margin-top:8px}.elementor-widget-text-editor:not(.elementor-drop-cap-view-default) .elementor-drop-cap-letter{width:1em;height:1em}.elementor-widget-text-editor .elementor-drop-cap{float:left;text-align:center;line-height:1;font-size:50px}.elementor-widget-text-editor .elementor-drop-cap-letter{display:inline-block}<\/style>\t\t\t\t<p>In the past, when a corporate decision-maker wanted to access data, he or she had to call on the IT department. The latter would then create a <a href=\"https:\/\/datascientest.com\/en\/horizontal-scaling-definition-features-and-benefits\">customized system to deliver the data.<\/a><\/p><p>This process was tedious, time-consuming and the result didn&#8217;t always meet expectations. As a result, the data could not be fully exploited.<\/p><p>With the <a href=\"https:\/\/datascientest.com\/en\/dataflow-power-bi-everything-you-need-to-know-about-the-self-service-etl-tool\">emergence of real-time data flows<\/a> from internal and external sources, this model was no longer viable. To meet these new needs, modern data architectures were born.<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-cc3b6a9 e-flex e-con-boxed e-con\" data-id=\"cc3b6a9\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;boxed&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-1db736c e-con-full e-flex e-con\" data-id=\"1db736c\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-9e91a91 elementor-widget elementor-widget-heading\" data-id=\"9e91a91\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">What is Data Architecture?<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-e5de142 e-con-full e-flex e-con\" data-id=\"e5de142\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-b4fda8c elementor-widget elementor-widget-text-editor\" data-id=\"b4fda8c\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p>A <strong>data architecture<\/strong> is the structure of a company&#8217;s data and <a href=\"https:\/\/datascientest.com\/en\/cobol-all-about-the-historic-data-management-language\">data management resources.<\/a> This architecture groups together the models, rules, policies and standards for collecting, storing, integrating and using data within the company. It is therefore a standardization process.<\/p><p>The aim of a<strong> Data Architecture<\/strong> is to enable every team in the company to access the data they need, when they need it, and to help them make sense of that data.<\/p><p>It&#8217;s about enabling strategic decision-makers to access data freely, without having to ask for help from technicians. Paradoxically, the aim is also to foster collaboration between these two distinct areas of expertise.<\/p><p>This collaboration helps determine what data is needed to drive growth, how to collect it, and how to distribute it. With the <a href=\"https:\/\/datascientest.com\/en\/navigating-the-cloud-unraveling-the-concepts-and-mechanisms-of-hybrid-cloud\">rise of the Cloud,<\/a> enabling greater elasticity and lower costs, modern <strong>Data Architecture<\/strong> has been able to develop.<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-6910ead e-flex e-con-boxed e-con\" data-id=\"6910ead\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;boxed&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-46ebd83 e-con-full e-flex e-con\" data-id=\"46ebd83\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-41489b1 elementor-align-center button-principale elementor-widget elementor-widget-button\" data-id=\"41489b1\" data-element_type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm elementor-animation-grow\" href=\"https:\/\/datascientest.com\/en\/data-engineer-course\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t<span class=\"elementor-button-text\">Start a Data Architecture training course<\/span>\n\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-888d94a e-flex e-con-boxed e-con\" data-id=\"888d94a\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;boxed&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-02473e0 e-con-full e-flex e-con\" data-id=\"02473e0\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-dc7a4c6 elementor-widget elementor-widget-text-editor\" data-id=\"dc7a4c6\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p>A <strong>Data Architecture<\/strong> has many benefits for the enterprise. It enables organizations to prepare themselves strategically to evolve rapidly and take advantage of <strong>opportunities linked to emerging technologies.<\/strong><\/p><p>It also translates business needs into data requirements and IT systems. It therefore simplifies the <strong>alignment of the IT department with the business.<\/strong><\/p><p>Data architecture also makes it possible to manage the distribution of complex data and information throughout the enterprise. <a href=\"https:\/\/datascientest.com\/en\/agile-coach-roles-skills-training-career-opportunities\">The organization can thus gain in agility.<\/a><\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-2ffc4f9 e-flex e-con-boxed e-con\" data-id=\"2ffc4f9\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;boxed&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-de18776 e-con-full e-flex e-con\" data-id=\"de18776\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-3d6204c elementor-widget elementor-widget-heading\" data-id=\"3d6204c\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">The main principles of Data Architecture<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-076157d e-flex e-con-boxed e-con\" data-id=\"076157d\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;boxed&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-dfc02e2 e-con-full e-flex e-con\" data-id=\"dfc02e2\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-36e89d1 elementor-widget elementor-widget-text-editor\" data-id=\"36e89d1\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p><strong>Data Architecture<\/strong> is based on several principles. Firstly, data must be considered as a shared resource. It is necessary to eliminate the various data silos between departments, and to <a href=\"https:\/\/datascientest.com\/en\/data-architect-training-skills-salary-education\">benefit from an overall vision of the company.<\/a><\/p><p>And everyone must have access to the data they need. A <a href=\"https:\/\/datascientest.com\/en\/distributed-architecture-definition-and-relationship-to-big-data\">modern architecture must offer the interfaces required<\/a> to enable users to exploit data with the right tools for their respective needs.<\/p><p>Security must play an essential role in data architecture, with rules and controls for data access. In addition to security, data quality is paramount, and<a href=\"https:\/\/datascientest.com\/en\/data-cleaning-definition-methods-and-relevance-in-data-science\"> data cleaning is therefore indispensable.<\/a><\/p><p>Finally, data flows must be optimized for agility. The number of data moves must be kept to a minimum, to reduce costs, increase data primevality and foster collaboration.<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-d5950ce e-flex e-con-boxed e-con\" data-id=\"d5950ce\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;boxed&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-e01a7fc e-con-full e-flex e-con\" data-id=\"e01a7fc\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-46cad92 elementor-widget elementor-widget-video\" data-id=\"46cad92\" data-element_type=\"widget\" data-settings=\"{&quot;youtube_url&quot;:&quot;https:\\\/\\\/youtu.be\\\/MotN5f6_xl8&quot;,&quot;video_type&quot;:&quot;youtube&quot;,&quot;controls&quot;:&quot;yes&quot;}\" data-widget_type=\"video.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<style>\/*! elementor - v3.15.0 - 02-08-2023 *\/\n.elementor-widget-video .elementor-widget-container{overflow:hidden;transform:translateZ(0)}.elementor-widget-video .elementor-wrapper{aspect-ratio:var(--video-aspect-ratio)}.elementor-widget-video .elementor-wrapper iframe,.elementor-widget-video .elementor-wrapper video{height:100%;width:100%;display:flex;border:none;background-color:#000}@supports not (aspect-ratio:1\/1){.elementor-widget-video .elementor-wrapper{position:relative;overflow:hidden;height:0;padding-bottom:calc(100% \/ var(--video-aspect-ratio))}.elementor-widget-video .elementor-wrapper iframe,.elementor-widget-video .elementor-wrapper video{position:absolute;top:0;right:0;bottom:0;left:0}}.elementor-widget-video .elementor-open-inline .elementor-custom-embed-image-overlay{position:absolute;top:0;right:0;bottom:0;left:0;background-size:cover;background-position:50%}.elementor-widget-video .elementor-custom-embed-image-overlay{cursor:pointer;text-align:center}.elementor-widget-video .elementor-custom-embed-image-overlay:hover .elementor-custom-embed-play i{opacity:1}.elementor-widget-video .elementor-custom-embed-image-overlay img{display:block;width:100%;aspect-ratio:var(--video-aspect-ratio);-o-object-fit:cover;object-fit:cover;-o-object-position:center center;object-position:center center}@supports not (aspect-ratio:1\/1){.elementor-widget-video .elementor-custom-embed-image-overlay{position:relative;overflow:hidden;height:0;padding-bottom:calc(100% \/ var(--video-aspect-ratio))}.elementor-widget-video .elementor-custom-embed-image-overlay img{position:absolute;top:0;right:0;bottom:0;left:0}}.elementor-widget-video .e-hosted-video .elementor-video{-o-object-fit:cover;object-fit:cover}.e-con-inner>.elementor-widget-video,.e-con>.elementor-widget-video{width:var(--container-widget-width);--flex-grow:var(--container-widget-flex-grow)}<\/style>\t\t<div class=\"elementor-wrapper elementor-open-inline\">\n\t\t\t<div class=\"elementor-video\"><\/div>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-5fa7850 e-flex e-con-boxed e-con\" data-id=\"5fa7850\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;boxed&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-9285fa7 e-con-full e-flex e-con\" data-id=\"9285fa7\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-4a1f0fb elementor-widget elementor-widget-text-editor\" data-id=\"4a1f0fb\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p>There are a number of <strong>frameworks<\/strong> that can be used as a basis for a company&#8217;s data architecture. Many organizations rely on these guides to develop their own architectures.<\/p><p>The<strong> DAMA-DMBOK 2<\/strong> or Data Management Body of Knowledge from DAMA International is a framework specifically designed for Data Management. It provides standard definitions for the various roles and <a href=\"https:\/\/datascientest.com\/en\/mariadb-a-solution-for-data-management-and-analysis\">functions involved in data management<\/a>, and lists the practices to be followed.<\/p><p>The <a href=\"https:\/\/zachman-feac.com\/zachman\/about-the-zachman-framework\">Zachman Framework for Enterprise Architecture<\/a> was created in the 1980s by IBM&#8217;s John Zachman. The data column in this framework includes architecture standards, data models and even <a href=\"https:\/\/datascientest.com\/en\/demystifying-mysql-a-comprehensive-guide-to-relational-data-managemen\">databases.<\/a><\/p><p>The<strong> TOGAF or Open Group Architecture Framework<\/strong> is a comprehensive, high-level methodology for enterprise software development. Phase C&#8221; of this framework covers the development of a data architecture and the establishment of a roadmap.<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-e63aa54 e-flex e-con-boxed e-con\" data-id=\"e63aa54\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;boxed&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-8318d2e e-con-full e-flex e-con\" data-id=\"8318d2e\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-c6fe764 elementor-align-center button-principale elementor-widget elementor-widget-button\" data-id=\"c6fe764\" data-element_type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm elementor-animation-grow\" href=\"https:\/\/datascientest.com\/en\/data-engineer-course\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t<span class=\"elementor-button-text\">Learn to use Data Architecture frameworks<\/span>\n\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-8cc8a04 e-flex e-con-boxed e-con\" data-id=\"8cc8a04\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;boxed&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-25a1ba8 e-con-full e-flex e-con\" data-id=\"25a1ba8\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-8cf2a5e elementor-widget elementor-widget-text-editor\" data-id=\"8cf2a5e\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p>A modern <strong>Data Architecture<\/strong> must take into account emerging technologies such as<a href=\"https:\/\/datascientest.com\/en\/exploring-the-boundaries-of-artificial-intelligence\"> artificial intelligence<\/a>, automation, the Internet of Things or Blockchain. These innovations can bring many benefits.<\/p><p>The Data Architecture must also be &#8220;Cloud-Native&#8221;, in order to benefit from all the strong points of Cloud Computing: cost and performance elasticity, availability, end-to-end security&#8230;<\/p><p>The data architecture must also include scalable and elastic data pipelines, to support real-time data streaming or micro-batch data bursts.<\/p><p>Thanks to standard <a href=\"https:\/\/datascientest.com\/en\/api-rest-what-is-it-whats-it-for\">API interfaces,<\/a> data architectures can be integrated with traditional applications. They are optimized for data sharing between systems, geographical locations or organizations.<\/p><p>In addition, modern <strong>data architectures<\/strong> enable automated validation, <a href=\"https:\/\/datascientest.com\/en\/classification-algorithms-definition-and-main-models\">classification<\/a>, management and governance of data in real time. Finally, they are designed to be decoupled, enabling departments to perform minor tasks independently.<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-60e144c e-flex e-con-boxed e-con\" data-id=\"60e144c\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;boxed&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-c40cfd4 e-con-full e-flex e-con\" data-id=\"c40cfd4\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-c177592 elementor-widget elementor-widget-heading\" data-id=\"c177592\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Data Architecture and the Cloud<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-136ec66 e-flex e-con-boxed e-con\" data-id=\"136ec66\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;boxed&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-004d1cf e-con-full e-flex e-con\" data-id=\"004d1cf\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-26b97cc elementor-widget elementor-widget-text-editor\" data-id=\"26b97cc\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p>The <a href=\"https:\/\/datascientest.com\/en\/the-evolution-of-data-insights-data-science-vs-business-intelligence-in-the-big-data-era\">emergence of Big Data<\/a> means new <strong>Data Architecture<\/strong> requirements. Companies need a scalable, elastic architecture that can adapt without delay to any new requirements.<\/p><p>Cloud computing technology makes it possible to benefit from this elasticity at an affordable cost. By enabling administrators to increase or reduce capacity, the Cloud has given rise to new applications and use cases.<\/p><p>Examples include on-demand test and development environments, and sandboxes for prototyping and analysis.<\/p><p>Another advantage of the <strong>Cloud<\/strong> is its resilience. Most modern data architectures run on large server farms in the Cloud, and providers offer salutary redundancy in the event of failure. Service level agreements also ensure sufficient availability.<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-eb9f16c e-flex e-con-boxed e-con\" data-id=\"eb9f16c\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;boxed&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-edaf986 e-con-full e-flex e-con\" data-id=\"edaf986\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-622415b elementor-widget elementor-widget-video\" data-id=\"622415b\" data-element_type=\"widget\" data-settings=\"{&quot;youtube_url&quot;:&quot;https:\\\/\\\/youtu.be\\\/VHELcOe1gy0&quot;,&quot;video_type&quot;:&quot;youtube&quot;,&quot;controls&quot;:&quot;yes&quot;}\" data-widget_type=\"video.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-wrapper elementor-open-inline\">\n\t\t\t<div class=\"elementor-video\"><\/div>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-7db26af e-flex e-con-boxed e-con\" data-id=\"7db26af\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;boxed&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-cd10e99 e-con-full e-flex e-con\" data-id=\"cd10e99\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-cdd02e0 elementor-widget elementor-widget-text-editor\" data-id=\"cdd02e0\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p>The <a href=\"https:\/\/datascientest.com\/en\/big-data-definition-technologies-uses-and-training\">emergence of Big Data<\/a> means new Data Architecture requirements. Companies need a scalable, elastic architecture that can adapt without delay to any new requirements.<\/p><p>Cloud computing technology makes it possible to benefit from this elasticity at an affordable cost. By enabling administrators to increase or reduce capacity, the Cloud has given rise to new applications and use cases.<\/p><p>Examples include on-demand test and development environments, and sandboxes for prototyping and analysis.<\/p><p>Another advantage of the Cloud is its resilience. Most modern data architectures run on large server farms in the Cloud, and providers offer salutary redundancy in the event of failure. Service level agreements also ensure sufficient availability.<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-b59f983 e-flex e-con-boxed e-con\" data-id=\"b59f983\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;boxed&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-7c201fa e-con-full e-flex e-con\" data-id=\"7c201fa\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-d019d88 elementor-widget elementor-widget-heading\" data-id=\"d019d88\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">How can I learn about Data Architecture?<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-00978a5 e-flex e-con-boxed e-con\" data-id=\"00978a5\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;boxed&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-bf3ee60 e-con-full e-flex e-con\" data-id=\"bf3ee60\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-90f3a0b elementor-widget elementor-widget-text-editor\" data-id=\"90f3a0b\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p>Every company needs a structured <strong>Data Architecture,<\/strong> and therefore an expert capable of managing it. This may be a Data Architect, but also a Data Engineer.<\/p><p>By following the <a href=\"https:\/\/datascientest.com\/en\/how-to-become-a-data-engineer\">Data Engineer training course<\/a> offered by DataScientest, you&#8217;ll learn all about the theoretical aspect of data architectures covered in the &#8220;Big Data Volume&#8221; module alongside tools such as Hadoop, Hive, Pig, Spark and Hbase.<\/p><p>At the end of this <strong>professional training course,<\/strong> you&#8217;ll have mastered all the tools and techniques of data engineering. You&#8217;ll be immediately ready to work as a Data Engineer, and take charge of a company&#8217;s <strong>Data Architecture.<\/strong><\/p><p>This course can be taken as a Continuing Education program, or in BootCamp format. All our courses adopt an innovative &#8220;blended learning&#8221; approach, combining physical and distance learning.<\/p><p>Learners receive a diploma certified by Sorbonne University, and 93% of them find a job immediately. Don&#8217;t wait any longer and discover the Data Engineer training course today.<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-f6b712e e-flex e-con-boxed e-con\" data-id=\"f6b712e\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;boxed&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-b529e2f e-con-full e-flex e-con\" data-id=\"b529e2f\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-3226806 elementor-align-center button-principale elementor-widget elementor-widget-button\" data-id=\"3226806\" data-element_type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm elementor-animation-grow\" href=\"https:\/\/youtu.be\/BR-mPByojC0\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t<span class=\"elementor-button-text\">Discover the Data Engineer training course<\/span>\n\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-3c9bf5f e-flex e-con-boxed e-con\" data-id=\"3c9bf5f\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;boxed&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-19598f4 e-con-full e-flex e-con\" data-id=\"19598f4\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-dd30b17 elementor-widget elementor-widget-video\" data-id=\"dd30b17\" data-element_type=\"widget\" data-settings=\"{&quot;youtube_url&quot;:&quot;https:\\\/\\\/youtu.be\\\/BR-mPByojC0&quot;,&quot;video_type&quot;:&quot;youtube&quot;,&quot;controls&quot;:&quot;yes&quot;}\" data-widget_type=\"video.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-wrapper elementor-open-inline\">\n\t\t\t<div class=\"elementor-video\"><\/div>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-c3fc89e e-flex e-con-boxed e-con\" data-id=\"c3fc89e\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;boxed&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-639699b e-con-full e-flex e-con\" data-id=\"639699b\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-4dc3e06 elementor-widget elementor-widget-text-editor\" data-id=\"4dc3e06\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-789aaca elementor-widget elementor-widget-text-editor\" data-id=\"789aaca\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p>You know all about Data Architecture. Discover the tools of the Data Engineer, like the <a href=\"https:\/\/datascientest.com\/en\/python-the-most-popular-language\">Python programming language<\/a> or the <a href=\"https:\/\/datascientest.com\/en\/github-course-mastering-the-platform-made-easy\">GitHub code repository.<\/a><\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-38ca968 e-flex e-con-boxed e-con\" data-id=\"38ca968\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;boxed&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-6974dec e-con-full e-flex e-con\" data-id=\"6974dec\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-1635fc8 elementor-widget elementor-widget-html\" data-id=\"1635fc8\" data-element_type=\"widget\" data-widget_type=\"html.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<script type=\"application\/ld+json\">\n{\n  \"@context\": \"https:\/\/schema.org\",\n  \"@type\": \"FAQPage\",\n  \"mainEntity\": [{\n    \"@type\": \"Question\",\n    \"name\": \"What is a Data Architecture?\",\n    \"acceptedAnswer\": {\n      \"@type\": \"Answer\",\n      \"text\": \"A Data Architecture is the structure of a company's data and data management resources. 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It is necessary to eliminate the various data silos between departments, and to benefit from an overall vision of the company.\"\n    }\n  },{\n    \"@type\": \"Question\",\n    \"name\": \"Data Architecture frameworks\",\n    \"acceptedAnswer\": {\n      \"@type\": \"Answer\",\n      \"text\": \"To build its Data Architecture, a company can rely on several frameworks that are commonly used as a foundation. Many organizations rely on these guides to develop their own architectures.\"\n    }\n  },{\n    \"@type\": \"Question\",\n    \"name\": \"How do I get trained in Data Architecture?\",\n    \"acceptedAnswer\": {\n      \"@type\": \"Answer\",\n      \"text\": \"All companies need a structured Data Architecture, and therefore an expert capable of taking charge of this architecture. This can be a Data Architect, but also a Data Engineer.\"\n    }\n  }]\n}\n<\/script>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>Data Architecture encompasses all the practices and rules of a company around the use of data. Find out all you need to know about it: definition, principles, frameworks, training. In the past, when a corporate decision-maker wanted to access data, he or she had to call on the IT department. The latter would then create [&hellip;]<\/p>\n","protected":false},"author":67,"featured_media":177910,"comment_status":"open","ping_status":"open","sticky":false,"template":"elementor_theme","format":"standard","meta":{"content-type":"","inline_featured_image":false},"categories":[2425],"tags":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v21.7 (Yoast SEO v21.7) - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Data Architecture: Definition and importance in data science<\/title>\n<meta name=\"description\" content=\"Data Architecture encompasses all the practices and rules of a company around the use of data. 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