{"id":17804,"date":"2024-03-05T12:38:20","date_gmt":"2024-03-05T12:38:20","guid":{"rendered":"https:\/\/beta.bluetab.net\/?p=17804"},"modified":"2024-04-17T08:59:31","modified_gmt":"2024-04-17T08:59:31","slug":"databricks-on-aws-an-architectural-perspective-part-2","status":"publish","type":"post","link":"https:\/\/bluetab.es\/en\/databricks-on-aws-an-architectural-perspective-part-2\/","title":{"rendered":"Databricks on AWS &#8211; An Architectural Perspective (part 2)"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"17804\" class=\"elementor elementor-17804\" data-elementor-post-type=\"post\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-b2ad9fe elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"b2ad9fe\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-7eac278\" data-id=\"7eac278\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-45481b1 elementor-widget elementor-widget-heading\" data-id=\"45481b1\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h1 class=\"elementor-heading-title elementor-size-default\">Databricks on AWS &#8211; An Architectural Perspective (part 2)<\/h1>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-6562b00 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"6562b00\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-inner-column elementor-element elementor-element-7c6d220\" data-id=\"7c6d220\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-dac8e8c elementor-share-buttons--view-icon elementor-share-buttons--skin-minimal elementor-share-buttons--shape-circle elementor-grid-0 elementor-share-buttons--color-official elementor-widget elementor-widget-share-buttons\" data-id=\"dac8e8c\" data-element_type=\"widget\" data-widget_type=\"share-buttons.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-grid\" role=\"list\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-grid-item\" role=\"listitem\">\n\t\t\t\t\t\t<div class=\"elementor-share-btn elementor-share-btn_twitter\" role=\"button\" tabindex=\"0\" aria-label=\"Share on twitter\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-share-btn__icon\">\n\t\t\t\t\t\t\t\t<i class=\"fab fa-twitter\" aria-hidden=\"true\"><\/i>\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-grid-item\" role=\"listitem\">\n\t\t\t\t\t\t<div class=\"elementor-share-btn elementor-share-btn_linkedin\" role=\"button\" tabindex=\"0\" aria-label=\"Share on linkedin\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-share-btn__icon\">\n\t\t\t\t\t\t\t\t<i class=\"fab fa-linkedin\" aria-hidden=\"true\"><\/i>\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-7843b8f elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"7843b8f\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-inner-column elementor-element elementor-element-a5a94df\" data-id=\"a5a94df\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-f643dea elementor-position-left elementor-vertical-align-middle elementor-widget elementor-widget-image-box\" data-id=\"f643dea\" data-element_type=\"widget\" data-widget_type=\"image-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-image-box-wrapper\"><figure class=\"elementor-image-box-img\"><a href=\"https:\/\/www.linkedin.com\/in\/ruben-villa-munoz\/\" target=\"_blank\" tabindex=\"-1\"><img decoding=\"async\" width=\"150\" height=\"150\" data-src=\"https:\/\/bluetab.org\/wp-content\/uploads\/2024\/03\/1646762031857-150x150.jpeg\" class=\"attachment-thumbnail size-thumbnail wp-image-17780 lazyload\" alt=\"\" data-srcset=\"https:\/\/bluetab.es\/wp-content\/uploads\/2024\/03\/1646762031857-150x150.jpeg 150w, https:\/\/bluetab.es\/wp-content\/uploads\/2024\/03\/1646762031857-300x300.jpeg 300w, https:\/\/bluetab.es\/wp-content\/uploads\/2024\/03\/1646762031857-768x768.jpeg 768w, https:\/\/bluetab.es\/wp-content\/uploads\/2024\/03\/1646762031857-75x75.jpeg 75w, https:\/\/bluetab.es\/wp-content\/uploads\/2024\/03\/1646762031857.jpeg 800w\" data-sizes=\"(max-width: 150px) 100vw, 150px\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" style=\"--smush-placeholder-width: 150px; --smush-placeholder-aspect-ratio: 150\/150;\" \/><\/a><\/figure><div class=\"elementor-image-box-content\"><h4 class=\"elementor-image-box-title\"><a href=\"https:\/\/www.linkedin.com\/in\/ruben-villa-munoz\/\" target=\"_blank\">Rub\u00e9n Villa<\/a><\/h4><p class=\"elementor-image-box-description\">Big Data &amp; Cloud Architect\n\n<\/p><\/div><\/div>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-inner-column elementor-element elementor-element-1a4ee60\" data-id=\"1a4ee60\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-d5531c7 elementor-position-left elementor-vertical-align-middle elementor-widget elementor-widget-image-box\" data-id=\"d5531c7\" data-element_type=\"widget\" data-widget_type=\"image-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-image-box-wrapper\"><figure class=\"elementor-image-box-img\"><a href=\"https:\/\/www.linkedin.com\/in\/jongaraialdegallego\/\" target=\"_blank\" tabindex=\"-1\"><img decoding=\"async\" width=\"150\" height=\"150\" data-src=\"https:\/\/bluetab.org\/wp-content\/uploads\/2024\/03\/1672931909474-150x150.jpeg\" class=\"attachment-thumbnail size-thumbnail wp-image-17778 lazyload\" alt=\"\" data-srcset=\"https:\/\/bluetab.es\/wp-content\/uploads\/2024\/03\/1672931909474-150x150.jpeg 150w, https:\/\/bluetab.es\/wp-content\/uploads\/2024\/03\/1672931909474-300x300.jpeg 300w, https:\/\/bluetab.es\/wp-content\/uploads\/2024\/03\/1672931909474-768x768.jpeg 768w, https:\/\/bluetab.es\/wp-content\/uploads\/2024\/03\/1672931909474-75x75.jpeg 75w, https:\/\/bluetab.es\/wp-content\/uploads\/2024\/03\/1672931909474.jpeg 800w\" data-sizes=\"(max-width: 150px) 100vw, 150px\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" style=\"--smush-placeholder-width: 150px; --smush-placeholder-aspect-ratio: 150\/150;\" \/><\/a><\/figure><div class=\"elementor-image-box-content\"><h4 class=\"elementor-image-box-title\"><a href=\"https:\/\/www.linkedin.com\/in\/jongaraialdegallego\/\" target=\"_blank\">Jon Garaialde<\/a><\/h4><p class=\"elementor-image-box-description\">Cloud Data Solutions Engineer\/Architect<\/p><\/div><\/div>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-13d2337 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"13d2337\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-inner-column elementor-element elementor-element-1096133\" data-id=\"1096133\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-74bc56e elementor-position-left elementor-vertical-align-middle elementor-widget elementor-widget-image-box\" data-id=\"74bc56e\" data-element_type=\"widget\" data-widget_type=\"image-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-image-box-wrapper\"><figure class=\"elementor-image-box-img\"><a href=\"https:\/\/www.linkedin.com\/in\/alfonsojerezizquierdo\/\" target=\"_blank\" tabindex=\"-1\"><img decoding=\"async\" width=\"150\" height=\"150\" data-src=\"https:\/\/bluetab.org\/wp-content\/uploads\/2024\/03\/alfonso-150x150.jpeg\" class=\"attachment-thumbnail size-thumbnail wp-image-18107 lazyload\" alt=\"\" data-srcset=\"https:\/\/bluetab.es\/wp-content\/uploads\/2024\/03\/alfonso-150x150.jpeg 150w, https:\/\/bluetab.es\/wp-content\/uploads\/2024\/03\/alfonso-300x300.jpeg 300w, https:\/\/bluetab.es\/wp-content\/uploads\/2024\/03\/alfonso-75x75.jpeg 75w, https:\/\/bluetab.es\/wp-content\/uploads\/2024\/03\/alfonso.jpeg 596w\" data-sizes=\"(max-width: 150px) 100vw, 150px\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" style=\"--smush-placeholder-width: 150px; --smush-placeholder-aspect-ratio: 150\/150;\" \/><\/a><\/figure><div class=\"elementor-image-box-content\"><h4 class=\"elementor-image-box-title\"><a href=\"https:\/\/www.linkedin.com\/in\/alfonsojerezizquierdo\/\" target=\"_blank\">Alfonso Jerez<\/a><\/h4><p class=\"elementor-image-box-description\">Analytics Engineer | GCP | AWS | Python Dev | Azure | Databricks | Spark<\/p><\/div><\/div>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-inner-column elementor-element elementor-element-7ba96a3\" data-id=\"7ba96a3\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-efb9edc elementor-position-left elementor-vertical-align-middle elementor-widget elementor-widget-image-box\" data-id=\"efb9edc\" data-element_type=\"widget\" data-widget_type=\"image-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-image-box-wrapper\"><figure class=\"elementor-image-box-img\"><a href=\"https:\/\/www.linkedin.com\/in\/albertojaenrevuelta\/\" target=\"_blank\" tabindex=\"-1\"><img decoding=\"async\" width=\"150\" height=\"150\" data-src=\"https:\/\/bluetab.org\/wp-content\/uploads\/2022\/01\/1607606292897-150x150.jpg\" class=\"attachment-thumbnail size-thumbnail wp-image-12765 lazyload\" alt=\"\" data-srcset=\"https:\/\/bluetab.es\/wp-content\/uploads\/2022\/01\/1607606292897-150x150.jpg 150w, https:\/\/bluetab.es\/wp-content\/uploads\/2022\/01\/1607606292897-75x75.jpg 75w, https:\/\/bluetab.es\/wp-content\/uploads\/2022\/01\/1607606292897.jpg 176w\" data-sizes=\"(max-width: 150px) 100vw, 150px\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" style=\"--smush-placeholder-width: 150px; --smush-placeholder-aspect-ratio: 150\/150;\" \/><\/a><\/figure><div class=\"elementor-image-box-content\"><h4 class=\"elementor-image-box-title\"><a href=\"https:\/\/www.linkedin.com\/in\/albertojaenrevuelta\/\" target=\"_blank\">Alberto Ja\u00e9n<\/a><\/h4><p class=\"elementor-image-box-description\">Cloud Engineer | 3x AWS Certified | 2x HashiCorp Certified | GitHub: ajaen4\n<\/p><\/div><\/div>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-2b67acd\" data-id=\"2b67acd\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-c738cdf elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"c738cdf\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-55b901d\" data-id=\"55b901d\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-7668b05 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"7668b05\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-inner-column elementor-element elementor-element-592ef24\" data-id=\"592ef24\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-6010029 elementor-widget elementor-widget-theme-post-featured-image elementor-widget-image\" data-id=\"6010029\" data-element_type=\"widget\" data-widget_type=\"theme-post-featured-image.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\t\t<img decoding=\"async\" width=\"1024\" height=\"512\" data-src=\"https:\/\/bluetab.es\/wp-content\/uploads\/2024\/03\/2-1024x512.png\" class=\"attachment-large size-large wp-image-17824 lazyload\" alt=\"\" data-srcset=\"https:\/\/bluetab.es\/wp-content\/uploads\/2024\/03\/2-1024x512.png 1024w, https:\/\/bluetab.es\/wp-content\/uploads\/2024\/03\/2-300x150.png 300w, https:\/\/bluetab.es\/wp-content\/uploads\/2024\/03\/2-768x384.png 768w, https:\/\/bluetab.es\/wp-content\/uploads\/2024\/03\/2.png 1200w\" data-sizes=\"(max-width: 1024px) 100vw, 1024px\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" style=\"--smush-placeholder-width: 1024px; --smush-placeholder-aspect-ratio: 1024\/512;\" \/>\t\t\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-4abbf0e elementor-widget elementor-widget-text-editor\" data-id=\"4abbf0e\" 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<div class=\"elementor-element elementor-element-4abbf0e elementor-widget elementor-widget-text-editor\" data-id=\"4abbf0e\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\"><div class=\"elementor-widget-container\"><p>This article is the second in a two-part series aimed at addressing the integration of Databricks in AWS environments by analyzing the alternatives offered by the product concerning architectural design. The first part discussed topics more related to architecture and networking, while in this second installment, we will cover subjects related to security and general administration.<\/p><p>The contents of each article are as follows:<\/p><p><strong>First installment:<\/strong><\/p><ul><li>Introduction<\/li><li>Data Lakehouse &amp; Delta<\/li><li>Concepts<\/li><li>Architecture<\/li><li>Plans and types of workloads<\/li><li>Networking<\/li><\/ul><p><strong>This installment:<\/strong><\/p><ul><li>Security<\/li><li>Persistence<\/li><li>Billing<\/li><\/ul><\/div><\/div>\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-cb37c2c elementor-widget elementor-widget-text-editor\" data-id=\"cb37c2c\" 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<div id=\"referencias\" class=\"elementor-element elementor-element-f81138d elementor-widget elementor-widget-text-editor\" data-id=\"f81138d\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\"><div class=\"elementor-widget-container\"><div class=\"elementor-element elementor-element-070a88e elementor-widget elementor-widget-text-editor\" data-id=\"070a88e\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\"><div class=\"elementor-widget-container\"><p>The first article can be visited at the following\u00a0<a href=\"https:\/\/bluetab.net\/en\/databricks-on-aws-an-architectural-perspective-part-1\/\" target=\"_blank\" rel=\"noopener\">link<\/a>.<\/p><\/div><\/div><\/div><\/div>\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-7aaf8a9 elementor-widget elementor-widget-heading\" data-id=\"7aaf8a9\" data-element_type=\"widget\" id=\"objetivo\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Glossary<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-cffc795 elementor-widget elementor-widget-text-editor\" data-id=\"cffc795\" 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<ul><li><strong>Control Plane:<\/strong>\u00a0Hosts Databricks\u2019 backend services necessary to provide the graphical interface, REST APIs for account and workspaces management. These services are deployed in an AWS account owned by Databricks. Refer to the first article for more information.<\/li><li><strong>Credentials Passthrough:<\/strong>\u00a0Mechanism used by Databricks for managing access to different data sources. Refer to the first article for more information.<\/li><li><strong>Cross-account role:<\/strong>\u00a0Role provided for Databricks to assume from its AWS account. It is used to deploy infrastructure and assume other roles within AWS. Refer to the first article for more information.<\/li><li><strong>Compute Plane:<\/strong>\u00a0Hosts all the infrastructure necessary for data processing: persistence, clusters, logging services, Spark libraries, etc. The Data Plane is deployed in the client\u2019s AWS account. Refer to the first article for more information.<\/li><li><strong>Data role:<\/strong>\u00a0Roles with access\/write permissions to S3 buckets that will be assumed by the cluster through the meta instance profile. Refer to the first article for more information.<\/li><li><strong>DBFS:<\/strong>\u00a0Distributed storage system available for clusters. It is an abstraction over an object storage system, in this case, S3, and allows access to files and folders without the need to use URLs. Refer to the first article for more information.<\/li><li><strong>IAM Policies:<\/strong>\u00a0Policies through which access permissions are defined in AWS.<\/li><li><strong>Key Management Service (KMS):<\/strong>\u00a0AWS service that allows creating and managing encryption keys.<\/li><li><strong>Pipelines:<\/strong>\u00a0Series of processes in which a set of data is executed.<\/li><li><strong>Prepared:<\/strong>\u00a0Processed data from raw used as a basis for creating Trusted data.<\/li><li><strong>Init Script (User Data Script):<\/strong>\u00a0EC2 instances launched from Databricks clusters allow including a script to install software updates, download libraries\/modules, etc., at the time it starts.<\/li><li><strong>Mount:<\/strong>\u00a0To avoid internally loading the data required for the process, Databricks enables synchronization with external sources, such as S3, to facilitate interaction with different files (simulating that they are local, making relative paths simpler) while actually stored in the corresponding external storage source.<\/li><li><strong>Personal Access (PAT) Token:<\/strong>\u00a0Token for personal authentication that replaces username and password authentication.<\/li><li><strong>Raw:<\/strong>\u00a0Ingested raw data.<\/li><li><strong>Root Bucket:<\/strong>\u00a0Root directory for the workspace (DBFS root). Used to host cluster logs, notebook revisions, and libraries. Refer to the first article for more information.<\/li><li><strong>Secret Scope:<\/strong>\u00a0Environment to store sensitive information through key-value pairs (name \u2013 secret)<\/li><li><strong>Trusted:<\/strong>\u00a0Data prepared for visualization and study by different interest groups.<\/li><li><strong>Workflows:<\/strong>\u00a0Sequence of tasks.<\/li><\/ul>\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-113a80a elementor-widget elementor-widget-heading\" data-id=\"113a80a\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Security<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-0eeeb62 elementor-widget elementor-widget-text-editor\" data-id=\"0eeeb62\" 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<div id=\"referencias\" class=\"elementor-element elementor-element-f81138d elementor-widget elementor-widget-text-editor\" data-id=\"f81138d\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\"><div class=\"elementor-widget-container\"><div class=\"elementor-element elementor-element-070a88e elementor-widget elementor-widget-text-editor\" data-id=\"070a88e\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\"><div class=\"elementor-widget-container\"><div class=\"elementor-element elementor-element-b1977e3 elementor-widget elementor-widget-text-editor\" data-id=\"b1977e3\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\"><div class=\"elementor-widget-container\"><p>Visit Data security and encryption this\u00a0<a href=\"https:\/\/docs.databricks.com\/en\/security\/keys\/index.html\" target=\"_blank\" rel=\"noopener\">link<\/a><\/p><\/div><\/div><\/div><\/div><\/div><\/div>\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-ddf563e elementor-widget elementor-widget-text-editor\" data-id=\"ddf563e\" 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<div class=\"elementor-element elementor-element-7194037 elementor-widget elementor-widget-text-editor\" data-id=\"7194037\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\"><div class=\"elementor-widget-container\"><p>Databricks introduces data security configurations to safeguard information in transit or at rest. The documentation provides a comprehensive overview of the available encryption features. These features encompass:<\/p><ul><li><p><strong>Customer-managed keys for encryption:<\/strong>\u00a0Enabling the protection and access control of data in the Databricks control plane, including source files of notebooks, notebook results, secrets, SQL queries, and personal access tokens.<\/p><\/li><li><p><strong>Encryption of traffic between cluster nodes:<\/strong>\u00a0Ensuring the security of communication between nodes within the cluster.<\/p><\/li><li><p><strong>Encryption of queries and results:<\/strong>\u00a0Securing the privacy of queries and the stored results.<\/p><\/li><li><p><strong>Encryption of S3 buckets at rest:<\/strong>\u00a0Providing security for data stored in S3 buckets.<\/p><\/li><\/ul><p>It\u2019s essential to highlight that within the support for customer-managed keys:<\/p><ul><li><strong>Keys can be configured to encrypt data in the root S3 bucket and EBS volumes of the cluster.<\/strong><\/li><\/ul><p>Another capability offered by Databricks is the use of AWS KMS keys to encrypt SQL queries and their history stored in the control plane.<\/p><p>Lastly, it also facilitates the encryption of traffic between cluster nodes and the administration of security configurations for the workspace by administrators.<\/p><p>In this article, we will delve into two of the options: customer-managed keys and the encryption of traffic between cluster worker nodes.<\/p><\/div><\/div><div class=\"elementor-element elementor-element-14ee8f9 elementor-widget elementor-widget-heading\" data-id=\"14ee8f9\" data-element_type=\"widget\" data-widget_type=\"heading.default\"><div class=\"elementor-widget-container\"><h4 class=\"elementor-heading-title elementor-size-default\">Customer-managed keys<\/h4><\/div><\/div>\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-54ccdac elementor-widget elementor-widget-text-editor\" data-id=\"54ccdac\" 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<div id=\"referencias\" class=\"elementor-element elementor-element-f81138d elementor-widget elementor-widget-text-editor\" data-id=\"f81138d\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\"><div class=\"elementor-widget-container\"><div class=\"elementor-element elementor-element-070a88e elementor-widget elementor-widget-text-editor\" data-id=\"070a88e\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\"><div class=\"elementor-widget-container\"><div class=\"elementor-element elementor-element-b1977e3 elementor-widget elementor-widget-text-editor\" data-id=\"b1977e3\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\"><div class=\"elementor-widget-container\"><div class=\"elementor-element elementor-element-720bdfe elementor-widget elementor-widget-text-editor\" data-id=\"720bdfe\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\"><div class=\"elementor-widget-container\"><p>Visit Customer-managed keys this\u00a0<a href=\"https:\/\/docs.databricks.com\/en\/security\/keys\/customer-managed-keys.html\" target=\"_blank\" rel=\"noopener\">link<\/a><\/p><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div>\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-3fd4aa7 elementor-widget elementor-widget-text-editor\" data-id=\"3fd4aa7\" 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<div class=\"elementor-element elementor-element-3fd4aa7 elementor-widget elementor-widget-text-editor\" data-id=\"3fd4aa7\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\"><div class=\"elementor-widget-container\"><p>Databricks account administrators can configure managed keys for encryption. Two use cases are highlighted for adding a customer-managed key: data from managed services in the Databricks control plane (such as notebooks, secrets, and SQL queries) and workspace storage (root S3 buckets and EBS volumes).<\/p><p>It\u2019s important to note that managed keys for EBS volumes do not apply to serverless compute resources, as these disks are ephemeral and tied to the lifecycle of the serverless workload. In the Databricks documentation, there are comparisons of use cases for customer-managed keys, and it is mentioned that this feature is available in the Enterprise subscription.<\/p><p>Regarding the concept of encryption key configurations, these are account-level objects that reference user cloud keys. Account administrators can create these configurations in the account console and associate them with one or more workspaces. The configuration process involves creating or selecting a symmetric key in AWS KMS and subsequently editing the key policy to allow Databricks to perform encryption and decryption operations. Detailed instructions, along with examples of necessary JSON policies for both use configurations (managed services and workspace storage), can be found in the documentation.<\/p><p>Lastly, there is the option to add an access policy to a cross-account IAM role in AWS, in case the KMS key is in a different account.<\/p><\/div><\/div><div class=\"elementor-element elementor-element-7a3bb57 elementor-widget elementor-widget-heading\" data-id=\"7a3bb57\" data-element_type=\"widget\" data-widget_type=\"heading.default\"><div class=\"elementor-widget-container\"><h4 class=\"elementor-heading-title elementor-size-default\">Encryption in transit<\/h4><\/div><\/div><div class=\"elementor-element elementor-element-bf7f0d5 elementor-widget elementor-widget-text-editor\" data-id=\"bf7f0d5\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\"><div class=\"elementor-widget-container\"><p>For this part, it is crucial to emphasize the importance of the init script.<\/p><\/div><\/div>\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-fbdc2b8 elementor-widget elementor-widget-text-editor\" data-id=\"fbdc2b8\" 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<div id=\"referencias\" class=\"elementor-element elementor-element-f81138d elementor-widget elementor-widget-text-editor\" data-id=\"f81138d\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\"><div class=\"elementor-widget-container\"><div class=\"elementor-element elementor-element-070a88e elementor-widget elementor-widget-text-editor\" data-id=\"070a88e\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\"><div class=\"elementor-widget-container\"><div class=\"elementor-element elementor-element-b1977e3 elementor-widget elementor-widget-text-editor\" data-id=\"b1977e3\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\"><div class=\"elementor-widget-container\"><div class=\"elementor-element elementor-element-720bdfe elementor-widget elementor-widget-text-editor\" data-id=\"720bdfe\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\"><div class=\"elementor-widget-container\"><div class=\"elementor-element elementor-element-2ea1828 elementor-widget elementor-widget-text-editor\" data-id=\"2ea1828\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\"><div class=\"elementor-widget-container\"><p>Encryption in transit<\/p><ul><li><a href=\"https:\/\/docs.databricks.com\/en\/security\/keys\/encrypt-otw.html\" target=\"_blank\" rel=\"noopener\">Encrypt traffic between cluster worker nodes<\/a><\/li><li><a href=\"https:\/\/docs.databricks.com\/en\/security\/keys\/encrypt-otw.html#example-init-script\" target=\"_blank\" rel=\"noopener\">Example init script<\/a><\/li><li><a href=\"https:\/\/docs.databricks.com\/en\/init-scripts\/cluster-scoped.html\">Use cluster-scoped init scripts<\/a><\/li><\/ul><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div>\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-fb46eef elementor-widget elementor-widget-text-editor\" data-id=\"fb46eef\" 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<p>In Databricks, it is crucial to highlight the significance of the init script, which, among other functions, is used to configure encryption between worker nodes in a Spark cluster. This init script enables the retrieval of a shared encryption secret from the key scope stored in DBFS. If the secret is rotated by updating the key store file in DBFS, all running clusters must be restarted to avoid authentication issues between Spark workers and the driver. It\u2019s noteworthy that, since the shared secret is stored in DBFS, any user with access to DBFS can retrieve the secret through a notebook.<\/p><p>While specific AWS instances automatically encrypt data between worker nodes without additional configuration, using the init script provides an added level of security for data in transit or complete control over the type of encryption to be applied.<\/p><p>The script is responsible for obtaining the secret from the key store and its password, as well as configuring the necessary Spark parameters for encryption. Launched as Bash, it performs these tasks and, if necessary, waits until the key store file is available in DBFS and derives the shared encryption secret from the hash of the key store file. Once the initialization of the driver and worker nodes is complete, all traffic between these nodes will be encrypted using the key store file.<\/p><p>These features are part of the Enterprise plan.<\/p>\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-7f116da elementor-widget elementor-widget-heading\" data-id=\"7f116da\" data-element_type=\"widget\" id=\"coste\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Persistence and Metastores\n<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-57b41fa elementor-widget elementor-widget-text-editor\" data-id=\"57b41fa\" 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<div class=\"elementor-element elementor-element-11a819d elementor-widget elementor-widget-text-editor\" data-id=\"11a819d\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\"><div class=\"elementor-widget-container\"><p>Databricks supports two main types of persistent storage: DBFS (Databricks File System) and S3 (Amazon Simple Storage Service).<\/p><p><strong>DBFS<\/strong><\/p><p>DBFS is an integrated distributed file system directly connected to Databricks, storing data in the cluster and workspace\u2019s local storage. It provides a file interface similar to standard HDFS, facilitating collaboration by offering a centralized place to store and access data.<\/p><p><strong>S3<\/strong><\/p><p>On the other hand, Databricks can also connect directly to data stored in Amazon S3. S3 data is independent of clusters and workspaces and can be accessed by multiple clusters and users. S3 stands out for its scalability, durability, and the ability to separate storage and computation, making data access easy even from multiple environments.<\/p><p>Regarding metastores, Databricks on AWS supports various types, including:<\/p><p><strong>Hive Metastore<\/strong><\/p><p>Databricks can integrate with the Hive metastore, allowing users to use tables and schemas defined in Hive.<\/p><p><strong>Glue Metastore in Data Plane<\/strong><\/p><p>Databricks also has the option to host the metastore in the compute plane itself with Glue.<\/p><p>These metastores enable users to manage and query table metadata, facilitating schema management and integration with other data services. The choice of metastore will depend on the specific workflow requirements and metadata management preferences in the Databricks environment on AWS.<\/p><p><strong>Unity Catalog<\/strong><\/p><p>Undoubtedly, a new feature of Databricks that unifies these previous metastores and enhances the various options and tools each of them offers is the Unity Catalog.<\/p><\/div><\/div><div class=\"elementor-element elementor-element-20db0bf elementor-widget elementor-widget-image\" data-id=\"20db0bf\" data-element_type=\"widget\" data-widget_type=\"image.default\">\u00a0<\/div>\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-39ed949 elementor-widget elementor-widget-image\" data-id=\"39ed949\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t<figure class=\"wp-caption\">\n\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"444\" height=\"310\" data-src=\"https:\/\/bluetab.org\/wp-content\/uploads\/2024\/03\/image1-1.png\" class=\"attachment-large size-large wp-image-17807 lazyload\" alt=\"\" data-srcset=\"https:\/\/bluetab.org\/wp-content\/uploads\/2024\/03\/image1-1.png 444w, https:\/\/bluetab.org\/wp-content\/uploads\/2024\/03\/image1-1-300x209.png 300w\" data-sizes=\"(max-width: 444px) 100vw, 444px\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" style=\"--smush-placeholder-width: 444px; --smush-placeholder-aspect-ratio: 444\/310;\" \/>\t\t\t\t\t\t\t\t\t\t\t<figcaption class=\"widget-image-caption wp-caption-text\"><\/figcaption>\n\t\t\t\t\t\t\t\t\t\t<\/figure>\n\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-6057b15 elementor-widget elementor-widget-text-editor\" data-id=\"6057b15\" 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<div class=\"elementor-element elementor-element-1883709 elementor-widget elementor-widget-text-editor\" data-id=\"1883709\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\"><div class=\"elementor-widget-container\"><p>Unity Catalog provides centralized capabilities for access control, auditing, lineage, and data discovery.<\/p><p>Key Features of Unity Catalog:<\/p><ul><li>Manages data access policies in a single location that apply to all defined workspaces.<\/li><li>Based on ANSI SQL, it allows administrators to grant these permissions using SQL syntax.<\/li><li>Automatically captures user-level audit logs.<\/li><li>Enables labeling tables and schemas, providing an efficient search interface to find information.<\/li><\/ul><p>Databricks recommends configuring all access to cloud object storage through Unity Catalog to manage relationships between data in Databricks and cloud storage.<\/p><\/div><\/div><div class=\"elementor-element elementor-element-0a10f04 elementor-widget elementor-widget-text-editor\" data-id=\"0a10f04\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\"><div class=\"elementor-widget-container\"><h3><strong>Unity Catalog Object Model<\/strong><\/h3><ul><li><strong>Metastore:<\/strong>\u00a0Top-level metadata container, exposes a three-level namespace (catalog.schema.table).<\/li><li><strong>Catalog:<\/strong>\u00a0Organizes data assets, the first layer in the hierarchy.<\/li><li><strong>Schema:<\/strong>\u00a0Second layer, organizes tables and views.<\/li><li><strong>Tables, Views, and Volumes:<\/strong>\u00a0Lower levels, with volumes providing non-tabular access to data.<\/li><li><strong>Models:<\/strong>\u00a0Not data assets, record machine learning models.<\/li><\/ul><\/div><\/div>\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-757e25e elementor-widget elementor-widget-image\" data-id=\"757e25e\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t<figure class=\"wp-caption\">\n\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"952\" height=\"442\" data-src=\"https:\/\/bluetab.org\/wp-content\/uploads\/2024\/03\/image2-1.png\" class=\"attachment-large size-large wp-image-17809 lazyload\" alt=\"\" data-srcset=\"https:\/\/bluetab.org\/wp-content\/uploads\/2024\/03\/image2-1.png 952w, https:\/\/bluetab.org\/wp-content\/uploads\/2024\/03\/image2-1-300x139.png 300w, https:\/\/bluetab.org\/wp-content\/uploads\/2024\/03\/image2-1-768x357.png 768w\" data-sizes=\"(max-width: 952px) 100vw, 952px\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" style=\"--smush-placeholder-width: 952px; --smush-placeholder-aspect-ratio: 952\/442;\" \/>\t\t\t\t\t\t\t\t\t\t\t<figcaption class=\"widget-image-caption wp-caption-text\"><\/figcaption>\n\t\t\t\t\t\t\t\t\t\t<\/figure>\n\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-62b6335 elementor-widget elementor-widget-heading\" data-id=\"62b6335\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Billing<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-94c83b5 elementor-widget elementor-widget-text-editor\" data-id=\"94c83b5\" 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<p>Here is a detailed explanation of Databricks\u2019 function on AWS that enables the delivery and access to billable usage logs. Account administrators can configure the daily delivery of CSV logs to an AWS S3 bucket. Each CSV file provides historical data on the usage of clusters in Databricks, categorizing them by criteria such as cluster ID, billing SKU, cluster creator, and tags. The delivery includes logs for both running workspaces and those canceled, ensuring the proper representation of the last day of such a workspace (it must have been operational for at least 24 hours).<\/p><p>The setup involves creating an S3 bucket and an IAM role in AWS, along with calling the Databricks API to set up storage configuration objects and credentials. The cross-account support option allows delivery to different AWS accounts through an S3 bucket policy. CSV files are located at &lt;bucket-name&gt;\/&lt;prefix&gt;\/billable-usage\/csv\/, and it is advisable to review S3 security best practices.<\/p><p>The account API allows shared configurations for all workspaces or separate configurations for each space or group. The delivery of these CSVs enables account owners to directly download the logs. The S3 object ownership is auto-configured as \u201cBucket owner preferred\u201d to support ownership of newly created objects.<\/p><p>There is a limit on the number of log delivery configurations, and one needs to be an account administrator, providing the account ID. Extra caution is required when configuring the S3 object property as \u201cObject writer\u201d instead of \u201cBucket owner preferred\u201d due to potential access difficulties.<\/p>\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-1999682 eael-table-align-center eael-dt-th-align-left elementor-widget elementor-widget-eael-data-table\" data-id=\"1999682\" data-element_type=\"widget\" data-widget_type=\"eael-data-table.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"eael-data-table-wrap\" data-table_id=\"1999682\" id=\"eael-data-table-wrapper-1999682\" data-custom_responsive=\"false\">\n\t\t\t<table class=\"tablesorter eael-data-table center\" id=\"eael-data-table-1999682\">\n\t\t\t    <thead>\n\t\t\t        <tr class=\"table-header\">\n\t\t\t\t\t\t\t\t\t            <th class=\"\" id=\"\" colspan=\"Fields\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"data-table-header-text\">Fields<\/span><\/th>\n\t\t\t        \t\t\t\t            <th class=\"\" id=\"\" colspan=\"\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"data-table-header-text\">Description<\/span><\/th>\n\t\t\t        \t\t\t\t        <\/tr>\n\t\t\t    <\/thead>\n\t\t\t  \t<tbody>\n\t\t\t\t\t\t\t\t\t\t\t<tr>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t   \t\t\t\t\t\t\t\t\t\t\t<td colspan=\"\" rowspan=\"\" class=\"\" id=\"\">\n\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"td-content-wrapper\"><div class=\"td-content\">\n\t\t\t\t\t\t\t\t\t\t\t\t\tworkspaceId\t\t\t\t\t\t\t\t\t\t\t\t<\/div><\/div>\n\t\t\t\t\t\t\t\t\t\t\t<\/td>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t   \t\t\t\t\t\t\t\t\t\t\t<td colspan=\"\" rowspan=\"\" class=\"\" id=\"\">\n\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"td-content-wrapper\"><div class=\"td-content\">\n\t\t\t\t\t\t\t\t\t\t\t\t\tWorkspace Id\n\t\t\t\t\t\t\t\t\t\t\t\t<\/div><\/div>\n\t\t\t\t\t\t\t\t\t\t\t<\/td>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/tr>\n\t\t\t        \t\t\t\t\t\t<tr>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t   \t\t\t\t\t\t\t\t\t\t\t<td colspan=\"\" rowspan=\"\" class=\"\" id=\"\">\n\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"td-content-wrapper\"><div class=\"td-content\">\n\t\t\t\t\t\t\t\t\t\t\t\t\ttimestamp\t\t\t\t\t\t\t\t\t\t\t\t<\/div><\/div>\n\t\t\t\t\t\t\t\t\t\t\t<\/td>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t   \t\t\t\t\t\t\t\t\t\t\t<td colspan=\"\" rowspan=\"\" class=\"\" id=\"\">\n\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"td-content-wrapper\"><div class=\"td-content\">\n\t\t\t\t\t\t\t\t\t\t\t\t\tEstablished frequency (hourly, daily,&#8230;)\n\t\t\t\t\t\t\t\t\t\t\t\t<\/div><\/div>\n\t\t\t\t\t\t\t\t\t\t\t<\/td>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/tr>\n\t\t\t        \t\t\t\t\t\t<tr>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t   \t\t\t\t\t\t\t\t\t\t\t<td colspan=\"\" rowspan=\"\" class=\"\" id=\"\">\n\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"td-content-wrapper\"><div class=\"td-content\">\n\t\t\t\t\t\t\t\t\t\t\t\t\tclusterId\t\t\t\t\t\t\t\t\t\t\t\t<\/div><\/div>\n\t\t\t\t\t\t\t\t\t\t\t<\/td>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t   \t\t\t\t\t\t\t\t\t\t\t<td colspan=\"\" rowspan=\"\" class=\"\" id=\"\">\n\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"td-content-wrapper\"><div class=\"td-content\">\n\t\t\t\t\t\t\t\t\t\t\t\t\tCluster Id\n\t\t\t\t\t\t\t\t\t\t\t\t<\/div><\/div>\n\t\t\t\t\t\t\t\t\t\t\t<\/td>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/tr>\n\t\t\t        \t\t\t\t\t\t<tr>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t   \t\t\t\t\t\t\t\t\t\t\t<td colspan=\"\" rowspan=\"\" class=\"\" id=\"\">\n\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"td-content-wrapper\"><div class=\"td-content\">\n\t\t\t\t\t\t\t\t\t\t\t\t\tclusterName\t\t\t\t\t\t\t\t\t\t\t\t<\/div><\/div>\n\t\t\t\t\t\t\t\t\t\t\t<\/td>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t   \t\t\t\t\t\t\t\t\t\t\t<td colspan=\"\" rowspan=\"\" class=\"\" id=\"\">\n\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"td-content-wrapper\"><div class=\"td-content\">\n\t\t\t\t\t\t\t\t\t\t\t\t\tName assigned to the Cluster\n\t\t\t\t\t\t\t\t\t\t\t\t<\/div><\/div>\n\t\t\t\t\t\t\t\t\t\t\t<\/td>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/tr>\n\t\t\t        \t\t\t\t\t\t<tr>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t   \t\t\t\t\t\t\t\t\t\t\t<td colspan=\"\" rowspan=\"\" class=\"\" id=\"\">\n\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"td-content-wrapper\"><div class=\"td-content\">\n\t\t\t\t\t\t\t\t\t\t\t\t\tclusterNodeType\t\t\t\t\t\t\t\t\t\t\t\t<\/div><\/div>\n\t\t\t\t\t\t\t\t\t\t\t<\/td>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t   \t\t\t\t\t\t\t\t\t\t\t<td colspan=\"\" rowspan=\"\" class=\"\" id=\"\">\n\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"td-content-wrapper\"><div class=\"td-content\">\n\t\t\t\t\t\t\t\t\t\t\t\t\tType of node assigned\n\t\t\t\t\t\t\t\t\t\t\t\t<\/div><\/div>\n\t\t\t\t\t\t\t\t\t\t\t<\/td>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/tr>\n\t\t\t        \t\t\t\t\t\t<tr>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t   \t\t\t\t\t\t\t\t\t\t\t<td colspan=\"\" rowspan=\"\" class=\"\" id=\"\">\n\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"td-content-wrapper\"><div class=\"td-content\">\n\t\t\t\t\t\t\t\t\t\t\t\t\tclusterOwnerUserId\t\t\t\t\t\t\t\t\t\t\t\t<\/div><\/div>\n\t\t\t\t\t\t\t\t\t\t\t<\/td>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t   \t\t\t\t\t\t\t\t\t\t\t<td colspan=\"\" rowspan=\"\" class=\"\" id=\"\">\n\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"td-content-wrapper\"><div class=\"td-content\">\n\t\t\t\t\t\t\t\t\t\t\t\t\tCluster creator user id\n\t\t\t\t\t\t\t\t\t\t\t\t<\/div><\/div>\n\t\t\t\t\t\t\t\t\t\t\t<\/td>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/tr>\n\t\t\t        \t\t\t\t\t\t<tr>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t   \t\t\t\t\t\t\t\t\t\t\t<td colspan=\"\" rowspan=\"\" class=\"\" id=\"\">\n\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"td-content-wrapper\"><div class=\"td-content\">\n\t\t\t\t\t\t\t\t\t\t\t\t\tclusterCustomTags\t\t\t\t\t\t\t\t\t\t\t\t<\/div><\/div>\n\t\t\t\t\t\t\t\t\t\t\t<\/td>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t   \t\t\t\t\t\t\t\t\t\t\t<td colspan=\"\" rowspan=\"\" class=\"\" id=\"\">\n\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"td-content-wrapper\"><div class=\"td-content\">\n\t\t\t\t\t\t\t\t\t\t\t\t\tCustomizable cluster information labels\n\t\t\t\t\t\t\t\t\t\t\t\t<\/div><\/div>\n\t\t\t\t\t\t\t\t\t\t\t<\/td>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/tr>\n\t\t\t        \t\t\t\t\t\t<tr>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t   \t\t\t\t\t\t\t\t\t\t\t<td colspan=\"\" rowspan=\"\" class=\"\" id=\"\">\n\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"td-content-wrapper\"><div class=\"td-content\">\n\t\t\t\t\t\t\t\t\t\t\t\t\tsku\t\t\t\t\t\t\t\t\t\t\t\t<\/div><\/div>\n\t\t\t\t\t\t\t\t\t\t\t<\/td>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t   \t\t\t\t\t\t\t\t\t\t\t<td colspan=\"\" rowspan=\"\" class=\"\" id=\"\">\n\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"td-content-wrapper\"><div class=\"td-content\">\n\t\t\t\t\t\t\t\t\t\t\t\t\tPackage assigned by Databricks in relation to the cluster characteristics.\n\t\t\t\t\t\t\t\t\t\t\t\t<\/div><\/div>\n\t\t\t\t\t\t\t\t\t\t\t<\/td>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/tr>\n\t\t\t        \t\t\t\t\t\t<tr>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t   \t\t\t\t\t\t\t\t\t\t\t<td colspan=\"\" rowspan=\"\" class=\"\" id=\"\">\n\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"td-content-wrapper\"><div class=\"td-content\">\n\t\t\t\t\t\t\t\t\t\t\t\t\tdbus\t\t\t\t\t\t\t\t\t\t\t\t<\/div><\/div>\n\t\t\t\t\t\t\t\t\t\t\t<\/td>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t   \t\t\t\t\t\t\t\t\t\t\t<td colspan=\"\" rowspan=\"\" class=\"\" id=\"\">\n\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"td-content-wrapper\"><div class=\"td-content\">\n\t\t\t\t\t\t\t\t\t\t\t\t\tDBUs consumption per machine hour\n\t\t\t\t\t\t\t\t\t\t\t\t<\/div><\/div>\n\t\t\t\t\t\t\t\t\t\t\t<\/td>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/tr>\n\t\t\t        \t\t\t\t\t\t<tr>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t   \t\t\t\t\t\t\t\t\t\t\t<td colspan=\"\" rowspan=\"\" class=\"\" id=\"\">\n\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"td-content-wrapper\"><div class=\"td-content\">\n\t\t\t\t\t\t\t\t\t\t\t\t\tmachineHours\t\t\t\t\t\t\t\t\t\t\t\t<\/div><\/div>\n\t\t\t\t\t\t\t\t\t\t\t<\/td>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t   \t\t\t\t\t\t\t\t\t\t\t<td colspan=\"\" rowspan=\"\" class=\"\" id=\"\">\n\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"td-content-wrapper\"><div class=\"td-content\">\n\t\t\t\t\t\t\t\t\t\t\t\t\tCluster deployment machine hours\n\t\t\t\t\t\t\t\t\t\t\t\t<\/div><\/div>\n\t\t\t\t\t\t\t\t\t\t\t<\/td>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/tr>\n\t\t\t        \t\t\t\t\t\t<tr>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t   \t\t\t\t\t\t\t\t\t\t\t<td colspan=\"\" rowspan=\"\" class=\"\" id=\"\">\n\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"td-content-wrapper\"><div class=\"td-content\">\n\t\t\t\t\t\t\t\t\t\t\t\t\tclusterOwnerUserName\n\t\t\t\t\t\t\t\t\t\t\t\t<\/div><\/div>\n\t\t\t\t\t\t\t\t\t\t\t<\/td>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t   \t\t\t\t\t\t\t\t\t\t\t<td colspan=\"\" rowspan=\"\" class=\"\" id=\"\">\n\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"td-content-wrapper\"><div class=\"td-content\">\n\t\t\t\t\t\t\t\t\t\t\t\t\tUsername of the cluster creator\n\t\t\t\t\t\t\t\t\t\t\t\t<\/div><\/div>\n\t\t\t\t\t\t\t\t\t\t\t<\/td>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/tr>\n\t\t\t        \t\t\t\t\t\t<tr>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t   \t\t\t\t\t\t\t\t\t\t\t<td colspan=\"\" rowspan=\"\" class=\"\" id=\"\">\n\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"td-content-wrapper\"><div class=\"td-content\">\n\t\t\t\t\t\t\t\t\t\t\t\t\ttags\t\t\t\t\t\t\t\t\t\t\t\t<\/div><\/div>\n\t\t\t\t\t\t\t\t\t\t\t<\/td>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t   \t\t\t\t\t\t\t\t\t\t\t<td colspan=\"\" rowspan=\"\" class=\"\" id=\"\">\n\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"td-content-wrapper\"><div class=\"td-content\">\n\t\t\t\t\t\t\t\t\t\t\t\t\tCustomizable cluster information labels\n\t\t\t\t\t\t\t\t\t\t\t\t<\/div><\/div>\n\t\t\t\t\t\t\t\t\t\t\t<\/td>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/tr>\n\t\t\t        \t\t\t    <\/tbody>\n\t\t\t<\/table>\n\t\t<\/div>\n\t  \t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-30687e6 elementor-widget elementor-widget-spacer\" data-id=\"30687e6\" data-element_type=\"widget\" id=\"ref\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-239ebd9 elementor-widget elementor-widget-heading\" data-id=\"239ebd9\" data-element_type=\"widget\" id=\"referencias\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Referencias<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-e34c034 elementor-widget elementor-widget-text-editor\" data-id=\"e34c034\" 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<div class=\"elementor-element elementor-element-b2cda70 elementor-widget elementor-widget-text-editor\" data-id=\"b2cda70\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\"><div class=\"elementor-widget-container\"><ol><li><a href=\"https:\/\/bluetab.net\/databricks-sobre-aws-una-perspectiva-de-arquitectura-parte-1\/\" target=\"_blank\" rel=\"noopener\" data-saferedirecturl=\"https:\/\/www.google.com\/url?q=https:\/\/bluetab.net\/databricks-sobre-aws-una-perspectiva-de-arquitectura-parte-1\/&amp;source=gmail&amp;ust=1709202927740000&amp;usg=AOvVaw34BiOAyTAmAoC7b1qhbueZ\">https:\/\/bluetab.net\/<wbr \/>databricks-sobre-aws-una-<wbr \/>perspectiva-de-arquitectura-<wbr \/>parte-1\/<\/a>\u00a0<\/li><li><a href=\"https:\/\/docs.databricks.com\/en\/security\/keys\/index.html\" target=\"_blank\" rel=\"noopener\" data-saferedirecturl=\"https:\/\/www.google.com\/url?q=https:\/\/docs.databricks.com\/en\/security\/keys\/index.html&amp;source=gmail&amp;ust=1709202927740000&amp;usg=AOvVaw0FEhf6TZvgwXeqyphQiclx\">https:\/\/docs.databricks.com\/<wbr \/>en\/security\/keys\/index.html<\/a>\u00a0| 2024-02-06<\/li><li><a href=\"https:\/\/docs.databricks.com\/en\/security\/keys\/customer-managed-keys.html\" target=\"_blank\" rel=\"noopener\" data-saferedirecturl=\"https:\/\/www.google.com\/url?q=https:\/\/docs.databricks.com\/en\/security\/keys\/customer-managed-keys.html&amp;source=gmail&amp;ust=1709202927740000&amp;usg=AOvVaw0FWWmeWyHQyb_trU7S58nz\">https:\/\/docs.databricks.com\/<wbr \/>en\/security\/keys\/customer-<wbr \/>managed-keys.html<\/a>\u00a0|\u00a0 2024-02-06<\/li><li><a href=\"https:\/\/docs.databricks.com\/en\/security\/keys\/encrypt-otw.html\" target=\"_blank\" rel=\"noopener\" 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elementor-element-a76f07c elementor-widget elementor-widget-heading\" data-id=\"a76f07c\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h5 class=\"elementor-heading-title elementor-size-default\">Do you want to know more about what we offer and to see other success stories?\n<\/h5>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7365ecc elementor-align-center elementor-widget elementor-widget-button\" data-id=\"7365ecc\" 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\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"\/es\/\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">DISCOVER 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elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-756365e elementor-share-buttons--view-icon elementor-share-buttons--skin-minimal elementor-share-buttons--shape-circle elementor-grid-0 elementor-share-buttons--color-official elementor-widget elementor-widget-share-buttons\" data-id=\"756365e\" data-element_type=\"widget\" data-widget_type=\"share-buttons.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-grid\" role=\"list\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-grid-item\" role=\"listitem\">\n\t\t\t\t\t\t<div class=\"elementor-share-btn elementor-share-btn_twitter\" role=\"button\" tabindex=\"0\" aria-label=\"Share on twitter\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-share-btn__icon\">\n\t\t\t\t\t\t\t\t<i class=\"fab fa-twitter\" aria-hidden=\"true\"><\/i>\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t<div 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elementor-element-ebe7868\" data-id=\"ebe7868\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-4524544 elementor-position-left elementor-vertical-align-middle elementor-widget elementor-widget-image-box\" data-id=\"4524544\" data-element_type=\"widget\" data-widget_type=\"image-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-image-box-wrapper\"><figure class=\"elementor-image-box-img\"><a href=\"https:\/\/www.linkedin.com\/in\/ruben-villa-munoz\/\" target=\"_blank\" tabindex=\"-1\"><img decoding=\"async\" width=\"150\" height=\"150\" data-src=\"https:\/\/bluetab.org\/wp-content\/uploads\/2024\/03\/1646762031857-150x150.jpeg\" class=\"attachment-thumbnail size-thumbnail wp-image-17780 lazyload\" alt=\"\" data-srcset=\"https:\/\/bluetab.es\/wp-content\/uploads\/2024\/03\/1646762031857-150x150.jpeg 150w, https:\/\/bluetab.es\/wp-content\/uploads\/2024\/03\/1646762031857-300x300.jpeg 300w, https:\/\/bluetab.es\/wp-content\/uploads\/2024\/03\/1646762031857-768x768.jpeg 768w, https:\/\/bluetab.es\/wp-content\/uploads\/2024\/03\/1646762031857-75x75.jpeg 75w, https:\/\/bluetab.es\/wp-content\/uploads\/2024\/03\/1646762031857.jpeg 800w\" data-sizes=\"(max-width: 150px) 100vw, 150px\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" style=\"--smush-placeholder-width: 150px; --smush-placeholder-aspect-ratio: 150\/150;\" \/><\/a><\/figure><div class=\"elementor-image-box-content\"><h4 class=\"elementor-image-box-title\"><a href=\"https:\/\/www.linkedin.com\/in\/ruben-villa-munoz\/\" target=\"_blank\">Rub\u00e9n Villa<\/a><\/h4><p class=\"elementor-image-box-description\">Big Data &amp; Cloud Architect\n\n<\/p><\/div><\/div>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-9c31e0f elementor-position-left elementor-vertical-align-middle elementor-widget elementor-widget-image-box\" data-id=\"9c31e0f\" data-element_type=\"widget\" data-widget_type=\"image-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-image-box-wrapper\"><figure class=\"elementor-image-box-img\"><a href=\"https:\/\/www.linkedin.com\/in\/alfonsojerezizquierdo\/\" target=\"_blank\" tabindex=\"-1\"><img decoding=\"async\" width=\"150\" height=\"150\" data-src=\"https:\/\/bluetab.org\/wp-content\/uploads\/2024\/03\/alfonso-150x150.jpeg\" class=\"attachment-thumbnail size-thumbnail wp-image-18107 lazyload\" alt=\"\" data-srcset=\"https:\/\/bluetab.es\/wp-content\/uploads\/2024\/03\/alfonso-150x150.jpeg 150w, https:\/\/bluetab.es\/wp-content\/uploads\/2024\/03\/alfonso-300x300.jpeg 300w, https:\/\/bluetab.es\/wp-content\/uploads\/2024\/03\/alfonso-75x75.jpeg 75w, https:\/\/bluetab.es\/wp-content\/uploads\/2024\/03\/alfonso.jpeg 596w\" data-sizes=\"(max-width: 150px) 100vw, 150px\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" style=\"--smush-placeholder-width: 150px; --smush-placeholder-aspect-ratio: 150\/150;\" \/><\/a><\/figure><div class=\"elementor-image-box-content\"><h4 class=\"elementor-image-box-title\"><a href=\"https:\/\/www.linkedin.com\/in\/alfonsojerezizquierdo\/\" target=\"_blank\">Alfonso Jerez<\/a><\/h4><p class=\"elementor-image-box-description\">Analytics Engineer | GCP | AWS | Python Dev | Azure | Databricks | Spark<\/p><\/div><\/div>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-inner-column elementor-element elementor-element-23993ca\" data-id=\"23993ca\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-8a8c9a0 elementor-position-left elementor-vertical-align-middle elementor-widget elementor-widget-image-box\" data-id=\"8a8c9a0\" data-element_type=\"widget\" data-widget_type=\"image-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-image-box-wrapper\"><figure class=\"elementor-image-box-img\"><a href=\"https:\/\/www.linkedin.com\/in\/jongaraialdegallego\/\" target=\"_blank\" tabindex=\"-1\"><img decoding=\"async\" width=\"150\" height=\"150\" data-src=\"https:\/\/bluetab.org\/wp-content\/uploads\/2024\/03\/1672931909474-150x150.jpeg\" class=\"attachment-thumbnail size-thumbnail wp-image-17778 lazyload\" alt=\"\" data-srcset=\"https:\/\/bluetab.es\/wp-content\/uploads\/2024\/03\/1672931909474-150x150.jpeg 150w, https:\/\/bluetab.es\/wp-content\/uploads\/2024\/03\/1672931909474-300x300.jpeg 300w, https:\/\/bluetab.es\/wp-content\/uploads\/2024\/03\/1672931909474-768x768.jpeg 768w, https:\/\/bluetab.es\/wp-content\/uploads\/2024\/03\/1672931909474-75x75.jpeg 75w, https:\/\/bluetab.es\/wp-content\/uploads\/2024\/03\/1672931909474.jpeg 800w\" data-sizes=\"(max-width: 150px) 100vw, 150px\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" style=\"--smush-placeholder-width: 150px; --smush-placeholder-aspect-ratio: 150\/150;\" \/><\/a><\/figure><div class=\"elementor-image-box-content\"><h4 class=\"elementor-image-box-title\"><a href=\"https:\/\/www.linkedin.com\/in\/jongaraialdegallego\/\" target=\"_blank\">Jon Garaialde<\/a><\/h4><p class=\"elementor-image-box-description\">Cloud Data Solutions Engineer\/Architect<\/p><\/div><\/div>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-8f3ada3 elementor-position-left elementor-vertical-align-middle elementor-widget elementor-widget-image-box\" data-id=\"8f3ada3\" data-element_type=\"widget\" data-widget_type=\"image-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-image-box-wrapper\"><figure class=\"elementor-image-box-img\"><a href=\"https:\/\/www.linkedin.com\/in\/albertojaenrevuelta\/\" target=\"_blank\" tabindex=\"-1\"><img decoding=\"async\" width=\"150\" height=\"150\" data-src=\"https:\/\/bluetab.org\/wp-content\/uploads\/2022\/01\/1607606292897-150x150.jpg\" class=\"attachment-thumbnail size-thumbnail wp-image-12765 lazyload\" alt=\"\" data-srcset=\"https:\/\/bluetab.es\/wp-content\/uploads\/2022\/01\/1607606292897-150x150.jpg 150w, https:\/\/bluetab.es\/wp-content\/uploads\/2022\/01\/1607606292897-75x75.jpg 75w, https:\/\/bluetab.es\/wp-content\/uploads\/2022\/01\/1607606292897.jpg 176w\" data-sizes=\"(max-width: 150px) 100vw, 150px\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" style=\"--smush-placeholder-width: 150px; --smush-placeholder-aspect-ratio: 150\/150;\" \/><\/a><\/figure><div class=\"elementor-image-box-content\"><h4 class=\"elementor-image-box-title\"><a href=\"https:\/\/www.linkedin.com\/in\/albertojaenrevuelta\/\" target=\"_blank\">Alberto Ja\u00e9n<\/a><\/h4><p class=\"elementor-image-box-description\">Cloud Engineer | 3x AWS Certified | 2x HashiCorp Certified | GitHub: ajaen4\n<\/p><\/div><\/div>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-e6097d2 elementor-section-full_width elementor-section-height-default elementor-section-height-default\" data-id=\"e6097d2\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-a66a650\" data-id=\"a66a650\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-38e61b8 elementor-widget elementor-widget-text-editor\" data-id=\"38e61b8\" 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<b>SOLUTIONS, <\/b>WE ARE EXPERTS\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-9975abb elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"9975abb\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-33 elementor-inner-column elementor-element elementor-element-e5edefb\" data-id=\"e5edefb\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-0628f91 elementor-cta--skin-cover elementor-cta--valign-middle elementor-animated-content elementor-bg-transform elementor-bg-transform-zoom-in elementor-widget elementor-widget-call-to-action\" data-id=\"0628f91\" data-element_type=\"widget\" data-widget_type=\"call-to-action.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<a class=\"elementor-cta\" href=\"\/es\/soluciones\/data-strategy\/\">\n\t\t\t\t\t<div class=\"elementor-cta__bg-wrapper\">\n\t\t\t\t<div class=\"elementor-cta__bg elementor-bg lazyload\" style=\"background-image:inherit;\" role=\"img\" aria-label=\"strategy-opt\" data-bg-image=\"url(https:\/\/bluetab.org\/wp-content\/uploads\/2020\/10\/strategy-opt.jpg)\"><\/div>\n\t\t\t\t<div class=\"elementor-cta__bg-overlay\"><\/div>\n\t\t\t<\/div>\n\t\t\t\t\t\t\t<div class=\"elementor-cta__content\">\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<h5 class=\"elementor-cta__title elementor-cta__content-item elementor-content-item elementor-animated-item--grow\">\n\t\t\t\t\t\tDATA STRATEGY\t\t\t\t\t<\/h5>\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-33 elementor-inner-column elementor-element elementor-element-8724c63\" data-id=\"8724c63\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-bc8b25d elementor-cta--skin-cover elementor-cta--valign-middle elementor-animated-content elementor-bg-transform elementor-bg-transform-zoom-in elementor-widget elementor-widget-call-to-action\" data-id=\"bc8b25d\" data-element_type=\"widget\" data-widget_type=\"call-to-action.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<a class=\"elementor-cta\" href=\"\/es\/soluciones\/data-fabric\/\">\n\t\t\t\t\t<div class=\"elementor-cta__bg-wrapper\">\n\t\t\t\t<div class=\"elementor-cta__bg elementor-bg lazyload\" style=\"background-image:inherit;\" role=\"img\" aria-label=\"fabric-opt\" data-bg-image=\"url(https:\/\/bluetab.org\/wp-content\/uploads\/2020\/10\/fabric-opt.jpg)\"><\/div>\n\t\t\t\t<div class=\"elementor-cta__bg-overlay\"><\/div>\n\t\t\t<\/div>\n\t\t\t\t\t\t\t<div class=\"elementor-cta__content\">\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<h5 class=\"elementor-cta__title elementor-cta__content-item elementor-content-item elementor-animated-item--grow\">\n\t\t\t\t\t\tDATA FABRIC\t\t\t\t\t<\/h5>\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-33 elementor-inner-column elementor-element elementor-element-ddc996d\" data-id=\"ddc996d\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-1d384cf elementor-cta--skin-cover elementor-cta--valign-middle elementor-animated-content elementor-bg-transform elementor-bg-transform-zoom-in elementor-widget elementor-widget-call-to-action\" data-id=\"1d384cf\" data-element_type=\"widget\" data-widget_type=\"call-to-action.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<a class=\"elementor-cta\" href=\"\/es\/soluciones\/augmented-analytics\/\">\n\t\t\t\t\t<div class=\"elementor-cta__bg-wrapper\">\n\t\t\t\t<div class=\"elementor-cta__bg elementor-bg lazyload\" style=\"background-image:inherit;\" role=\"img\" aria-label=\"AUGMENTED-ANALYTICS-opt\" data-bg-image=\"url(https:\/\/bluetab.org\/wp-content\/uploads\/2020\/10\/AUGMENTED-ANALYTICS-opt.jpg)\"><\/div>\n\t\t\t\t<div class=\"elementor-cta__bg-overlay\"><\/div>\n\t\t\t<\/div>\n\t\t\t\t\t\t\t<div class=\"elementor-cta__content\">\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<h5 class=\"elementor-cta__title elementor-cta__content-item elementor-content-item elementor-animated-item--grow\">\n\t\t\t\t\t\tAUGMENTED ANALYTICS\t\t\t\t\t<\/h5>\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-f61bae8\" data-id=\"f61bae8\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-f3fe106 elementor-widget elementor-widget-text-editor\" data-id=\"f3fe106\" 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\tYou may be interested in\n\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>Rub\u00e9n Villa Big Data &#038; Cloud Architect Jon Garaialde Cloud Data Solutions Engineer\/Architect Alfonso Jerez Analytics Engineer | GCP | AWS | Python Dev | Azure | Databricks | Spark Alberto Ja\u00e9n Cloud Engineer | 3x AWS Certified | 2x HashiCorp Certified | GitHub: ajaen4 This article is the second in a two-part series aimed [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":17824,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"elementor_header_footer","format":"standard","meta":{"inline_featured_image":false,"_uag_custom_page_level_css":"","_genesis_hide_title":false,"_genesis_hide_breadcrumbs":false,"_genesis_hide_singular_image":false,"_genesis_hide_footer_widgets":false,"_genesis_custom_body_class":"","_genesis_custom_post_class":"","_genesis_layout":"content-sidebar","footnotes":""},"categories":[19,668,633],"tags":[],"class_list":{"0":"post-17804","1":"post","2":"type-post","3":"status-publish","4":"format-standard","5":"has-post-thumbnail","7":"category-blog","8":"category-practices-en","9":"category-tech-en","10":"entry"},"uagb_featured_image_src":{"full":["https:\/\/bluetab.es\/wp-content\/uploads\/2024\/03\/2.png",1200,600,false],"thumbnail":["https:\/\/bluetab.es\/wp-content\/uploads\/2024\/03\/2-150x150.png",150,150,true],"medium":["https:\/\/bluetab.es\/wp-content\/uploads\/2024\/03\/2-300x150.png",300,150,true],"medium_large":["https:\/\/bluetab.es\/wp-content\/uploads\/2024\/03\/2-768x384.png",768,384,true],"large":["https:\/\/bluetab.es\/wp-content\/uploads\/2024\/03\/2-1024x512.png",1024,512,true],"1536x1536":["https:\/\/bluetab.es\/wp-content\/uploads\/2024\/03\/2.png",1200,600,false],"2048x2048":["https:\/\/bluetab.es\/wp-content\/uploads\/2024\/03\/2.png",1200,600,false],"sidebar-featured":["https:\/\/bluetab.es\/wp-content\/uploads\/2024\/03\/2-75x75.png",75,75,true],"genesis-singular-images":["https:\/\/bluetab.es\/wp-content\/uploads\/2024\/03\/2-702x526.png",702,526,true]},"uagb_author_info":{"display_name":"Bluetab","author_link":"https:\/\/bluetab.es\/en\/author\/user\/"},"uagb_comment_info":0,"uagb_excerpt":"Rub\u00e9n Villa Big Data &#038; Cloud Architect Jon Garaialde Cloud Data Solutions Engineer\/Architect Alfonso Jerez Analytics Engineer | GCP | AWS | Python Dev | Azure | Databricks | Spark Alberto Ja\u00e9n Cloud Engineer | 3x AWS Certified | 2x HashiCorp Certified | GitHub: ajaen4 This article is the second in a two-part series aimed&hellip;","_links":{"self":[{"href":"https:\/\/bluetab.es\/en\/wp-json\/wp\/v2\/posts\/17804","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/bluetab.es\/en\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/bluetab.es\/en\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/bluetab.es\/en\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/bluetab.es\/en\/wp-json\/wp\/v2\/comments?post=17804"}],"version-history":[{"count":11,"href":"https:\/\/bluetab.es\/en\/wp-json\/wp\/v2\/posts\/17804\/revisions"}],"predecessor-version":[{"id":18126,"href":"https:\/\/bluetab.es\/en\/wp-json\/wp\/v2\/posts\/17804\/revisions\/18126"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/bluetab.es\/en\/wp-json\/wp\/v2\/media\/17824"}],"wp:attachment":[{"href":"https:\/\/bluetab.es\/en\/wp-json\/wp\/v2\/media?parent=17804"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/bluetab.es\/en\/wp-json\/wp\/v2\/categories?post=17804"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/bluetab.es\/en\/wp-json\/wp\/v2\/tags?post=17804"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}