{"id":32242,"date":"2022-08-22T18:12:00","date_gmt":"2022-08-22T12:42:00","guid":{"rendered":"http:\/\/ismiletechnologies.com\/?p=32242"},"modified":"2022-08-23T19:41:21","modified_gmt":"2022-08-23T14:11:21","slug":"data-platform-on-aws","status":"publish","type":"post","link":"https:\/\/ismiletechnologies.com\/en_us\/data-science\/data-platform-on-aws\/","title":{"rendered":"Data Platform on AWS"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"32242\" class=\"elementor elementor-32242\" data-elementor-post-type=\"post\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-dd449fb elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"dd449fb\" data-element_type=\"section\" data-e-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-5688f77\" data-id=\"5688f77\" data-element_type=\"column\" data-e-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-03a9168 elementor-widget elementor-widget-text-editor\" data-id=\"03a9168\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>Data volumes keep increasing at an unprecedented rate, exploding from terabytes to petabytes and sometimes something larger. Scalability and price make it complex for traditional on-premises data analytics approaches to handle these data volumes.\u00a0\u00a0<\/p>\n<p>As a result, most companies take all their data from various silos and aggregate it in a specified location before performing analytics and ML directly on top of that data. Our data Platform is designed to remix this process in a simplified manner, thereby reducing costs and transferring the traditional on-premises resources to the cloud in a manner that gives our customers an advantage with the following resulting attributes;\u00a0\u00a0<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-641da32 elementor-widget elementor-widget-text-editor\" data-id=\"641da32\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<ul>\n<li data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"9\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559684&quot;:-2,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" aria-setsize=\"-1\" data-aria-posinset=\"1\" data-aria-level=\"1\">Reduce data silos to the barest minimum.\u00a0\u00a0<\/li>\n<li data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"9\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559684&quot;:-2,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" aria-setsize=\"-1\" data-aria-posinset=\"2\" data-aria-level=\"1\">Build a personified customer view.<\/li>\n<li data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"9\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559684&quot;:-2,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" aria-setsize=\"-1\" data-aria-posinset=\"2\" data-aria-level=\"1\">Design your tech architecture and, \u00a0<\/li>\n<li data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"9\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559684&quot;:-2,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" aria-setsize=\"-1\" data-aria-posinset=\"2\" data-aria-level=\"1\">Improve one platform for privacy.\u00a0<\/li>\n<\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1155f69 elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"1155f69\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-5e2c034 elementor-widget elementor-widget-heading\" data-id=\"5e2c034\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">DATA PLATFORM COMPONENTS<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ada47ca elementor-widget elementor-widget-text-editor\" data-id=\"ada47ca\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>With amazing components to help simplify the process of data engineering to the last phase, which is visualization, we simplify the process of data engineering, thereby giving you more for little with the following components and attributes as illustrated in the image below:<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-9055540 elementor-widget elementor-widget-image\" data-id=\"9055540\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img fetchpriority=\"high\" decoding=\"async\" width=\"1600\" height=\"818\" src=\"https:\/\/ismiletechnologies.com\/wp-content\/uploads\/2022\/08\/image-39.png\" class=\"attachment-full size-full wp-image-32254\" alt=\"\" srcset=\"https:\/\/ismiletechnologies.com\/wp-content\/uploads\/2022\/08\/image-39.png 1600w, https:\/\/ismiletechnologies.com\/wp-content\/uploads\/2022\/08\/image-39-300x153.png 300w, https:\/\/ismiletechnologies.com\/wp-content\/uploads\/2022\/08\/image-39-1024x524.png 1024w, https:\/\/ismiletechnologies.com\/wp-content\/uploads\/2022\/08\/image-39-768x393.png 768w, https:\/\/ismiletechnologies.com\/wp-content\/uploads\/2022\/08\/image-39-1536x785.png 1536w\" sizes=\"(max-width: 1600px) 100vw, 1600px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-bc76922 elementor-widget elementor-widget-heading\" data-id=\"bc76922\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">A. Data Ingestion<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-32cdfba elementor-widget elementor-widget-text-editor\" data-id=\"32cdfba\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>The data lake does the work of providing a bucket for storing, extracting, and loading the data for utilization using scripts to transform. The following are the steps to build a glue resource for data ingestion:\u00a0\u00a0<\/p>\n<p><span style=\"color: #000000;\">1. <\/span><span style=\"text-decoration: underline;\"><span style=\"color: #000000; text-decoration: underline;\">State your provider<\/span><\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-08ad635 elementor-widget elementor-widget-image\" data-id=\"08ad635\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"349\" height=\"62\" src=\"https:\/\/ismiletechnologies.com\/wp-content\/uploads\/2022\/08\/image-29.png\" class=\"attachment-full size-full wp-image-32244\" alt=\"\" srcset=\"https:\/\/ismiletechnologies.com\/wp-content\/uploads\/2022\/08\/image-29.png 349w, https:\/\/ismiletechnologies.com\/wp-content\/uploads\/2022\/08\/image-29-300x53.png 300w\" sizes=\"(max-width: 349px) 100vw, 349px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-53dee71 elementor-widget elementor-widget-text-editor\" data-id=\"53dee71\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"color: #000000;\">2.<\/span> <span style=\"text-decoration: underline;\"><span style=\"color: #000000; text-decoration: underline;\">Create policies for the bucket to be able to perform the required tasks<\/span><\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-dd24624 elementor-widget elementor-widget-image\" data-id=\"dd24624\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"546\" height=\"317\" src=\"https:\/\/ismiletechnologies.com\/wp-content\/uploads\/2022\/08\/image-30.png\" class=\"attachment-full size-full wp-image-32245\" alt=\"\" srcset=\"https:\/\/ismiletechnologies.com\/wp-content\/uploads\/2022\/08\/image-30.png 546w, https:\/\/ismiletechnologies.com\/wp-content\/uploads\/2022\/08\/image-30-300x174.png 300w\" sizes=\"(max-width: 546px) 100vw, 546px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-e1db70f elementor-widget elementor-widget-text-editor\" data-id=\"e1db70f\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"color: #000000;\">3.<\/span> <span style=\"text-decoration: underline;\"><span style=\"color: #000000; text-decoration: underline;\">Build a bucket for storing data in CSV format<\/span><\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-e25b6c3 elementor-widget elementor-widget-image\" data-id=\"e25b6c3\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"982\" height=\"266\" src=\"https:\/\/ismiletechnologies.com\/wp-content\/uploads\/2022\/08\/image-36.png\" class=\"attachment-full size-full wp-image-32251\" alt=\"\" srcset=\"https:\/\/ismiletechnologies.com\/wp-content\/uploads\/2022\/08\/image-36.png 982w, https:\/\/ismiletechnologies.com\/wp-content\/uploads\/2022\/08\/image-36-300x81.png 300w, https:\/\/ismiletechnologies.com\/wp-content\/uploads\/2022\/08\/image-36-768x208.png 768w\" sizes=\"(max-width: 982px) 100vw, 982px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-a4b5026 elementor-widget elementor-widget-text-editor\" data-id=\"a4b5026\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p><span lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span style=\"color: #000000;\">4.<\/span> <span style=\"text-decoration: underline;\"><span style=\"color: #000000; text-decoration: underline;\">Build a Glue Crawler:<\/span><\/span> A crawler can crawl multiple data stores in a single run. Upon completion, the crawler creates or updates one or more tables in your Data Catalog with the path to the bucket you created.<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d293eb9 elementor-widget elementor-widget-image\" data-id=\"d293eb9\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"594\" height=\"537\" src=\"https:\/\/ismiletechnologies.com\/wp-content\/uploads\/2022\/08\/image-32.png\" class=\"attachment-full size-full wp-image-32247\" alt=\"\" srcset=\"https:\/\/ismiletechnologies.com\/wp-content\/uploads\/2022\/08\/image-32.png 594w, https:\/\/ismiletechnologies.com\/wp-content\/uploads\/2022\/08\/image-32-300x271.png 300w\" sizes=\"(max-width: 594px) 100vw, 594px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-334cd4b elementor-widget elementor-widget-text-editor\" data-id=\"334cd4b\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"color: #000000;\">5. <span style=\"text-decoration: underline;\">Build an ETL job<\/span><\/span> with scripts to Extract the data, Load the data and extract the data into a warehouse for analyzing.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-cda5a38 elementor-widget elementor-widget-image\" data-id=\"cda5a38\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"364\" height=\"175\" src=\"https:\/\/ismiletechnologies.com\/wp-content\/uploads\/2022\/08\/image-31.png\" class=\"attachment-full size-full wp-image-32246\" alt=\"\" srcset=\"https:\/\/ismiletechnologies.com\/wp-content\/uploads\/2022\/08\/image-31.png 364w, https:\/\/ismiletechnologies.com\/wp-content\/uploads\/2022\/08\/image-31-300x144.png 300w\" sizes=\"(max-width: 364px) 100vw, 364px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2882435 elementor-widget elementor-widget-text-editor\" data-id=\"2882435\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"color: #000000;\">6. <span style=\"text-decoration: underline;\">Build a Crawler classifier<\/span><\/span> to define metadata tables.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3ec764f elementor-widget elementor-widget-image\" data-id=\"3ec764f\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"507\" height=\"363\" src=\"https:\/\/ismiletechnologies.com\/wp-content\/uploads\/2022\/08\/image-34.png\" class=\"attachment-full size-full wp-image-32249\" alt=\"\" srcset=\"https:\/\/ismiletechnologies.com\/wp-content\/uploads\/2022\/08\/image-34.png 507w, https:\/\/ismiletechnologies.com\/wp-content\/uploads\/2022\/08\/image-34-300x215.png 300w\" sizes=\"(max-width: 507px) 100vw, 507px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-db28212 elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"db28212\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-6df9cd5 elementor-widget elementor-widget-heading\" data-id=\"6df9cd5\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">B. Data Warehousing<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-fdc5d57 elementor-widget elementor-widget-text-editor\" data-id=\"fdc5d57\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p><span data-contrast=\"none\">A data warehouse is a central repository of information that can be analyzed to make more informed decisions. Data flows into a data warehouse from transactional systems, relational databases, and other sources, typically on a regular cadence.\u00a0<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559685&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"none\">The following are steps taken to build Amazon Redshift resources for Data Warehousing\u00a0<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559685&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">\u00a0<\/span><\/p>\n<p><span style=\"color: #000000;\" data-contrast=\"none\">1. <span style=\"text-decoration: underline;\">Build a resource stating the role of Redshift<\/span><\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-b6a6999 elementor-widget elementor-widget-image\" data-id=\"b6a6999\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"561\" height=\"454\" src=\"https:\/\/ismiletechnologies.com\/wp-content\/uploads\/2022\/08\/image-45.png\" class=\"attachment-full size-full wp-image-32260\" alt=\"\" srcset=\"https:\/\/ismiletechnologies.com\/wp-content\/uploads\/2022\/08\/image-45.png 561w, https:\/\/ismiletechnologies.com\/wp-content\/uploads\/2022\/08\/image-45-300x243.png 300w\" sizes=\"(max-width: 561px) 100vw, 561px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4ca0a38 elementor-widget elementor-widget-text-editor\" data-id=\"4ca0a38\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"color: #000000;\">2. <span style=\"text-decoration: underline;\">Build a Redshift cluster<\/span><\/span> resource to provide the warehouse ability to query large volumes of data at speed and scale linearly to cater for data growth.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-70f5083 elementor-widget elementor-widget-image\" data-id=\"70f5083\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"372\" height=\"185\" src=\"https:\/\/ismiletechnologies.com\/wp-content\/uploads\/2022\/08\/image-40.png\" class=\"attachment-full size-full wp-image-32255\" alt=\"\" srcset=\"https:\/\/ismiletechnologies.com\/wp-content\/uploads\/2022\/08\/image-40.png 372w, https:\/\/ismiletechnologies.com\/wp-content\/uploads\/2022\/08\/image-40-300x149.png 300w\" sizes=\"(max-width: 372px) 100vw, 372px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-9168f50 elementor-widget elementor-widget-text-editor\" data-id=\"9168f50\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"color: #000000;\">3.<\/span> <span style=\"text-decoration: underline;\"><span style=\"color: #000000; text-decoration: underline;\">Attach a security group<\/span><\/span> to the warehouse thereby providing some level of security to the transformed data.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-204e9c9 elementor-widget elementor-widget-image\" data-id=\"204e9c9\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"433\" height=\"451\" src=\"https:\/\/ismiletechnologies.com\/wp-content\/uploads\/2022\/08\/image-35.png\" class=\"attachment-full size-full wp-image-32250\" alt=\"\" srcset=\"https:\/\/ismiletechnologies.com\/wp-content\/uploads\/2022\/08\/image-35.png 433w, https:\/\/ismiletechnologies.com\/wp-content\/uploads\/2022\/08\/image-35-288x300.png 288w\" sizes=\"(max-width: 433px) 100vw, 433px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4c66c05 elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"4c66c05\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-b2671ad elementor-widget elementor-widget-heading\" data-id=\"b2671ad\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">C. Data Modelling<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-238424e elementor-widget elementor-widget-text-editor\" data-id=\"238424e\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>Data modeling creates a visual representation of either a whole information system or parts to communicate connections between data points and structures. The goal is to illustrate the types of data used and stored within the system, the relationships among them, how the data can be grouped and organized, and its formats and attributes.\u00a0\u00a0<\/p>\n<p>After storing, extracting, loading, transforming, and storing our data, there is a need to model for the final consumer to have a pictorial glimpse of every process the project underwent. As such, AWS Athena and Quicksight resources need to be built to perform these operations using the steps below:\u00a0\u00a0<\/p>\n<p><span style=\"color: #000000;\">1. <span style=\"text-decoration: underline;\">Create a bucket<\/span><\/span> to store and another bucket with access to be able to get built resources from others\u00a0<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-a851b1a elementor-widget elementor-widget-image\" data-id=\"a851b1a\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"648\" height=\"370\" src=\"https:\/\/ismiletechnologies.com\/wp-content\/uploads\/2022\/08\/image-33.png\" class=\"attachment-full size-full wp-image-32248\" alt=\"\" srcset=\"https:\/\/ismiletechnologies.com\/wp-content\/uploads\/2022\/08\/image-33.png 648w, https:\/\/ismiletechnologies.com\/wp-content\/uploads\/2022\/08\/image-33-300x171.png 300w\" sizes=\"(max-width: 648px) 100vw, 648px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-09896cf elementor-widget elementor-widget-text-editor\" data-id=\"09896cf\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"color: #000000;\">2. <\/span><span lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span style=\"text-decoration: underline;\"><span style=\"color: #000000; text-decoration: underline;\">Create a Policy<\/span><\/span> to cater for bucket-sharing<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-11d1cc8 elementor-widget elementor-widget-image\" data-id=\"11d1cc8\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"619\" height=\"398\" src=\"https:\/\/ismiletechnologies.com\/wp-content\/uploads\/2022\/08\/image-46.png\" class=\"attachment-full size-full wp-image-32261\" alt=\"\" srcset=\"https:\/\/ismiletechnologies.com\/wp-content\/uploads\/2022\/08\/image-46.png 619w, https:\/\/ismiletechnologies.com\/wp-content\/uploads\/2022\/08\/image-46-300x193.png 300w\" sizes=\"(max-width: 619px) 100vw, 619px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-8077936 elementor-widget elementor-widget-text-editor\" data-id=\"8077936\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"color: #000000;\">3. <span style=\"text-decoration: underline;\">Create an Athena data catalog<\/span><\/span> with the necessary policies to make it run.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-40cc5a3 elementor-widget elementor-widget-image\" data-id=\"40cc5a3\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"432\" height=\"200\" src=\"https:\/\/ismiletechnologies.com\/wp-content\/uploads\/2022\/08\/image-47.png\" class=\"attachment-full size-full wp-image-32262\" alt=\"\" srcset=\"https:\/\/ismiletechnologies.com\/wp-content\/uploads\/2022\/08\/image-47.png 432w, https:\/\/ismiletechnologies.com\/wp-content\/uploads\/2022\/08\/image-47-300x139.png 300w\" sizes=\"(max-width: 432px) 100vw, 432px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-23e8861 elementor-widget elementor-widget-image\" data-id=\"23e8861\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"435\" height=\"275\" src=\"https:\/\/ismiletechnologies.com\/wp-content\/uploads\/2022\/08\/image-37.png\" class=\"attachment-full size-full wp-image-32252\" alt=\"\" srcset=\"https:\/\/ismiletechnologies.com\/wp-content\/uploads\/2022\/08\/image-37.png 435w, https:\/\/ismiletechnologies.com\/wp-content\/uploads\/2022\/08\/image-37-300x190.png 300w\" sizes=\"(max-width: 435px) 100vw, 435px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1851fb4 elementor-widget elementor-widget-text-editor\" data-id=\"1851fb4\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"color: #000000;\">4. <span style=\"text-decoration: underline;\">Create an Athena workgroup<\/span><\/span> to show the history of queries and link them to quick sight.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-f3d0586 elementor-widget elementor-widget-image\" data-id=\"f3d0586\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"567\" height=\"308\" src=\"https:\/\/ismiletechnologies.com\/wp-content\/uploads\/2022\/08\/image-48.png\" class=\"attachment-full size-full wp-image-32263\" alt=\"\" srcset=\"https:\/\/ismiletechnologies.com\/wp-content\/uploads\/2022\/08\/image-48.png 567w, https:\/\/ismiletechnologies.com\/wp-content\/uploads\/2022\/08\/image-48-300x163.png 300w\" sizes=\"(max-width: 567px) 100vw, 567px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-54e8722 elementor-widget elementor-widget-text-editor\" data-id=\"54e8722\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"color: #000000;\">5. <span style=\"text-decoration: underline;\">Create a database structure<\/span><\/span> to query your transformed resource.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-90e072b elementor-widget elementor-widget-image\" data-id=\"90e072b\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"626\" height=\"257\" src=\"https:\/\/ismiletechnologies.com\/wp-content\/uploads\/2022\/08\/image-42.png\" class=\"attachment-full size-full wp-image-32257\" alt=\"\" srcset=\"https:\/\/ismiletechnologies.com\/wp-content\/uploads\/2022\/08\/image-42.png 626w, https:\/\/ismiletechnologies.com\/wp-content\/uploads\/2022\/08\/image-42-300x123.png 300w\" sizes=\"(max-width: 626px) 100vw, 626px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1d47a7a elementor-widget elementor-widget-text-editor\" data-id=\"1d47a7a\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"color: #000000;\">6. <span style=\"text-decoration: underline;\">Create a Quicksight role<\/span><\/span> to direct the user to visualization of your data.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-b404289 elementor-widget elementor-widget-image\" data-id=\"b404289\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"640\" height=\"539\" src=\"https:\/\/ismiletechnologies.com\/wp-content\/uploads\/2022\/08\/image-43.png\" class=\"attachment-full size-full wp-image-32258\" alt=\"\" srcset=\"https:\/\/ismiletechnologies.com\/wp-content\/uploads\/2022\/08\/image-43.png 640w, https:\/\/ismiletechnologies.com\/wp-content\/uploads\/2022\/08\/image-43-300x253.png 300w\" sizes=\"(max-width: 640px) 100vw, 640px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-534540f elementor-widget elementor-widget-text-editor\" data-id=\"534540f\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"color: #000000;\">7. <span style=\"text-decoration: underline;\">Create a Quicksight user<\/span><\/span> with the necessary permissions.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-8ea4176 elementor-widget elementor-widget-image\" data-id=\"8ea4176\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"654\" height=\"580\" src=\"https:\/\/ismiletechnologies.com\/wp-content\/uploads\/2022\/08\/image-41.png\" class=\"attachment-full size-full wp-image-32256\" alt=\"\" srcset=\"https:\/\/ismiletechnologies.com\/wp-content\/uploads\/2022\/08\/image-41.png 654w, https:\/\/ismiletechnologies.com\/wp-content\/uploads\/2022\/08\/image-41-300x266.png 300w\" sizes=\"(max-width: 654px) 100vw, 654px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-a5d1370 elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"a5d1370\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7c5ec9c elementor-widget elementor-widget-heading\" data-id=\"7c5ec9c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Staging the Resources<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-5d9353a elementor-widget elementor-widget-text-editor\" data-id=\"5d9353a\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"color: #000000;\">1. <span style=\"text-decoration: underline;\">Initializing the resources:<\/span>\u00a0 <\/span>This entails staging the resources to be built on the cloud by initializing them and getting them prepared to be deployed. This process checks for every dependency required and confirms if they are deployable.\u00a0<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c536017 elementor-widget elementor-widget-image\" data-id=\"c536017\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"697\" height=\"351\" src=\"https:\/\/ismiletechnologies.com\/wp-content\/uploads\/2022\/08\/image-44.png\" class=\"attachment-full size-full wp-image-32259\" alt=\"\" srcset=\"https:\/\/ismiletechnologies.com\/wp-content\/uploads\/2022\/08\/image-44.png 697w, https:\/\/ismiletechnologies.com\/wp-content\/uploads\/2022\/08\/image-44-300x151.png 300w\" sizes=\"(max-width: 697px) 100vw, 697px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-6d70931 elementor-widget elementor-widget-text-editor\" data-id=\"6d70931\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"color: #000000;\">2. <span style=\"text-decoration: underline;\">Planning the Resources:<\/span><\/span>\u00a0 To deploy infrastructure in aws, there has to be a structure stating what infrastructure is in aws, there has to be a structure stating what is to be deployed, and several dependencies and rules are needed. A pictorial review is found below.\u00a0<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-f3b115d elementor-widget elementor-widget-image\" data-id=\"f3b115d\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"841\" height=\"249\" src=\"https:\/\/ismiletechnologies.com\/wp-content\/uploads\/2022\/08\/image-38.png\" class=\"attachment-full size-full wp-image-32253\" alt=\"\" srcset=\"https:\/\/ismiletechnologies.com\/wp-content\/uploads\/2022\/08\/image-38.png 841w, https:\/\/ismiletechnologies.com\/wp-content\/uploads\/2022\/08\/image-38-300x89.png 300w, https:\/\/ismiletechnologies.com\/wp-content\/uploads\/2022\/08\/image-38-768x227.png 768w\" sizes=\"(max-width: 841px) 100vw, 841px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d17c009 elementor-widget elementor-widget-heading\" data-id=\"d17c009\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Conclusion\u00a0<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ee59635 elementor-widget elementor-widget-text-editor\" data-id=\"ee59635\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>With growing data analytics needs, your business may be able to benefit from the offerings AWS has in the world of data platforms. Between higher performance, lower cost, and more flexibility, there is a multitude of ways you stand to benefit from implementing our data platform solution. For more information, <span style=\"color: #14a49c;\"><a style=\"color: #14a49c;\" href=\"http:\/\/ismiletechnologies.com\/request-a-consultation\/\">Get Your Free Consultation<\/a><\/span>.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-71fcb12 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"71fcb12\" data-element_type=\"section\" data-e-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-fa65395\" data-id=\"fa65395\" data-element_type=\"column\" data-e-type=\"column\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\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-3554e60 elementor-widget elementor-widget-spacer\" data-id=\"3554e60\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"spacer.default\">\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\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-28369bc\" data-id=\"28369bc\" data-element_type=\"column\" data-e-type=\"column\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\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-627092f elementor-widget elementor-widget-heading\" data-id=\"627092f\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Cloud Engineer<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-52a5be3 elementor-widget elementor-widget-heading\" data-id=\"52a5be3\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Gabriel Chutuape<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-6a785cb elementor-widget elementor-widget-text-editor\" data-id=\"6a785cb\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>A technology enthusiast passionate about automation, Gabriel Chutuape is a Cloud Engineer at ISmile Technologies. He\u2019s part of the ISmile Technologies Cloud enablement team that help customers to design\/solution\/project engineering, integrating and implementing infrastructure technologies &amp; services.<\/p>\t\t\t\t\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-05a1ddc elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"05a1ddc\" data-element_type=\"section\" data-e-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-ea1fa0c\" data-id=\"ea1fa0c\" data-element_type=\"column\" data-e-type=\"column\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\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-e1978c1 elementor-widget elementor-widget-spacer\" data-id=\"e1978c1\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"spacer.default\">\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\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-92c45d3\" data-id=\"92c45d3\" data-element_type=\"column\" data-e-type=\"column\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\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-f116b90 elementor-widget elementor-widget-heading\" data-id=\"f116b90\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">CLOUD ENGINEER INTERN<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-bbd49fb elementor-widget elementor-widget-heading\" data-id=\"bbd49fb\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Boriowo Moses<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d83cf52 elementor-widget elementor-widget-text-editor\" data-id=\"d83cf52\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>Moses is a Tech Enthusiast, with demonstrated exposure of working in Information Technology and with the Telecommunications industry. His skills are centered in ensuring timely, safe and secured solution efficiencies among businesses.<\/p>\t\t\t\t\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<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>Data volumes keep increasing at an unprecedented rate, exploding from terabytes to petabytes and sometimes something larger. Scalability and price make it complex for traditional on-premises data analytics approaches to handle these data volumes.\u00a0\u00a0 As a result, most companies take all their data from various silos and aggregate it in a specified location before performing [&hellip;]<\/p>\n","protected":false},"author":3,"featured_media":32275,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[74],"tags":[],"class_list":["post-32242","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-data-science"],"_links":{"self":[{"href":"https:\/\/ismiletechnologies.com\/en_us\/wp-json\/wp\/v2\/posts\/32242","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/ismiletechnologies.com\/en_us\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/ismiletechnologies.com\/en_us\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/ismiletechnologies.com\/en_us\/wp-json\/wp\/v2\/users\/3"}],"replies":[{"embeddable":true,"href":"https:\/\/ismiletechnologies.com\/en_us\/wp-json\/wp\/v2\/comments?post=32242"}],"version-history":[{"count":18,"href":"https:\/\/ismiletechnologies.com\/en_us\/wp-json\/wp\/v2\/posts\/32242\/revisions"}],"predecessor-version":[{"id":32339,"href":"https:\/\/ismiletechnologies.com\/en_us\/wp-json\/wp\/v2\/posts\/32242\/revisions\/32339"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/ismiletechnologies.com\/en_us\/wp-json\/wp\/v2\/media\/32275"}],"wp:attachment":[{"href":"https:\/\/ismiletechnologies.com\/en_us\/wp-json\/wp\/v2\/media?parent=32242"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/ismiletechnologies.com\/en_us\/wp-json\/wp\/v2\/categories?post=32242"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/ismiletechnologies.com\/en_us\/wp-json\/wp\/v2\/tags?post=32242"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}