{"id":193566,"date":"2025-03-12T06:30:00","date_gmt":"2025-03-12T05:30:00","guid":{"rendered":"https:\/\/datascientest.com\/en\/?p=193566"},"modified":"2025-03-05T16:52:47","modified_gmt":"2025-03-05T15:52:47","slug":"all-about-circleci","status":"publish","type":"post","link":"https:\/\/datascientest.com\/en\/all-about-circleci","title":{"rendered":"What is CircleCI?"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"193566\" class=\"elementor elementor-193566\" data-elementor-post-type=\"post\">\n\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-2f4eb13 e-flex e-con-boxed e-con\" data-id=\"2f4eb13\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;boxed&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-a771aef elementor-widget elementor-widget-text-editor\" data-id=\"a771aef\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<style>\/*! elementor - v3.15.0 - 02-08-2023 *\/\n.elementor-widget-text-editor.elementor-drop-cap-view-stacked .elementor-drop-cap{background-color:#69727d;color:#fff}.elementor-widget-text-editor.elementor-drop-cap-view-framed .elementor-drop-cap{color:#69727d;border:3px solid;background-color:transparent}.elementor-widget-text-editor:not(.elementor-drop-cap-view-default) .elementor-drop-cap{margin-top:8px}.elementor-widget-text-editor:not(.elementor-drop-cap-view-default) .elementor-drop-cap-letter{width:1em;height:1em}.elementor-widget-text-editor .elementor-drop-cap{float:left;text-align:center;line-height:1;font-size:50px}.elementor-widget-text-editor .elementor-drop-cap-letter{display:inline-block}<\/style>\t\t\t\t<p><b>CircleCI is a platform for continuous integration and continuous deployment (CI\/CD). Established in 2011 and valued at $1.7 billion in 2021, it stands as one of the most favored CI\/CD platforms globally.<\/b><\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-abd710b elementor-widget elementor-widget-text-editor\" data-id=\"abd710b\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">CircleCI empowers developers to build, test, and deploy their code swiftly and reliably. Today, the company supports thousands of organizations around the world, from startups to major corporations, providing the flexibility and power needed for any project type.<\/span><\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-ef26bdb e-flex e-con-boxed e-con\" data-id=\"ef26bdb\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;,&quot;content_width&quot;:&quot;boxed&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-e20f7ed elementor-widget elementor-widget-heading\" data-id=\"e20f7ed\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<style>\/*! elementor - v3.15.0 - 02-08-2023 *\/\n.elementor-heading-title{padding:0;margin:0;line-height:1}.elementor-widget-heading .elementor-heading-title[class*=elementor-size-]>a{color:inherit;font-size:inherit;line-height:inherit}.elementor-widget-heading .elementor-heading-title.elementor-size-small{font-size:15px}.elementor-widget-heading .elementor-heading-title.elementor-size-medium{font-size:19px}.elementor-widget-heading .elementor-heading-title.elementor-size-large{font-size:29px}.elementor-widget-heading .elementor-heading-title.elementor-size-xl{font-size:39px}.elementor-widget-heading .elementor-heading-title.elementor-size-xxl{font-size:59px}<\/style><h3 class=\"elementor-heading-title elementor-size-default\">But what exactly is CI\/CD?<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-008fa1c e-flex e-con-boxed e-con\" data-id=\"008fa1c\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;,&quot;content_width&quot;:&quot;boxed&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-fd0991f e-con-full e-flex e-con\" data-id=\"fd0991f\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-fa67920 elementor-widget elementor-widget-image\" data-id=\"fa67920\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<style>\/*! elementor - v3.15.0 - 02-08-2023 *\/\n.elementor-widget-image{text-align:center}.elementor-widget-image a{display:inline-block}.elementor-widget-image a img[src$=\".svg\"]{width:48px}.elementor-widget-image img{vertical-align:middle;display:inline-block}<\/style>\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"512\" height=\"512\" src=\"https:\/\/datascientest.com\/en\/files\/2025\/02\/image3-1.webp\" class=\"attachment-large size-large wp-image-193569\" alt=\"\" srcset=\"https:\/\/datascientest.com\/en\/files\/2025\/02\/image3-1.webp 512w, https:\/\/datascientest.com\/en\/files\/2025\/02\/image3-1-300x300.webp 300w, https:\/\/datascientest.com\/en\/files\/2025\/02\/image3-1-150x150.webp 150w\" sizes=\"(max-width: 512px) 100vw, 512px\" \/>\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>\n\t\t<div class=\"elementor-element elementor-element-e4fa43c e-con-full e-flex e-con\" data-id=\"e4fa43c\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-219ba67 elementor-widget elementor-widget-text-editor\" data-id=\"219ba67\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p><a href=\"https:\/\/datascientest.com\/en\/all-about-ci-cd\"><span style=\"font-weight: 400;\">CI\/CD<\/span><\/a><span style=\"font-weight: 400;\">, or &#8220;<\/span><b>Continuous Integration \/ Continuous Delivery<\/b><span style=\"font-weight: 400;\">&#8220;, is a development methodology focusing on automating the steps within an application&#8217;s lifecycle. It aims to decrease human errors, speed up delivery times, and enhance application quality.<\/span><\/p><ul><li style=\"font-weight: 400;\" aria-level=\"1\"><b>Continuous Integration (CI)<\/b><span style=\"font-weight: 400;\"> involves regularly incorporating code written by various team members into a central repository. Each modification is automatically tested to ensure it doesn&#8217;t introduce bugs or compatibility issues.<\/span><\/li><li><b>Continuous Deployment (CD)<\/b><span style=\"font-weight: 400;\"> automates the delivery of validated code without requiring manual intervention.<\/span><\/li><\/ul>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-89dd495 e-flex e-con-boxed e-con\" data-id=\"89dd495\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;boxed&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-62709f9 elementor-align-center button-principal elementor-widget elementor-widget-button\" data-id=\"62709f9\" data-element_type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"https:\/\/datascientest.com\/en\/data-courses\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t<span class=\"elementor-button-text\">More about CI\/CD<\/span>\n\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-b1ee43c e-flex e-con-boxed e-con\" data-id=\"b1ee43c\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;boxed&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-5ff82ac elementor-widget elementor-widget-heading\" data-id=\"5ff82ac\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Key Features<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-5235ba2 elementor-widget elementor-widget-text-editor\" data-id=\"5235ba2\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">CircleCI offers a comprehensive suite of tools and integrations aimed at automating, optimizing, and securing the development process while ensuring efficient continuous delivery.<\/span><\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-415bcae e-flex e-con-boxed e-con\" data-id=\"415bcae\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;boxed&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-d0fa720 e-con-full e-flex e-con\" data-id=\"d0fa720\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;,&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-601c75e elementor-widget elementor-widget-image\" data-id=\"601c75e\" 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\t\t\t<img decoding=\"async\" width=\"512\" height=\"512\" src=\"https:\/\/datascientest.com\/en\/files\/2025\/02\/image12.webp\" class=\"attachment-large size-large wp-image-193573\" alt=\"\" srcset=\"https:\/\/datascientest.com\/en\/files\/2025\/02\/image12.webp 512w, https:\/\/datascientest.com\/en\/files\/2025\/02\/image12-300x300.webp 300w, https:\/\/datascientest.com\/en\/files\/2025\/02\/image12-150x150.webp 150w\" sizes=\"(max-width: 512px) 100vw, 512px\" \/>\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>\n\t\t<div class=\"elementor-element elementor-element-f471c28 e-con-full e-flex e-con\" data-id=\"f471c28\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;,&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-495385b elementor-widget elementor-widget-heading\" data-id=\"495385b\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h4 class=\"elementor-heading-title elementor-size-default\"><font size=\"4\">Flexible Workflows<\/font><\/h4>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-d5a360d e-con-full e-flex e-con\" data-id=\"d5a360d\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;,&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-17c98f1 elementor-widget elementor-widget-text-editor\" data-id=\"17c98f1\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">Facilitates orchestration of complex pipelines with conditional dependencies, optimizing tests and deployments to save time.<\/span><\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-24c08e4 e-flex e-con-boxed e-con\" data-id=\"24c08e4\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;boxed&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-22bab24 e-con-full e-flex e-con\" data-id=\"22bab24\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;,&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-28d2665 elementor-widget elementor-widget-image\" data-id=\"28d2665\" 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\t\t\t<img decoding=\"async\" width=\"512\" height=\"512\" src=\"https:\/\/datascientest.com\/en\/files\/2025\/02\/image5-1.webp\" class=\"attachment-large size-large wp-image-193574\" alt=\"\" srcset=\"https:\/\/datascientest.com\/en\/files\/2025\/02\/image5-1.webp 512w, https:\/\/datascientest.com\/en\/files\/2025\/02\/image5-1-300x300.webp 300w, https:\/\/datascientest.com\/en\/files\/2025\/02\/image5-1-150x150.webp 150w\" sizes=\"(max-width: 512px) 100vw, 512px\" \/>\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>\n\t\t<div class=\"elementor-element elementor-element-6863e4c e-con-full e-flex e-con\" data-id=\"6863e4c\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;,&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-5757c42 elementor-widget elementor-widget-heading\" data-id=\"5757c42\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h4 class=\"elementor-heading-title elementor-size-default\"><font size=\"4\">Cloud Execution<\/font><\/h4>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-c0cbcdf e-con-full e-flex e-con\" data-id=\"c0cbcdf\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;,&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-acbc247 elementor-widget elementor-widget-text-editor\" data-id=\"acbc247\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">Delivers scalable cloud environments using <a href=\"https:\/\/datascientest.com\/en\/virtual-machine-definition-use-and-benefits\">virtual machines<\/a> or <\/span><a href=\"https:\/\/datascientest.com\/en\/docker-definition-and-tutorial\"><span style=\"font-weight: 400;\">Docker<\/span><\/a><span style=\"font-weight: 400;\">.<\/span><\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-92352a6 e-flex e-con-boxed e-con\" data-id=\"92352a6\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;boxed&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-db458ef e-con-full e-flex e-con\" data-id=\"db458ef\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;,&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-f0c9e97 elementor-widget elementor-widget-image\" data-id=\"f0c9e97\" 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\t\t\t<img decoding=\"async\" width=\"512\" height=\"512\" src=\"https:\/\/datascientest.com\/en\/files\/2025\/02\/image15.webp\" class=\"attachment-large size-large wp-image-193575\" alt=\"\" srcset=\"https:\/\/datascientest.com\/en\/files\/2025\/02\/image15.webp 512w, https:\/\/datascientest.com\/en\/files\/2025\/02\/image15-300x300.webp 300w, https:\/\/datascientest.com\/en\/files\/2025\/02\/image15-150x150.webp 150w\" sizes=\"(max-width: 512px) 100vw, 512px\" \/>\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>\n\t\t<div class=\"elementor-element elementor-element-22b7ea1 e-con-full e-flex e-con\" data-id=\"22b7ea1\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;,&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-08b033b elementor-widget elementor-widget-heading\" data-id=\"08b033b\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h4 class=\"elementor-heading-title elementor-size-default\"><font size=\"4\">Build Parallelization<\/font><\/h4>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-41e122d e-con-full e-flex e-con\" data-id=\"41e122d\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;,&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-167b90b elementor-widget elementor-widget-text-editor\" data-id=\"167b90b\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">Distributes tasks to hasten tests and builds, reducing processing time.<\/span><\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-4ffe31c e-flex e-con-boxed e-con\" data-id=\"4ffe31c\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;boxed&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-aef8b15 e-con-full e-flex e-con\" data-id=\"aef8b15\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;,&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-2f19219 elementor-widget elementor-widget-image\" data-id=\"2f19219\" 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\t\t\t<img decoding=\"async\" width=\"512\" height=\"512\" src=\"https:\/\/datascientest.com\/en\/files\/2025\/02\/image14.webp\" class=\"attachment-large size-large wp-image-193576\" alt=\"\" srcset=\"https:\/\/datascientest.com\/en\/files\/2025\/02\/image14.webp 512w, https:\/\/datascientest.com\/en\/files\/2025\/02\/image14-300x300.webp 300w, https:\/\/datascientest.com\/en\/files\/2025\/02\/image14-150x150.webp 150w\" sizes=\"(max-width: 512px) 100vw, 512px\" \/>\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>\n\t\t<div class=\"elementor-element elementor-element-32320b6 e-con-full e-flex e-con\" data-id=\"32320b6\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;,&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-b1c8775 elementor-widget elementor-widget-heading\" data-id=\"b1c8775\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h4 class=\"elementor-heading-title elementor-size-default\"><font size=\"4\">Multi-environment Support<\/font><\/h4>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-d23fc0a e-con-full e-flex e-con\" data-id=\"d23fc0a\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;,&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-e89a1d1 elementor-widget elementor-widget-text-editor\" data-id=\"e89a1d1\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">Supports a <a href=\"https:\/\/datascientest.com\/en\/top-10-programming-languages\">variety of languages<\/a>, <a href=\"https:\/\/datascientest.com\/en\/framework-what-is-it\">frameworks<\/a>, and environments.<\/span><\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-a4b6d4f e-flex e-con-boxed e-con\" data-id=\"a4b6d4f\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;boxed&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-ab10fc4 e-con-full e-flex e-con\" data-id=\"ab10fc4\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;,&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-f07123f elementor-widget elementor-widget-image\" data-id=\"f07123f\" 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\t\t\t<img decoding=\"async\" width=\"512\" height=\"512\" src=\"https:\/\/datascientest.com\/en\/files\/2025\/02\/image11.webp\" class=\"attachment-large size-large wp-image-193577\" alt=\"\" srcset=\"https:\/\/datascientest.com\/en\/files\/2025\/02\/image11.webp 512w, https:\/\/datascientest.com\/en\/files\/2025\/02\/image11-300x300.webp 300w, https:\/\/datascientest.com\/en\/files\/2025\/02\/image11-150x150.webp 150w\" sizes=\"(max-width: 512px) 100vw, 512px\" \/>\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>\n\t\t<div class=\"elementor-element elementor-element-2ce1bee e-con-full e-flex e-con\" data-id=\"2ce1bee\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;,&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-d286501 elementor-widget elementor-widget-heading\" data-id=\"d286501\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h4 class=\"elementor-heading-title elementor-size-default\"><font size=\"4\">Deployment Automation<\/font><\/h4>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-4375497 e-con-full e-flex e-con\" data-id=\"4375497\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;,&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-ce9260b elementor-widget elementor-widget-text-editor\" data-id=\"ce9260b\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">Integrates with tools like <\/span><a href=\"https:\/\/datascientest.com\/en\/why-kubernetes-has-become-an-indispensable-tool-in-data-science\"><span style=\"font-weight: 400;\">Kubernetes<\/span><\/a><span style=\"font-weight: 400;\"> and <a href=\"https:\/\/datascientest.com\/en\/terraform-using-gcp-to-deploy-your-infrastructure\">Terraform<\/a>.<\/span><\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-4e04bcf e-flex e-con-boxed e-con\" data-id=\"4e04bcf\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;boxed&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-046e57b e-con-full e-flex e-con\" data-id=\"046e57b\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;,&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-9202c7b elementor-widget elementor-widget-image\" data-id=\"9202c7b\" 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\t\t\t<img decoding=\"async\" width=\"512\" height=\"512\" src=\"https:\/\/datascientest.com\/en\/files\/2025\/02\/image4-1.webp\" class=\"attachment-large size-large wp-image-193578\" alt=\"\" srcset=\"https:\/\/datascientest.com\/en\/files\/2025\/02\/image4-1.webp 512w, https:\/\/datascientest.com\/en\/files\/2025\/02\/image4-1-300x300.webp 300w, https:\/\/datascientest.com\/en\/files\/2025\/02\/image4-1-150x150.webp 150w\" sizes=\"(max-width: 512px) 100vw, 512px\" \/>\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>\n\t\t<div class=\"elementor-element elementor-element-681323f e-con-full e-flex e-con\" data-id=\"681323f\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;,&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-20e4dbb elementor-widget elementor-widget-heading\" data-id=\"20e4dbb\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h4 class=\"elementor-heading-title elementor-size-default\"><font size=\"4\">Intelligent Caching<\/font><\/h4>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-b310b3f e-con-full e-flex e-con\" data-id=\"b310b3f\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;,&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-6be7fff elementor-widget elementor-widget-text-editor\" data-id=\"6be7fff\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">Caches dependencies to avoid re-downloading them.<\/span><\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-98161b3 e-flex e-con-boxed e-con\" data-id=\"98161b3\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;boxed&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-afa5eb6 e-con-full e-flex e-con\" data-id=\"afa5eb6\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;,&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-ef5089b elementor-widget elementor-widget-image\" data-id=\"ef5089b\" 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\t\t\t<img decoding=\"async\" width=\"512\" height=\"512\" src=\"https:\/\/datascientest.com\/en\/files\/2025\/02\/image7-1.webp\" class=\"attachment-large size-large wp-image-193579\" alt=\"\" srcset=\"https:\/\/datascientest.com\/en\/files\/2025\/02\/image7-1.webp 512w, https:\/\/datascientest.com\/en\/files\/2025\/02\/image7-1-300x300.webp 300w, https:\/\/datascientest.com\/en\/files\/2025\/02\/image7-1-150x150.webp 150w\" sizes=\"(max-width: 512px) 100vw, 512px\" \/>\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>\n\t\t<div class=\"elementor-element elementor-element-fda2337 e-con-full e-flex e-con\" data-id=\"fda2337\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;,&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-b1ca454 elementor-widget elementor-widget-heading\" data-id=\"b1ca454\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h4 class=\"elementor-heading-title elementor-size-default\"><font size=\"4\">Security and Compliance<\/font><\/h4>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-0bb9d68 e-con-full e-flex e-con\" data-id=\"0bb9d68\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;,&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-c09eb8f elementor-widget elementor-widget-text-editor\" data-id=\"c09eb8f\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">Features include data encryption, granular permissions, and pipeline audits.<\/span><\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-123763b e-flex e-con-boxed e-con\" data-id=\"123763b\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;boxed&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-09f902c e-con-full e-flex e-con\" data-id=\"09f902c\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;,&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-4827caa elementor-widget elementor-widget-image\" data-id=\"4827caa\" 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\t\t\t<img decoding=\"async\" width=\"512\" height=\"512\" src=\"https:\/\/datascientest.com\/en\/files\/2025\/02\/image9.webp\" class=\"attachment-large size-large wp-image-193580\" alt=\"\" srcset=\"https:\/\/datascientest.com\/en\/files\/2025\/02\/image9.webp 512w, https:\/\/datascientest.com\/en\/files\/2025\/02\/image9-300x300.webp 300w, https:\/\/datascientest.com\/en\/files\/2025\/02\/image9-150x150.webp 150w\" sizes=\"(max-width: 512px) 100vw, 512px\" \/>\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>\n\t\t<div class=\"elementor-element elementor-element-5e4cbe3 e-con-full e-flex e-con\" data-id=\"5e4cbe3\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;,&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-3ffaf65 elementor-widget elementor-widget-heading\" data-id=\"3ffaf65\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h4 class=\"elementor-heading-title elementor-size-default\"><font size=\"4\">Continuous Testing and Reporting<\/font><\/h4>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-e5f5570 e-con-full e-flex e-con\" data-id=\"e5f5570\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;,&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-1300599 elementor-widget elementor-widget-text-editor\" data-id=\"1300599\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">Integrates with testing tools to generate detailed reports.<\/span><\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-4865e3f e-flex e-con-boxed e-con\" data-id=\"4865e3f\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;boxed&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-155be84 e-con-full e-flex e-con\" data-id=\"155be84\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;,&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-441f463 elementor-widget elementor-widget-image\" data-id=\"441f463\" 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\t\t\t<img decoding=\"async\" width=\"512\" height=\"512\" src=\"https:\/\/datascientest.com\/en\/files\/2025\/02\/image6-1.webp\" class=\"attachment-large size-large wp-image-193581\" alt=\"\" srcset=\"https:\/\/datascientest.com\/en\/files\/2025\/02\/image6-1.webp 512w, https:\/\/datascientest.com\/en\/files\/2025\/02\/image6-1-300x300.webp 300w, https:\/\/datascientest.com\/en\/files\/2025\/02\/image6-1-150x150.webp 150w\" sizes=\"(max-width: 512px) 100vw, 512px\" \/>\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>\n\t\t<div class=\"elementor-element elementor-element-3609aec e-con-full e-flex e-con\" data-id=\"3609aec\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;,&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-abcc51b elementor-widget elementor-widget-heading\" data-id=\"abcc51b\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h4 class=\"elementor-heading-title elementor-size-default\"><font size=\"4\">Monitoring and Insights<\/font><\/h4>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-d8563e8 e-con-full e-flex e-con\" data-id=\"d8563e8\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;,&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-34b22e8 elementor-widget elementor-widget-text-editor\" data-id=\"34b22e8\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">Analytical dashboards for monitoring pipeline performance.<\/span><\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-c69deba e-flex e-con-boxed e-con\" data-id=\"c69deba\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;boxed&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-004016d e-con-full e-flex e-con\" data-id=\"004016d\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;,&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-7513f76 elementor-widget elementor-widget-image\" data-id=\"7513f76\" 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\t\t\t<img decoding=\"async\" width=\"512\" height=\"512\" src=\"https:\/\/datascientest.com\/en\/files\/2025\/02\/image8.webp\" class=\"attachment-large size-large wp-image-193582\" alt=\"\" srcset=\"https:\/\/datascientest.com\/en\/files\/2025\/02\/image8.webp 512w, https:\/\/datascientest.com\/en\/files\/2025\/02\/image8-300x300.webp 300w, https:\/\/datascientest.com\/en\/files\/2025\/02\/image8-150x150.webp 150w\" sizes=\"(max-width: 512px) 100vw, 512px\" \/>\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>\n\t\t<div class=\"elementor-element elementor-element-a15de1a e-con-full e-flex e-con\" data-id=\"a15de1a\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;,&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-5f71e31 elementor-widget elementor-widget-heading\" data-id=\"5f71e31\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h4 class=\"elementor-heading-title elementor-size-default\"><font size=\"4\">Git Integration<\/font><\/h4>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-5cf58b4 e-con-full e-flex e-con\" data-id=\"5cf58b4\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;,&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-3a41d07 elementor-widget elementor-widget-text-editor\" data-id=\"3a41d07\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">Works seamlessly with <\/span><a href=\"https:\/\/datascientest.com\/en\/github-what-is-it\"><span style=\"font-weight: 400;\">GitHub<\/span><\/a><span style=\"font-weight: 400;\">, <a href=\"https:\/\/datascientest.com\/en\/gitlab-your-ultimate-guide-to-the-devops-centric-git-repository\">GitLab<\/a>, and Bitbucket to automate CI\/CD workflows.<\/span><\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-6b1ffa6 e-flex e-con-boxed e-con\" data-id=\"6b1ffa6\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;boxed&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-74b0569 elementor-widget elementor-widget-heading\" data-id=\"74b0569\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Setting Up CircleCI<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-09b02bd elementor-widget elementor-widget-text-editor\" data-id=\"09b02bd\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">The initial setup is straightforward and quick, supporting integration with GitHub, GitLab, or Bitbucket.<\/span><\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-0462527 elementor-widget elementor-widget-heading\" data-id=\"0462527\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h4 class=\"elementor-heading-title elementor-size-default\"><font size=\"4\">1. Before Installation<\/font><\/h4>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1416615 elementor-widget elementor-widget-text-editor\" data-id=\"1416615\" 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<ul><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Initially, ensure you have an account on a compatible code management platform (<\/span><b>GitHub, GitLab, or Bitbucket<\/b><span style=\"font-weight: 400;\">) and a <a href=\"https:\/\/circleci.com\/\">CircleCI account<\/a> linked to the repository in use.<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">A configuration file config.yml must be in a .circleci directory at the repository root.<\/span><\/li><\/ul>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2a10d2c elementor-widget elementor-widget-heading\" data-id=\"2a10d2c\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h4 class=\"elementor-heading-title elementor-size-default\"><font size=\"4\">2. Project Registration<\/font><\/h4>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-912f153 elementor-widget elementor-widget-text-editor\" data-id=\"912f153\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">On the CircleCI website, grant the necessary permissions for it to access your repositories. To add a new project, click on &#8220;Set up project&#8221; as shown in the screenshot below:<\/span><\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-617493d elementor-widget elementor-widget-image\" data-id=\"617493d\" 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\t\t\t<img decoding=\"async\" width=\"1277\" height=\"128\" src=\"https:\/\/datascientest.com\/en\/files\/2025\/02\/image16.webp\" class=\"attachment-full size-full wp-image-193586\" alt=\"\" srcset=\"https:\/\/datascientest.com\/en\/files\/2025\/02\/image16.webp 1277w, https:\/\/datascientest.com\/en\/files\/2025\/02\/image16-300x30.webp 300w, https:\/\/datascientest.com\/en\/files\/2025\/02\/image16-1024x103.webp 1024w, https:\/\/datascientest.com\/en\/files\/2025\/02\/image16-768x77.webp 768w\" sizes=\"(max-width: 1277px) 100vw, 1277px\" \/>\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-837fadf elementor-widget elementor-widget-text-editor\" data-id=\"837fadf\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">Select an integration method; in this example, &#8220;Fast&#8221; is chosen.<\/span><\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-66630c3 elementor-widget elementor-widget-image\" data-id=\"66630c3\" 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\t\t\t<img decoding=\"async\" width=\"438\" height=\"336\" src=\"https:\/\/datascientest.com\/en\/files\/2025\/02\/image10.webp\" class=\"attachment-full size-full wp-image-193587\" alt=\"\" srcset=\"https:\/\/datascientest.com\/en\/files\/2025\/02\/image10.webp 438w, https:\/\/datascientest.com\/en\/files\/2025\/02\/image10-300x230.webp 300w\" sizes=\"(max-width: 438px) 100vw, 438px\" \/>\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-2670aa2 elementor-widget elementor-widget-text-editor\" data-id=\"2670aa2\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">A configuration file is generated automatically.<\/span><\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-780df79 elementor-align-center button-principal elementor-widget elementor-widget-button\" data-id=\"780df79\" data-element_type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"https:\/\/datascientest.com\/en\/data-courses\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t<span class=\"elementor-button-text\">Learn how to run a CircleCI project<\/span>\n\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7514c44 elementor-widget elementor-widget-heading\" data-id=\"7514c44\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h4 class=\"elementor-heading-title elementor-size-default\"><font size=\"4\">3. The Configuration File<\/font><\/h4>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-0991ad8 elementor-widget elementor-widget-text-editor\" data-id=\"0991ad8\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">In our example, the resulting configuration file is:<\/span><\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1ab3643 elementor-widget elementor-widget-text-editor\" data-id=\"1ab3643\" 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<pre><span style=\"color: #000080;\"><span style=\"font-weight: 400;\">version<\/span><span style=\"font-weight: 400;\">: <\/span><span style=\"font-weight: 400; color: #008000;\">2.1<\/span><\/span>\n<span style=\"color: #000080;\"><span style=\"font-weight: 400;\">orbs<\/span><span style=\"font-weight: 400;\">:<\/span><\/span>\n<span style=\"color: #000080;\"><span style=\"font-weight: 400;\"> \u00a0python<\/span><span style=\"font-weight: 400;\">: <\/span><span style=\"font-weight: 400; color: #000000;\">circleci\/python@2.1.1<\/span><\/span>\n<span style=\"color: #000080;\"><span style=\"font-weight: 400;\">jobs<\/span><span style=\"font-weight: 400;\">:<\/span><\/span>\n<span style=\"color: #000080;\"><span style=\"font-weight: 400;\"> \u00a0build-and-test<\/span><span style=\"font-weight: 400;\">:<\/span><\/span>\n<span style=\"color: #000080;\"><span style=\"font-weight: 400;\"> \u00a0\u00a0\u00a0docker<\/span><span style=\"font-weight: 400;\">:<\/span><\/span>\n<span style=\"color: #000080;\"><span style=\"font-weight: 400;\"> \u00a0\u00a0\u00a0\u00a0\u00a0<span style=\"color: #000000;\">- <\/span><\/span><span style=\"font-weight: 400;\">image<\/span><span style=\"font-weight: 400;\">: <\/span><span style=\"color: #000000;\"><span style=\"font-weight: 400;\">cimg\/python<\/span><span style=\"font-weight: 400;\">:<\/span><\/span><span style=\"font-weight: 400; color: #008000;\">3.12<\/span><\/span>\n<span style=\"color: #000080;\"><span style=\"font-weight: 400;\"> \u00a0\u00a0\u00a0steps<\/span><span style=\"font-weight: 400;\">:<\/span><\/span>\n<span style=\"color: #000080;\"><span style=\"font-weight: 400;\"> \u00a0\u00a0\u00a0\u00a0\u00a0<span style=\"color: #000000;\">- <\/span><\/span><span style=\"font-weight: 400; color: #000000;\">checkout<\/span><\/span>\n<span style=\"color: #000080;\"><span style=\"font-weight: 400;\"> \u00a0\u00a0\u00a0\u00a0\u00a0<span style=\"color: #000000;\">- <\/span><\/span><span style=\"font-weight: 400;\">python\/install-packages<\/span><span style=\"font-weight: 400;\">:<\/span><\/span>\n<span style=\"color: #000080;\"><span style=\"font-weight: 400;\"> \u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0pkg-manager<\/span><span style=\"font-weight: 400;\">: <\/span><span style=\"font-weight: 400;\">pip<\/span><\/span>\n<span style=\"color: #000080;\"><span style=\"font-weight: 400;\"> \u00a0\u00a0\u00a0\u00a0\u00a0<span style=\"color: #000000;\">- <\/span><\/span><span style=\"font-weight: 400;\">run<\/span><span style=\"font-weight: 400;\">:<\/span><\/span>\n<span style=\"color: #000080;\"><span style=\"font-weight: 400;\"> \u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0name<\/span><span style=\"font-weight: 400;\">: <\/span><span style=\"font-weight: 400; color: #000000;\">Run tests<\/span><\/span>\n<span style=\"color: #000080;\"><span style=\"font-weight: 400;\"> \u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0command<\/span><span style=\"font-weight: 400;\">: <\/span><span style=\"font-weight: 400; color: #000000;\">pytest<\/span><\/span>\n<span style=\"color: #000080;\"><span style=\"font-weight: 400;\">workflows<\/span><span style=\"font-weight: 400;\">:<\/span><\/span>\n<span style=\"color: #000080;\"><span style=\"font-weight: 400;\"> \u00a0sample<\/span><span style=\"font-weight: 400;\">:\u00a0<\/span><\/span>\n<span style=\"color: #000080;\"><span style=\"font-weight: 400;\"> \u00a0\u00a0\u00a0jobs<\/span><span style=\"font-weight: 400;\">:<\/span><\/span>\n<span style=\"color: #000080;\"><span style=\"font-weight: 400;\"> \u00a0\u00a0\u00a0\u00a0\u00a0<span style=\"color: #000000;\">- <\/span><\/span><span style=\"font-weight: 400; color: #000000;\">build-and-test<\/span><\/span><\/pre>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4dcd9ec elementor-widget elementor-widget-text-editor\" data-id=\"4dcd9ec\" 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<ul><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">The first line indicates the schema version used by CircleCI.<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><b>Orbs<\/b><span style=\"font-weight: 400;\"> are reusable packages containing preconfigured CircleCI configurations for rapid integration of specific tools or languages without rewriting the setup.<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><b>Jobs<\/b><span style=\"font-weight: 400;\"> are work units comprising sequential steps, referred to as <\/span><b>steps<\/b><span style=\"font-weight: 400;\">, executed in a defined environment. In this context, the <\/span><b>build-and-test<\/b><span style=\"font-weight: 400;\"> task includes a <\/span><b>docker<\/b><span style=\"font-weight: 400;\"> element defining the execution environment (a Docker image provided by CircleCI), along with the <\/span><b>steps<\/b><span style=\"font-weight: 400;\"> described below.<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Steps (<\/span><b>steps<\/b><span style=\"font-weight: 400;\">) outline actions performed within a job:<\/span><ul><li style=\"font-weight: 400;\" aria-level=\"1\"><b>checkout<\/b><span style=\"font-weight: 400;\">: Retrieves the source code from the repository, making it accessible within the CircleCI environment.<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"2\"><b>python\/install-packages<\/b><span style=\"font-weight: 400;\">: Installs necessary dependencies through the <\/span><b>pip<\/b><span style=\"font-weight: 400;\"> package manager.<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"2\"><b>run<\/b><span style=\"font-weight: 400;\">: Executes a job command. Here, <\/span><b>Pytest<\/b><span style=\"font-weight: 400;\"> is utilized to perform unit tests.<\/span><\/li><\/ul><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Lastly, <\/span><b>workflows<\/b><span style=\"font-weight: 400;\"> are collections of jobs executed in a predetermined sequence:<\/span><ul><li style=\"font-weight: 400;\" aria-level=\"2\"><b>sample<\/b><span style=\"font-weight: 400;\">: Name of the workflow<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"2\"><b>jobs<\/b><span>: List of jobs to execute in the workflow<\/span><\/li><\/ul><\/li><\/ul>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-a3e0193 elementor-widget elementor-widget-text-editor\" data-id=\"a3e0193\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">Potential modifications could include:<\/span><\/p><ul><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">To avoid reinstalling packages with every run (thus saving build time), implement cache management:<\/span><\/li><\/ul>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-37c8947 elementor-widget elementor-widget-text-editor\" data-id=\"37c8947\" 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<pre><span style=\"color: #000080;\"><span style=\"font-weight: 400;\">- <\/span><span style=\"font-weight: 400;\">restore_cache<\/span><span style=\"font-weight: 400;\">:<\/span><\/span><br \/><span style=\"color: #000080;\"><span style=\"font-weight: 400;\"> \u00a0\u00a0\u00a0keys<\/span><span style=\"font-weight: 400;\">:<\/span><\/span><br \/><span style=\"font-weight: 400;\"> \u00a0\u00a0\u00a0\u00a0\u00a0- <\/span><span style=\"font-weight: 400;\">v1-dependencies-<\/span><span style=\"font-weight: 400;\">{{<\/span><span style=\"font-weight: 400;\"> checksum <\/span><span style=\"font-weight: 400; color: #ff0000;\">\"requirements.txt\"<\/span> <span style=\"font-weight: 400;\">}}<\/span><br \/><span style=\"color: #000080;\"><span style=\"font-weight: 400;\">- <\/span><span style=\"font-weight: 400;\">python\/install-packages<\/span><span style=\"font-weight: 400;\">:<\/span><\/span><br \/><span style=\"color: #000080;\"><span style=\"font-weight: 400;\"> \u00a0\u00a0\u00a0pkg-manager<\/span><span style=\"font-weight: 400;\">: <\/span><\/span><span style=\"font-weight: 400;\">pip<\/span><br \/><span style=\"color: #000080;\"><span style=\"font-weight: 400;\">- <\/span><span style=\"font-weight: 400;\">save_cache<\/span><span style=\"font-weight: 400;\">:<\/span><\/span><br \/><span style=\"color: #000080;\"><span style=\"font-weight: 400;\"> \u00a0\u00a0\u00a0key<\/span><span style=\"font-weight: 400;\">: <\/span><\/span><span style=\"font-weight: 400;\">v1-dependencies-<\/span><span style=\"font-weight: 400;\">{{<\/span><span style=\"font-weight: 400;\"> checksum <\/span><span style=\"font-weight: 400; color: #ff0000;\">\"requirements.txt\"<\/span> <span style=\"font-weight: 400;\">}}<\/span><br \/><span style=\"color: #000080;\"><span style=\"font-weight: 400;\"> \u00a0\u00a0\u00a0paths<\/span><span style=\"font-weight: 400;\">:<\/span><\/span><br \/><span style=\"font-weight: 400;\"> \u00a0\u00a0\u00a0\u00a0\u00a0- <\/span><span style=\"font-weight: 400;\">~\/.cache\/pip<\/span><\/pre>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3d306cb elementor-align-center button-principal elementor-widget elementor-widget-button\" data-id=\"3d306cb\" data-element_type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"https:\/\/datascientest.com\/en\/data-courses\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t<span class=\"elementor-button-text\">How to configure CircleCI<\/span>\n\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4310bff elementor-widget elementor-widget-text-editor\" data-id=\"4310bff\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">This enables CircleCI to attempt restoring an existing cache based on the <\/span><b>requirements.txt<\/b><span style=\"font-weight: 400;\"> file hash. If found, they&#8217;ll be retrieved; if not, they&#8217;ll be installed via <\/span><b>pip<\/b><span style=\"font-weight: 400;\">.<\/span><\/p><ul><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Upon moving the application to production, automated deployments can be added following successful tests:<\/span><\/li><\/ul>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-eb9d005 elementor-widget elementor-widget-text-editor\" data-id=\"eb9d005\" 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<pre><span style=\"color: #000080;\"><span style=\"font-weight: 400;\">workflows<\/span><span style=\"font-weight: 400;\">:<\/span><\/span><br \/><span style=\"color: #000080;\"><span style=\"font-weight: 400;\"> \u00a0version<\/span><span style=\"font-weight: 400;\">: <\/span><span style=\"font-weight: 400; color: #008000;\">2<\/span><\/span><br \/><span style=\"color: #000080;\"><span style=\"font-weight: 400;\"> \u00a0deploy<\/span><span style=\"font-weight: 400;\">:<\/span><\/span><br \/><span style=\"color: #000080;\"><span style=\"font-weight: 400;\"> \u00a0\u00a0\u00a0jobs<\/span><span style=\"font-weight: 400;\">:<\/span><\/span><br \/><span style=\"color: #000080;\"><span style=\"font-weight: 400;\"> \u00a0\u00a0\u00a0\u00a0\u00a0<span style=\"color: #000000;\">- <\/span><\/span><span style=\"font-weight: 400; color: #000000;\">build-and-test<\/span><\/span><br \/><span style=\"color: #000080;\"><span style=\"font-weight: 400;\"> \u00a0\u00a0\u00a0\u00a0\u00a0<span style=\"color: #000000;\">- <\/span><\/span><span style=\"font-weight: 400;\">deploy<\/span><span style=\"font-weight: 400;\">:<\/span><\/span><br \/><span style=\"color: #000080;\"><span style=\"font-weight: 400;\"> \u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0requires<\/span><span style=\"font-weight: 400;\">:<\/span><\/span><br \/><span style=\"color: #000080;\"><span style=\"font-weight: 400;\"> \u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0<span style=\"color: #000000;\">- <\/span><\/span><span style=\"font-weight: 400; color: #000000;\">build-and-test<\/span><\/span><br \/><span style=\"color: #000080;\"><span style=\"font-weight: 400;\"> \u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0filters<\/span><span style=\"font-weight: 400;\">:<\/span><\/span><br \/><span style=\"color: #000080;\"><span style=\"font-weight: 400;\"> \u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0branches<\/span><span style=\"font-weight: 400;\">:<\/span><\/span><br \/><span style=\"color: #000080;\"><span style=\"font-weight: 400;\"> \u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0only<\/span><span style=\"font-weight: 400;\">: <\/span><span style=\"font-weight: 400; color: #000000;\">main<\/span><\/span><\/pre>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-df25de8 elementor-widget elementor-widget-heading\" data-id=\"df25de8\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h4 class=\"elementor-heading-title elementor-size-default\"><font size=\"4\">4. Cloud Integration<\/font><\/h4>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-bc65d2d elementor-widget elementor-widget-text-editor\" data-id=\"bc65d2d\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">CircleCI facilitates seamless integration with cloud infrastructures, including Azure, AWS, or GCP. In this instance, we perform an AWS integration.<\/span><\/p><p><span style=\"font-weight: 400;\">To simplify the process, add an <\/span><b>orb<\/b><span style=\"font-weight: 400;\"> as follows:<\/span><\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-b1fa602 elementor-widget elementor-widget-text-editor\" data-id=\"b1fa602\" 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<pre><span style=\"color: #000080;\"><span style=\"font-weight: 400;\">aws-cli<\/span><span style=\"color: #000000;\"><span style=\"font-weight: 400;\">: <\/span><span style=\"font-weight: 400;\">circleci\/aws-cli@4.1.1<\/span><\/span><\/span><\/pre>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-8dd8f7e elementor-widget elementor-widget-text-editor\" data-id=\"8dd8f7e\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">Also, incorporate a <\/span><b>job<\/b><span style=\"font-weight: 400;\"> resembling the example below:<\/span><\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ed4debf elementor-widget elementor-widget-text-editor\" data-id=\"ed4debf\" 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<pre><span style=\"color: #000080;\"><span style=\"font-weight: 400;\">deploy-to-aws<\/span><span style=\"font-weight: 400;\">:<\/span><\/span><br \/><span style=\"color: #000080;\"><span style=\"font-weight: 400;\"> \u00a0\u00a0\u00a0docker<\/span><span style=\"font-weight: 400;\">:<\/span><\/span><br \/><span style=\"color: #000080;\"><span style=\"font-weight: 400;\"> \u00a0\u00a0\u00a0\u00a0\u00a0<span style=\"color: #000000;\">- <\/span><\/span><span style=\"font-weight: 400;\">image<\/span><span style=\"font-weight: 400;\">: <\/span><span style=\"color: #000000;\"><span style=\"font-weight: 400;\">cimg\/python<\/span><span style=\"font-weight: 400;\">:<\/span><\/span><span style=\"font-weight: 400;\">3.12<\/span><\/span><br \/><span style=\"color: #000080;\"><span style=\"font-weight: 400;\"> \u00a0\u00a0\u00a0steps<\/span><span style=\"font-weight: 400;\">:<\/span><\/span><br \/><span style=\"color: #000080;\"><span style=\"font-weight: 400;\"> \u00a0\u00a0\u00a0\u00a0\u00a0<span style=\"color: #000000;\">- <\/span><\/span><span style=\"font-weight: 400;\">attach_workspace<\/span><span style=\"font-weight: 400;\">:\u00a0<\/span><\/span><br \/><span style=\"color: #000080;\"><span style=\"font-weight: 400;\"> \u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0at<\/span><span style=\"font-weight: 400;\">: <\/span><span style=\"font-weight: 400; color: #000000;\">\/home\/circleci\/project<\/span><\/span><br \/><span style=\"color: #000080;\"><span style=\"font-weight: 400;\"> \u00a0\u00a0\u00a0\u00a0\u00a0<span style=\"color: #000000;\">- <\/span><\/span><span style=\"font-weight: 400; color: #000000;\">aws-cli\/setup<\/span><\/span><br \/><span style=\"color: #000080;\"><span style=\"font-weight: 400;\"> \u00a0\u00a0\u00a0\u00a0\u00a0<span style=\"color: #000000;\">- <\/span><\/span><span style=\"font-weight: 400;\">run<\/span><span style=\"font-weight: 400;\">:<\/span><\/span><br \/><span style=\"color: #000080;\"><span style=\"font-weight: 400;\"> \u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0name<\/span><span style=\"font-weight: 400;\">: <\/span><span style=\"font-weight: 400; color: #000000;\">Configure AWS credentials<\/span><\/span><br \/><span style=\"color: #000080;\"><span style=\"font-weight: 400;\"> \u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0command<\/span><span style=\"font-weight: 400;\">: <span style=\"color: #000000;\">|<\/span><\/span><\/span><br \/><span style=\"font-weight: 400; color: #000080;\"> \u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0<span style=\"color: #ff0000;\">aws configure set aws_access_key_id $AWS_ACCESS_KEY_ID<\/span><\/span><br \/><span style=\"font-weight: 400; color: #ff0000;\"> \u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0aws configure set aws_secret_access_key $AWS_SECRET_ACCESS_KEY<\/span><br \/><span style=\"font-weight: 400; color: #ff0000;\"> \u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0aws configure set default.region $AWS_DEFAULT_REGION<\/span><br \/><span style=\"color: #000080;\"><span style=\"font-weight: 400;\"> \u00a0\u00a0\u00a0\u00a0\u00a0<span style=\"color: #000000;\">- <\/span><\/span><span style=\"font-weight: 400;\">run<\/span><span style=\"font-weight: 400;\">:<\/span><\/span><br \/><span style=\"color: #000080;\"><span style=\"font-weight: 400;\"> \u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0name<\/span><span style=\"font-weight: 400;\">: <\/span><span style=\"font-weight: 400; color: #000000;\">Deploy application to S3<\/span><\/span><br \/><span style=\"color: #000080;\"><span style=\"font-weight: 400;\"> \u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0command<\/span><span style=\"font-weight: 400;\">: <span style=\"color: #000000;\">|<\/span><\/span><\/span><br \/><span style=\"font-weight: 400; color: #000080;\"> \u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0<span style=\"color: #ff0000;\">aws s3 cp \/home\/circleci\/project\/ s3:\/\/$AWS_S3_BUCKET_NAME --recursive<\/span><\/span><br \/><span style=\"color: #000080;\"><span style=\"font-weight: 400;\"> \u00a0\u00a0\u00a0\u00a0\u00a0<span style=\"color: #000000;\">- <\/span><\/span><span style=\"font-weight: 400;\">run<\/span><span style=\"font-weight: 400;\">:<\/span><\/span><br \/><span style=\"color: #000080;\"><span style=\"font-weight: 400;\"> \u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0name<\/span><span style=\"font-weight: 400;\">: <\/span><span style=\"font-weight: 400; color: #000000;\">Clear AWS credentials (for security)<\/span><\/span><br \/><span style=\"color: #000080;\"><span style=\"font-weight: 400;\"> \u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0command<\/span><span style=\"font-weight: 400;\">: <\/span><span style=\"font-weight: 400; color: #000000;\">rm -f ~\/.aws\/credentials<\/span><\/span><\/pre>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-caef827 elementor-widget elementor-widget-text-editor\" data-id=\"caef827\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">The environment variables (identifiable by the <\/span><b>$<\/b><span style=\"font-weight: 400;\"> symbol) should be pre-created in CircleCI settings.<\/span><\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-70f1113 elementor-align-center button-principal elementor-widget elementor-widget-button\" data-id=\"70f1113\" data-element_type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"https:\/\/datascientest.com\/en\/data-courses\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t<span class=\"elementor-button-text\">Mastering cloud integration on CircleCI<\/span>\n\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-438340d e-flex e-con-boxed e-con\" data-id=\"438340d\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;boxed&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-59e6403 elementor-widget elementor-widget-heading\" data-id=\"59e6403\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">CI\/CD Best Practices<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-befd233 elementor-widget elementor-widget-text-editor\" data-id=\"befd233\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">CircleCI suggests several optimal practices for enhancing CI\/CD pipelines.<\/span><\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-50f16e7 e-flex e-con-boxed e-con\" data-id=\"50f16e7\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;boxed&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-22d9a51 e-con-full e-flex e-con\" data-id=\"22d9a51\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;,&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-8300d3e elementor-widget elementor-widget-image\" data-id=\"8300d3e\" 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\t\t\t<img decoding=\"async\" width=\"512\" height=\"512\" src=\"https:\/\/datascientest.com\/en\/files\/2025\/02\/image1-1.webp\" class=\"attachment-full size-full wp-image-193600\" alt=\"\" srcset=\"https:\/\/datascientest.com\/en\/files\/2025\/02\/image1-1.webp 512w, https:\/\/datascientest.com\/en\/files\/2025\/02\/image1-1-300x300.webp 300w, https:\/\/datascientest.com\/en\/files\/2025\/02\/image1-1-150x150.webp 150w\" sizes=\"(max-width: 512px) 100vw, 512px\" \/>\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>\n\t\t<div class=\"elementor-element elementor-element-a6440a0 e-con-full e-flex e-con\" data-id=\"a6440a0\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;,&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-36881e2 elementor-widget elementor-widget-image\" data-id=\"36881e2\" 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\t\t\t<img decoding=\"async\" width=\"512\" height=\"512\" src=\"https:\/\/datascientest.com\/en\/files\/2025\/02\/image13.webp\" class=\"attachment-full size-full wp-image-193601\" alt=\"\" srcset=\"https:\/\/datascientest.com\/en\/files\/2025\/02\/image13.webp 512w, https:\/\/datascientest.com\/en\/files\/2025\/02\/image13-300x300.webp 300w, https:\/\/datascientest.com\/en\/files\/2025\/02\/image13-150x150.webp 150w\" sizes=\"(max-width: 512px) 100vw, 512px\" \/>\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>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-0234477 e-flex e-con-boxed e-con\" data-id=\"0234477\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;boxed&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-6ba0bfc e-con-full e-flex e-con\" data-id=\"6ba0bfc\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;,&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-25f3156 elementor-widget elementor-widget-text-editor\" data-id=\"25f3156\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">The CI\/CD process is deemed essential for every development team.<\/span><\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-6321327 e-con-full e-flex e-con\" data-id=\"6321327\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;,&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-05fa4a8 elementor-widget elementor-widget-text-editor\" data-id=\"05fa4a8\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">Relying on manual processes impedes development speed.<\/span><\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-85d4495 e-flex e-con-boxed e-con\" data-id=\"85d4495\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;boxed&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-30ea613 e-con-full e-flex e-con\" data-id=\"30ea613\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;,&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-3d426b1 elementor-widget elementor-widget-text-editor\" data-id=\"3d426b1\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">Reuse configurations and devise caching strategies.<\/span><\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-1490903 e-con-full e-flex e-con\" data-id=\"1490903\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;,&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-80edcb5 elementor-widget elementor-widget-text-editor\" data-id=\"80edcb5\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">Avoid duplicating configurations and redundantly downloading dependencies for every build.<\/span><\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-dfd30a7 e-flex e-con-boxed e-con\" data-id=\"dfd30a7\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;boxed&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-3195691 e-con-full e-flex e-con\" data-id=\"3195691\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;,&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-10b567f elementor-widget elementor-widget-text-editor\" data-id=\"10b567f\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">Leverage CircleCI orbs to automate repetitive tasks.<\/span><\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-bf53ef3 e-con-full e-flex e-con\" data-id=\"bf53ef3\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;,&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-1c50e76 elementor-widget elementor-widget-text-editor\" data-id=\"1c50e76\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">Refrain from manually scripting redundant configurations for every project.<\/span><\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-7cc23ac e-flex e-con-boxed e-con\" data-id=\"7cc23ac\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;boxed&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-ac5aaba e-con-full e-flex e-con\" data-id=\"ac5aaba\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;,&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-4fdb913 elementor-widget elementor-widget-text-editor\" data-id=\"4fdb913\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">Secure pipelines with private environment variables, varied contexts, and administrative oversight.<\/span><\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-fa6e963 e-con-full e-flex e-con\" data-id=\"fa6e963\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;,&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-ade0c03 elementor-widget elementor-widget-text-editor\" data-id=\"ade0c03\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">Avoid storing sensitive data in project configuration files.<\/span><\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-5552bdd e-flex e-con-boxed e-con\" data-id=\"5552bdd\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;boxed&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-6188124 e-con-full e-flex e-con\" data-id=\"6188124\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;,&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-443662e elementor-widget elementor-widget-text-editor\" data-id=\"443662e\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">Ensure comprehensive test coverage by integrating partners like Codecov, Cypress, or SonarCloud.<\/span><\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-a17bb30 e-con-full e-flex e-con\" data-id=\"a17bb30\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;,&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-8bf78ad elementor-widget elementor-widget-text-editor\" data-id=\"8bf78ad\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">Never deploy code without testing or confirming test coverage.<\/span><\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-7726da9 e-flex e-con-boxed e-con\" data-id=\"7726da9\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;boxed&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-8744dc8 e-con-full e-flex e-con\" data-id=\"8744dc8\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;,&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-0f238ff elementor-widget elementor-widget-text-editor\" data-id=\"0f238ff\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">Utilize automatic Slack notifications to monitor pipeline status and swiftly address failures.<\/span><\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-baf0e86 e-con-full e-flex e-con\" data-id=\"baf0e86\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;,&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-62f579a elementor-widget elementor-widget-text-editor\" data-id=\"62f579a\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">Avoid overlooking notifications, as they could lead to delays in issue detection.<\/span><\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-59cf88b e-flex e-con-boxed e-con\" data-id=\"59cf88b\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;boxed&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-f1a6b59 e-con-full e-flex e-con\" data-id=\"f1a6b59\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;,&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-7da8e5a elementor-widget elementor-widget-text-editor\" data-id=\"7da8e5a\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">Incorporate popular orbs like Node, AWS-CLI, and Python to streamline configurations and cloud deployment.<\/span><\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-b056327 e-con-full e-flex e-con\" data-id=\"b056327\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;,&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-08d29f8 elementor-widget elementor-widget-text-editor\" data-id=\"08d29f8\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">Avoid manually configuring each tool, which may result in errors and inconsistencies.<\/span><\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-cdbf8ac e-flex e-con-boxed e-con\" data-id=\"cdbf8ac\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;boxed&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-5b29146 e-con-full e-flex e-con\" data-id=\"5b29146\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;,&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-c59020a elementor-widget elementor-widget-text-editor\" data-id=\"c59020a\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">Examine pipeline metrics to pinpoint bottlenecks and enhance workflow efficiency.<\/span><\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-0b834f2 e-con-full e-flex e-con\" data-id=\"0b834f2\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;,&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-73b1017 elementor-widget elementor-widget-text-editor\" data-id=\"73b1017\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">Neglecting pipeline performance monitoring can hinder deployment speed.<\/span><\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-2e94a01 e-flex e-con-boxed e-con\" data-id=\"2e94a01\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;boxed&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-c138d74 elementor-widget elementor-widget-heading\" data-id=\"c138d74\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Conclusion<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c714893 elementor-widget elementor-widget-text-editor\" data-id=\"c714893\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">CircleCI is a <\/span><b>powerful and adaptable<\/b><span style=\"font-weight: 400;\"> solution that enables the automation and optimization of CI\/CD practices.<\/span><\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-5b6f22a elementor-align-center button-principal elementor-widget elementor-widget-button\" data-id=\"5b6f22a\" data-element_type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"https:\/\/datascientest.com\/en\/data-courses\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t<span class=\"elementor-button-text\">Training with DataScientest<\/span>\n\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-55bd181 e-flex e-con-boxed e-con\" data-id=\"55bd181\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;boxed&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-fba8c30 elementor-widget elementor-widget-html\" data-id=\"fba8c30\" data-element_type=\"widget\" data-widget_type=\"html.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<script 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