{"id":2454,"date":"2024-06-28T07:03:44","date_gmt":"2024-06-28T07:03:44","guid":{"rendered":"https:\/\/twinclesdigital.com\/?p=2454"},"modified":"2025-04-17T11:02:17","modified_gmt":"2025-04-17T11:02:17","slug":"the-role-of-data-analytics-in-digital-marketing","status":"publish","type":"post","link":"https:\/\/twinclesdigital.com\/index.php\/2024\/06\/28\/the-role-of-data-analytics-in-digital-marketing\/","title":{"rendered":"The Role of Data Analytics in Digital Marketing"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"2454\" class=\"elementor elementor-2454\" data-elementor-post-type=\"post\">\n\t\t\t\t<div class=\"elementor-element elementor-element-cdd1433 e-con-full e-flex wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no e-con e-parent\" data-id=\"cdd1433\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t<div class=\"elementor-element elementor-element-67db2db e-con-full e-flex wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no e-con e-child\" data-id=\"67db2db\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-3acddda elementor-widget elementor-widget-heading\" data-id=\"3acddda\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Welcome to Twincles Digital !<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-eb57c4a elementor-widget__width-initial elementor-widget elementor-widget-heading\" data-id=\"eb57c4a\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">The Role of Data Analytics in Digital Marketing<\/h2>\t\t\t\t<\/div>\n\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-67c0f48 e-con-full e-flex wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no e-con e-parent\" data-id=\"67c0f48\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-32c58e4 elementor-widget__width-initial elementor-widget elementor-widget-heading\" data-id=\"32c58e4\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Data Collection<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-131278b elementor-widget__width-initial elementor-widget elementor-widget-text-editor\" data-id=\"131278b\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><b>*Tools and Methods for Gathering Data*<\/b><\/p><h3><span style=\"text-decoration: underline;\"><b>Web Analytics Tools<\/b><\/span><\/h3><p><span style=\"font-weight: 400;\">\u00a0<strong>\u00a0\u00a0&#8211; Google Analytics :<\/strong> Tracks website traffic, user behavior, conversion rates, and more.<\/span><\/p><p><span style=\"font-weight: 400;\">\u00a0\u00a0\u00a0<strong>&#8211; Adobe Analytics :<\/strong> Provides in-depth analysis of customer journeys and advanced segmentation.<\/span><\/p><p><span style=\"font-weight: 400;\">\u00a0\u00a0\u00a0<strong>&#8211; Matomo :<\/strong> An open-source alternative to Google Analytics, offering similar features.<\/span><\/p><h3><span style=\"text-decoration: underline;\"><b>Social Media Analytics Tools<\/b><\/span><\/h3><p><span style=\"font-weight: 400;\">\u00a0\u00a0\u00a0<strong>&#8211; Facebook Insights :<\/strong> Tracks page performance, audience demographics, and engagement.<\/span><\/p><p><span style=\"font-weight: 400;\">\u00a0\u00a0\u00a0<strong>&#8211; Twitter Analytics :<\/strong> Measures tweet impressions, engagement, and follower growth.<\/span><\/p><p><span style=\"font-weight: 400;\">\u00a0\u00a0\u00a0<strong>&#8211; Instagram Insights :<\/strong> Provides data on follower activity, content interactions, and reach.<\/span><\/p><h3><span style=\"text-decoration: underline;\"><b>Customer Relationship Management (CRM) Systems<\/b><\/span><\/h3><p><span style=\"font-weight: 400;\">\u00a0\u00a0<strong>\u00a0&#8211; Salesforce :<\/strong> Offers comprehensive tools for tracking customer interactions, sales data, and marketing campaigns.<\/span><\/p><p><span style=\"font-weight: 400;\">\u00a0\u00a0\u00a0<strong>&#8211; HubSpot :<\/strong> Integrates marketing, sales, and service data to provide a complete view of customer interactions.<\/span><\/p><h3><span style=\"text-decoration: underline;\"><b>Email Marketing Platforms<\/b><\/span><\/h3><p><span style=\"font-weight: 400;\">\u00a0\u00a0<strong>\u00a0&#8211; Mailchimp :<\/strong> Tracks email open rates, click-through rates, and conversion metrics.<\/span><\/p><p><span style=\"font-weight: 400;\">\u00a0\u00a0\u00a0<strong>&#8211; Constant Contact :<\/strong> Provides detailed reports on email campaign performance and audience engagement.<\/span><\/p><h3><span style=\"text-decoration: underline;\"><b>Ad Platforms Analytics<\/b><\/span><\/h3><p><span style=\"font-weight: 400;\">\u00a0\u00a0\u00a0<strong>&#8211; Google Ads :<\/strong> Offers insights into ad performance, click-through rates, and conversion tracking.<\/span><\/p><p><span style=\"font-weight: 400;\">\u00a0\u00a0\u00a0<strong>&#8211; Facebook Ads Manager :<\/strong> Tracks ad performance across Facebook and Instagram, including engagement and conversion metrics.<\/span><\/p><h3><span style=\"text-decoration: underline;\"><b>Survey Tools<\/b><\/span><\/h3><p><span style=\"font-weight: 400;\">\u00a0\u00a0\u00a0<strong>&#8211; SurveyMonkey :<\/strong> Gather customer feedback through surveys.<\/span><\/p><p><span style=\"font-weight: 400;\">\u00a0\u00a0<strong>\u00a0&#8211; Typeform :<\/strong> Creates engaging forms and surveys to collect user data.<\/span><\/p><p>\u00a0<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-be0500b elementor-widget__width-initial elementor-widget elementor-widget-heading\" data-id=\"be0500b\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Data Collection<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-0330fa1 elementor-widget__width-initial elementor-widget elementor-widget-text-editor\" data-id=\"0330fa1\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><b>*Techniques for Interpreting Marketing Data*<\/b><\/p><h3><span style=\"text-decoration: underline;\"><b>Descriptive Analytics<\/b><\/span><\/h3><p><span style=\"font-weight: 400;\">\u00a0\u00a0\u00a0<strong>&#8211; Overview :<\/strong> Summarizes past data to understand what has happened.<\/span><\/p><p><span style=\"font-weight: 400;\">\u00a0\u00a0<strong>\u00a0&#8211; Tools :<\/strong> Google Analytics, Excel.<\/span><\/p><p><span style=\"font-weight: 400;\">\u00a0\u00a0\u00a0<strong>&#8211; Techniques :<\/strong> Data visualization (charts, graphs), summary statistics (mean, median, mode).<\/span><\/p><h3><span style=\"text-decoration: underline;\"><b>Diagnostic Analytics<\/b><\/span><\/h3><p><span style=\"font-weight: 400;\">\u00a0\u00a0\u00a0<strong>&#8211; Overview :<\/strong> Investigates why something happened.<\/span><\/p><p><span style=\"font-weight: 400;\">\u00a0\u00a0\u00a0<strong>&#8211; Tools :<\/strong> SQL, Python, R.<\/span><\/p><p><span style=\"font-weight: 400;\">\u00a0\u00a0<strong>\u00a0&#8211; Techniques :<\/strong> Correlation analysis, regression analysis, root cause analysis.<\/span><\/p><h3><span style=\"text-decoration: underline;\"><b>Predictive Analytics<\/b><\/span><\/h3><p><span style=\"font-weight: 400;\">\u00a0\u00a0<strong>\u00a0&#8211; Overview :<\/strong> Uses historical data to predict future outcomes.<\/span><\/p><p><span style=\"font-weight: 400;\">\u00a0\u00a0\u00a0<strong>&#8211; Tools :<\/strong> Machine learning platforms (TensorFlow, Azure ML).<\/span><\/p><p><span style=\"font-weight: 400;\">\u00a0\u00a0\u00a0<strong>&#8211; Techniques :<\/strong> Time series analysis, regression models, classification algorithms.<\/span><\/p><h3><span style=\"text-decoration: underline;\"><b>Prescriptive Analytics<\/b><\/span><\/h3><p><span style=\"font-weight: 400;\">\u00a0\u00a0\u00a0<strong>&#8211; Overview :<\/strong> Provides recommendations for actions to achieve desired outcomes.<\/span><\/p><p><span style=\"font-weight: 400;\">\u00a0\u00a0\u00a0<strong>&#8211; Tools :<\/strong> Optimization tools (Gurobi, IBM CPLEX).<\/span><\/p><p><span style=\"font-weight: 400;\">\u00a0\u00a0\u00a0<strong>&#8211; Techniques :<\/strong> Decision trees, optimization models, simulation.<\/span><\/p><h3><span style=\"text-decoration: underline;\"><b>Sentiment Analysis<\/b><\/span><\/h3><p><span style=\"font-weight: 400;\">\u00a0\u00a0<strong>\u00a0&#8211; Overview :<\/strong> Analyzes customer feedback and social media mentions to gauge public sentiment.<\/span><\/p><p><span style=\"font-weight: 400;\">\u00a0<strong>\u00a0\u00a0&#8211; Tools :<\/strong> Natural language processing (NLP) tools like TextBlob, sentiment analysis APIs.<\/span><\/p><p><span style=\"font-weight: 400;\">\u00a0\u00a0\u00a0<strong>&#8211; Techniques :<\/strong> Text mining, sentiment scoring, opinion mining.<\/span><\/p><p>\u00a0<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-009c0c1 elementor-widget__width-initial elementor-widget elementor-widget-heading\" data-id=\"009c0c1\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\"> Actionable Insights\n<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-0c89e10 elementor-widget__width-initial elementor-widget elementor-widget-text-editor\" data-id=\"0c89e10\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><b>*Turning Data into Strategic Actions*<\/b><\/p><h3><span style=\"text-decoration: underline;\"><b>Identifying Key Performance Indicators (KPIs)<\/b><\/span><\/h3><p><span style=\"font-weight: 400;\">\u00a0\u00a0\u00a0<strong>&#8211; Examples :<\/strong> Conversion rate, customer acquisition cost (CAC), customer lifetime value (CLV), return on ad spend (ROAS).<\/span><\/p><p><span style=\"font-weight: 400;\">\u00a0\u00a0\u00a0<strong>&#8211; Implementation :<\/strong> Regularly track and analyze KPIs to gauge marketing performance.<\/span><\/p><h3><span style=\"text-decoration: underline;\"><b>Segmentation and Targeting<\/b><\/span><\/h3><p><span style=\"font-weight: 400;\">\u00a0\u00a0\u00a0<strong>&#8211; Overview :<\/strong> Divide your audience into segments based on demographics, behavior, and preferences.<\/span><\/p><p><span style=\"font-weight: 400;\">\u00a0\u00a0\u00a0<strong>&#8211; Techniques :<\/strong> Cluster analysis, RFM (recency, frequency, monetary) analysis.<\/span><\/p><p><span style=\"font-weight: 400;\">\u00a0\u00a0\u00a0<strong>&#8211; Actions :<\/strong> Develop tailored marketing campaigns for different segments to improve engagement and conversion rates.<\/span><\/p><h3><span style=\"text-decoration: underline;\"><b>Personalization<\/b><\/span><\/h3><p><span style=\"font-weight: 400;\">\u00a0\u00a0<strong>\u00a0&#8211; Overview :<\/strong> Use data to create personalized marketing messages and offers.<\/span><\/p><p><span style=\"font-weight: 400;\">\u00a0\u00a0\u00a0<strong>&#8211; Techniques :<\/strong> Dynamic content, personalized email campaigns, targeted ads.<\/span><\/p><p><span style=\"font-weight: 400;\">\u00a0\u00a0\u00a0<strong>&#8211; Actions :<\/strong> Implement recommendation engines and personalized landing pages to enhance user experience.<\/span><\/p><h3><span style=\"text-decoration: underline;\"><b>Optimizing Marketing Strategies<\/b><\/span><\/h3><p><span style=\"font-weight: 400;\">\u00a0\u00a0\u00a0<strong>&#8211; Overview :<\/strong> Use A\/B testing and multivariate testing to identify the most effective marketing tactics.<\/span><\/p><p><span style=\"font-weight: 400;\">\u00a0\u00a0\u00a0<strong>&#8211; Techniques :<\/strong> Split testing, conversion rate optimization (CRO).<\/span><\/p><p><span style=\"font-weight: 400;\">\u00a0<strong>\u00a0\u00a0&#8211; Actions :<\/strong> Continuously refine and optimize marketing strategies based on test results and data insights.<\/span><\/p><h3><span style=\"text-decoration: underline;\"><b>Predictive Modeling for Future Campaigns<\/b><\/span><\/h3><p><span style=\"font-weight: 400;\">\u00a0 \u00a0<strong>&#8211; <\/strong><\/span><span style=\"font-weight: 400;\"><strong>Overview :<\/strong> Use predictive analytics to forecast the success of future marketing campaigns.<\/span><\/p><p><span style=\"font-weight: 400;\">\u00a0\u00a0\u00a0<strong>&#8211; Techniques :<\/strong> Predictive scoring, propensity modeling.<\/span><\/p><p><span style=\"font-weight: 400;\">\u00a0\u00a0\u00a0<strong>&#8211; Actions :<\/strong> Allocate budget and resources to the most promising campaigns based on predictive insights.<\/span><\/p><p>\u00a0<\/p>\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<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>Welcome to Twincles Digital ! The Role of Data Analytics in Digital Marketing Data Collection *Tools and Methods for Gathering Data* Web Analytics Tools \u00a0\u00a0\u00a0&#8211; Google Analytics : Tracks website traffic, user behavior, conversion rates, and more. \u00a0\u00a0\u00a0&#8211; Adobe Analytics : Provides in-depth analysis of customer journeys and advanced segmentation. \u00a0\u00a0\u00a0&#8211; Matomo : An open-source alternative to Google Analytics, offering similar features. Social Media Analytics Tools \u00a0\u00a0\u00a0&#8211; Facebook Insights : Tracks page performance, audience demographics, and engagement. \u00a0\u00a0\u00a0&#8211; Twitter Analytics : Measures tweet impressions, engagement, and follower growth. \u00a0\u00a0\u00a0&#8211; Instagram Insights : Provides data on follower activity, content interactions, and reach. Customer Relationship Management (CRM) Systems \u00a0\u00a0\u00a0&#8211; Salesforce : Offers comprehensive tools for tracking customer interactions, sales data, and marketing campaigns. \u00a0\u00a0\u00a0&#8211; HubSpot : Integrates marketing, sales, and service data to provide a complete view of customer interactions. Email Marketing Platforms \u00a0\u00a0\u00a0&#8211; Mailchimp : Tracks email open rates, click-through rates, and conversion metrics. \u00a0\u00a0\u00a0&#8211; Constant Contact : Provides detailed reports on email campaign performance and audience engagement. Ad Platforms Analytics \u00a0\u00a0\u00a0&#8211; Google Ads : Offers insights into ad performance, click-through rates, and conversion tracking. \u00a0\u00a0\u00a0&#8211; Facebook Ads Manager : Tracks ad performance across Facebook and Instagram, including engagement and conversion metrics. Survey Tools \u00a0\u00a0\u00a0&#8211; SurveyMonkey : Gather customer feedback through surveys. \u00a0\u00a0\u00a0&#8211; Typeform : Creates engaging forms and surveys to collect user data. \u00a0 Data Collection *Techniques for Interpreting Marketing Data* Descriptive Analytics \u00a0\u00a0\u00a0&#8211; Overview : Summarizes past data to understand what has happened. \u00a0\u00a0\u00a0&#8211; Tools : Google Analytics, Excel. \u00a0\u00a0\u00a0&#8211; Techniques : Data visualization (charts, graphs), summary statistics (mean, median, mode). Diagnostic Analytics \u00a0\u00a0\u00a0&#8211; Overview : Investigates why something happened. \u00a0\u00a0\u00a0&#8211; Tools : SQL, Python, R. \u00a0\u00a0\u00a0&#8211; Techniques : Correlation analysis, regression analysis, root cause analysis. Predictive Analytics \u00a0\u00a0\u00a0&#8211; Overview : Uses historical data to predict future outcomes. \u00a0\u00a0\u00a0&#8211; Tools : Machine learning platforms (TensorFlow, Azure ML). \u00a0\u00a0\u00a0&#8211; Techniques : Time series analysis, regression models, classification algorithms. Prescriptive Analytics \u00a0\u00a0\u00a0&#8211; Overview : Provides recommendations for actions to achieve desired outcomes. \u00a0\u00a0\u00a0&#8211; Tools : Optimization tools (Gurobi, IBM CPLEX). \u00a0\u00a0\u00a0&#8211; Techniques : Decision trees, optimization models, simulation. Sentiment Analysis \u00a0\u00a0\u00a0&#8211; Overview : Analyzes customer feedback and social media mentions to gauge public sentiment. \u00a0\u00a0\u00a0&#8211; Tools : Natural language processing (NLP) tools like TextBlob, sentiment analysis APIs. \u00a0\u00a0\u00a0&#8211; Techniques : Text mining, sentiment scoring, opinion mining. \u00a0 Actionable Insights *Turning Data into Strategic Actions* Identifying Key Performance Indicators (KPIs) \u00a0\u00a0\u00a0&#8211; Examples : Conversion rate, customer acquisition cost (CAC), customer lifetime value (CLV), return on ad spend (ROAS). \u00a0\u00a0\u00a0&#8211; Implementation : Regularly track and analyze KPIs to gauge marketing performance. Segmentation and Targeting \u00a0\u00a0\u00a0&#8211; Overview : Divide your audience into segments based on demographics, behavior, and preferences. \u00a0\u00a0\u00a0&#8211; Techniques : Cluster analysis, RFM (recency, frequency, monetary) analysis. \u00a0\u00a0\u00a0&#8211; Actions : Develop tailored marketing campaigns for different segments to improve engagement and conversion rates. Personalization \u00a0\u00a0\u00a0&#8211; Overview : Use data to create personalized marketing messages and offers. \u00a0\u00a0\u00a0&#8211; Techniques : Dynamic content, personalized email campaigns, targeted ads. \u00a0\u00a0\u00a0&#8211; Actions : Implement recommendation engines and personalized landing pages to enhance user experience. Optimizing Marketing Strategies \u00a0\u00a0\u00a0&#8211; Overview : Use A\/B testing and multivariate testing to identify the most effective marketing tactics. \u00a0\u00a0\u00a0&#8211; Techniques : Split testing, conversion rate optimization (CRO). \u00a0\u00a0\u00a0&#8211; Actions : Continuously refine and optimize marketing strategies based on test results and data insights. Predictive Modeling for Future Campaigns \u00a0 \u00a0&#8211; Overview : Use predictive analytics to forecast the success of future marketing campaigns. \u00a0\u00a0\u00a0&#8211; Techniques : Predictive scoring, propensity modeling. \u00a0\u00a0\u00a0&#8211; Actions : Allocate budget and resources to the most promising campaigns based on predictive insights. \u00a0<\/p>\n","protected":false},"author":1,"featured_media":2467,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"om_disable_all_campaigns":false,"site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"default","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","ast-disable-related-posts":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"default","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"ast-content-background-meta":{"desktop":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"footnotes":""},"categories":[1],"tags":[],"class_list":["post-2454","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-blog"],"_links":{"self":[{"href":"https:\/\/twinclesdigital.com\/index.php\/wp-json\/wp\/v2\/posts\/2454","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/twinclesdigital.com\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/twinclesdigital.com\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/twinclesdigital.com\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/twinclesdigital.com\/index.php\/wp-json\/wp\/v2\/comments?post=2454"}],"version-history":[{"count":31,"href":"https:\/\/twinclesdigital.com\/index.php\/wp-json\/wp\/v2\/posts\/2454\/revisions"}],"predecessor-version":[{"id":2497,"href":"https:\/\/twinclesdigital.com\/index.php\/wp-json\/wp\/v2\/posts\/2454\/revisions\/2497"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/twinclesdigital.com\/index.php\/wp-json\/wp\/v2\/media\/2467"}],"wp:attachment":[{"href":"https:\/\/twinclesdigital.com\/index.php\/wp-json\/wp\/v2\/media?parent=2454"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/twinclesdigital.com\/index.php\/wp-json\/wp\/v2\/categories?post=2454"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/twinclesdigital.com\/index.php\/wp-json\/wp\/v2\/tags?post=2454"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}