{"id":11686,"date":"2025-02-19T12:24:56","date_gmt":"2025-02-19T12:24:56","guid":{"rendered":"https:\/\/dianapps.com\/blog\/?p=11686"},"modified":"2026-07-10T09:39:33","modified_gmt":"2026-07-10T09:39:33","slug":"vision-ai","status":"publish","type":"post","link":"https:\/\/dianapps.com\/blog\/vision-ai\/","title":{"rendered":"Working With Vision AI to Test Cloud Applications"},"content":{"rendered":"
\nUpdated for July 2026:<\/strong> This guide reflects current 2026 industry benchmarks, cost data, and best practices verified across recent DianApps client builds.\n<\/div>\n

Isn\u2019t it cool to test the application’s visuals before its functionalities are completely developed? Yes, this becomes possible with the integration of Tricentis Tosca, a powerful software testing tool, into your application, website, or desktop.\u00a0<\/span><\/p>\n

Cloud application testing plays an important role in ensuring the quality and performance of applications. In this growing market, testing is required to stay ahead of the competitors. With the rise of artificial intelligence technologies, cloud application testing has become more efficient, scalable, and advanced.\u00a0<\/span><\/p>\n

Vision AI is one such testing innovation that can transform cloud testing among <\/span>various testing platforms<\/span><\/a>. It can also be considered a powerful tool for enhancing cloud application testing, particularly for applications with complex features, images, interfaces, and video content.\u00a0<\/span><\/p>\n

If you want to know about the key benefits of mobile app developers and the best strategy for integrating the latest technology, make sure to completely read this blog. We will also discuss the challenges in cloud application testing and how the implementation of Vision AI can solve these challenges.<\/span><\/p>\n

Let\u2019s dive deeper into this blog.\u00a0<\/span><\/p>\n

What is Vision AI?\u00a0<\/span><\/h2>\n

Vision AI is another part of artificial intelligence that focuses on allowing machines to process and interpret visual information, such as videos and images, much like humans. It uses deep learning algorithms to analyze, interpret, and understand visual data. It might also be used to automate tasks that were previously manual or time-consuming.\u00a0<\/span><\/p>\n

With cloud applications, Vision AI can be used to detect visual defects, validate graphical content, and identify UI\/UX consistencies to ensure the smooth functionality of applications across multiple platforms and devices. It not only leverages a simple recognition system, but also integrates multiple layers of intelligence to understand user behavior, interaction, and the context in real-time.\u00a0<\/span><\/p>\n

Role of Vision AI in Enhancing Cloud Application Testing\u00a0<\/span><\/h2>\n

The traditional system of cloud applications testing focuses on primary aspects like performance evaluation, functional testing, and security assessments. But it overlooks some of the essential aspects like visual consistency and accuracy in user interfaces (UIs). This is where the need for Vision AI comes into play, it ensures the provision of automated visual testing and validation, which is increasingly considered important as cloud-based applications become more interactive and image-centric.\u00a0<\/span><\/p>\n

Now let\u2019s look at the points below to understand how Vision AI enhances cloud application testing:\u00a0<\/span><\/p>\n

Recommended Read:<\/span> How AI and ML Are Elevating Mobile App Development<\/span><\/a><\/p>\n

Automated Visual Regression Testing<\/span><\/h3>\n

Vision AI can smoothly work on detecting visual challenges faced by different versions of an application, ensuring that the latest features integrated into the application or a website don\u2019t negatively affect the design. For example, it can help you to detect minor differences in fonts, layouts, colors, or factors that are not easily noticeable to the human eye.\u00a0<\/span><\/p>\n

Cross-Device Compatibility<\/span><\/h3>\n

Every other user wants to access a cloud application on multiple devices, so it becomes important for the application to work smoothly across all the available devices. Vision AI plays a essential role in maintaining the visual integrity, of the software, whether it is viewed on a tablet, desktop, or mobile device.\u00a0<\/span><\/p>\n

Real-Time UI Validation\u00a0<\/span><\/h3>\n

Due to a part of continuous integration and deployment (CI\/CD) pipelines, Vision AI can smoothly validate user interfaces in real-time. This practice allows testers to easily catch visual errors in the development process, saving resources and time in the long run.\u00a0<\/span><\/p>\n

Enhanced User Experience (UX)<\/span><\/h3>\n

Before the functionality of cloud applications, visual elements like icons, interactive components, and buttons could be optimized for usability with the help of Vision AI. Automating UX validation ensures that users have an engaging and smooth experience while interacting with the application.\u00a0<\/span><\/p>\n

How Vision AI is Beneficial for Mobile Application Developers?<\/span><\/h2>\n

Most of the developers at <\/span>mobile app development companies <\/b><\/a>face unique challenges while optimizing their websites across different devices platforms, and operating systems. Vision AI is highly beneficial for mobile app developers, making it a necessary tool in the testing toolkit.\u00a0\u00a0<\/span><\/p>\n

Device Fragmentation Testing<\/span><\/h3>\n

Mobile apps have become an integral part of driving business success. This shows an increase in the number of mobile apps and devices in the market. Testing apps on each device can be time-consuming and expensive. Vision AI can be used to automate the testing process, ensuring that mobile apps render correctly on different devices with different screen sizes. This automated form of testing can save valuable time while ensuring that their apps meet the visual standards as expected by the users.\u00a0<\/span><\/p>\n

Enhanced UI\/UX Validation<\/span><\/h3>\n

Vision AI can allow mobile app developers to test the layout and design of their applications automatically, ensuring that all visual elements align perfectly on different platforms and devices. This innovative testing approach ensures a high-quality and consistent user experience across iOS and Android devices.\u00a0<\/span><\/p>\n

Recommended Read: <\/span>Steps To Hire UI\/UX Design Firms<\/span><\/a><\/p>\n

Quick Feedback on Design Changes<\/span><\/h3>\n

Whenever a designer or a mobile app developer makes changes to the UI\/UX of the application, they often look for immediate feedback to ensure that the modifications in design don\u2019t affect the app\u2019s functionality or visual appeal. It can instantly provide feedback on design changes, identifying potential inconsistencies or issues before they make it to production.\u00a0\u00a0<\/span><\/p>\n

Accessibility Testing<\/span><\/h3>\n

Vision AI enhances the accessibility issue of the application, so even visually impaired users can navigate the app easily. This process can allow developers to detect color contrast issues, font readability, and button sizes, which is important for inclusivity.\u00a0<\/span><\/p>\n

Key Features of Vision AI in Cloud Testing<\/span><\/h2>\n

Vision AI helps mobile app experts identify the small visual defects in the application ensuring a smooth user experience of the cloud application. Let\u2019s look at some of the important features of Vision AI:\u00a0<\/span><\/p>\n

Image and Video Recognition<\/span><\/h3>\n

Vision AI has in-depth expertise in recognizing videos, images, and other graphical content within cloud applications. It ensures that images load correctly, content aligns with design specifications, and video playback is smooth.\u00a0<\/span><\/p>\n

Recommended Read: <\/span>Key Considerations When Hiring a Cloud-Managed Service Provider<\/span><\/a><\/p>\n

Optical Character Recognition (OCR)<\/span><\/h3>\n

The availability of the OCR technology in Vision AI allows cloud applications to extract and detect text from PDFs, non-textual sources, and images. This testing process can be useful for applications that involve processing invoices, reading barcodes, and scanning documents.\u00a0<\/span><\/p>\n

AI-Powered Object Detection<\/span><\/h3>\n

Vision AI is a powerful tool that can detect specific objects or elements within an image or video, enabling precise testing of UI components, graphical elements, and buttons. For instance, it can be used to verify whether a \u201cBuy Now\u201d button appears in the correct location on the screen or whether a specific image is displayed on the right section of a website or app.\u00a0<\/span><\/p>\n

Facial Recognition<\/span><\/h3>\n

Vision AI can use a <\/span>facial recognition system<\/span><\/a> in the cloud application with personalization or security features, ensuring that user data is protected and the application is functioning as intended.\u00a0<\/span><\/p>\n

Image Comparison<\/span><\/h3>\n

Vision AI can be used to detect visual discrepancies, comparing images from different versions or builds of an application. It can be used to detect the errors that arise during app updates, like visual glitches, pixel-level differences, or layout shifts.\u00a0<\/span><\/p>\n

Best Practices for Integrating Vision AI in Your Cloud Testing Strategy<\/span><\/h2>\n

The process of integrating Vision AI into cloud application seems complicated, but in this section, we have tried to make the process more clear and straightforward:\u00a0<\/span><\/p>\n

Define Clear Testing Objectives<\/span><\/h3>\n

Ensure to have a clear objective in your mind before planning to integrate Vision AI technology into your cloud applications. Well-defined goals will help you to leverage Vision AI capabilities effectively, regarding ensuring cross-device compatibility, validating UI consistency, or enhancing UX<\/span><\/p>\n

Leverage AI for Repetitive Tasks<\/span><\/h3>\n

For Repetitive tasks like cross-platform validation and regression testing, you should definitely think about utilizing Vision AI. This technology will reduce the task of the developers and testers, and allow them to focus on a more complex task that requires human judgment.\u00a0<\/span><\/p>\n

Integrate with CI\/CD Pipelines<\/span><\/h3>\n

To enable real-time testing and validation, incorporate vision AI into your continuous integration and deployment (CI\/CD) pipeline. This process will allow you to identify and fix visual issues as soon as they arise, improving the overall quality of the application.\u00a0<\/span><\/p>\n

Combine Vision AI with Traditional Testing<\/span><\/h3>\n

Vision AI can be combined with traditional testing processes to ensure comprehensive test coverage. To build a holistic testing approach you should think about using Vision AI with security testing, functional testing, and performance testing.\u00a0<\/span><\/p>\n

Monitor and Refine<\/span><\/h3>\n

Make sure to regularly test the performance of the software and refine its capabilities based on the results and feedback. You should also make adjustments as necessary to enhance the efficiency and effectiveness of the testing process.\u00a0<\/span><\/p>\n

Challenges in Cloud Application Testing and How Vision AI Solves Them<\/span><\/h2>\n

Besides all the benefits, Vision AI also faces some challenges while working with cloud application testing. Given points below define the challenges:\u00a0<\/span><\/p>\n

Cross-Device Compatibility<\/span><\/h3>\n

To ensure that apps work properly on different types of screens and equipment, cloud services are one of the most difficult aspects of testing. By automatically verifying compatibility across devices, Vision AI ensures that the user interface components correspond to all platforms.<\/span><\/p>\n

Recommended Read: <\/span>The Importance of Cross-Platform Mobile App Development Services<\/span><\/a><\/p>\n

UI Inconsistencies<\/span><\/h3>\n

Human error can occur during manual UI testing, and UI design errors cannot be noticed. By automating the identity of visual inequalities, Vision AI reduces the possibility of errors and guarantees a top user experience.<\/span><\/p>\n

Long Testing Cycles<\/span><\/h3>\n

Especially when dealing with complex applications, traditional visual testing can be a time-consuming process. The testing process can be accelerated with Vision AI automating the detection of visual defects and inconsistencies in the application. It can also speed up the time-to-market and reduce testing time.\u00a0<\/span><\/p>\n

Changing Design Elements<\/span><\/h3>\n

Design components in cloud applications can often evolve as they develop. Because Vision AI can quickly adjust these changes, the new design upgrade can be effectively tested without the need for much manual work.<\/span><\/p>\n

Limited Testing Resources<\/span><\/h3>\n

Many test teams find it difficult to accommodate the growing demand for thorough testing due to the complexity of cloud applications. Automating visual test tasks, maximizing Vision AI test effort, and releasing resources for other important test tasks.<\/span><\/p>\n

Final Words<\/span><\/h2>\n

For both businesses and developers, the integration of Vision AI in cloud application testing is considered a breakthrough solution. User experience can be enhanced by automating visual testing and streamlining the testing process. Moreover, it offers significant advantages over traditional testing methods. The ability of Vision AI to validate cross-device compatibility and UI consistency can benefit mobile app developers. It ensures that the apps meet the highest standards of quality.\u00a0<\/span><\/p>\n

By following the best practices shown in this blog and addressing the common challenges, you will be able to smoothly integrate Vision AI into your cloud testing strategy. It leads to improved quality, better overall user experience, and faster development cycles. You can also think about connecting with a <\/span>custom software development company<\/a>.<\/b> As AI technologies continuously enhance it will allow Vision to play an important role in shaping the future of cloud application testing. This makes Vision AI an essential tool for developers looking to stay ahead in this competitive digital landscape.\u00a0<\/span><\/p>\n","protected":false},"excerpt":{"rendered":"

Updated for July 2026: This guide reflects current 2026 industry benchmarks, cost data, and best practices verified across recent DianApps client builds. Isn\u2019t it cool to test the application’s visuals before its functionalities are completely developed? Yes, this becomes possible with the integration of Tricentis Tosca, a powerful software testing tool, into your application, website, […]<\/p>\n","protected":false},"author":1,"featured_media":11689,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_yoast_wpseo_meta-robots-noindex":"","_yoast_wpseo_meta-robots-nofollow":"","_yoast_wpseo_canonical":"","_yoast_wpseo_opengraph-title":"","_yoast_wpseo_opengraph-description":"","_yoast_wpseo_opengraph-image":"","_yoast_wpseo_twitter-title":"","_yoast_wpseo_twitter-description":"","_yoast_wpseo_twitter-image":"","_wp_applaud_exclude":false,"footnotes":""},"categories":[5],"tags":[1170,1171,1172,1169],"class_list":["post-11686","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-technology","tag-cloud-applications","tag-role-of-vision-ai","tag-vision-ai-for-mobile-development","tag-vision-ai-to-test-cloud-applications"],"featured_image_src":{"landsacpe":["https:\/\/dianapps.com\/blog\/wp-content\/uploads\/2025\/02\/Vision-AITransforming-Cloud-App-Testing-Software-Development-1140x445.png",1140,445,true],"list":["https:\/\/dianapps.com\/blog\/wp-content\/uploads\/2025\/02\/Vision-AITransforming-Cloud-App-Testing-Software-Development-463x348.png",463,348,true],"medium":["https:\/\/dianapps.com\/blog\/wp-content\/uploads\/2025\/02\/Vision-AITransforming-Cloud-App-Testing-Software-Development-300x169.png",300,169,true],"full":["https:\/\/dianapps.com\/blog\/wp-content\/uploads\/2025\/02\/Vision-AITransforming-Cloud-App-Testing-Software-Development.png",1536,864,false]},"yoast_head":"\nVision AI: Transforming Cloud App Testing & Software Development<\/title>\n<meta name=\"description\" content=\"This blog explores the benefit of adopting Vision AI over traditional forms of visual testing for cloud applications, with the integration process of Vision AI.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/dianapps.com\/blog\/vision-ai\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Vision AI: Transforming Cloud App Testing & Software Development\" \/>\n<meta property=\"og:description\" content=\"This blog explores the benefit of adopting Vision AI over traditional forms of visual testing for cloud applications, with the integration process of Vision AI.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/dianapps.com\/blog\/vision-ai\/\" \/>\n<meta property=\"og:site_name\" content=\"Learn About Digital Transformation & Development | DianApps Blog\" \/>\n<meta property=\"article:published_time\" content=\"2025-02-19T12:24:56+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2026-07-10T09:39:33+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/dianapps.com\/blog\/wp-content\/uploads\/2025\/02\/Vision-AITransforming-Cloud-App-Testing-Software-Development.png\" \/>\n\t<meta property=\"og:image:width\" content=\"1536\" \/>\n\t<meta property=\"og:image:height\" content=\"864\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/png\" \/>\n<meta name=\"author\" content=\"Vikash Soni\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"Vikash Soni\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"9 minutes\" \/>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"Vision AI: Transforming Cloud App Testing & Software Development","description":"This blog explores the benefit of adopting Vision AI over traditional forms of visual testing for cloud applications, with the integration process of Vision AI.","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/dianapps.com\/blog\/vision-ai\/","og_locale":"en_US","og_type":"article","og_title":"Vision AI: Transforming Cloud App Testing & Software Development","og_description":"This blog explores the benefit of adopting Vision AI over traditional forms of visual testing for cloud applications, with the integration process of Vision AI.","og_url":"https:\/\/dianapps.com\/blog\/vision-ai\/","og_site_name":"Learn About Digital Transformation & Development | DianApps Blog","article_published_time":"2025-02-19T12:24:56+00:00","article_modified_time":"2026-07-10T09:39:33+00:00","og_image":[{"width":1536,"height":864,"url":"https:\/\/dianapps.com\/blog\/wp-content\/uploads\/2025\/02\/Vision-AITransforming-Cloud-App-Testing-Software-Development.png","type":"image\/png"}],"author":"Vikash Soni","twitter_card":"summary_large_image","twitter_misc":{"Written by":"Vikash Soni","Est. reading time":"9 minutes"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/dianapps.com\/blog\/vision-ai\/#article","isPartOf":{"@id":"https:\/\/dianapps.com\/blog\/vision-ai\/"},"author":{"name":"Vikash Soni","@id":"https:\/\/dianapps.com\/blog\/#\/schema\/person\/0126fafc83e42bece2acbfe92f7d0f4f"},"headline":"Working With Vision AI to Test Cloud Applications","datePublished":"2025-02-19T12:24:56+00:00","dateModified":"2026-07-10T09:39:33+00:00","mainEntityOfPage":{"@id":"https:\/\/dianapps.com\/blog\/vision-ai\/"},"wordCount":1880,"commentCount":0,"image":{"@id":"https:\/\/dianapps.com\/blog\/vision-ai\/#primaryimage"},"thumbnailUrl":"https:\/\/dianapps.com\/blog\/wp-content\/uploads\/2025\/02\/Vision-AITransforming-Cloud-App-Testing-Software-Development.png","keywords":["cloud applications","role of vision ai","vision ai for mobile development","vision ai to test cloud applications"],"articleSection":["Technology"],"inLanguage":"en-US","potentialAction":[{"@type":"CommentAction","name":"Comment","target":["https:\/\/dianapps.com\/blog\/vision-ai\/#respond"]}]},{"@type":"WebPage","@id":"https:\/\/dianapps.com\/blog\/vision-ai\/","url":"https:\/\/dianapps.com\/blog\/vision-ai\/","name":"Vision AI: Transforming Cloud App Testing & Software Development","isPartOf":{"@id":"https:\/\/dianapps.com\/blog\/#website"},"primaryImageOfPage":{"@id":"https:\/\/dianapps.com\/blog\/vision-ai\/#primaryimage"},"image":{"@id":"https:\/\/dianapps.com\/blog\/vision-ai\/#primaryimage"},"thumbnailUrl":"https:\/\/dianapps.com\/blog\/wp-content\/uploads\/2025\/02\/Vision-AITransforming-Cloud-App-Testing-Software-Development.png","datePublished":"2025-02-19T12:24:56+00:00","dateModified":"2026-07-10T09:39:33+00:00","author":{"@id":"https:\/\/dianapps.com\/blog\/#\/schema\/person\/0126fafc83e42bece2acbfe92f7d0f4f"},"description":"This blog explores the benefit of adopting Vision AI over traditional forms of visual testing for cloud applications, with the integration process of Vision AI.","breadcrumb":{"@id":"https:\/\/dianapps.com\/blog\/vision-ai\/#breadcrumb"},"inLanguage":"en-US","potentialAction":[{"@type":"ReadAction","target":["https:\/\/dianapps.com\/blog\/vision-ai\/"]}]},{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/dianapps.com\/blog\/vision-ai\/#primaryimage","url":"https:\/\/dianapps.com\/blog\/wp-content\/uploads\/2025\/02\/Vision-AITransforming-Cloud-App-Testing-Software-Development.png","contentUrl":"https:\/\/dianapps.com\/blog\/wp-content\/uploads\/2025\/02\/Vision-AITransforming-Cloud-App-Testing-Software-Development.png","width":1536,"height":864,"caption":"Vision AI:Transforming Cloud App Testing & Software Development"},{"@type":"BreadcrumbList","@id":"https:\/\/dianapps.com\/blog\/vision-ai\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/dianapps.com\/blog\/"},{"@type":"ListItem","position":2,"name":"Working With Vision AI to Test Cloud Applications"}]},{"@type":"WebSite","@id":"https:\/\/dianapps.com\/blog\/#website","url":"https:\/\/dianapps.com\/blog\/","name":"Learn About Digital Transformation & Development | DianApps Blog","description":"Dianapps","potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/dianapps.com\/blog\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"en-US"},{"@type":"Person","@id":"https:\/\/dianapps.com\/blog\/#\/schema\/person\/0126fafc83e42bece2acbfe92f7d0f4f","name":"Vikash Soni","image":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/dianapps.com\/blog\/wp-content\/uploads\/2026\/08\/vikash-soni-400-96x96.jpg","url":"https:\/\/dianapps.com\/blog\/wp-content\/uploads\/2026\/08\/vikash-soni-400-96x96.jpg","contentUrl":"https:\/\/dianapps.com\/blog\/wp-content\/uploads\/2026\/08\/vikash-soni-400-96x96.jpg","caption":"Vikash Soni"},"description":"Vikash Soni (CTO & Co-founder, DianApps) leads engineering at DianApps, where he has spent over 10 years building AI and machine learning systems, alongside earlier work in AR\/VR and blockchain. He has delivered 250+ AI and machine learning systems across various industries, e.g. healthcare, fintech, and retail. His work centers on the parts of AI development that decide whether a project ships: retrieval architecture, evaluation design, and the data preparation most teams underestimate. He advises founders and enterprise technology leaders on where AI genuinely fits a problem, and where a simpler system would serve better.","sameAs":["https:\/\/dianapps.com\/","https:\/\/www.instagram.com\/_ai_4everyone","https:\/\/www.linkedin.com\/in\/reachvikashsoni\/"],"url":"https:\/\/dianapps.com\/blog\/author\/infodianapps-com\/"}]}},"_links":{"self":[{"href":"https:\/\/dianapps.com\/blog\/wp-json\/wp\/v2\/posts\/11686","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/dianapps.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/dianapps.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/dianapps.com\/blog\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/dianapps.com\/blog\/wp-json\/wp\/v2\/comments?post=11686"}],"version-history":[{"count":3,"href":"https:\/\/dianapps.com\/blog\/wp-json\/wp\/v2\/posts\/11686\/revisions"}],"predecessor-version":[{"id":18844,"href":"https:\/\/dianapps.com\/blog\/wp-json\/wp\/v2\/posts\/11686\/revisions\/18844"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/dianapps.com\/blog\/wp-json\/wp\/v2\/media\/11689"}],"wp:attachment":[{"href":"https:\/\/dianapps.com\/blog\/wp-json\/wp\/v2\/media?parent=11686"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/dianapps.com\/blog\/wp-json\/wp\/v2\/categories?post=11686"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/dianapps.com\/blog\/wp-json\/wp\/v2\/tags?post=11686"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}