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Analyze API Reference (Beta) | Documentation

• Image & Video APIs
• References
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• Get Started
  • Image & Video APIs overview
  • Developer kickstart
    • Step 1: Register and find credentials
    • Step 2: Load pages faster with optimization
    • Step 3: Your first transformations
    • Step 4: Resize transformations
    • Step 5: Set up and run your first SDK project
    • Congrats! You're ready to code!
  • SDK quick starts
  • Try it!
    • Code explorers
    • Feature demos
    • Postman collections
  • MCP servers and LLM tools (Beta)
  • Video tutorial library
    • Programmatic asset management
      • Programmatic upload
        • Upload programmatically
        • Create upload presets
        • Auto upload
        • Moderate images with AI
        • Use AI to generate image captions
        • Upload images in Flutter
        • Upload images in Node.js
        • Auto-tag images in Node.js
        • Upload multiple files in Node.js
        • Upload videos in Node.js
        • Upload images in Python
        • Auto-tag images in Python
        • Upload videos in Python
        • Upload images in PHP
        • Upload assets in a React app
        • Upload assets in a Vue.js app
        • Drag-and-drop uploads in React
        • Upload assets in a Next.js app
        • Upload assets with Server Actions
        • Upload assets in Svelte
        • Upload assets in a SvelteKit app
        • Upload assets in a Remix app
        • Upload images in Hono
        • Use webhooks to remove backgrounds
      • Interaction with Cloudinary APIs
        • Generate upload signature
        • Postman collections introduction
      • Cloudinary SDKs
        • Find your credentials
        • Configure the JavaScript SDK
        • Configure the React SDK
        • Configure the Flutter SDK
        • Configure Svelte Cloudinary
        • Configure the Javascript SDK in Svelte
        • Getting started with Cloudinary in Node.js
        • Configure the Node.js SDK
        • Configure the Python SDK
        • Configure the PHP SDK
        • Configure the Go SDK
        • Configure the Vue.js SDK
        • Configure the Next.js SDK
        • List images in Next.js
        • Lazy load images with Next.js
        • Image fallbacks in JavaScript
        • Captioning on upload with Node.js
        • Delete assets with Node.js
        • Manage images in a Django app
      • Cloudinary CLI
        • Get started with the CLI
        • Scripting with the CLI
        • Get creative with the CLI
        • Upload with the CLI
      • Widgets
        • Upload Widget
        • Product Gallery
        • Product Gallery in React
        • Product Gallery accessibility
    • Optimization and delivery
      • Programmatic optimization
        • Optimization tips
        • Optimize videos in React
        • Transform and optimize images in Svelte
        • Optimize videos in Next.js
        • Optimize Images with Nuxt Cloudinary
        • Optimize Images in SolidJS with Cloudinary
        • Optimize images in Flutter
        • Optimize images in Laravel
      • Programmatic delivery
        • Deliver images with the Next.js Image component
        • Deliver images with the Nuxt Image component
        • Diagnosing error codes
      • Video Player
        • Video Player in React
        • Video Player in Next.js
        • Video Player in HTML
    • Transformations
      • Get started with transformations
        • Transformation basics
        • Transformation Builder
        • Gravity-based crops for images
        • Enhance and restore images
        • Transformation overlays
        • Content-aware image cropping
        • Content-aware video cropping
        • Convert videos to animated images
      • Advanced transformation features
        • Text overlay transformations
        • Complex transformations
        • Named transformations
        • Named transformations using TX Builder
        • Advanced image components
        • Trim videos in Node.js
        • Splice videos in Node.js
        • Zoompan effect
        • Video transformations
        • Crop and resize images in React
        • Crop and resize videos in React
        • Crop and resize images in Python
        • Remove backgrounds and add drop shadows
        • AI generative fill in Next.js
        • Color accessibility in JavaScript
      • Transformations for social media
        • Social media image cards in Next.js
        • Social media image cards in Svelte
    • Dev Hints on YouTube
  • Additional onboarding resources
    • Service introduction
    • Onboarding FAQ
    • Enterprise onboarding FAQ
    • Migration guide
    • Glossary
• Guides
  • Cloudinary Image
    • Product overview
    • Image transformations
      • Image transformations overview
      • Resizing and cropping
      • Placing layers on images
      • Effects and enhancements
      • Background removal
      • Generative AI transformations
      • Face-detection based transformations
      • Custom focus areas
      • Animated images
      • Transformations on 3D models
      • Conditional transformations
      • User-defined variables and arithmetic transformations
      • Custom functions
    • Image optimization and delivery
      • Optimization overview
      • Image optimization
        • Image optimization basics
        • PDF optimization
        • Optimize by default
      • Responsive images
        • Using HTML and dynamic image transformations
        • Using JavaScript frontend frameworks
        • Using the cloudinary-core JS library
        • Using client hints
      • Deliver remote media files
        • Social media profile pictures
      • PDF and Photoshop files
      • Media access methods
      • CDN delivery options
    • Programmatic image creation
      • Animated images
      • Archives
      • Sprites
      • Image collages
      • PDF files from images
      • Images from text
    • Product Gallery widget
      • Product Gallery changelog
    • Media Editor widget
    • Image add-ons
  • Cloudinary Video
    • Product overview
    • Cloudinary Video Player
      • Video Player features
      • Installation and setup
      • How to embed the Video Player
      • Video Player customization
      • Playlists and recommendations
      • HLS and MPEG-DASH
      • Video Player accessibility
      • Video Player advanced features
        • Events and analytics
        • Video ads and monetization
        • Shoppable Video
        • Interactive Video (Beta)
      • Video Player API reference
    • Adaptive bitrate streaming
    • Video transformations
      • Video transformations overview
      • Resizing and cropping
      • Trimming and concatenating
      • Placing layers on videos
      • Effects and enhancements
      • Audio transformations
      • Advanced video transformations
        • Converting videos to animated images
        • Conditional transformations
        • User-defined variables and arithmetic transformations
    • Video and audio optimization
      • Video optimization
      • Adaptive bitrate streaming
      • Audio optimization
    • Video transcription
    • Video analytics
    • Live streaming
      • Live streaming API reference
      • Simulated live streaming
    • Video add-ons
    • Video best practices
    • Social media videos
  • Upload
    • Uploading assets
    • Customizing uploads
    • Client-side uploading
    • Upload presets
    • Upload widget
      • Upload widget changelog
  • Asset management
    • CRUD asset management APIs
      • List assets
      • Update assets
      • Delete assets
      • Rename assets
      • Relate assets
    • Media Library for developers
    • Search for assets
      • Search API method
      • Cacheable search URLs
      • Visual Search
      • Search expressions
    • Eager and incoming transformations
    • Custom metadata
      • Tags
      • Contextual metadata
      • Structured metadata
        • Conditional metadata rules
    • Analyze assets
      • Image quality analysis
      • Accessibility analysis
      • Semantic data extraction
      • Media Inspector (Beta)
      • Analyze API (Beta)
    • Moderate assets
    • Webhook notifications
    • Advanced asset management
      • Signatures
        • Authentication signatures
        • Notification signatures
        • Delivery URL signatures
        • Response signatures
      • Provenance and authenticity
      • Backups and version management
      • Invalidate cached assets
    • Add-ons
  • Account management
    • Account settings
      • Folder modes
    • Product environment settings
    • User provisioning
      • SAML SSO
    • Usage data
    • How are transformations counted?
  • Retail and e-commerce
    • Best practices
    • Visual differentiators
    • Customize and optimize assets
    • Workflows
      • Product asset workflows
      • Non-product asset workflows
      • Multi-channel content delivery
  • User-generated content
    • Profile picture sample project
    • Video review sample project
    • Marketplace products sample project
    • Try before you buy sample project
      • Delete temporary UGC assets
  • Accessible media
  • AI in action
  • Native mobile
  • Add-ons
    • Advanced Facial Attributes Detection
    • Amazon Rekognition AI Moderation
    • Amazon Rekognition Video Moderation
    • Amazon Rekognition Auto Tagging
    • Amazon Rekognition Celebrity Detection
    • Aspose Document Conversion
    • Cloudinary AI Background Removal
    • Cloudinary AI Content Analysis
    • Cloudinary AI Vision
    • Cloudinary Duplicate Image Detection
    • Google AI Video Moderation
    • Google AI Video Transcription
    • Google Auto Tagging
    • Google Automatic Video Tagging
    • Google Translation
    • Imagga Auto Tagging
    • Imagga Crop and Scale
    • Perception Point Malware Detection
    • Microsoft Azure Video Indexer
    • OCR Text Detection and Extraction
    • Pixelz - Remove the Background
    • URL2PNG Website Screenshots
    • VIESUS™ Automatic Image Enhancement
    • WebPurify Image Moderation
• References
  • Transformation URL API
  • Upload API
  • Admin API
  • Provisioning API
  • Analyze API (Beta)
  • Live streaming API
  • Cloudinary CLI
  • SDK references
    • Transformation Builder reference
    • React SDK reference
    • Vue.js SDK reference
    • JavaScript SDK reference
    • Angular SDK reference
    • PHP SDK reference
    • Go SDK reference
    • Dart SDK reference
    • Flutter SDK reference
  • Postman collections
  • Upload Widget API
  • Product Gallery API
  • Media Editor API
  • Video Player API
• SDKs
  • Backend SDKs
    • Node.js SDK
      • Node.js introduction
      • Node.js quick start
      • Node.js image and video upload
      • Node.js image transformations
      • Node.js video transformations
      • Node.js asset management
      • Node.js sample projects
      • Node.js video tutorials
    • Python SDK
      • Python introduction
      • Python quick start
      • Python image and video upload
      • Python image transformations
      • Python video transformations
      • Python asset management
      • Python sample projects
      • Python video tutorials
    • PHP SDK
      • PHP introduction
      • PHP quick start
      • PHP image and video upload
      • PHP image transformations
      • PHP video transformations
      • PHP asset management
      • PHP sample projects
      • PHP video tutorials
      • PHP Management reference
      • PHP Transformation reference
    • Java SDK
      • Java introduction
      • Java quick start
      • Java image and video upload
      • Java image transformations
      • Java video transformations
      • Java asset management
    • Ruby/Rails SDK
      • Ruby/Rails introduction
      • Ruby/Rails quick start
      • Ruby/Rails image and video upload
      • Ruby/Rails image transformations
      • Ruby/Rails video transformations
      • Ruby/Rails asset management
      • CarrierWave integration
      • Attachinary integration
      • Active Storage integration
    • .NET SDK
      • .NET introduction
      • .NET quick start
      • .NET image and video upload
      • .NET image transformations
      • .NET video transformations
      • .NET asset management
    • Go SDK
      • Go introduction
      • Go quick start
      • Go image and video upload
      • Go media transformations
      • Go asset management
      • Go sample projects
      • Go video tutorials
      • Go SDK reference
    • Dart SDK
      • Dart introduction
      • Dart quick start
      • Dart image and video upload
      • Dart media transformations
      • Dart SDK reference
  • Frontend SDKs
    • React SDK
      • React introduction
      • React quick start
      • React image and video upload
      • React image transformations
      • React video transformations
      • React sample projects
      • React video tutorials
      • React SDK reference
      • Transformation Builder reference
    • Vue.js SDK
      • Vue.js introduction
      • Vue.js quick start
      • Vue.js image and video upload
      • Vue.js image transformations
      • Vue.js video transformations
      • Vue.js sample projects
      • Vue.js video tutorials
      • Vue.js SDK reference
      • Transformation Builder reference
    • Angular SDK
      • Angular introduction
      • Angular quick start
      • Angular image and video upload
      • Angular image transformations
      • Angular video transformations
      • Angular sample projects
      • Angular SDK reference
      • Transformation Builder reference
    • JavaScript SDK
      • JavaScript introduction
      • JavaScript quick start
      • JavaScript image and video upload
      • JavaScript image transformations
      • JavaScript video transformations
      • JavaScript sample projects
      • JavaScript video tutorials
      • JavaScript SDK reference
      • Transformation Builder reference
    • jQuery SDK
      • jQuery introduction
      • jQuery image and video upload
      • jQuery image transformations
      • jQuery video transformations
    • React SDK (Legacy)
      • React introduction
      • React image and video upload
      • React image transformations
      • React video transformations
      • React migration guide
    • Vue.js SDK (Legacy)
      • Vue.js introduction
      • Vue.js image and video upload
      • Vue.js image transformations
      • Vue.js video transformations
      • Vue.js migration guide
    • Angular SDK (Legacy)
      • Angular introduction
      • Angular image and video upload
      • Angular image transformations
      • Angular video transformations
      • Angular migration guide
    • JavaScript SDK (Legacy)
      • JavaScript introduction
      • JavaScript image and video upload
      • JavaScript image transformations
      • JavaScript video transformations
      • JavaScript migration guide
  • Mobile SDKs
    • iOS SDK
      • iOS introduction
      • iOS quick start
      • iOS image and video upload
      • iOS image transformations
      • iOS video transformations
      • iOS video player
      • iOS sample projects
    • Android SDK
      • Android introduction
      • Android quick start
      • Android image and video upload
      • Android image transformations
      • Android video transformations
      • Android video player
      • Android sample projects
    • Flutter SDK
      • Flutter introduction
      • Flutter quick start
      • Flutter image and video upload
      • Flutter media transformations
      • Flutter video player
      • Flutter video tutorials
      • Dart-based cloudinary_url_gen package reference
      • Flutter SDK reference
    • React Native SDK
      • React Native introduction
      • React Native image and video upload
      • React Native image transformations
      • React Native video transformations
      • React Native video player
    • Kotlin SDK
      • Kotlin media transformations
  • Community-developed libraries
    • Next.js
    • Astro
    • Laravel
    • NuxtJS
    • Svelte
    • Gatsby
    • Netlify
    • Drupal
• Release Notes
  • Latest: July 09, 2025
  • May 27, 2025
  • November 29, 2024
  • Previous releases
    • October 9, 2024
    • August 12, 2024
    • June 27, 2024
    • May 31, 2024
    • April 16, 2024
    • February 28, 2024
    • January 03, 2024
    • November 13, 2023
    • October 26, 2023
    • September 21, 2023
    • August 15, 2023
    • July 13, 2023
    • June 19, 2023
    • May 16, 2023
    • Apr 04, 2023
    • Feb 21, 2023
    • Dec 27, 2022

• Get Started
• Guides
• References
• SDKs
• Release Notes

• Get Started
• User Guides
• Admin Guides
• Assets APIs
• Release Notes

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