Iteration Layer
Image Transformation

Iteration Layer vs Cloudinary

Cloudinary bundles storage, CDN, and transformations — sometimes you just need the transformations.

No credit card required — start with free trial credits

Why developers switch from Cloudinary

Cloudinary bundles storage, CDN, and transformations into one bill — you just need the transformations.

No proprietary lock-in

Cloudinary embeds transformation parameters directly into image URLs, making every URL in your codebase Cloudinary-shaped. Switching means rewriting every URL. Our JSON pipelines live in your code, not in your data.

Predictable per-transformation pricing

Cloudinary credits are shared across storage, CDN bandwidth, and transformations — a traffic spike eats into your transformation budget. We charge per transformation, nothing else.

AI operations built in

Smart crop with object detection, 4× AI upscaling, and background removal are standard operations in our pipeline. Cloudinary charges extra for AI-based transformations.

Feature-by-feature comparison

We went through the docs so you don't have to. Here's how every feature compares — including the ones where we're not the better choice.

Feature Iteration Layer Cloudinary
Resize
Yes

Resize images to exact dimensions or by percentage with multiple fit modes

Yes

Comprehensive resize operations with multiple crop and fit modes

Crop
Yes

Crop images to exact dimensions with configurable anchor points

Yes

Multiple crop modes including gravity-based and region-based cropping

Format conversion
Yes

Convert between image formats as a pipeline step

Yes

Automatic or explicit format conversion via URL parameters

Compression
Yes

Control output quality and compression level per format

Yes

Quality control and automatic compression optimization

Rotate / flip
Yes

Rotate by arbitrary angles and flip horizontally or vertically

Yes

Rotation and flip operations via URL parameters

Blur / sharpen
Yes

Gaussian blur and unsharp mask sharpening with configurable parameters

Yes

Blur and sharpen effects with configurable intensity

Watermark / overlay
Yes

Composite images and text overlays with positioning and opacity control

Yes

Image and text overlays with extensive positioning and styling options

Smart crop (AI)
Yes

AI-powered object detection for intelligent cropping

Paid add-on

AI-based smart cropping available at extra cost on top of the base plan

AI upscale
Yes

4× AI-powered image upscaling

Paid add-on

AI upscaling available at extra cost on top of the base plan

Background removal
Yes

AI-powered background removal in a single pipeline step

Paid add-on

AI background removal available at extra cost on top of the base plan

Output formats
6 formats

JPEG, PNG, WebP, AVIF, HEIF, and GIF output supported

5 formats

JPEG, PNG, WebP, AVIF, and GIF output supported

Pipeline model
JSON pipeline

Define transformation steps as a JSON array in each API request

URL parameters

Transformation parameters are embedded directly in image URLs throughout the codebase

Requires image storage
No

Process any URL or uploaded file directly without pre-uploading to a storage bucket

Required

Images must be stored in Cloudinary before transformations can be applied

CDN maturity
None

No built-in CDN — designed as a processing API, not a delivery network

20+ years

Over 20 years of CDN infrastructure with global edge delivery

Asset management
None

API-only service with no digital asset management features

Full DAM

Complete digital asset management platform for media teams with folders, tags, and search

Plugin ecosystem
SDKs + MCP

TypeScript, Python, and Go SDKs plus an MCP server for AI agent integration

Extensive plugins

Large ecosystem of third-party plugins and framework integrations

EU hosting
EU only

All processing happens exclusively on EU-hosted servers

Global CDN

Processing distributed across a global CDN with no EU-only option available

Language support
Any language

REST API callable from any programming language with HTTP support

Any language

SDKs and URL-based API accessible from any programming language

Pricing model
Per transformation

Flat per-transformation pricing with no shared credit pools

Shared credits

Credits are shared across storage, CDN bandwidth, and transformations, making cost estimation difficult

Infrastructure required
None

Fully managed API with no deployment or infrastructure to manage

None

Fully managed SaaS platform with no infrastructure to manage

GDPR / Data privacy
Zero retention

No files or results stored beyond temporary 90-day logs

Stores assets

Images stored in Cloudinary's global infrastructure as part of the DAM platform

Pricing

Start with free trial credits. No credit card required.

Developer

For individuals & small projects

$29.99 /per month
  • 1,000 credits / month
    That's either: 1,000 image transformations 500 document generations 500 image generations 500 sheet generations 200 document extractions (5-page docs) 200 markdown conversions (5-page docs)
  • All APIs included
  • Free trial credits per API
  • Email support
  • Budget caps per key
  • Optional auto top-up
Most Popular

Startup

Save 40%

For growing teams

$119.99 /per month
  • 5,000 credits / month
    That's either: 5,000 image transformations 2,500 document generations 2,500 image generations 2,500 sheet generations 1,000 document extractions (5-page docs) 1,000 markdown conversions (5-page docs)
  • All APIs included
  • Free trial credits per API
  • Priority support
  • Budget caps per key
  • Optional auto top-up

Business

Save 47%

For high-volume workloads

$319.99 /per month
  • 15,000 credits / month
    That's either: 15,000 image transformations 7,500 document generations 7,500 image generations 7,500 sheet generations 3,000 document extractions (5-page docs) 3,000 markdown conversions (5-page docs)
  • All APIs included
  • Free trial credits per API
  • Priority support
  • Budget caps per key
  • Optional auto top-up

Start building in minutes

Free trial credits included. No credit card required.