Case Study
View Case StudyTray.ai
Migrating hundreds of thousands of pages, re-platforming and extending for the leading composable AI integration platform
From Dato CMS to Adobe Experience Manager
We are the Dato CMS to Adobe Experience Manager migration experts
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Challenges with Dato CMS
Key pain points
DatoCMS gives all the vibes of Prismic, but is somehow less flexible. It can feel like a glorified drag-and-drop schema builder. The moment you want to do anything mildly custom, the walls start closing in. And yes, the pricing stings. It scales fast, which is great for Dato, not so great for anyone trying to run a startup without selling a kidney.
The ecosystem is small, the extensions are thin, and deeper customisation often turns into “well, I guess we’re building that ourselves.” There’s no real visual editor, no guardrails for inactive billing, and once your project grows, you quickly realise drag-and-drop doesn’t magically give you validation or extensibility. If you need something genuinely custom or long-term scalable, there are better choices. Just contact us before you start one of the most expensive journeys.
Limited customisation options
DatoCMS hits a ceiling fast if you need deeply custom logic. The drag-and-drop model is convenient, but it doesn’t give you the freedom a code-first setup would.
Pricing based on traffic
Costs scale with usage, which can get painful quickly for growing sites. Traffic spikes = surprise bills.
Steeper learning curve
While the UI is simple, the API-driven side demands more technical understanding. Non-developers may struggle once things get complex.
Need for additional plugins
Out-of-the-box features only go so far. More advanced workflows often require plugins or custom development to bridge gaps.
Limited feature set scalability
Great for small–mid projects, but larger, more demanding setups can outgrow what DatoCMS offers out of the box.
Potential integration issues
Certain frameworks and tools need careful configuration, and edge cases appear more often than you’d expect in more mature CMS ecosystems.
Benefits of Adobe Experience Manager
Key advantages
AEM is the kind of platform you only choose if you’re a Fortune 500 company or enjoy voluntarily suffering. I hate anything Adobe builds. It’s bloated, overpriced, and aggressively designed to lock you into their ecosystem. But fine, here are the positives: the Adobe integration is unmatched. If your entire organisation already lives inside Creative Cloud, Analytics, and Target, AEM becomes this giant DXP monolith that handles assets, personalization, segmentation, and multi-channel delivery without breaking a sweat. The DAM is legitimately powerful, and it scales like a tank.
If you’re not operating at scale, you’ll spend absurd money for problems a clean Sanity + modern composable stack solves better and cheaper. If you are considering AEM or escaping it, get in touch. We’ll help you choose something that won’t haunt your ops team for the next decade.
Integration with Adobe tools
AEM connects with Creative Cloud, Analytics, and Target, letting teams move assets, data, and personalisation logic across tools without friction
Robust digital asset management
The DAM is genuinely powerful. It has AI tagging, smart cropping, versioning, and bulk optimisation for massive media libraries.
Consistent multi-channel delivery
AEM can push content to web, mobile apps, email, and more from one central source. Ideal for enterprises that need consistent messaging across every customer touchpoint.
Flexible architecture
Supports both classic and headless approaches, letting teams mix legacy setups with modern frontends. It’s adaptable enough for companies with complicated stacks.
Scalable enterprise-level operations
AEM is designed to handle huge traffic, global teams, and heavy workflows. It scales reliably when backed by proper infrastructure and Adobe’s cloud.
Intuitive user interface
For an enterprise platform, the UI is relatively approachable, helping large content teams manage complex workflows without needing to touch code.
Common questions
Dato CMS to Adobe Experience Manager migration FAQs
Answers to the most common questions about Dato CMS to Adobe Experience Manager migration
How does DatoCMS compare to other headless CMS platforms?
DatoCMS sits in an interesting middle ground. The UI is polished and editors pick it up fast, which puts it ahead of more developer-centric options like Hygraph or Strapi. The image pipeline is genuinely excellent, with automatic optimisation and responsive transformations built in. Where it falls short is customisation depth. Compared to Sanity, you hit ceilings sooner when you need custom validation, unique editorial workflows, or deeply nested content structures. Compared to Contentful, DatoCMS is cheaper at lower tiers but has a smaller plugin ecosystem. It's a solid choice for small to mid-sized projects, but larger builds tend to outgrow it.
What does DatoCMS pricing look like as traffic grows?
DatoCMS pricing is tied to API calls and bandwidth, which means costs scale with your traffic. The free tier includes 300 API calls per minute and 10GB of bandwidth. The Professional plan starts at $149/month with higher limits, and the Enterprise tier is custom-priced. The catch is that traffic spikes can push you into overage charges without warning. A product launch or viral blog post can blow through your API limits in hours. We've seen teams get surprise bills after a successful marketing campaign. If you're on DatoCMS, set up API caching aggressively and use static generation where possible to keep costs predictable.
Is DatoCMS good for non-technical content editors?
For basic content editing, yes. DatoCMS has one of the cleaner editor interfaces in the headless CMS space. Drag-and-drop schema building means content teams can understand the structure visually, and the media library is well-designed. The issues start when projects grow. Editors managing content across multiple locales find the interface gets cluttered. There's no native visual page builder, so editors can't preview how content looks on the live site without switching to a separate preview environment. For teams coming from WordPress or HubSpot, the lack of WYSIWYG editing is an adjustment. It works, but it requires more editorial discipline than visual CMS tools.
What should you watch out for when migrating from DatoCMS?
The migration path out of DatoCMS is cleaner than most. Both GraphQL and REST APIs give you full content access, so extraction is straightforward. Schema mapping is the main planning task, since DatoCMS's modular content blocks need to be translated to whatever structure your target CMS uses. The thing to watch is image URLs. DatoCMS serves images through its own CDN with transformation parameters baked into the URL, so you'll need to re-upload assets and update references across your content. Budget 3-6 weeks for a typical DatoCMS migration. If you're using their Structured Text field type, allocate extra time to convert that into your new CMS's rich text format.
How much does Adobe Experience Manager cost?
AEM is one of the most expensive CMS platforms on the market. Adobe doesn't publish list prices, but AEM Sites licensing typically starts around $60,000 per year on its own, and full AEM as a Cloud Service deployments usually land in the $200,000 to $300,000+ range annually. Implementation adds $500,000 to $1M, and Adobe support contracts add another 15-25% of licensing on top. We've seen companies paying more for their AEM contract than their entire engineering team's salaries. If that ratio sounds familiar, it's time to rethink the stack.
How long does it take to migrate off Adobe Experience Manager?
Plan for 4-8 months minimum for a full migration, depending on how customised your AEM instance is. The biggest bottleneck is usually content extraction. AEM's JCR (Java Content Repository) stores everything in a proprietary node structure that requires custom tooling to export cleanly. If you've built custom OSGi bundles, Sling models, or heavy DAM workflows, those all need to be rebuilt or replaced. Our approach is to run a parallel build, standing up the new stack while the old one stays live, then cutting over once everything is validated. That way editorial teams never lose a day of productivity.
Is AEM worth it for companies not using the full Adobe suite?
Honestly, no. AEM's biggest advantage is its tight integration with Creative Cloud, Analytics, Target, and the rest of the Adobe ecosystem. If you're not using at least three or four of those tools, you're paying a premium for a CMS that's slower to develop on, harder to maintain, and more expensive to staff than modern alternatives. We've worked with companies who adopted AEM because a consultant recommended it, only to discover they were using 15% of its capabilities. A well-architected headless CMS with a Next.js frontend would have cost them a fraction of the price and shipped faster.
What do you need to watch out for when leaving AEM?
Three things catch teams off guard. First, asset migration. AEM's DAM often holds thousands of assets with custom metadata, renditions, and smart crops that don't transfer automatically. Second, URL structures. AEM's dispatcher and Sling resource resolution create URL patterns that need careful redirect mapping to preserve SEO value. Third, Adobe contracts. Many AEM agreements include multi-year lock-ins with steep early termination fees. Check your contract terms before you start planning the migration timeline. We always audit all three of these before scoping any AEM migration project.
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