Case Study
View Case StudyTray.ai
Migrating hundreds of thousands of pages, re-platforming and extending for the leading composable AI integration platform

From Directus to Adobe Experience Manager
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Key pain points
Directus looks fantastic in demos, but things get rocky once you actually try to use it at scale. The Professional cloud plan is $99/month and caps you at 5 users, 75,000 database entries, and 250,000 API requests — grow past any of those limits and you're straight into custom Enterprise territory. The v12 move to the Monospace Sustainable Core License (MSCL) has also rattled the community; smaller orgs get a free Innovation Grant, but larger teams are navigating a licensing landscape that changed significantly from what they signed up for.
On the dev side, updates can introduce breaking changes, the documentation doesn't always keep pace, and the extension ecosystem is pretty thin. Localization is technically supported but fiddly and easy to misconfigure, and large datasets make the UI noticeably sluggish. And if you want anything deeply custom, you're suddenly living in Vue.js land, which is not where most teams want to spend their weekends.

Breaking update changes
Directus explicitly does not follow semver — any release may include breaking changes. The v10 to v11 upgrade hit schema changes and dropped fields, and the v11 UI scale change (px to rem) broke extensions hardcoding pixel values. Plan your upgrade windows carefully.

Limited extension ecosystem
The plugin ecosystem is still pretty bare. Anything even mildly niche ends up becoming a "let's just custom build it" moment, which defeats the purpose of picking a CMS with extensions. The marketplace launched in beta in early 2024 and is still maturing.

Complex localization setup
Yes, it supports multilingual content, but setting it up feels like assembling IKEA furniture blindfolded. It works, but expect extra config, extra steps, and extra patience.

Version history still tier-gated
Global draft versions now ship automatically with every versioned item — no manual setup required as of March 2026 — which is a genuine improvement. Full version history, rollbacks, and controlled releases are still locked behind higher-tier plans, though, so if predictable publishing workflows are a must, check your tier carefully before committing.

Vue.js knowledge requirement
Custom interfaces and deeper tweaks need Vue.js, so if your team only speaks React, prepare for a small identity crisis (or a hiring plan).

Large dataset performance issues
Heavy tables and deeply relational data can slow down queries and the UI — community reports show 25K-row datasets where raw SQL runs in milliseconds but the Directus API takes 20+ seconds, largely due to internal query overhead and no auto-indexes on foreign keys.
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.
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