Two roads to full-stack
AWS Amplify is AWS's full-stack development platform — hosting for frontends plus a framework for wiring up backends using AWS primitives (AppSync/GraphQL, DynamoDB, Cognito, Lambda, S3). It's opinionated and tightly integrated with AWS.
PandaStack takes a more conventional path: host your frontend as a static site, your backend as an ordinary container (Node/Python/Go, any framework), and attach a managed SQL database — all in one platform. The big philosophical split is *AWS-native primitives* vs. *standard runtimes and databases*.
Programming model
This is the crux. Amplify shines when you embrace its model:
- GraphQL via AppSync, often backed by DynamoDB
- Auth via Cognito
- Storage via S3
- Functions via Lambda
- Generated client libraries that tie your frontend to these services
If you adopt that model, Amplify gives you a lot for free. But you're building *for AWS* — your data layer is DynamoDB (NoSQL), your auth is Cognito, and migrating away later means rewriting.
PandaStack keeps you on standard ground:
- Your backend is a normal container running Express, FastAPI, Rails, whatever
- Your database is managed PostgreSQL or MySQL — relational, with your existing ORM
- Auth, storage, and logic live in your own app code
Neither is wrong. Amplify trades portability for AWS-native velocity. PandaStack trades AWS-native primitives for portability and conventional tooling.
| Aspect | PandaStack | AWS Amplify |
|---|---|---|
| Backend model | Standard containers | AWS primitives (Lambda/AppSync) |
| Database | Managed SQL (Postgres/MySQL) + Mongo/Redis | DynamoDB (NoSQL) common |
| Auth | Your app / SSO / RBAC | Cognito |
| Frontend hosting | Static, any framework | Amplify Hosting |
| Portability | High (standard runtimes) | Lower (AWS-coupled) |
| Ecosystem | Standalone | Deep AWS |
Frontend hosting
Both host modern frontends well. Amplify Hosting builds from Git, handles SSR for some frameworks, and serves via CloudFront. PandaStack builds static sites in pandastack.ai microVMs (any framework: React/Vite, Next export, Astro, Gatsby, Eleventy, VitePress, Hugo, plain HTML), with automatic SSL and custom domains. For static frontends, both are strong; Amplify has tighter Next.js SSR integration on AWS, which is worth noting if you rely heavily on Next SSR.
The database question
If your data is naturally relational — users, orders, joins, transactions — Amplify's DynamoDB-centric default can feel like fighting the tool. You *can* use Aurora/RDS with Amplify, but the smooth path is DynamoDB.
PandaStack defaults to relational: managed PostgreSQL (14.x, 16.x) and MySQL (5.7, 8.x) via KubeBlocks, with DATABASE_URL auto-injected, plus MongoDB and Redis if you want them. Your Prisma/Sequelize/SQLAlchemy schema works as-is. For most CRUD-style apps, this is the more natural fit.
Vendor lock-in
Let's be candid on both sides. Amplify's tight AWS coupling is a feature *and* a risk: you move fast inside AWS, but your app becomes AWS-shaped. Moving off means re-architecting around Cognito, AppSync, and DynamoDB.
PandaStack uses standard runtimes and standard databases, so your app is portable by construction — it's just containers and Postgres. That said, no platform is zero-lock-in; you'd still re-point DNS and re-provision a DB elsewhere. The difference is degree: standard primitives are far easier to move than AWS-native ones.
Pricing
Amplify bills across build minutes, hosting/bandwidth, and the underlying AWS services you use (Lambda, DynamoDB, Cognito, etc.) — your total spans several line items. Check AWS's pricing for current numbers.
PandaStack:
| Plan | Price |
|---|---|
| Free | $0/mo |
| Pro | $15/mo |
| Premium | $25/mo |
| Enterprise | Custom |
Free tier: 5 web services, 5 static sites, 1 database, 100GB bandwidth, 300 build minutes, edge functions included. One predictable bill including the database.
Honest recommendation
Choose AWS Amplify if:
- You're committed to AWS and happy with its primitives (Cognito, AppSync, DynamoDB).
- You want generated clients and tight Next.js SSR on AWS.
- NoSQL/serverless data fits your model.
Choose PandaStack if:
- You want a conventional backend (container) and a relational database.
- You value portability and standard tooling/ORMs.
- You want frontend + backend + DB + cron + functions in one place with a flat price.
My take
Amplify is great if you go all-in on AWS's way of building. PandaStack is great if you want to build the "normal" way — containers and SQL — and have it hosted with the database wired in. Pick based on how AWS-shaped you want your app to be.
References
- [AWS Amplify docs](https://docs.amplify.aws/)
- [Amplify Hosting](https://docs.amplify.aws/hosting/)
- [Amazon DynamoDB](https://aws.amazon.com/dynamodb/)
- [Prisma ORM docs](https://www.prisma.io/docs)
- [KubeBlocks documentation](https://kubeblocks.io/docs)
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If you'd rather build with standard containers and managed Postgres, PandaStack's free tier wires your frontend, backend, and database together. Try it at [dashboard.pandastack.io](https://dashboard.pandastack.io).