Schemas built for query speed, integrity, and real growth
Good database design decides whether an application stays fast under load or buckles at the first traffic spike. We start with your domain, modeling entities and relationships in PostgreSQL with the right normalization, then denormalizing deliberately where read patterns demand it. Indexing strategy, B-tree and GIN, comes from real query plans we profile with EXPLAIN ANALYZE, not guesswork. Furthermore, we add MongoDB or Redis only where document storage or caching genuinely fits, never by default. Schema migrations run safely through tools like Prisma Migrate or Flyway, with rollback paths and zero-downtime patterns so your data layer evolves without breaking production or losing a single record.
What's included
- Relational schema modeling in PostgreSQL
- Normalization and deliberate denormalization tradeoffs
- Index strategy tuned from real query plans
- Safe, zero-downtime schema migrations
- Query performance profiling and optimization
- MongoDB and Redis where they fit
A process that delivers
A clear, collaborative path from first conversation to a product in the hands of your users.
Discover & Strategy
We dig into your goals, users, and constraints to define the right thing to build, and why.
Design & Prototype
Wireframes, UI, and interactive prototypes you can test and feel before a line of code is written.
Build & Integrate
Senior engineers ship in tight iterations with clean, reviewed, well-tested code and clear demos.
Launch & Scale
We deploy, monitor, and keep improving, so your product grows with confidence, not chaos.
Database Design questions
Common questions about our database design work.
Normalize first: it protects data integrity and avoids duplication, which keeps writes clean and predictable. Denormalize selectively when specific read paths become hot and joins start dominating query time. We profile actual access patterns before deciding, then denormalize only those tables, often with materialized views or cached aggregates, so reads speed up without sacrificing correctness everywhere.
Related services
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Backend development: secure APIs, databases, and server architecture built to scale and stay reliable.
API Development
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SaaS Development
Multi-tenant platforms with billing, auth, and analytics, architected to scale from day one.
Ready when you are
Let's build something that scales
Tell us what you're building. We'll bring the senior team, the clear process, and the engineering to make it real.