Service
Backend & Data Systems
Service layers, APIs, relational data models, search/vector capabilities, background jobs and integrations.
The backend is where a product's reliability is decided. We design service layers, APIs, relational data models, search and vector capabilities, background jobs and integrations around the needs of the product — not around a fashionable architecture.
What we build
APIs & service layers
Typed, validated APIs with clear boundaries between validation errors and application failures.
Data & search
PostgreSQL data models with migrations, full-text and vector search, and hybrid retrieval where it helps.
Integrations
Reliable connections to third-party systems with retries, idempotency and observability.
What you can expect
- A data model you can extend with confidence
- Search that finds what users actually mean
- Integrations that fail loudly and recover cleanly
Frequently asked questions
Do you work with vector databases?
Yes — including vector search inside PostgreSQL. We choose between keyword, vector and hybrid retrieval based on evaluation, not assumption.
Related services
Start with a focused discovery workshop
We map the business outcome, the current process, the data and the constraints — then agree the smallest production-ready version worth building.