Database Architecture & Data Layer Design

We design the data backbone for your product — reliable schemas, secure access, and performant queries that scale with your users.

PostgreSQL & Modern SQL First
Multi-Tenant SaaS Architectures
Performance, Integrity & Security

A Strong Data Foundation for Modern Products

Bad database decisions become expensive very quickly. We help you get it right from the start — or safely refactor what you already have. From SaaS platforms and dashboards to AI-powered systems, Cognivox Labs builds data layers that are structured, predictable, and ready for growth.

Schema Design

Normalized, well-documented schemas tailored to your domain, preventing chaos as features grow.

Multi-Tenant & SaaS

Data models for B2B SaaS with tenant isolation, billing alignment, and clear scaling paths.

Performance & Reliability

Indexing, caching, and query optimization for fast, predictable performance under load.

Where the Right Architecture Matters

We focus on setups where correctness, security, and scaling matter more than quick hacks.

New product data layer from scratch (MVP → scale)
SaaS multi-tenant schema design (shared / hybrid / isolated)
Refactoring legacy schemas to modern, maintainable structures
Designing analytics-ready schemas and reporting layers
Performance tuning for slow queries & heavy traffic
Data model for AI/RAG pipelines (document stores + vectors)

Designed with Developers in Mind

We align the schema with your services, DTOs, and APIs so developers don’t fight the database on every feature.

Clear separation of OLTP, analytics, and cache layers.
Ready to integrate with your CI/CD and infra stack.

What Our Database Solutions Cover

Clean relational modeling aligned with your domain
Multi-tenant strategies (schema, row-based, DB-per-tenant)
Strict data integrity with constraints, indexes, and relations
Performance optimization: indexing, query plans, caching
Secure access patterns with least-privilege and roles
Automated migrations and environment-specific configs
Backup, restore, and disaster recovery planning
Documentation so your dev team understands the model

Data & Infrastructure Stack

We use proven, open, and cloud-friendly tools so your data layer is portable, observable, and future-proof.

PostgreSQL
MySQL
Supabase
PlanetScale
MongoDB (where it makes sense)
Redis (caching & queues)
Prisma / Drizzle / TypeORM
SQL migrations & versioning
pgBouncer / connection pooling
Backups & PITR strategies
Docker & CI/CD

Role-based access, row-level security, and encryption where it counts.

Automated backups and tested restore flows to minimize risk.

Prepared for containerized and cloud-native deployments from day one.

Our Database Architecture Process

01. Requirements & Domain Analysis

We translate your business entities, workflows, and growth plans into a clear data model.

02. Schema & Access Design

We design tables, relations, indexes, and access patterns — including multi-tenancy if needed.

03. Implementation & Migrations

We implement the schema with proper migration tooling and integrate it into your codebase and CI/CD.

04. Performance & Load Testing

We benchmark critical queries, tune indexes, and validate behavior under realistic load.

05. Security & Reliability

We define roles, policies, backup strategies, PITR, and data retention aligned with compliance needs.

06. Monitoring & Evolution

We set up monitoring and help you evolve the schema safely as your product grows.

Why Design Your Data Layer with Cognivox Labs

Product-focused design: schemas that fit real features, not just textbook diagrams.

Deep PostgreSQL & Supabase experience ideal for modern SaaS and AI products.

Multi-tenant, audit-ready, and optimized for EU/GDPR-conscious environments.

Tight integration with your API, frontend, and automation stack — no silos.

We document everything so future developers can work safely and quickly.

Built to Grow, Not to Rewrite

The right architecture lets you launch quickly today and scale cleanly tomorrow — without painful migrations.

Ideal for founders and SMEs who want a trusted technical partner owning the data backbone, not just the UI.

Need a Reliable Database Architecture?

Tell us about your product and growth plans — we’ll design a secure, scalable data layer tailored to your needs.