Client delivery stack

Practical technology choices, not novelty for its own sake

Synaptech chooses tools based on maintainability, team fit, deployment constraints, data sensitivity, and the workflow being built.

Backend and APIs

FastAPI, SQLAlchemy, typed schemas, background work where appropriate, and clear HTTP contracts.

Data layer

SQLite locally, PostgreSQL in production, vector/search tools when retrieval quality justifies the complexity.

Deployment

Docker, Fly.io or cloud-native containers, health checks, migrations, environment-based settings, and rollback-friendly releases.

Operations

Metrics, structured logging, Sentry where useful, privacy-friendly analytics, and runbooks sized to the project.

This website now follows the same direction

The site uses FastAPI/Jinja, security headers, ALTCHA anti-spam, request limits, metrics, sitemap/robots, legal pages, and a tested deployment path. Client work scales this baseline to the needs of the engagement.