Data
PostgreSQL, storage and data preparation
Modular MLOps platforms
From PostgreSQL to your application.
Built to run together.
Build a practical platform for data, models and applications on your own infrastructure or in the cloud. We help assemble modular services with repeatable deployment and manageable day to day operations.
A connected stack, with clear boundaries
Models
Training workflows, evaluation and serving
Applications
APIs, integrations and user interfaces
Shared across the platform: identity, secrets, networking, delivery automation, monitoring and recovery.
What we can help with
PostgreSQL & the data foundation
Plan PostgreSQL deployment, access, schema migration and backup requirements. Connect object storage or other data services when the workload needs them.
Data & model workflows
Connect data preparation, job scheduling, experiment tracking, model versioning and evaluation with defined inputs and outputs.
Serving & application modules
Deploy model endpoints, application APIs and user facing components as separately maintainable services with explicit interfaces.
Security across the stack
Plan identity integration, role based access, network boundaries, secrets management, encryption configuration and audit logging.
Repeatable deployment
Use versioned configuration and container workflows, with Docker or Kubernetes selected to match the workload and operating team.
Manage & maintain
Bring logs, metrics, health checks, backup procedures and update guidance together. Document the steps your team needs for common operations.
Agreed around your project
Useful outputs, clearly scoped.
Platform architecture and module boundaries
Versioned deployment configuration for the agreed components
Operating guide, monitoring and recovery procedures
The exact deliverables and responsibilities are agreed before work begins.
A useful distinction
Before we start.
Is this identical to a managed cloud service?
The goal is to provide the platform capabilities your workload needs, not promise identical features or operational guarantees. We agree which services are included and who handles updates, availability and recovery.
Tell us what you have in mind.
Start with your current setup and what needs to change.