Engineering Foundation
Data pipelines, MLOps, CI/CD, and serverless re-architectures. Layered systems built to last.
Why Fourtix
Resilient infrastructure, automated MLOps, and long-term maintainability.
Data pipelines, MLOps, CI/CD, serverless re-architectures, layered systems built to last.
engineering/pipeline
live
✓retrieve · grounded on domain docs
✓plan · agent steps resolved
▸gate · human review required
✓ship · deployed + observable
Capabilities
What we actually build here.
Apache Airflow + Docker (containerized ETL)
CI/CD for ML (GitHub Actions, AWS CodePipeline)
MLflow experiment tracking
Automated model selection & tuning
Serverless re-architecture (Edge, Vercel, Lambda)
Layered software architecture
Queue-based scaling (BullMQ + Redis)
Production deployment (AWS, Railway, Supabase)
Where it pays back
The business case, not just the tech.
Cost reduction
Right-sized infrastructure; serverless migrations cut recurring infra cost.
Revenue growth
Faster feature-to-production cycles unlock more shipping per quarter.
Time saved
Automated CI/CD removes manual deploys; reproducible ML training removes the refresh tax.
Risk & compliance
Experiment tracking, rollback paths, layered architecture for audit defensibility.
Also building
End-to-End ML Pipeline (R² 0.88)Automated Weather ETL Pipeline
Let's build something that ships.
You'll talk to a founder, not a sales rep. Tell us what you're building and we'll tell you how we'd ship it.