Consulting · Backend · Cloud · Kafka
Independent consulting in backend engineering, cloud infrastructure, Kafka, and machine learning — built for enterprise.
What We Do
The work.
Machine Learning & AI
Production ML systems that hold up under scrutiny. Model development, feature engineering, deployment pipelines, and monitoring. We build it to last, not just to demo.
Kafka & Event-Driven Architecture
High-throughput event streaming for systems that cannot afford to lose a message. Architecture, implementation, and ops for Kafka at scale.
Cloud Infrastructure
Cloud-native infrastructure designed for reliability, cost efficiency, and compliance. AWS, GCP, and Azure — multi-cloud where it makes sense.
Microservices & Backend
Distributed systems that decompose cleanly and communicate clearly. API design, service mesh, observability, and the hard problems in between.
Experience
I know
regulated industries.
Enterprise clients in financial services move carefully. So do I. I understand compliance constraints, legacy integration realities, and the organizational dynamics that make or break technical projects.
Banking & Capital Markets
Risk modeling, fraud detection, real-time data pipelines, regulatory compliance architecture.
Insurance
Actuarial ML, claims automation, underwriting intelligence, event-driven policy processing.
Fintech
Payment infrastructure, transaction monitoring, ML-driven credit decisioning, cloud-native backends.
Enterprise Software
Platform modernization, data mesh adoption, microservices decomposition from monoliths.
How I Work
How it goes.
You get me.
Not a team lead who delegates. I do the work. You talk to the person who built it.
Direct engagement.
No account managers, no handoffs, no telephone games. One point of contact, start to finish.
No bloat.
I scope what is needed, build what is scoped, and stop there. Complexity is a liability.
Compliance-aware.
I understand SOC 2, data residency, and financial regulatory requirements. I build accordingly.
C
Covariate LLC
About
Built from the inside.
I spent years inside banks and insurance companies — building ML systems, data pipelines, and backend infrastructure in environments that cannot afford to be wrong.
Covariate is how I take that experience directly to clients who need it. Senior expertise, no layers, no handoffs.
Illinois-based. Working nationwide.
Contact
Let's talk
about your problem.
No pitch decks. No onboarding calls with account managers. Just a direct conversation about what you're building and whether I can help.