Data Engineering & Applied ML Consulting

Where complex data
problems get
actually solved.

Prometheus Consulting LLC designs and delivers large-scale data platforms, cloud migrations, and applied ML systems — across financial services, healthcare, and the public sector.

Start a conversation
Scroll to explore

What we build

End-to-end delivery across the modern data stack — architecture, implementation, and the applied ML layer on top.

01
⬡

Data Engineering & Architecture

Scalable pipeline design and implementation. Batch and streaming workflows, data modeling, orchestration, and the plumbing that keeps everything reliable at scale.

Snowflake dbt Airflow ETL/ELT Data Modeling
02
◈

Identity Resolution

Graph-based entity matching and deduplication powered by deep machine learning — including Graph Neural Networks (GNNs). Production-grade systems that surface the single coherent record hidden across fragmented, noisy sources.

Graph Neural Networks Entity Matching Graph Algorithms Deduplication Record Linkage
03
◎

Knowledge Graph Design

Designing and deploying graph databases that model your domain with precision — schema design, query optimization, and integration into broader data systems.

Neo4j Cypher Graph Schema Ontology
04
⟁

ML Systems & Applied AI

Production machine learning — from feature engineering and model development through deployment and monitoring. Applied AI that actually ships.

Feature Engineering Model Deployment MLOps Embeddings
05
▦

Snowflake Implementation

Full-stack Snowflake engagements: warehouse architecture, cost optimization, access control, and migrating existing systems to the platform with zero disruption.

Schema Design Cost Optimization RBAC Migration
06
⬡

AWS Cloud Migration & Architecture

Enterprise systems consulting for organizations moving to AWS — lift-and-shift, re-architecture, and the governance layer that makes cloud infrastructure sustainable long-term.

AWS IaC Cloud Architecture Migration Strategy

Prometheus Consulting delivers senior-level architecture and implementation — without the overhead of a large firm and without handing your engagement off to junior staff.

What sets us apart

  • End-to-end ownership — architecture through production
  • Technology-agnostic: right tool for the problem, not the vendor
  • Proven in regulated, high-stakes, and mission-critical environments
  • Active research in graph-based identity resolution and applied ML

Most data consulting engagements follow the same pattern: a senior architect sells the work, then disappears. Prometheus Consulting is structured differently — you get senior-level expertise on the actual delivery, not just the proposal.

We work best with organizations that have a real problem to solve: a platform that needs to scale, a migration that has to land cleanly, an identity problem that off-the-shelf tools haven't cracked, or a data architecture that needs to support ML and analytics at the same time.

Engagements range from focused architecture reviews to full-cycle delivery. We bring the same rigor to a two-week assessment as to a multi-year platform build.


Problems solved.

A sample of what we've delivered — the kinds of problems we exist to solve.


Let's talk about your data.

Reach out to discuss your project — we respond within one business day.