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.

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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.