Services

The expertise to turn ambitious roadmaps into dependable systems.

From AI strategy and data platforms to cloud architecture and custom software, we help teams design, build and scale technology that works in the real world.

Core services

What we help you build.

Senior technical expertise across AI, data, cloud and software — from architecture and strategy through production delivery.

AI & Generative AI

Turn promising AI ideas into secure, useful and production-ready systems.

AI strategy · Generative AI applications · AI agents · RAG & enterprise knowledge · Copilots · LLM orchestration · Evaluation & monitoring · Production architecture

Data Engineering & Platforms

Build reliable data foundations that support analytics, operations and AI.

Data architecture · Pipelines & ETL/ELT · Lakehouse design · Databricks & Snowflake · Spark & PySpark · Airflow · Observability · Platform modernization

Cloud & Architecture

Design scalable technology foundations without unnecessary complexity.

AWS, Azure & GCP · Cloud migration · Platform modernization · Distributed systems · APIs & integration · Performance · Cost optimization · Architecture roadmaps

Software Engineering

Build dependable software around the way your business actually works.

Custom applications · Backend systems & APIs · Internal tools · SaaS products · Integrations · Workflow automation · Legacy modernization · MVP development

When to call us

Come to us when technology is getting in the way.

Our AI initiative is stuck in prototype mode

We help move promising AI experiments into reliable, secure production systems.

Our data is fragmented across too many systems

We design platforms that bring data together and make it usable across teams.

Our architecture can’t keep up with growth

We redesign systems for scalability, reliability and maintainability.

Our cloud costs keep increasing

We review architecture and workloads to eliminate unnecessary complexity and spend.

Legacy systems are slowing us down

We modernize incrementally without forcing risky all-at-once rewrites.

We need senior technical leadership

We provide experienced architecture and engineering leadership alongside your existing team.

How we work

Engage us at the stage that makes sense for you.

Advisory & Architecture

For teams that need clarity before committing significant engineering resources.
Architecture reviews · Technical strategy · Roadmaps · Technology selection · AI & data readiness

Project Delivery

For initiatives that need end-to-end execution. Architecture · Engineering · Testing · Deployment · Documentation · Knowledge transfer

Embedded Expertise

For teams that need senior technical expertise inside an existing initiative. Fractional architecture leadership · Senior engineering · Oversight · Mentoring · Delivery acceleration

Technology ecosystem

Technology chosen for the problem — not the pitch deck.

AI

OpenAI · Anthropic · LangChain · LangGraph · RAG · Vector Databases

Data

Databricks · Snowflake · Spark · PySpark · Airflow · dbt · SQL

Cloud

AWS · Azure · GCP · Docker · Kubernetes

Software

Python · TypeScript · PostgreSQL · APIs · React

Selected experience

Experience solving complex systems at scale.

100+ data sources

Enterprise Forecasting Platform

Designed and led engineering for a large-scale forecasting data platform integrating more than 100 data sources. Improved processing efficiency and platform scalability.

~40% lower infrastructure cost

Cloud Data Modernization

Modernized legacy data workloads through cloud migration and platform redesign, reducing infrastructure cost while improving processing performance.

Cloud-scale architecture

Enterprise Data Architecture

Designed governed data platforms spanning Databricks, Snowflake, AWS, Azure and modern orchestration technologies—improving reliability, governance and access to trusted data.

Let’s talk

Have a difficult technology problem?

Tell us what you’re trying to build, modernize or fix. We’ll help you determine the right next move.

Book a consultation

MercuryNova Tech

AI, data, cloud and software consulting from strategy through delivery.

© 2026 MercuryNova Tech. Built for meaningful momentum.