About Hearthlore Analytics

Why Hearthlore Exists

Hearthlore Analytics was built on a simple belief: data work should be honest, thoughtful, and grounded in reality.

After two decades in the field, I had seen what happens when leadership treats data as an afterthought. Big promises about AI and innovation. Little investment in the foundations that make those things possible. Decisions pushed down the line. Problems handed off to “someone else” to clean up later.

I wanted to build solutions differently.

Hearthlore exists so that data architecture can be approached with clarity, integrity, and long-term thinking. No shortcuts. No inflated promises. Just structured systems that work.

How I Approach the Work

I start with questions.

Before making changes, I look at how the system is structured, where ambiguity is introduced, and how decisions rely on the data underneath.

Executives often ask for advanced analytics or AI initiatives. In many cases, the real issue is not the dashboard, it is the foundation. Data definitions are unclear. Ownership is inconsistent. Reporting is layered on top of systems that were never designed to support it.

I focus on solving the right problem.

I listen. I ask questions. I design solutions that make sense for the organization today and remain stable as it grows.

The most rewarding moment in this work is not closing a contract. It is when a proposed solution clicks. When someone understands their own environment clearly for the first time. When a deployment goes live and the team can finally breathe.

Founder

Nicole Samson

Founder and Principal Data Architect

I have spent twenty years working in data and analytics across legacy systems and modern cloud platforms.

My experience spans structured SQL environments, enterprise data warehousing, Snowflake architecture, and even legacy systems such as COBOL. That range matters. It means I understand both where organizations are going and where they are coming from.

I have designed governed Snowflake environments, modernized warehouse structures, improved data flow across reporting systems, and helped teams bring structure back to fragmented environments.

My work centers on clarity, governance, and long-term stability. I design systems that organizations can rely on.

Core Technologies

Snowflake
SQL Server
Enterprise data warehousing
Role-based access and governance frameworks
Legacy systems integration including COBOL