Data that works for you.

With Catalyst, you're not just managing data – you're harnessing its power. We help eCommerce businesses transform raw data into actionable insights that drive growth.

What We Do

End-to-end data solutions for eCommerce businesses ready to scale.

Analytics & Reporting

Revenue reporting, demand forecasting, and real-time dashboards that give stakeholders clear visibility into business performance.

Predictive Modeling

Customer churn prediction, acquisition modeling, and lifetime value optimization to drive smarter marketing decisions.

Data Infrastructure

Modern cloud data architecture with Microsoft Fabric, Snowflake, and Azure. Lakehouse design and ETL pipelines that scale with your business.

Customer Analytics

Deep understanding of customer behavior to power targeted campaigns and reduce acquisition costs while growing lifetime value.

Full-Stack Development

End-to-end application development with React, React Native, Next.js, and cloud backends. From concept to App Store.

Subscription & Retention

Cohort analysis, LTV modeling, and retention metrics for subscription businesses. Understand what keeps customers coming back.

Platform Expertise

Certified specialists in the tools that power modern data operations.

Microsoft Fabric

Lakehouse & ETL

Snowflake

Certified Partner

Google Cloud

GCP Specialists

R / Shiny

Statistical Computing

Python / PySpark

Data Engineering

React / Next.js

Full-Stack Apps

Supabase

Backend & Realtime

Azure

Cloud Infrastructure

Proven Results

25%

Year-over-year growth driven by data-informed decisions

30%+

Increase in customer lifetime value through predictive modeling

15%

Reduction in customer acquisition costs year-over-year

Select Work

A sample of the challenges we've helped solve.

Enterprise Healthcare

Consumer Platform Analytics

Led data science for a consumer-facing prescription management platform. Built customer behavior models, demand forecasting systems, and cross-functional analytics during a major platform migration.

  • Churn prediction models
  • Legacy system data alignment
  • Snowflake optimization
DTC eCommerce

Subscription Analytics Platform

Built end-to-end analytics infrastructure for a subscription-based DTC brand. Microsoft Fabric lakehouse, PySpark ETL pipelines, and real-time Shiny dashboards for executive decision-making.

  • LTV & cohort analysis
  • Multi-channel attribution
  • Real-time sales dashboards
Consumer Startup (Stealth)

Full-Stack Social Application

Architected and built a social productivity app from zero to App Store. React Native mobile apps, Next.js web platform, Supabase backend with real-time subscriptions, push notifications, and AI-powered features.

  • iOS & Android apps (live)
  • Real-time data architecture
  • AI integration (OpenAI, Gemini)

About Colin

Colin G. Wilson is the founder of Catalyst Data Science, bringing years of experience leading data science teams at scale. Based in Portland, Maine, he's worked across healthcare, eCommerce, and consumer tech – from enterprise platforms to subscription-based DTC brands and early-stage startups shipping their first products.

His approach combines deep technical expertise in cloud data infrastructure with a practical focus on business outcomes. Whether it's building LTV models for subscription businesses, architecting lakehouse pipelines in Microsoft Fabric, or shipping interactive dashboards in R Shiny, the goal is always the same: turn data into decisions.

Snowflake CertifiedMicrosoft FabricPortland, ME
CW

Let's Talk Data

Whether you need help with analytics, infrastructure, or building something new – let's start a conversation.

colin@catalystdatascience.com