Get to know my journey, skills, and what drives me
I’m a Marketing Operations & Automation Specialist. I build the systems that sit between your marketing tools and your decisions — so when someone asks why a campaign worked, or didn’t, there’s a real answer instead of a guess.
Most marketing teams don’t actually have a performance problem. They have a visibility problem — attribution breaks between tools, lifecycle stages drift out of sync with reality, and reports take longer to build than to read. My work is fixing that layer: connecting acquisition, tracking, attribution, automation, and reporting into one system that holds up when someone checks it — so decisions get made on evidence, not assumptions.
I work mainly in GA4, GTM, and HubSpot, with Make.com running the automation underneath. What pulled me into this work was a pattern I kept noticing early on: two campaigns, same budget, wildly different results — and nobody able to explain why. Chasing that question is what led me into tracking, attribution, and the operations layer most marketers never look at directly.
I’m continuing to build in that direction — deepening my work in lifecycle tracking, attribution modeling, and revenue reporting, and staying close to where marketing operations is heading next, including AI-assisted workflows. If you care about precision, transparent systems, and decisions you can defend in a room, I’d like to build them for you.
[View my projects →]I currently operate as a Marketing Operations Specialist, focused on designing and validating core marketing operations systems through hands-on projects. My work includes building funnel analysis frameworks, end-to-end lead tracking systems, automation workflows, executive dashboards, UTM governance standards, and full marketing stack audits.
As my skills matured, I shifted from learning tools to solving business problems. I worked with GA4, Google Tag Manager, HubSpot, and Google Sheets to analyze funnels, track conversions, improve reporting accuracy, and translate data into actionable insights for stakeholders.
I built a strong foundation in analytics and tracking by learning how websites collect data, how events are structured, and how user journeys are measured. During this stage, I focused on data accuracy, clean tracking setups, and clear documentation.
My digital journey began with curiosity about how businesses measure growth online. I became interested in how user behavior is tracked, how traffic converts into leads, and how data supports smarter marketing decisions beyond surface-level tactics.