Guido Tapia
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Case study

Finding the leak in a real-estate funnel

Instrumented two critical funnels on a DIY real-estate platform, found a blocker hiding at the end of the flow, and redesigned the worst step.

Software Engineer, RAVN Development · At RAVN, 2021 - 2025

2
critical funnels instrumented
1
blocking issue found and removed

The problem

Traffic was coming in, but listings and closed sales were not coming out. Everyone had a theory. Nobody had data.

What I did

  • Instrumented the funnels. I added step-completion events to the two flows that mattered most: listing onboarding, and offers and counteroffers. That showed true drop-off per step instead of a single conversion number.
  • Removed a blocker. The data surfaced a critical issue: a Terms of Service restriction that was only communicated at the very end of the flow, which invalidated the advisor-assisted way many users actually operated.
  • Iterated on the evidence. We grouped questions into logical blocks, adjusted the UI on the steps with the highest drop-off, and redesigned the most conflictive step as a hybrid flow assisted by an internal platform advisor.
  • Validated before shipping. A closed beta came before the production rollout.

Where it stands

Measuring the impact on step drop-off and new listings was still in progress when I moved on, so I’m not going to claim a number here. What this project shows is the method: measure the funnel step by step, find the leak, fix the largest one first.