First-Party Data vs. Third-Party Pixel ROAS (30-Day Simulation)
3rd-Party Pixel Plateau
1st-Party Server Plateau
The Insight: Pure first-party signals don't just measure ROAS better; they train the bidding algorithm faster, creating a compounding growth curve that third-party pixels cannot replicate due to signal loss.