Algorithmic Learning Speed

First-Party Data vs. Third-Party Pixel ROAS (30-Day Simulation)

3rd-Party Pixel Plateau

1.71x Never converged

1st-Party Server Plateau

3.45x Converged Day 8
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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.