How much data do I need before making optimization decisions?

Avoid optimizing based on small sample sizes. As a general rule: - Hundreds of impressions tell you very little. - Dozens of clicks begin revealing trends. - Multiple conversions provide meaningful optimization data. The exact numbers depend on your conversion rate and sales cycle, but always aim for statistical confidence rather than making emotional decisions after one good or bad day.