Fast adaptation is crucial for machine learning models in advertising, especially when campaigns launch with varying creatives targeting specific audiences. As user interests can shift rapidly, models must quickly identify which ads resonate most effectively. Advertisers expect prompt performance adjustments, making the ability to capture real-time behavior essential for success in the dynamic landscape of digital marketing.