Data collection is the first step in training a model. Marketers need to gather data from various sources, such as email service providers, CRM systems, and website analytics. Important metrics to collect include open rates, click-through rates, bounce rates, and conversion rates. Additionally, demographic information and past purchase behavior can provide valuable insights.