Epidemiological evidence is collected through various study designs, including cohort studies, case-control studies, cross-sectional studies, and randomized controlled trials. Each study design has its strengths and weaknesses, making them suitable for different research questions. Data collection methods include surveys, medical records, biological samples, and environmental measurements.