Descriptive data is collected through various methods, including surveillance systems, surveys, medical records, and census data. Surveillance systems monitor the occurrence of diseases and health conditions over time, while surveys collect data from specific populations. Medical records provide detailed information about individual patients, and census data offers demographic insights.