Ecological researchers are used to answering the question "how many" for conservation or management purposes. This question might be equally important in epidemiological and public health applications and we can make use of ecological models, modified for their particular application. I will discuss how we can enumerate COVID-19 cases, the homeless population of Victoria, and people who use injection drugs. For public health authorities, knowing "how many" is a starting point for addressing many public health concerns.