COVID-19 is an infection in which symptoms may persist after the acute phase. The aim of the present study was to verify the prevalence and factors associated with COVID-19 and to describe the main residual symptoms after 6–10 months of infection in individuals from the extreme south of Brazil. This was a cross-sectional study of 2919 individuals older than 18 diagnosed by RT‒PCR with COVID-19 in the city of Rio Grande/RS, Brazil, from December 2020 to March 2021 who were symptomatic, with data collected by telephone interview or home visit. The COVID-19 outcome was obtained from the sum of all symptoms that the individual claimed to continue having at the time of the interview, ranging from zero to 19. For the crude and adjusted analyses, we used Poisson regression with robust adjustment of variance calculating prevalence ratios (PRs) and their respective 95% confidence intervals. The adjusted analysis was performed by means of a hierarchical model built in four levels. The significance level adopted was 5%, and the analyses were performed with the statistical package Stata 16.1. The prevalence of COVID-long was 48.3% (95% CI 46.5; 50.1). The most prevalent residual symptoms were fatigue, memory loss, loss of attention, headache, loss of smell, muscle pain and loss of taste. The groups more likely to develop COVID-19 were female, exhibited anxiety, hypertension, heart problems, diabetes mellitus, musculoskeletal problems, respiratory problems, previous morbidities and hospitalization in a ward or ICU. Physical activity and self-perception of good and very good health were protective factors for the outcome. When adjusted, female gender, anxiety, morbidities and who were hospitalized remained associated with the outcome, while self-perception of good and very good health had a lower probability. This study showed that almost half of the individuals in the sample developed long COVID after 6–9 months of infection. Among the associated factors, female individuals and those with chronic conditions stand out, demanding the creation of public policies to promote integral and continued assistance to these individuals.