Data on daily COVID-19 confirmed cases, hospitalised people (both in conventional and intensive care units), and deaths, for Andalucía region in southern Spain, at the scale of both provinces and municipalities. Data cover the period from the very start of the pandemic (26 February 2020) up to 4 April 2022. The data were captured daily by Francisco Rodríguez-Sánchez from the official website of Junta de Andalucía (wayback machine capture from 1 February 2022 here). Note the official data were often changed retrospectively by the government as numbers were revised continuously. The full history of changes of both datasets can be checked at this GitHub repository: https://github.com/Pakillo/COVID19-Andalucia. There you can also get the R code used to analyse those data, which were visualised in an online daily report here: https://pakillo.github.io/COVID19-Andalucia/evolucion-coronavirus-andalucia.html.