Cholera
Governments could stop outbreaks or epidemics from happening by improving sanitation.  For example, cholera is very uncommon in developed countries because they have good sanitation and because they add chemicals to their water to kill germs.  Even after people start to get cholera, it is possible for governments to stop the disease from spreading, though: