Today was a classic case of Florida summer storms formed, fueled and driven by the line(s) of converging sea breezes. They are ephemeral in nature and as you have seen are VERY hit-or-miss.
here is a pretty good explanation.
Weather Spectrum : Sea-Breeze Fronts | Weather Underground