Answer
Humidity matters more than temperature on the Gulf Coast.
In most of the country the limit is cold. Here it is moisture, which changes the answer.
Spring and autumn are the easiest windows for exterior work: lower humidity, moderate surface temperatures and longer usable days. Winter is genuinely workable and underused here, since hard freezes are rare. Summer is possible, but the day gets planned around the sun rather than worked straight through.
Interiors can be painted any month, since they are climate controlled. Winter is often the best time for interior work here precisely because exterior scheduling is harder then.
Paint will not bond to damp siding, and high humidity slows curing between coats. Rushing a second coat onto a first that has not cured is what causes bubbling later. Surface temperature matters too: a west-facing wall in direct August sun is far hotter than the forecast, and paint applied to it flashes off before it can level.
See the full climate guide or exterior painting services.
Yes, with planning. The surface has to be dry and there has to be time to cure between coats. Humidity changes the schedule rather than ruling out the work.
No. The surface needs to dry through, and shaded elevations take longer than sunny ones. Coating damp siding traps moisture and the finish fails.
Tell us your timeline and we will tell you what is realistic for the season, then schedule around it.