Armies are your major expense and trade the major income that are variable.

Make upto crop rotation in as many settlements as you can as many wharfs as you can for the sea trade, roads to improve trade overall. Trim your army and garrison cities with militia, ensure your ports aren't blockaded this cuts trade as does a besieged city.