I understand 1/4 W to 1/2 W resistors are satisfactory for guitar pedals, generally speaking.
In general terms, you will want film capacitors for signal path (if possible), and electrolytic for large power supply capacitors (e.g., 10uF+).
There are some forum discussions and articles on this...