I am considering connecting capacitors in series. Are there any issues in using them this way?
If the purpose of connecting the capacitors in series is for a fail-safe, it is appropriate. Confirm that the specification of both capacitors satisfies the circuit voltage you connect them to. Ascertain that the rated voltage of each capacitor connected in series is not below the circuit voltage.