If a larger value of resistance were used with the same value of capacitance in the above circuit, then a smaller current would flow, therefore it would take longer for the capacitor to charge up ...

Just don’t ask the capacitor to store its energy too long. Within capacitors, ferroelectric materials offer high maximum polarization. That’s useful for ultra-fast charging and discharging ...