The critical parameter to batteries, capacitors, and any power source is the (effective) Series Resistance, Rs or ESR. Generally the bigger the capacity [Ahr] rating, the lower the ESR [Ω].

Here the batteries are graded by ESR.
![enter image description here][1]


  [1]: https://i.sstatic.net/g171d.jpg