I meant one of those lentil-shaped ones. 
I assume you don't mean a ceramic disc as they are not available in the required capacitance.
So a monolithic capacitor? OK, yes but those are just SMD MLCCs with through hole leads and encapsulated in epoxy.
Looking at Digikey, they only have one of those in stock at 100uF and it is only rated for 6.3V (FK22X5R0J107MN), whereas they have over one hundred SMD 100uF parts from 6.3V to 25V and 0805 size up.
All of the SMD parts are cheaper, and many are significantly (5x) cheaper than the monolithic through hole option. They have higher voltage parts too, but those are not relevant.
I doubt too many people have high value (47uF and above) mono caps sitting around, but it does look like there would be space if done neatly.
I opened up one of my A3008s and despite the silkscreen saying 100uF, that cap is a 47uF 1206 size (x 0.06" tall). Probably also 6.3V rated (cheapest), but maybe 10V if Aneng felt like splurging.
I doubt the value is too critical as the higher value caps loose capacity at a few volts of bias, so 47uF seems reasonable, maybe even 22uF with a higher voltage rating.
FWIW that cap is on the output of a boost converter generating 3.3V via a PW5100-33 IC.
https://www.pwchip.com/en/file-download-2026-left.html