I have the 35S and 35SE.
The batteries are different.
The battery shape and form are completely different.
35S uses the PX625 flat button battery. Diameter 14mm and thickness about 5mm.
35SE uses PX27 which is NOT a button battery.
Dimensions are Length 20 mm x Diameter 12.7 mm. It looks like a mini version of the AAA.