Looking for efficient battery supply to power 3.3V circuit
At such low currents, it would be much more efficient to use a linear regulator. If you use a lithium based battery with it you will not be able to get 100% from it because the circuit would stop running once you get below 3.4V on the battery. I'm a fan of TI's TLV70033 LDO.