Hopefully this will help a little bit. My son wanted a nightlight, so I took a light from Ikea called Skina, Skiina, or something like that, which they don't seem to have any more. They cost $4 each, if I recall, use 3 AAA batteries, and have a pleasant yellow-white light.
They're supposed to give 40 hours from a set of batteries, and my experience seemed about right. But they were too bright for a nightlight. I opened one up, and found three LEDs in parallel, and a 33-ohm resistor for current limiting. I pulled the 33-ohm resistor out, and plopped in a 370. Perfectly sufficient light, and in a couple of months, I've only changed the batteries twice - despite it getting left on all day and night fairly often.
Here we go. The lamps were "Skina" lamps. Ikea has no mention of them, but they look like this. I used the white-colored lamp. I have about five of them around the house, they're very useful. If they carry them again in the summer, I'll probably buy ten of them.