I've stored mine the in the 5 gal blue containers. I've had water stored in them for over 4 years now and the water is perfectly fine...yes I did a test.

The main point about water is if the container is clean, and the water is clean, and it is stored cool out of the sun, then from what I understand there is nothing to contaminate...the water will be fine for long term storage..