Fruit dryer is not good as it accelerates the oxidation of pins.
Dry cabinet is good, but it needs to be at 5% RH to stop the floor life, anything above the 5% will just slow down the process of sucking moisture.
RH below 5% will reset the floor life, in production process, best RH is around 1% to reset the floor life quick enough.
After drying is done, vacuum seal the components together with silica gel to store them for long periods of time.
Standard vacuum sealers are typically not powerful enough for aluminum bags, you need a good vacuum sealer.
To get the best results for long term storage, nitrogen is supplied into the vacuum bag and then resealled, so it pushes out the oxygen and keeps the the inside of the bag safe from oxidation.
In your case, since you don't have dry cabinet with 5% RH, best would be to reseal the bags immediately after you open them and take out some components, so the exposure to humid air would be as short as possible.