It doesn't look like the cover will add any bulk and only minimal weight to it, so I don't think that will be a concern for you. It's a snap-on cover, and if anything looks a little flimsy.
Here's a screenshot from the video for you with the cover being removed showing the back of the reader without the cover (the square bit in the middle is the slot for the SD card):
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