All you really need is a little plastic thing of needles ($1), some pins ($1), thread (varies but even good cotton thread isn’t that much), scissors (where you might actually consider investing a little - do not use these scissors for anything else, and consider a rotary cutter if you really get into it), and fabric.
Fabric might seem like the pricey part of the equation, but consider how much a thrift store is going to charge you for a duvet or a pile of t-shirts! I have something like 30 t-shirts I spent maybe $5 on several months ago, and I’ve been working through that pile for a while.
You can turn a t-shirt into a pillow, a reusable bag, use the scraps to patch clothing, make dolls, quilts… The bits that get to be so small to be unusable for a scrap quilt you can use to stuff things.
It takes a lot of time compared to machine sewing, but it’s an activity that can be done while watching a tv show.
The pocket actually looks bigger on the outside; only about 1/4 of the whole square you see actually is the pocket, so yeah; I can't comfortably get the needle back out once inside. If I could even use my sewing machine, I would have already done it. But also: I never knew that's what thimbles were for. Now I'd have to find one that fits my fat thumb lol It would help sew the one on the pocket flap.
I was almost even just contemplating cutting the pocket out, sewing the patch on, then sewing the pocket back in place. But I don't trust my sewing skills that much.