Ok so here's the solution.
It's as simple as disabling the required products and then re-enabling them.
TIP: If doing this in bulk, do NOT do 200 products at a time as it will freeze and you may be locked out of admin. I had a hair raising few minutes by doing that. I restarted my machine and then all was well again.