How to safely turn off swap permanently and reclaim the space
First thing, Timeshift your computer, take a snapshot.
This tutorial uses both Terminal commands and a GUI. I have tried many different ways, this one works well and is the easiest to do.

If you have GParted open, close it. Its Swapoff feature does not appear to to be permanent.
Open terminal and become root (su); if you have sudo enabled, you may also do for example sudo -i; see man sudo for all options):
Code:
sudo -i
Turn off the particular swap partition and / or all of the swaps:
Code:
swapoff --all
Make 100% sure the particular swap partition partition is off:
Code:
cat /proc/swaps
Open a text editor you are skilled in with this file, e.g. nano if unsure:
Code:
nano /etc/fstab
Comment out / remove the swap partition's UUID, e.g.:
Code:
# UUID=1d3c29bb-d730-4ad0-a659-45b25f60c37d none swap sw 0 0
Open a text editor you are skilled in with this file, e.g. nano if unsure:
Code:
nano /etc/initramfs-tools/conf.d/resume
Comment out / remove the previously identified swap partition's UUID, e.g.:
Code:
# RESUME=UUID=1d3c29bb-d730-4ad0-a659-45b25f60c37d
Don't close the terminal as you will need it later anyway.
Note: The next steps differ depending on, whether you rely on CLI or GUI.
GUI:
Open up GParted, either from menu, or more conveniently from the terminal we have opened:
Code:
gparted
If you don't have it installed, you may do so; afterwards run the previous command again:
Code:
apt-get install gparted
Choose your drive from top-right menu.
As the GParted reactivates the swap partition upon launch, you will have to right-click the particular swap partition and click Swapoff -> This will be applied immediately.
Delete the swap partition with right click -> Delete. You must apply the change now.
Resize your main / other partition with right click -> Resize/Move. You must apply the change now.
Back to the terminal, let's recreate the boot images:
Code:
update-initramfs -u -k all
Update GRUB:
Code:
update-grub
You may reboot now if you wish to test that the machine boots up.
Code:
sudo reboot
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