You can use it offline as long as you load it up before going offline.
Photopea runs completely in your device, just like Sketch or Photoshop do. It does not upload any of your files to the internet. You can load Photopea.com, disconnect from the internet and keep using it completely offline. None of your files ever leaves your computer.