There was no mention of dpi in your post (#13), nor in mine (#15).
So ppi vs dpi was not discussed until you brought it up for some reason in post #17.
You used the print resolution term ppi (pixels per inch) to quantify image resolution - pixel dimensions (px, no physical spatial dimensions).
We can't change the image file size by changing the print resolution.
We CAN change the image file size by increasing, or reducing, the image resolution (pixel dimensions).