File is an 82 MB ai file. It has a bunch of imported PNG images.
Worth noting - when I deleted all the imported PNG images in the ai file, the preview then started working. But that's a deal breaker for me obviously.
The mystery is just last week I opened the very same file without preview issues. No changes to the hardware that I've done whatsoever.