DEM generated from SLC image pair

Yes, wherever phase quality is low, unwrapping can produce weird results.

If you want to study the deformation over a long period, maybe persistent scatterer interferometry would be a more promising approach. But it uses larger amounts of data and is not fully implemented in SNAP. You can read about it here: StaMPS - Detailed instructions - #2 by ABraun