Meaningful decompositions have got to be my favorite subject in linear algebra, and SVD is the king of these. Another location this pops up is "eigenfaces", an early form of compression (and correlation) of images of faces.

Years ago I did a write up of how the SVD relates to singularities of a robotic manipulator:

https://akintokinematics.com/notebooks/singular_value_decomp...