Eclipse MAT (Memory Analyzer Tool) is utilized for analyzing heap dumps to address memory issues, distinguishing between Shallow Heap and Retained Heap sizes. Shallow Heap refers to an object's size, whereas Retained Heap indicates memory freed if the object is garbage collected. Examples illustrate these concepts using an object model, revealing how references affect retained heap calculations.