Phylogenetic trees are essential for understanding evolutionary history by depicting relationships among organisms and their common ancestors. They reveal important insights into evolutionary processes and help prevent misinterpretations of data by providing context for lineage divergence and historical relationships. Concepts like counting nodes, determining common ancestors, and tree rotation are crucial for analyzing phylogenetic relationships, while pruning trees can simplify complexity without losing essential evolutionary information.