Unix Shell Scripts supports conditional statements like if-else and case statements to perform different actions based on conditions. The document discusses the syntax and examples of if-else statements with if-fi, if-else-fi, and if-elif-else-fi blocks. It also covers the case-esac statement for multi-way branching based on a variable. Finally, it explains while, for, and until loops for repetitive execution of statements until a condition is met.