Stack is a LIFO data structure that allows efficient insertion and removal of elements from only one end called the top. It has applications in reversing words, parsing, and expression conversions. A stack can be implemented using an array or linked list. The basic operations are push to insert at the top and pop to remove from the top. Push checks for overflow while pop checks for underflow before inserting or removing elements.