Earnings per Share (EPS) is a crucial financial metric indicating a company's profitability per share, with basic and diluted EPS being the two main types. Investors must be cautious, as EPS can be manipulated due to factors like share buy-backs and does not account for a company's debt or financial leverage. To gain a more accurate picture of a company's earnings, it is recommended to analyze operating cash flows alongside EPS.