This document provides a critical analysis of wind loads on tall vertical structures. It discusses how wind-induced structural responses are directionally dependent. It then reviews various literature on experimental and analytical studies of wind loads on structures like towers and chimneys. The document also describes the method of random vibration analysis for determining the dynamic along-wind response of structures when subjected to wind loads. It involves modeling the structure as a multi-degree of freedom system and calculating the mean and fluctuating responses in terms of power spectral density functions of wind velocity. Finally, it discusses the gust factor method specified in the Indian wind load standard for estimating dynamic wind loads on structures.