This paper explores how monitoring video quality in a streaming service environment is different from a traditional video network. It discusses technical differences as well as how quality assurance data must be correlated and reported so that it becomes operationally relevant and actionable for an operator. The paper also proposes a set of best practices and architecture for operators to consider for monitoring video quality in a streaming service environment.