This research from leading IT research firm Enterprise Management Associates (EMA) evaluated how machine learning changed the landscape of observability into a critical foundation of predictive analytics in driving business outcomes. These slides cover: - Observability in today’s landscape - Implanting an observability solution in a hybrid, multi-cloud environment - Successes and challenges of implementing an observability solution - How observability enhances the data-driven journey - Key components of a successful observability solution