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VARMAX-As-A-Service is an MLOps approach for the unification and reuse of statistical models and machine learning models deployment pipelines. This article explains the differences between statistical models and machine learning models, and focuses on predictions or forecasts applied to time series data. It also covers the use of existing DAG tools and storage services for data pipelines, as well as the advantages of using VARMAX for time series data.