TensorFlow Extended (TFX) is an open-source platform for building and deploying machine learning (ML) pipelines. Apache Beam is an open-source unified model for batch and streaming data processing. In this session, we present a framework for using TFX and Apache Beam to provide cost-efficient recommendations using GCP services.