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Feature Store has become an important unit of organizations developing predictive services across any industry domain. The essential Architectures For Every Data Scientist and Big Data Engineer are available in this blog. We highlight on the features supported by different Feature Store frameworks, that are primarily developed by different leading industry giants. Feature Store provides a platform for feature-sharing for ML-sharing models across different datasets. It provides a horizontally scalable multi-tenant architecture for multiple models with suitable scaling and monitoring. It provides options to define hierarchical partitioning schemas to train models per partition, that can be deployed as a single logical model.