https://community.databricks.com/t5/machine-learning/do-you-have-information-on-the-scalability-and-cost-of-using/m-p/24795#M1389 <P>The feature store has both online / offline components. The offline feature store is used for feature discovery, model training, and batch inference and is backed by &nbsp;<A href="https://docs.databricks.com/delta/delta-intro.html" alt="https://docs.databricks.com/delta/delta-intro.html" target="_blank">Delta tables</A>. You could read/write to offline store from Databricks clusters that support <A href="https://databricks.com/blog/2018/05/02/introducing-databricks-optimized-auto-scaling.html" alt="https://databricks.com/blog/2018/05/02/introducing-databricks-optimized-auto-scaling.html" target="_blank">autoscaling</A> . Cost would be a function of the amount of data processed and the complexities of the transformation.</P><P></P><P>For online stores, in AWS - we support publishing to </P><UL><LI>Aurora (MySQL-compatible)</LI><LI>RDS MySQL</LI></UL><P>There are different approaches to scale the online stores. Aurora for example supports autoscaling and with RDS, you could add read replicas to scale reads. </P><P></P><P></P><P></P> Thu, 17 Jun 2021 21:22:03 GMT sajith_appukutt 2021-06-17T21:22:03Z https://community.databricks.com/t5/machine-learning/do-you-have-information-on-the-scalability-and-cost-of-using/m-p/24794#M1388 Mon, 14 Jun 2021 14:52:17 GMT https://community.databricks.com/t5/machine-learning/do-you-have-information-on-the-scalability-and-cost-of-using/m-p/24794#M1388 Anonymous 2021-06-14T14:52:17Z https://community.databricks.com/t5/machine-learning/do-you-have-information-on-the-scalability-and-cost-of-using/m-p/24795#M1389 <P>The feature store has both online / offline components. The offline feature store is used for feature discovery, model training, and batch inference and is backed by &nbsp;<A href="https://docs.databricks.com/delta/delta-intro.html" alt="https://docs.databricks.com/delta/delta-intro.html" target="_blank">Delta tables</A>. You could read/write to offline store from Databricks clusters that support <A href="https://databricks.com/blog/2018/05/02/introducing-databricks-optimized-auto-scaling.html" alt="https://databricks.com/blog/2018/05/02/introducing-databricks-optimized-auto-scaling.html" target="_blank">autoscaling</A> . Cost would be a function of the amount of data processed and the complexities of the transformation.</P><P></P><P>For online stores, in AWS - we support publishing to </P><UL><LI>Aurora (MySQL-compatible)</LI><LI>RDS MySQL</LI></UL><P>There are different approaches to scale the online stores. Aurora for example supports autoscaling and with RDS, you could add read replicas to scale reads. </P><P></P><P></P><P></P> Thu, 17 Jun 2021 21:22:03 GMT https://community.databricks.com/t5/machine-learning/do-you-have-information-on-the-scalability-and-cost-of-using/m-p/24795#M1389 sajith_appukutt 2021-06-17T21:22:03Z