Are you using custom encryption logic to encrypt the data in the table? Is it possible to consider the TDE feature available in the Azure SQL server and move away from your custom encryption?
Read more about TDE at https://learn.microsoft.com/en-us/azure/azure-sql/database/transparent-data-encryption-tde-overview?view=azuresql&tabs=azure-portal.
If you cannot change your custom encryption logic, another option is to use a globally distributed Redis Cache with Azure SQL Database to achieve the performance.
Another alternative approach is to use Azure Cosmos DB, a fast NoSQL and relational database.
Refer: https://azure.microsoft.com/en-us/products/cosmos-db
https://learn.microsoft.com/en-us/azure/cosmos-db/introduction
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