From MySQL 5.7.11, encryption is supported for InnoDB (file-per-table) tablespaces. This is called Transparent Tablespace Encryption or sometimes referred as Encryption at Rest.
Read full news article on MySQL Server Blog
MySQL : InnoDB Transparent Tablespace Encryption
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