The recommended approach for ensuring high availability during a zone failure with Cloud SQL (MySQL) involves creating a failover replica in a different zone within the same region. This setup enables automatic failover to the replica instance if the primary zone experiences an outage, thereby reducing downtime and ensuring data remains highly available. It also offers regional redundancy to protect against a complete regional outage.