Atlassian is rearchitecting Jira Cloud to enhance its performance and reliability. By transitioning to a cloud-native, multi-tenant platform, the team aims to improve scalability and address the limitations of the previous architecture. Key changes include optimizing data access patterns and decoupling services for better efficiency.