HI @Sajith Gopalakrishnan Hema
Please check if it could help at your side:
Restore a deleted OneDrive when the deleted user no longer appears in the Microsoft 365 admin center
Restore deleted files or folders in OneDrive
OneDrive retention and deletion
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and up-vote, this can be beneficial to other community members.