After restoring GitLab server from AWS Backup service, multiple repos are being errored out

We are using AWS Backup service to take VM backup of our gitlab server. When we restored AWS backup from recovery point, we are seeing multiple repos being errored out on NEW restored server. fsck command also shows multiple repos being inaccessible. Is anyone facing similar issue?
We are on GitLab 17.3.1 community version.
Error message for fsck output:
on default: 5:repository not found. debug_error_string:{UNKNOWN:Error received from peer {grpc_message:“repository not found”, grpc_status:5, created_time:“2024-09-12T06:08:14.545310592+00:00”}}

Any help on this is highly appreciated. Thanks!