I did below to migrate the data.
sudo systemctl stop prometheus
sudo rsync -av /data/ /mnt/nas/data/
added flag --storage.tsdb.path=/mnt/nas/data to startup config
sudo systemctl restart prometheus
and all my old data is still available in Prometheus.