A good first step.
In the interest of continuity, and to also try driving traffic away from twitter, I would recommend multi-posting...
But have the twitter one cut off and end with a link to the replacement site. Using their final tweet as an example:
"Dear subscribers -- moving forward..." [Full text available on Mastodon]