Are you expecting millions of unique users per hour? More reads than writes? Do you have tons of data? Are you doing data analysis? Are you global?
Otherwise, stick to supabase and then dump to managed digital ocean instances or something like that and click the auto-scale button to increase resources if/when it makes sense.