Do deprecated features matter when changing compatibility level?

On my SQL Server 2019 machine, I have a database that is running on the lowest supported compatibility level (I believe that's equivalent to SQL Server 2008). I want to switch it to the very highest. Do I need to check for deprecated features first? This feels like it should be a duplicate, but I've not managed to find anything mentioning both topics.