I don't know that you can always conclude that normalized data is more performant for writes. Take for example the case where your normalized write consists of

I don't know that you can always conclude that normalized data is more performant for writes. Take for example the case where your normalized write consists of 5 insert statements into 5 tables, instead of 1 insert into 1 table that you'd do with a denormalized write.