It depends which courier, if is Royal Mail they do not provide VAT for their services, if any other courier such as Evri they do provide VAT for their services.
It’s royal mail. when we book directly via them, the VAT applies. But when i book Royal Mail Large letter via Book Shipping, £1.55 fee is applied directly by Amazon and I can’t see if we can claim VAT back on this.