The Iron secured passage to the second round with a dramatic penalty shootout win at Derby County on Tuesday night.
They fought back from 3-0 down at half-time to finish the 90 minutes level at 5-5, then prevailed 7-6 over the Championship side in a shootout after there were no further goals in extra-time.
The game will take place in the week beginning Monday August 27.
Draw in full:
Preston v Crystal Palce
Watford v Bradford
Swansea v Barnsley
Yeovil v West Brom
Coventry v Birmingham
West Ham v Crewe
Doncaster v Hull City
Carlisle v Ipswich
Reading v Peterborough
Sheffield Wednesday v Fulham
Leicester City v Burton Albion
Burnley v Plymouth Argyle
QPR v Walsall
Stevenage v Southampton
Nottingham Forest v Wigan Athletic
Stoke City v Swindon Town
Aston Villa v Tranmere
Crawley Town v Bolton Wanderers
Gillingham v Middlesbrough
Northampton v Wolverhampton Wanderers
Everton v Leyton Orient
MK Dons v Blackburn
Leeds United v Oxford
Sunderland v Morecambe
Norwich v Scunthorpe