Redknapp admitted his side struggled to get the better of Championship promotion-chasers Albion but said: "Once we had gone in front I felt fairly comfortable because I know it takes something special to beat (goalkeeper) David James.
"With Jermain Defoe cup-tied I haven't got a prolific scorer and it was a concern where the goals were going to come from.
"Kanu certainly hasn't scored many lately but we changed things a bit at half-time, pushed him up and brought in Niko Kranjcar and Papa Diop from the flanks to play a bit narrower."