Scharner accuses Luis Suarez of diving
Roy Hodgson: 'Penalty decision cost us'
However, after the match, West Brom manager Roy Hodgson questioned the decision of match referee Lee Mason to award the penalty and Scharner has now added his voice to the latest diving row to engulf the Uruguay striker.
Liverpool boss Kenny Dalglish has constantly defended Suarez from such allegations since the player arrived at Anfield but the accusations continue.
Asked for his verdict on Suarez's performance, Scharner said: "It was a nice dive for the penalty and that got Liverpool well started for the game. It put us under pressure and we weren't good enough to respond.
"He (Suarez) is very good at winning penalties. He's one of the best on the planet, in fact. I had a good view of it. If that's a penalty, then you will find 1,500 penalties are given in every match.
"I know it was the assistant who flagged for it and maybe he had a better view than the referee. But there was a general feeling amongst all the players that it was a soft penalty.''
Defender Billy Jones added: "It was a bit of a harsh penalty, and going 1-0 down against Liverpool, it is always going to be hard. I don't think it was a penalty. Jerome was in a good position. I think he has taken a touch and Suarez has got himself in front of him.
"We spoke beforehand of being careful of Suarez in the penalty area because he has won penalties before for Liverpool. He is good at winning penalties and we knew we had to be careful around him - and Jerome was. Suarez has gone down and the linesman has given it. It was one of those things. It was harsh to concede a goal that way."
Whatever the rights and wrongs of the claims, there was no disputing the quality of Suarez's general performance in his side's 2-1 win. He also set up the second goal for Andy Carroll, who was quick to praise the contribution of his strike partner.
Carroll said: "He is a great player, he works hard for the team so it is nice to have him up top with me. It makes it a lot easier.
"He makes chances and can score goals himself, he can drop off and get the ball to his feet to dribble with it and slip people in. We are playing well together at the minute and hope it will carry on.
"People say there are similarities between Luis and the manager (Dalglish). Everyone also knows what the gaffer did back in his day. Luis is a great player and it is even better to have him in the team alongside me.''
Carroll is hoping to kickstart his campaign after regaining his place in the starting XI.
He added: "I have been disappointed to be on the bench. I have been working hard to get my place and I think I have earned it. I played well last week and obviously at West Brom and getting a goal as well was even better.
"I am working hard in training every day to get my fitness up. I can only say I am working my hardest to get back the way I was. If I don't work hard then I am not going to play and that is the good thing about having a big squad.''