The star of Stricely Come Dancing, Giovanni, 28, and the first only way that Jess of Essex, 33, had a heated line at the awards ceremony after his division in April.
In a video taken by The Mirror, the previous couple was filmed exchanging words that entered into a furious row.
According to the publication, Jess was heard saying to Giovanni: "You are full of s ** t".
Giovanni who previously dated from his Strictly Partner Georgia May Foote liked a tweet that claimed that the professional dancer "does not go through women."
The tweet read: "Name me a woman other than Jess or Georgia with which she was officially. She does not go through women. She really looks like a real guy."
Jessica and Giovanni dated for six months but broke earlier this year.
The pair's confrontation came just days after Giovanni was informed and Strictly co-star Ashley Roberts was in a series of dates together.
One source told The Sun, Ashley and Giovanni that they enjoyed many dates, but it's still "too early."
The source told the publication: "The spark between Ashley and Giovanni became quite widely noted among the crew, it seems he really hit him.
"He is training north to the point where he is based here so that they can only be seen at the end of the week. But they have been taking advantage of all this."
Giovanni has participated in the Pride of Britain prizes with his famous faye Tozer dance partner.
Steps singer used an elegant seamless navy blue dress with minimal gems, but the dress presented a high divided share.
The dance duo is until week eight of the popular dance concert and Giovanni recently took Instagram to thank their fans for keeping them in the competition.
With a surprisingly double feel that Tango danced, he stressed the message: "Thank you very much for supportive guys! Week 8 @ fayetozersmith @bbcstrictly and I think it's time to dive."
The fans went to the professional dancer to praise him as he wrote: "I can not wait to see it next week.
"Congratulations on staying for another week. Keep this up".
Another person responded: "I love both. Both were surprised. This year, the two will win it."
A third person commented: "I love Giovanni. I am with you and Faye all the way."
Strictly Come Dancing continues on Saturday at 7.05pm on BBC One