It was the series finale, HBO said Season Three would be the last season. From what I read, HBO thought about doing another season if possible and Mcbride and Co said they had enough ideas if HBO wanted to go through with it. I have no definitive links, but IIRC McBride mentioned the having ideas during a presser for something either during or after Season 3 aired.