Ruane was opposed to Brexit prior to the 2016 referendum and supported a second referendum. From 2017 until the 2019 General Election, Ruane served as Labour's Shadow Wales Minister. In his role, he regularly campaigned for the need for greater transparency around the Government's proposed replacement of European Union funding post-Brexit, on the basis that Wales had historically been a net recipient of funding.