Graeme Lee’s side came from behind before edging a five goal thriller in South Wales to take all three points back to the Suit Direct Stadium.
Neill Byrne grabbed his first goal of the season with a smart header to seal the contest after Robert Street had levelled things at 2-2.
A combination of James Clarke and Omar Bogle diverted the ball into the Pools net as the home side took the lead in the opening quarter of the game before two moments of brilliance from Lee’s side turned the game on its head.
Jamie Sterry produced a stunning piece of skill to create space before firing low into the bottom corner before Luke Molyneux swept home David Ferguson's cross.
The win moves Pools over the magic 50 points total in the League Two table and here is how they were rated in their Rodney Parade success.
A message from the Football Clubs Editor
Our aim is to provide you with the best, most up-to-date and most informative Hartlepool United coverage 365 days a year.
This depth of coverage costs, so to help us maintain the high-quality reporting that you are used to, please consider taking out a subscription to our new sports-only package here.
Your support is much appreciated. Richard Mennear, Football Clubs Editor.
A combination of James Clarke and Omar Bogle diverted the ball into the Pools net as the home side took the lead in the opening quarter of the game before two moments of brilliance from Lee’s side turned the game on its head.