Along with his brother Matt, who had experience as a chef, the pair looked for ways to create a pie in the spirit of the game, and one that could be something for Warriors players and fans to participate in.
They settled on a recipe, which had been popularised as an American Football Super Bowl snack, named "Tiger Meat", which was a combination of beef, herbs, egg and garlic, served on crackers.
David said he had received great feedback from customers so far, selling about 100 pies in one week. Interest in the pie had even been shown by the Warriors, who said they would organise a time to taste the pie before the game on March 2.
"At first I was a little unsure of it myself, the flavours were not usually what I would go for," David said.
"But the garlic and herb-infused steak makes it taste like a roast and then you've got a drop of protein in there with the egg so it's probably one of the healthier pies around."
David said he would love it if his pie went towards helping the Warriors overcome a tough Tigers pack.
"The idea of the Warriors smashing the Tigers then smashing back a 'Tiger Pie' is awesome and it's something supporters could do off the field as well."
For those who buy the pie between now and the game, The Baker's Crust is giving away a double pass to watch the Warriors play. To enter, post a photo of you eating the pie on the bakery's Facebook page and you will go in the draw.
David said it was important to support events like the game which didn't come around very often.
"The people at the stadium are doing a great job and they need local people to get in behind them when they organise these great events.
"It takes a huge amount of work and no one really sees that background stuff."