Sounds like an interesting place.
I live in south Florida, which consists mostly of suburbs. Thus, all arcades are too far away to walk to, and there is no public transportation. Thus, most calendar years in my life are years in which I did not visit an arcade. I can only visit an arcade if I convince my parents to let me go.
However, while forced to go on a road trip with my mother to Orlando in 2016, I went to a Dave and Buster's, twice. It had the newest DDR (DDR A) and I had lots of fun playing, and watching other people play. I also felt my leg muscles growing, after having done that for an entire day.
Interestingly, DDR A was probably the cheapest game in the D&B in terms of $/minute. Other games like Ghost Squad, Daytona USA, and Time Crisis give you game overs so often, you find you're better off not playing at all, if you want to not lose all your money.

I drive past Farmington Hills occasionally but never knew an arcade like that was there. I might need to drop by, thanks OP. There aren't any arcades around me, but as a kid i used to get taken to Dave & Busters and a Marinos in town with a large collection of games and skeeball variations.

https://zenius-i-vanisher.com/v5.2/arcades.php

For those of you looking for arcades in your area, this map has been invaluable for me. It's pretty extensive and surprisingly accurate for how old some of these additions are. It has never let me down - I've yet to find an arcade on here that doesn't actually exist. I like to travel, and before I do one of my favorite things to add to an itinerary is some local arcades. Most comprehensive in East Asia and the Americas

As a non american/non east asian the closest thing we have are that small space in some amusement parks/bowling alleys with barely any machines or the lone machine in some random bar. I sometimes dream of opening my own arcade here, but I don't think the market's good enough around here and it would require a rather big investment.

>>5
just get a wangan midnight maximum tune machine and the whales will start flooding in

There's a Round One in my area

>>7
There's one in my neck of the woods as well that I just found out about. Soon to be two. Can't believe it, I spent a lot of time there in Japan so I'm beyond stoked to hit the beatmania machines

I got to play Time Crisis 3 at one of the movie theaters that still bothers to keep at least something up. It's the only game they had but I had a blast. It's so far away that I can barely ever go though, and it doesn't even have other games. I really wish I could play lightgun games more easily.

Marvin's is awesome. It's the only place I know of nearby with a Jubeat machine.

I go to Round1 in Auburn Hills occasionally to play sdvx and iidx.