[D] How do you guys in the industry deal with data scarcity?

I was recently trying to work on a ML project and realized that the I need very specific type of data for what I am trying to achieve which makes me wonder how do people and companies deal with data scarcity, I am pretty sure they at some point need very specific type of data which isn't easily available

companies data deal industry machinelearning people project type work