Depends on the amount of data, reports, pipelines... If the company is small you might not have any of these problems. Every Mom&Pop store has some sort of data to run the business but they don't need a "data" person.
Once you have 10s of datastores + pipelines, 100s of reports and a "data lake" in the TBs you'll likely be needing specialized people.