Airflow can be used to process data that only adds up to 10s or 100s of MBs. In aggregate, a big tech company processes petabytes or exabytes, but remember, technology like Airflow isn't processing all of that simultaneously within one task. So no, I would not characterize Airflow as a solution to just "massive company problems".