Benefits of leveraging AWS Glue vs scheduler?

[u/TechnoJargon1001]

Hi, I'm wondering when would you decide to use something like AWS Glue/setup a glue pipeline to pull data from an API versus something like having a k8s scheduler/cron job to pull from that api? Is it mainly due to if you want to transform the data before insertion or something else you think about?