Hey @kjackson,
We recorded a video on how to run batch transform maybe this helps you get started easier: Run a Batch Transform Job using Hugging Face Transformers and Amazon SageMaker - YouTube 2
When you look at the logs you should have 2 log streams, see below. Could you please share as much information as possible? The error should normally provide information why it failed.

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Could there be some sort of permission set on the aws service level which prevents it from reaching the url? Though I believe 403 is a server side error so shouldn’t be something on my end?

Which IAM role do you use to run the batch transform job?