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I would really like the data to be stored... not in the cloud.

Must one set up a S3 compatible stack on a home server somewhere?

I havent tried yet, but I think we can use https://github.com/minio/minio for this.

Minio works pretty solidly as an s3 compatible endpoint. It took me a while of juggling configuration with Docker to get running correctly though