There are many great things about the python ecosystem (especially pytorch, pytorch lightning, pandas, and friends) and even the language due to its insane level of dynamic flexibility. But with manifests, binary builder, etc Julia is in a different class entirely for reproducibility since 1.3. It is an enormous advantage.