Datapane's Report API sits inside your existing environment -- such as Jupyter, Airflow, Colab, etc. -- and allows you to create and upload reports from plots and data in these environments. The report which is created does not require you to deploy your source code or run a Python server, and thus can be easily embedded, shared, emailed, etc. Each time you upload the report, it sends up only the plots and data, and creates a new version snapshot.