Automation of Colab Enterprise notebook within BigQuery Studio workspace

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I have a colab notebook stored in BigQuery studio (screen attached, Notebook 1). Essentially, Notebook 1 will take data from a table stored in the same GCP project, perform some transformation and export into another table in the same project. I want to automate this in a way that Notebook 1 will run everyday at 7AM to update the data.

Screenshot

I have looked online but seem to not find a solution, as most solution points to using Jupyterlab in Vertex AI. Does anyone know how to automate this process? Should I use Google Cloud Functions for this?

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