Yasmeen Ahmad, managing director, Google Data Cloud, said that the greatest barrier to productivity in data science was switching between database/data warehouse environments to get data with SQL code, only to export and load it into a Python notebook to do machine learning, while configuring a separate Spark cluster. They might then switch to a BI tool just to visualize results, she said.