With growing pressure on data scientists, every organization needs to ensure that their teams are empowered with the right tools. At the same time, the toolkit needs to meet enterprise needs and regulatory requirements. Data science notebooks have become a crucial part of the data science practice. See the advantages and challenges different notebook solutions bring to the table.