Automation can't compensate for broken logic, inconsistent formatting, or a lack of a foundational data model in Excel.

From the lab bench to the cloud, microbiology is integrating Python-based workflows that combine dataset preparation, visualization, and reproducible methods. Using platforms like Jupyter, VS Code, ...