How to prepare for crucial infrastructure conversations with your stakeholders, management and data consumers. — Data Presentations Aren’t Always About Data One day, months into my role as a data engineer, I experienced the software engineer equivalent of being called on, unprepared, during class. Leadership wanted me to explain the functionality and purpose of code that supported one of our data uptime alerting systems.