The ability to acquire and keep the data up to date, right? Like I'm going to use beautiful soup and request to go grab this, this table off our internal internet every day. So there's just so many benefits to like having that repeatable record of what you've done with the data analysis. As long as you can fit it in memory, you can manipulate a lot of data in pandas that would be difficult to manipulate in Excel.