Ilkka Peltola

ETL takes time and it's a lot to maintain. Sometimes it breaks when you didn't expect a string to contain emojis. You might decide the transformation needs to be changed, which means you need to refresh all your data. So what can you do to avoid this?

The ApplyMapping class is a type conversion and field renaming function for your data. To apply the map, you need two things: A dataframe The mapping list

AWS Glue is quite a powerful tool. What I like about it is that it's managed : you don't need to take care of infrastructure yourself, but instead AWS hosts it for you. You can schedule scripts to run in the morning and your data will be in its right place by the time you get to work. The downside is that developing scripts for AWS Glue is cumbersom , a real pain in the butt. I first tried to code the scripts through the console, but you end up waiting a lot only to realize you had a syntax error in your code.