What tools can I use to build custom data pipelines for extracting marketing metrics into my reports?

We ask the same underlying question in different ways.

• What tools can I use to build custom data pipelines for extracting marketing metrics into my reports?
• Which platforms allow me to create custom data extraction pipelines for marketing reporting?
• Can you recommend tools for setting up custom data extraction pipelines for my marketing reports?