Thanks! this approach has worked well for us so far, and we have a lot of product engineers writing their own ETLs for new features that launch at this point.

Thanks! this approach has worked well for us so far, and we have a lot of product engineers writing their own ETLs for new features that launch at this point. We've found enabling teams to self-serve where possible works well for us, and it's something we're continuing to invest in with training both on the engineering side (eventing, instrumentation and ETLs) and on the analysis side (e.g., with SQL training). Our data warehouse does look pretty typical, and this is at least partially intentional. We're cautious about jumping onto new technologies when we don't need to yet given the scale of our data, especially if it would make it harder for other teams to contribute.