for every single async interaction.
BTW, to the readers at home, note how almost all our core infrastructure is open-sourced.
Could you please elaborate on that? Does this mean that Twitter sees no danger in exposing these? Which parts of the infrastructure would be considered secret sauce and not open source? Or does it not matter when the company is as big as Twitter, since the core strength lies in user base, not technical infrastructure? What does Twitter primarily seek to achieve when it open sources its stuff? Talent acquisition or brand image or other benefits of open source such as collaboration?
[1] https://github.com/twitter/util/blob/master/util-core/src/ma... [2] https://github.com/twitter/util/blob/master/util-core/src/ma...
You may be surprised (amazed?) to learn that, internally, 100% of composition happens in this manner. We have a massive code base, and we've not seen this be an issue.
Further, we've worked with the Scala community to standardize the idea of an "execution context" which helps make these ideas portable, the particular of the implementation transparent to arbitrary producers and consumers of futures, so long as they comply to the standard Scala future API. (Twitter futures will when we migrate to Scala 2.10.)
This isn't a unique problem, but using consistent libraries goes a long way (which works well internally at Twitter).
How do you propagate the Zipkin info from thread to thread inside your code? An example - a request comes in, we generate a new request ID and pass this down into the processing code. Part of this code executes an async call to an external service with essentially a callback (in reality, it's a scala.concurrent.Future executing on an arbitrary context or an akka actor) - how do you properly rehydrate the Zipkin info when the response comes back? The only way we could think of is some sort of fiendishly complex custom ExecutionContext that inspected the thread local state at creation time and recreates that in the thread running the callback, or just have pretty much every method take an implicit context parameter. Neither of those solutions worked well, so we've largely bailed on the concept for the bits of our code that don't execute in a linear/blocking fashion.