[bkirwi]

I'm familiar with the typed API, but it still doesn't quite bring me as far as Scoobi does. I recognize your name from the Scalding code, so I'll say that this is meant as helpful criticism and not a complaint.*

- There a couple types for datasets in the Scalding API: TypedPipe, and KeyedList and subclasses. Scoobi subsumes both of these under DList; thanks to the usual Scala wizardry, this has all the methods to operate on key-value pairs without loss of typesafety. This isn't a huge deal, but it removes the tiny pains of constantly converting back and forth between the two. - Scoobi's other abstraction, DObject, represents a single value. These are usually created by aggregations or as a way to expose the distributed cache, and have all the operations you'd expect when joining them together or with full datasets. You can emulate this in Cascading / Scalding, but it's a bit less explicit and more error-prone. - There's no equivalent to the compile-time check for serialization in Scalding, AFAICT. - Scoobi has less opinions about the job runner itself... there are some helpers for setting up the job, but all features are available as a library. For some reason, I found the two harder to separate in Scalding? - IIRC, Scalding did job setup by mutating a Cascading object that was available implicitly in the Job. In Scoobi, you build up an immutable datastructure describing the computation and hand that to the compiler. This suits my sense of aesthetics better, I suppose...

* Also, thanks to you guys for Algebird! That's a really fantastic little project, and I use it all the time.

[posco]

Quick point:

1) Scalding has a DObject like type: ValuePipe[+T]. 2) The reason you must explicitly call .group to go to a keyed type is that is costly to do a shuffle, this makes it clear to people when they do trigger a shuffle. If you don't like that, make an implicit def from TypedPipe[(K, V)] to Grouped[K, V] 3) You can easily use scalding as a library, but most examples use our default runner. We use it as a library in summingbird. But you are right, a nice doc to help people see what to do might help people (hint: set up an implicit FlowDef and Mode, do your scalding code, then call a method to run the FlowDef).

[bkirwi]

1) Ah, the ValuePipe is (relatively) new; thanks for the pointer. 2) You have to explicitly `.group` in Scoobi as well; it transforms a DList[(K,V)] to a DList[(K, Iterable[V])] or similar. You don't have to call `.toTypedPype` to get map and friends, though, since it's just a DList. 3) I've actually written this exact integration, so I'm glad it's the approved method! The global, mutable Mode made me nervous, IIRC.

[posco]

The global Mode is gone in 0.9.0. And there is an implicit from Grouped to TypedPipe, so you don't need to call .toTypedPipe (that directly seems less likely to cause problems, especially given we have mapValues and filter on Grouped, so we should avoid needlessly leaving the Grouped representation).

[bkirwi]

Neat! It looks like things are changing fast; I'll have to do another read-through.