NoSQL (e.g. MongoDB) or RDMS (e.g. PostgreSQL) for new Scala project?

I am currently in a similar situation, and since I have some experience with web development and SQL databases, I took it as an opportunity to work with MongoDB, Cashbah (and Scalatra). My experience is still very limited and the project and the amount of data I am working with is pretty small, but here are a few observations I've made.

• For the few sets of data I have, performance does not seem to motivate either SQL or NoSQL. However, performance in the presence of huge amounts of data is often listed as a reason for using NoSQL, e.g., by Wikipedia

• My documents (entries in the database) arise from benchmarking test suits, and mainly have a static structure, and I am optimistic that I could store them in a fixed-schema SQL database. However, a few substructures are not static, e.g., new test cases are added, new statistics are tracked, others are removed. This was my main motivation for trying a schema-free NoSQL database. Also, because I had the feeling that the document approach of MongoDB makes it much more obvious which data belongs together (i.e., to a document), in contrast to entries in a relational database, where the data would be distributed over various tables and rows, and where a full "document" would need to be reconstructed by joins.

• Tools such as Lift-Json or Rogue allow you to work with regular Scala objects in a type-safe, although the data is regularly (de-)serialised as (from) JSON. However, this naturally works best if the structure of your data is mainly static, otherwise, you you are left with using strings to access your data (e.g., for expanding the results of a query using Cashbah).

If you are mainly concerned about a coherent representation of data on server and client side, languages such as Opa or Haxe might be of interest, since they compile to code that can executed on both sides. See this page for "multitarget" or "tierless" languages.

Got too long for a comment. Was just trying to relate my short experience with Scala (about 6 months now, since about when Play2 came out--it's quickly become my go to language).

I've enjoyed using Salat/Casbah with MongoDB in my last few projects; most have been in Play2, but the latest was without a webapp framework. It definitely hasn't felt like swimming upstream.

I would say that there are particular use cases for which I wouldn't use mongo, but it works nicely as a general purpose object data store, especially if you expect to query by id or index and don't need transactions (and will need minimal ad-hoc aggregation type stuff).

Expect to require a separate set of servers dedicated to mongodb (or to use a service dedicated to mongodb), but I guess that's normal for most serious database apps.

I've also used Play2/Anorm, which was surprisingly enjoyable to use for some ad-hoc query dashboard-style report pages. I started trying to go the Squeryl route, but Anorm seemed easier to use for one-off aggregation queries. Haven't looked at SLICK, but it sounds interesting.

It's really hard to say without knowing what problems you would like the app to solve.

I've personally found my productivity increased using NoSQL DBs via REST/JSON. Though bear in mind most NoSQL DBs offer REST interfaces which preclude the need for much middleware, Scala or otherwise, unless you intend to write a webapp with a UI.

If this is a learning exercise, I recommend you try multiple things out, as each NoSQL DB has something different to offer to your toolkit, and have personally found CouchDB, Riak, Neo4j, and MongoDb all with various pluses and drawbacks and good for different purposes.

Hope this helps, good luck.