scottlf
CRDTs and the Quest for Distributed Consistency
Random Slicing: Efficient and Scalable Data Placement by Miranda Et Al. (2014) [pdf]
StreamBox: Modern Stream Processing on a Multicore Machine (2017) [pdf]
SBFT: A Scalable Decentralized Trust Infrastructure for Blockchains
EDIT: Ah, it will be Vid Jain, the CEO of Wallaroo Labs.
It's definitely not easy to keep queues shallow end-to-end. In my experiences with Erlang systems, queue management is an area where the BEAM VM's runtime is definitely not actively helpful enough. One anecdote: within the last few months, the weak scheme that the BEAM uses for runtime back-pressure was removed because it isn't effective enough to justify the complexity of its code.
When a system does have the ability to keep queues shallow end-to-end, then I think it's a good base to build on, adding additional features to allow deeper queues where and when we want them.
Regarding Wallaroo: Today, you can use Kafka as a data source, allowing Kafka to be your deep-as-you-wish buffer upstream and/or downstream of Wallaroo. Tomorrow (a.k.a. vapor, though we've discussed the feature internally) it's certainly feasible to add an option to (for example) `TCPSource` that would add a large buffer at the entry to a Wallaroo cluster ... with flexibility to queue in RAM, disk, or elsewhere. It would also make failure recovery more complex, and it's one reason why we've deferred implementing it.
-Scott
How the end-to-end back-pressure mechanism inside Wallaroo works
1. Head-of-line blocking caused by congestion on the single TCP connection used for message transmission between any two Erlang nodes. This can cause major problems for apps control vs. data plane design, such as Riak and Lasp. Work on Partisan (https://github.com/lasp-lang/partisan) appears to be a substantial improvement.
2. If the single remote distribution TCP connection between two nodes is broken, then the first Erlang process to send a message to the remote node is, hrrm, well, borrowed/co-opted by the BEAM VM to connect the new TCP session. IIRC that process is marked unrunnable by the scheduler until the connection is set up or perhaps there's an error. If that process is really important to the functioning of your app, for example, an important system manager in the control plane of the app, then you have a very difficult-to-diagnose latency Heisenbug to cope with.
-Scott
Dynamic Tracing a Pony and Python Program with DTrace
-Scott
I've worked in Erlang-land far longer than I've lived in any OOP-land, so I'm not sure what you mean by enterprise'y OOP. Coincidentally, Pony's rules for "Packages" are something I just smacked my ignorant head against a few hours ago. The subsections of https://tutorial.ponylang.org/packages/ in the tutorial can probably answer at least some of your question: specifically "Package System" and "Use Statement".