Earlier quoted context omitted.
Armen was very passionate about the value of "strats" (GS's own term for "quants", and later broadened to include software engineers and data scientists). A favorite quip of his: At GS, I'm like an arms dealer. When a desk has a problem, I send in the strats, and they blow away all the competition! Also, SecDB's core idea is not just tight integration between the backend and development environment, but that all obje…
This immediately struck me when I was reading this article. To be honest, this whole paradigm seems absurdly fucking efficient for the developers. But I wonder about stuff like * What happens if the data model needs to change? If you need to move something from db["some/path"]? * How is it coordinated at a larger scale, how does everyone know what is running and how it interacts with everything else - can you figure…
You write conversions and there's a registry where you register them to be picked up by the unpickler. If necessary you can also customize the logic that determines which version a given pickled datum uses to deserialize. There aren't so many guardrails when you're writing that stuff, but the infrastructure does its best to support you.
> If you need to move something from db["some/path"]?
There's support for both symlinks (db["some/path"] -> db["other/path"]) and for a kind of hardlink by making both paths point to the same inode-line id. You can usually find a way to do what you need to.
> How is it coordinated at a larger scale, how does everyone know what is running and how it interacts with everything else - can you figure out what depends on an object? What if the data used by your Price(Security) object changes and breaks it?
There's a common model for the things that are shared, and that has a versioning and release/deprecation cycle. Otherwise every type has an owner and you probably had to request their permissions to read their data, so you should have a channel of communication with them. But yeah people do rely on the fundamental business entities not changing too quickly, and things do break when changes are made.