Entity Manager is a framework for defining, managing, and most importantly QUERYING an entity model with DynamoDB. It's actually platform-generic, so the DynamoDB-specific machinery is implemented at https://github.com/karmaniverous/entity-client-dynamodb

Entity Manager's most important feature is that it permits a simple, scheduled partition sharding configuration and then transparent, multi-index querying of data across shards with a very compact, fluent query API.

This resolves the biggest challenge of using DynamoDB at scale, which is that very large data sets MUST be sharded, and a given query can ONLY operate against a single shard. If you're querying on the basis of a related record, you won't know which shard your results will be on so you must query ALL shards.

Entity Manager reduces this to an effortless operation: once you've defined your sharding strategy for a given entity, you can forget sharding is even a thing.

For some more color on Entity Manager within the context of SQL vs NoSQL databases, please review this (much shorter!) article: https://karmanivero.us/projects/entity-manager/sql-vs-nosql

Like most been burned and frustrated by this sort of sharded DB and unperformant queries if you dont or cant use the partition key. Usually you need a second table amirite :) And seen others burned.

Especially when your intro is a Jira ticket learning on the job!

I've actually been using the JS version of EM in production for over a year. It's been working flawlessly.

The TS version is a complete rewrite that factors in a BUNCH of lessons learned and is completely--maybe obsessively lol--type-safe. The query builder got a LOT of attention, and the fluent API reduces even complex queries to a super-compact, declarative coding experience.

I'm pushing a big update tonight and will then resume my focus on the demo & docs, basically the companion stuff to this one. Should be ready for use in a couple of weeks.

Thanks for the interest, it really means a lot to me!