Sharing data types on a multi-language project
mortoray.com
mortoray.com
Protobuf has a well-defined text format, which is the top search result for "protobuf text" [1]. Proto3 also has a clearly defined set of rules for supporting JSON.
[1] https://protobuf.dev/reference/protobuf/textformat-spec/
Not trying to steal thunder, but quicktype (https://github.com/quicktype/quicktype) does all of this–JSON schema or TypeScript definitions to de/serializers and types in nearly 30 languages at this point. Try it here: https://app.quicktype.io
The AMF project [1] can be used to parse and transform to/from RAML, OpenAPI, GraphQL, and json schema. Code generation to languages of choice can be bolted on from there.
I'm using this approach to define canonical data models. Subsequent code generation scaffolds internal application integration apis, master data management (MDM) entities, and SQL/OLAP artifacts for ETL / BI purposes.
This approach keeps overall end-to-end data architecture consistent, in sync, and versioned under source control. Additionally, flat types as required by relational systems are re-used and composed into nested complex types more appropriate for apis. Metadata is layered on as needed to refine the models for system-specific needs, for example to add user-facing field groups, descriptions, and formats for BI datasets, sensitivity levels and other data security controls, business rule definitions for MDM, etc.
[0] https://github.com/raml-org/raml-spec/blob/master/versions/r... [1] https://a.ml/docs/