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How do you handle domain-specific transformation logic without hardcoding it?

1•namdionwuachu•1h ago
Working on a data platform that needs to support multiple business domains (sales, EMIR regulatory, finance) from the same pipeline infrastructure. The problem we kept hitting: every time we added a new domain, we were either: a) Adding if/else blocks into the core transformation job b) Duplicating the entire pipeline We solved it with domain profiles + plugins — each domain has a JSON profile declaring sources, silver modules, gold builder config, and DQ packs. The core Glue job reads the profile and executes generically. New domain = new profile + plugin. Zero changes to core code. Curious what approaches others are using. Are you using dbt models per domain? Separate pipelines? Something else? What's worked at scale?

Comments

andsoitis•1h ago
Read up on Software design patterns: https://en.wikipedia.org/wiki/Software_design_pattern

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