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Muhammad Safiullah Khan
I build data platforms that don’t page at 2 AM.
Why Encapsulation Matters in Data Pipelines In real-world pipelines, external systems (databases, APIs, queues) are stateful, unreliable, and slow. Directly calls to them inside ops/assets creates: T
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