Observed arrival · 2026-08-26
Typed Pipelines: Make Spark Renames Fail at Compile Time
A fixed-price engagement that migrates Spark jobs to typed schema contracts with Scala, Frameless, and property tests.
Field notes
The service works against a customer's existing repository rather than offering a hosted dashboard. Its five-part scope includes documenting implicit schema assumptions, introducing case classes and TypedEncoders at stage boundaries, running migration paths in parallel, and wiring Spark/Scala-specific artifacts. The page names Frameless 0.17.0, supports Scala 2.12 and 2.13, and lists Spark 3.4.4–4.2.0. Property-test generation is explicitly tuned through Frameless environment variables to avoid exhausting the heap.
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