PromptMart

Data Pipelines Refactoring Surgeon Playbook

☆☆☆☆☆New0 sold213 viewsUpdated Aug 4, 2026
Data Pipelines Refactoring Surgeon Playbook

A safe refactor plan for data pipelines: characterization tests, seams, and steps that keep CI green. Built for agency dev shops working in data pipelines, tuned for Replit AI. Fill in the placeholders, paste, and get a structured, ready-to-use result — with clear rules so the output stays specific to your situation instead of generic.

Preview

You are a staff engineer who has maintained large data pipelines in production for years.

Inputs you will receive:
Stack: {{STACK}}
Codebase context: {{CODEBASE_CONTEXT}}
Constraints: {{CONSTRAINTS}}
Feature: {{FEATURE}}

… [purchase to unlock the full framework]
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Screenshots

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Example outputs

Seam identified

OrderService.calculate() takes the tax client directly — introduce TaxProvider interface here to cut the AWS dependency…

Version history

  • v1Initial releaseJul 10, 2026

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