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Case Studies

Real examples of data cleaning, web scraping, and automation work — with demos, screenshots, and clear deliverables.

Clear scope Clean outputs Fast turnaround NDA-friendly
What you’ll find here
  • ✅ What the problem was
  • ✅ What was built
  • ✅ Demo video + screenshots
  • ✅ Deliverables & results

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New case studies get added as tools and client-style demos are completed.

Featured

CSV Cleaner Automation

Python pipeline to standardize messy CSV files: trim whitespace, normalize text, handle duplicates, and export clean outputs.

Highlights
  • ✅ Dedupe + formatting
  • ✅ Column-aware cleaning
  • ✅ Clean CSV/Excel-ready output

Web Scraping Pipeline

Extract structured data from websites into clean CSV/JSON deliverables with clear field definitions and consistent formatting.

Highlights
  • ✅ Field mapping
  • ✅ Source URLs included
  • ✅ Clean dataset delivery

Extractor Engine

A modular extraction system that isolates target fields into a defined schema and produces clean, standardized CSV/JSON outputs ready for automation.

Highlights
  • ✅ Schema-driven extraction
  • ✅ Standardized headers + formatting
  • ✅ Built to pair with validation

Validator Engine

A rule-based validation system that enforces required fields, checks formats, flags issues, and outputs a dataset you can trust for imports, reporting, and automation.

Highlights
  • ✅ Required fields + format rules
  • ✅ Invalid row flagging / separation
  • ✅ Summary report (issues + counts)

Workflow Automation

End-to-end automations that connect data extraction, cleaning, validation, and delivery — built for repeat runs and production-style workflows.

Highlights
  • ✅ Multi-step pipelines
  • ✅ Consistent file outputs
  • ✅ Logs + reporting

Custom Automation

Need something specific? CRK Dev builds focused Python automations for repetitive tasks — data, reporting, file processing, and workflow helpers.

Highlights
  • ✅ Clear scope + deliverables
  • ✅ Quick turnaround
  • ✅ NDA-friendly

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Send your file or target site + what “done” looks like. I’ll reply with a plan, timeline, and price.