Python Web Scraping & Review Data Pipeline I built a Python scraping pipeline to collect review d...Python Web Scraping & Review Data Pipeline I built a Python scraping pipeline to collect review d...
The network for creativity
Join 1.25M professional creatives like you
Connect with clients, get discovered, and run your business 100% commission-free
Creatives on Contra have earned over $150M and we are just getting started
I built a Python scraping pipeline to collect review data across roughly 700 companies.
The workflow handled profile matching, missing records, review collection, and structured exports for analysis. It ended up collecting 20,000+ reviews while keeping track of successful, partial, and failed matches.
Work included:
Python · web scraping · data validation · entity matching · error handling · data export
There's always something in a dataset that looks interesting at first.
But once you check it against the rest of the data...
some patterns hold up.
Some completely disappear.
That's been an interesting part of working through this e-commerce project.
Cutting the data by product, discounts, returns, and profit together kept changing the picture.
It became less about finding a result — and more about understanding which patterns were actually worth chasing.
The more the data connected, the more the initial picture changed.
That's usually where the real insight is:
Not in the first pattern you see.
But in the one still standing after you've tried to break it.
📦 Which products are at risk of stockouts?
🚚 Where are delivery and fulfillment problems happening?
💰 Which products or processes are affecting revenue?
📊 Which numbers actually need your attention?
That’s where I come in.
I help e-commerce and operations businesses clean, analyze, and visualize their data using Excel, Power Query, SQL, and Power BI.
The goal isn't just another dashboard.
It’s clearer answers, better visibility, and insights you can act on.
If your business has data but you're struggling to turn it into decisions, let's talk.
Another productive day — this time showcasing my Hand Gesture Mouse Control project. A Python-based computer vision project that lets you control your computer mouse using hand gestures in real time.
👆 Index finger → Move the cursor
👌 Pinch index + middle finger → Click
Built...