I will build a custom python script to match your two data sources

Q
queryforge
Q
queryforge
Mazharul Islam

About this gig

Two files. Different systems. Same underlying records but nothing 

lines up.


I build a documented, reusable Python script that matches your own two 

data sources: deterministic matching first (exact key, like an ID or 

email), fuzzy fallback where formatting differs, and duplicate 

detection before anything is counted twice.


Not limited to e-commerce the same logic works for CRM-vs-mailing-list 

cleanup or vendor-invoice-vs-PO reconciliation.


20+ years of SQL and data-reconciliation discipline, applied to Python. 

Every match is checked, not guessed the script flags what it can't 

confidently match instead of pairing records on weak evidence.


Included: a documented, reusable script matching two files you provide, 

with exact + fuzzy matching and duplicate/exception flagging.


Not included: live database or account access, hosted infrastructure, 

or automated pipelines pulling from live APIs.


Send a sample of your two data sources and I'll tell you honestly 

whether this fits before you order.

Get to know Mazharul Islam

Mazharul Islam

Shopify and Amazon Reconciliation, Accurate SQL Queries, Views and Procedures

  • FromBangladesh
  • Member sinceJun 2026
  • Languages

    Bengali, English
Founder of QueryForge Studio. I reconcile Shopify, Etsy, Amazon, and WooCommerce sales data into clean, profit-by-product reports — catching price and fee mismatches most sellers never check for. I also write SQL queries, views, stored procedures, and functions for businesses that need reliable, accurate database logic — not just fast code. 20+ years of hands-on SQL experience in banking payment systems (cheque clearing, EFT, RTGS), on the development side. Fast, honest turnaround. No unnecessary complexity.