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Notes on operational systems, custom software and building for growing businesses, written by the team that builds them.

Development

Trace IDs across microservices, without threading them through every function

If you've worked on a service-oriented backend, you've hit this problem: a request comes in, gets a trace ID, and then that ID needs to show up in every log lin…

15 September 2026 · Adarsh Singh
Business Solution

Reconciling the order lifecycle against settlement

Reconciling the order lifecycle against settlement Most sellers reconcile at the payout level. The marketplace deposits a figure, finance ties it to the settlem…

02 September 2026 · Abhijay Kishore
Business Solution

How Manufacturing Companies Gain SKU-Level Margin Visibility

Your Business Looks Profitable. But Is It? Here's a scenario that plays out in boardrooms every quarter: the CFO presents a healthy blended margin. Revenue is u…

29 April 2026 · Adarsh Singh
Business Solution

Tally + Excel vs Custom ERP Layer: The Smarter Path for Growing Manufacturers

For Indian manufacturing founders and CFOs navigating their next operational upgrade. The Tally vs ERP question for manufacturers is ultimately not about softwa…

22 April 2026 · Abhijay Kishore
Business Solution

Inside a Finance Automation System That Reduced Effort by 67%

How we replaced a broken Excel-based commission process with a SQL-powered automation engine — cutting a 24-hour monthly cycle down to 8 hours. Every month, a t…

14 April 2026 · Anshuman Chhapolia
Business Solution

Refund Logic, Commission Errors and Why Your Reports Never Match

Every ecommerce finance team has lived this moment: the monthly close is approaching, your payment gateway shows one number, QuickBooks shows another, and the a…

08 April 2026 · Adarsh Singh
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