Hiren has spent over a decade shipping commerce software for Indian sellers and runs Onviqa Inc., the parent company behind Robnu. He writes about marketplace ops, deduction defense, and the boring infrastructure that decides whether a small Indian brand keeps its money.
Written by Hiren Bhuva
DPDP for Indian D2C sellers — what actually changes for your data
India's DPDP Act is now the framework for how you handle buyer personal data. The headlines made it sound scarier than it is. Here is the practical version — the five duties, what does not apply yet, and what Robnu handles versus what you still own.
From spreadsheet to system — when to graduate, and what comes next
Most early-stage Indian sellers run their entire ops in Excel for the first year or more. It works — until it does not. Here is how to tell when a spreadsheet stops being enough, by daily order volume, and the honest math for the 5 to 25 zone.
Document pipeline 101 — packing slip, customer invoice, vendor invoice, manifest
Every shipment that leaves your facility has four documents tied to it, and a mismatch between any two is a silent revenue leak. This post covers the four artifacts, the three ways they drift, and how the stage-9 document pipeline reconciles them before the manifest closes.
Multi-marketplace operations without an OMS — yes, it is possible
An OMS is a system of record for orders, inventory, procurement, and finance. Most early-to-mid-stage sellers do not need that yet — they need a marketplace-specific operating layer. Here is how to tell which side of the line you are on.
SLA watchdog: how we catch a missed manifest before the marketplace does
The SLA watchdog is one of the highest-impact features Robnu ships, and one of the simplest. This post covers the headroom formula, the escalation thresholds, why we picked 30% and 10%, and the underrated part: it reframes the wait-one-more-shipment decision so you make it deliberately.
Closure policy explained — immediate, delayed, or manual
Closure policy is the call you make per batch: when do you actually press the close-manifest button? Robnu offers three modes, each with a different operating shape — this post maps when each one wins, when it loses, and the defaults to start from.
The token vault: how Robnu stores marketplace credentials securely
Robnu acts on your behalf with marketplaces, so it treats your tokens the way a payments processor treats card data. This post walks through what the vault stores, the per-seller key model, and why a database leak on its own is a bag of unreadable blobs.
Why Robnu is free right now — and forever free under 25 orders a day
The audience that needs Robnu most is the one that can least afford to pay for it — so they don't. Every feature is free for everyone right now, and when paid pricing eventually lands, sellers under 25 orders a day stay free forever. This is the reasoning, in plain words.
A field guide to Ajio order processing in 2026
Ajio's seller flow is mature, opinionated and full of small rules that aren't in the docs. After running it end-to-end daily for months, here is the 11-stage flow decoded, the all-or-nothing batch rule, and why the vendor invoice — not the shipment — drives your settlement.
What "manifest at midnight" actually costs (with numbers)
The midnight-manifest pattern is rational locally and irrational globally: you save one deduction today and lose three across the month. One Ajio seller moved their median closure from 23:42 to 17:38 in a week — not by working harder, but by being told at 17:00 instead of 23:50.
The 11 tabs problem — why Indian sellers lose 4 hours a day to portal-hopping
We sat with three Ajio sellers and counted the tabs: 9 to 13, median 11, plus an Excel file. The cost is not the tabs — it is the slips that never print because the queue was on the wrong tab. Robnu collapses the operating layer into one place.
Agentic OMS vs automation rules: what autonomous actually means
Rule-based automation executes steps and stops at the first surprise. An agentic OMS owns an outcome — orders processed, documents filed, exceptions escalated — and works through the surprises. The difference shows up at 9 PM when a marketplace panel changes.
One marketplace to two: the expansion playbook that does not double your work
Adding a second marketplace should add revenue, not a second job. Here is the honest readiness test, the catalog-mapping method, and the unified-ops setup that keeps AJIO plus Meesho runnable by the same two people.
Product videos and reels: the listing advantage nobody uses yet
Most small marketplace sellers are still photo-only — which makes product video the cheapest visible advantage left. Here is what video does for a listing, what converts versus what just looks nice, and the credit-based workflow that makes reels from your catalog.
Running marketplace operations as a one-person team
Running a one person ecommerce business means you are the packer, the accountant, and the claims department. Here is the honest hour budget, the automate-first matrix, and a weekly rhythm that holds at 5–25 orders/day.
How to automate marketplace order processing end to end
Most sellers don't need more hours — they need fewer ritual ones. A practical map for how to automate order processing end to end: where rules get you, where they break, and what an agentic OMS does differently when an order misbehaves at 7am.
What did that order actually earn? Per-order profit, done properly
The sticker price is not your revenue, and the settlement line is not your profit. A working method for per-order profit calculation on AJIO and Meesho — the full cost stack, the hero-SKU illusion, and a per-SKU audit you can run this week.
Cash flow for sale season: surviving the squeeze between dispatch and payout
Sale season is when sellers do their best revenue and feel their poorest. Inventory cash leaves weeks before settlements come back, and the returns wave lands after the payout high. Here is the lag math, the buffer formula, and the plan.
Payment reconciliation for marketplace sellers: the complete guide
A single bank credit covering 300 orders can hide a hundred small errors indefinitely. This is the complete reconciliation method for AJIO and Meesho sellers — the three-way match, aging buckets, and how to turn unexplained gaps into filed disputes.
Wrong-item returns and empty boxes: fighting return fraud with video proof
Somewhere between the buyer's door and your table, your ₹899 kurta became a torn old t-shirt. Return fraud has a taxonomy, claims have an evidence standard, and a scan-to-record video habit is the difference between eating the loss and getting paid.
Customer return vs RTO: the difference that decides your margin
Two parcels come back the same afternoon. One never reached the buyer; one was delivered, worn once, and sent back. They look identical on your table — and completely different on your settlement. Here is the split that decides your margin.
Silent revenue loss: anatomy of a marketplace deduction
Most Ajio sellers leak 5–10% of gross to deductions they never dispute. Here's how the leak actually works, the four vectors, and what Robnu can plug today vs. what stays an honest accept-loss.
Questions or feedback? [email protected]