The Zane Journal

Notes from
the floor.

What we are learning operating Indian commerce, written for the people who have to make the call. No thought-leadership filler.

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Data Analytics

The Weekly Ecommerce Ops Dashboard For India Teams

The 12 to 14 numbers an Indian ecommerce ops review should run on, who owns each, leading versus lagging, and how to stop it becoming a status call.

11 Aug 2026 · 7 min read

Operations

SOPs People Actually Follow: An India Ops Guide

How to write ecommerce SOPs people follow in India: what deserves one, the one-page floor format, photos over text, version control and audit impact.

11 Aug 2026 · 7 min read

Operations

Attrition In Indian Ecommerce Ops: The Real Cost

Warehouse attrition in India runs 50 to 80 percent a year. What replacing one picker really costs, why people leave, and the retention levers that work.

11 Aug 2026 · 7 min read

Operations Logistics

Training Warehouse Staff In India: The First 30 Days

Warehouse training in India: a five-day week one plan, an accuracy certification gate, refresher cadence, peak hires and training hours that cut errors.

11 Aug 2026 · 7 min read

International

Landed Cost on Imports: Getting the Real Number

How to calculate true landed cost on imports into India: FOB versus CIF, BCD, SWS and IGST, port charges, and exchange rate movement.

11 Aug 2026 · 8 min read

India Playbook

Supplier Payment Terms as a Working Capital Lever

Advance versus net 30 versus net 60 in India, what early payment discounts annualise to, and what the MSME 45 day rule obliges buyers to do.

11 Aug 2026 · 7 min read

Operations Logistics

Vendor Scorecards That Move Supplier Volume

A five metric vendor scorecard Indian brands can run on a spreadsheet, with weights, targets, a quarterly review agenda, and volume tied to the score.

11 Aug 2026 · 7 min read

Operations

Negotiating With Suppliers When You Are Still Small

How small Indian D2C brands negotiate with suppliers: where the leverage is, the cost breakdown to ask for, and escalation clauses that hold.

11 Aug 2026 · 6 min read

Brand

Crisis Communication for Indian Consumer Brands

The first 48 hours when a food safety story breaks: who speaks, holding statements, listing decisions, regulator contact and refunds.

11 Aug 2026 · 6 min read

Quick Commerce

Dark Store Compliance Is Your Brand Risk

Your stock sits in a partner dark store you do not control. Contract terms, audit rights, stock retrieval and concentration risk for Indian brands.

11 Aug 2026 · 7 min read

Operations Logistics

Product Recall Playbook for D2C Brands in India

How to run a food recall in India: recall versus withdrawal, batch scoping, FSSAI notification, marketplace retrieval, refunds and the real cost.

11 Aug 2026 · 8 min read

Operations

Food Safety Audit Readiness for Indian Brands

What an FSSAI or state FDA inspection actually checks, the findings that suspend a licence, and a self-audit checklist to run before a regulator does.

11 Aug 2026 · 7 min read

India Playbook

Nutrition and Allergen Labelling for D2C Food

A practical guide to FSSAI nutrition panels, per-serve versus per-100g, allergen declaration, claims limits and matching your listing page to the pack.

10 Aug 2026 · 9 min read

Operations

Choosing a Co-Packer for Your Indian Food Brand

Licence checks, MOQ traps, recipe protection, per-unit cost build-up, batch consistency and second sourcing for Indian food brands using a co-packer.

10 Aug 2026 · 9 min read

Strategy

Cloud Kitchen vs Packaged Food: Picking a Model

Unit economics, capex, licensing, demand generation and reach compared for Indian founders choosing between a cloud kitchen and a packaged FMCG line.

10 Aug 2026 · 8 min read

Operations

Perishable Inventory Planning for Indian Food Brands

How shelf life gates on marketplaces and quick commerce shorten your sellable window, and how to size batches, time markdowns and budget write-offs.

10 Aug 2026 · 8 min read

Operations Logistics

Freight Cost Per Order: Build the True Number

Build a true freight cost per order including packaging, surcharges, COD fees and RTO, benchmark it against AOV, and catch cost drift before it compounds.

10 Aug 2026 · 8 min read

Operations

Address Quality Is a Cost Centre, Not a Form Field

Why Indian addresses break geocoding, which fields predict a failed delivery, and what a clean address pipeline saves in reattempts and RTO cost.

10 Aug 2026 · 8 min read

Operations Logistics

Delivery Promise Dates That Hold Up in India

How checkout delivery dates are calculated in India, what accuracy does to conversion and support tickets, and how to report on-time delivery honestly.

10 Aug 2026 · 8 min read

Operations Logistics

Line Haul and Zone Skipping for Indian Ecommerce

How line haul and zone skipping work in India, the parcel volume where they start paying, and how to model the saving against an aggregator rate.

10 Aug 2026 · 8 min read

Growth

How Indian Brands Get Cited by AI Assistants

What makes an AI assistant cite your brand: extractable content shape, original data, consistent entity signals, crawler access, and how to check.

10 Aug 2026 · 8 min read

Brand

Zero-Click Search: A Brand Strategy for India

Searches that never produce a visit still build brands. How to win the answer, track branded search growth, and stop reporting on sessions alone.

10 Aug 2026 · 6 min read

D2C

Ecommerce Structured Data That Earns Rich Results

Product, Offer, AggregateRating, Breadcrumb and Organization markup for Indian ecommerce: required fields, real rich results, and honest limits.

10 Aug 2026 · 7 min read

Data Analytics

What AI Overviews Do to Your Click-Through Rate

AI Overviews cut clicks without cutting rankings. How to isolate the damage in Search Console and pick the pages worth defending.

10 Aug 2026 · 7 min read

D2C

Click and Collect for Indian D2C Brands

What click and collect saves on last mile in India, the pickup rate to expect, how to handle uncollected orders, and the attach rate that makes it pay.

7 Aug 2026 · 6 min read

Strategy

Selling Refurbished Stock as a Channel in India

Grading standards, refurbished labelling and GST rules, pricing against new, warranty on refurb units, and channel choice that avoids cannibalisation.

7 Aug 2026 · 7 min read

Operations Logistics

Spare Parts and Repair Networks in India

How Indian durable goods brands plan spare parts stocking, choose service partners or in-house repair, set turnaround, and prepare for right to repair.

7 Aug 2026 · 7 min read

Operations

Warranty Policy for D2C Brands in India

How Indian D2C brands set a warranty term, provision for claims under Ind AS 37, and handle proof of purchase on marketplace orders.

7 Aug 2026 · 7 min read

Growth

Corporate Gifting as a Channel for Indian Brands

Corporate and bulk gifting as a channel for Indian brands: festive seasonality, customisation cost, margin versus retail, payment terms and GST on gifts.

7 Aug 2026 · 7 min read

India Playbook

Selling on GeM: A Guide for Indian Brands

How to sell on GeM: seller registration, catalogue rules, reverse auctions, MSE and Make in India preference, and the real payment timelines.

7 Aug 2026 · 8 min read

India's Commerce Engine

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