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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Growth Performance

Amazon Negative Keywords: Stop Paying for Wrong Clicks

Build an Amazon negative keywords list from the search term report, avoid over-negation, and measure the ACoS impact. A practical Operator guide.

17 Jul 2026 · 6 min read

Quick Commerce

Quick Commerce vs Ecommerce: The Honest Split

Quick commerce vs ecommerce compared structurally: delivery promise, assortment, AOV, discovery, margins, inventory models and how to split budgets.

16 Jul 2026 · 6 min read

Operations

Product Sourcing From China: The Honest Math for India

Product sourcing from China vs India for ecommerce sellers: landed cost math, MOQ negotiation, quality control, agents vs Alibaba, and BIS compliance.

16 Jul 2026 · 6 min read

Growth Performance

Myntra Ads: What Fashion Auctions Actually Reward

Myntra ads explained: ad formats, how fashion auctions differ, creative weight, EORS and BFF inflation, and measuring against contribution, not ROAS.

16 Jul 2026 · 6 min read

Operations

Marketplace account hygiene: the monthly ritual

A monthly marketplace account hygiene checklist for Amazon, Flipkart and quick commerce: documents, account health, listings, pricing, ads and access.

16 Jul 2026 · 6 min read

Growth

Increase Amazon Sales: Fix the Right Lever First

How to increase Amazon sales in India: the lever priority order, diagnosing your real constraint with sessions and CVR data, and a 30-60-90 day plan.

16 Jul 2026 · 6 min read

Marketplace Strategy

Festive Sale Calendar 2026: Plan Backwards From Diwali

The complete festive sale calendar for 2026: Rakhi to Diwali to year-end, marketplace event patterns, and a work-backwards ops timeline for sellers.

16 Jul 2026 · 6 min read

Strategy

Ecommerce Team Structure: Who to Hire at Every Stage

Ecommerce team structure by stage: the first hire, the pod at 1 to 5 crore, specialists, agency vs in-house, JD sketches and mistakes to avoid.

16 Jul 2026 · 6 min read

D2C

Dropshipping in India: The Numbers Nobody Shows You

Dropshipping in India: COD and RTO economics, delivery timelines, policy limits, where it can work, and the graduation path to real inventory.

16 Jul 2026 · 6 min read

D2C

D2C Website Conversion: A Checklist That Moves CVR

D2C website conversion checklist for India: real 4G speed, PLP and PDP quality, COD and UPI trust, checkout friction, and testing discipline.

16 Jul 2026 · 6 min read

Marketplaces

Amazon Vine program: reviews before your first ad

What the Amazon Vine program is, who qualifies in India, what enrolment involves, and how to use it for review velocity before you spend on ads.

16 Jul 2026 · 6 min read

Growth Performance

Amazon Deals and Coupons: Discount Without Bleeding

Amazon deals and coupons strategy: what Lightning Deals, Best Deals, and coupons do to visibility and margin, plus measuring true incrementality.

16 Jul 2026 · 6 min read

Data Analytics

Amazon business reports: the weekly numbers habit

A working guide to Amazon business reports: sales and traffic by ASIN, unit session percentage as CVR, inventory, returns, ads and payments, weekly.

16 Jul 2026 · 6 min read

Operations Logistics

What Is a WMS? Warehouse Software, Explained

What is a warehouse management system? What a WMS does, WMS vs ERP vs OMS, and when a growing Indian brand should move off spreadsheets.

16 Jul 2026 · 5 min read

Growth

What Is Social Commerce? Selling Where India Scrolls

What is social commerce? Selling inside Instagram, WhatsApp and YouTube, India's WhatsApp first version, and what a brand should set up first.

16 Jul 2026 · 5 min read

Operations Logistics

What Is Reverse Logistics? The Return Trip

What is reverse logistics? The return journey explained: customer returns, RTO, quality checks, restocking versus liquidation, and cutting the load.

16 Jul 2026 · 5 min read

Growth Performance

What Is Retail Media? Ads Where the Buying Happens

What is retail media? Ads sold by Amazon, Flipkart, Blinkit and Instamart using shopper data, and why ad budgets are shifting to marketplaces.

16 Jul 2026 · 5 min read

Quick Commerce

What Is Quick Commerce? The 10 Minute Shelf

What is quick commerce? The 10 to 30 minute delivery model explained: dark stores, India platforms, and what brands must build to win on it.

16 Jul 2026 · 5 min read

D2C

What Is a PDP? The Page That Does the Selling

What is a PDP? A plain guide to the product detail page, its anatomy, PDP vs PLP vs CLP, and why it decides CVR for Indian online stores.

16 Jul 2026 · 5 min read

Strategy

What Is Omnichannel Retail? One Brand, Every Shelf

What is omnichannel retail? One brand across marketplaces, your site, quick commerce and offline retail, and how Indian brands sequence it.

16 Jul 2026 · 5 min read

Data Analytics

What Is Inventory Turnover? The Speed of Stock

What is inventory turnover? The formula, what high and low turnover mean, days of cover, and how to turn stock faster without stockouts.

16 Jul 2026 · 5 min read

Quick Commerce

What Is a Dark Store? Retail With No Walk-Ins

What is a dark store? A small delivery-only warehouse explained: layout, picking speed, and why per store availability decides your sales.

16 Jul 2026 · 5 min read

D2C

What Is D2C? Direct to Consumer, Explained

What is D2C? A plain guide to the direct to consumer model, D2C vs marketplace selling, and the honest economics of CAC and retention in India.

16 Jul 2026 · 5 min read

Growth

What Is AEO? Getting Cited by AI Answer Engines

What is AEO? Answer engine optimization explained: getting cited by ChatGPT, Gemini, Perplexity and AI Overviews, and how it differs from classic SEO.

16 Jul 2026 · 5 min read

Operations Logistics

What Is a 3PL? Logistics You Rent, Not Build

What is a 3PL? Third party logistics explained: warehousing, pick pack ship, courier management, costs, and when an Indian brand should switch.

16 Jul 2026 · 5 min read

Data Analytics

TACoS Full Form: The Metric Amazon Sellers Miss

TACoS full form is Total Advertising Cost of Sales: ad spend over total revenue, organic included. Why it beats ACoS for judging brand health.

15 Jul 2026 · 4 min read

Operations

SLA Full Form: Service Level Agreement, Explained

SLA full form is Service Level Agreement: a committed performance standard with penalties. How dispatch and marketplace SLAs work for Indian sellers.

15 Jul 2026 · 4 min read

Data Analytics

SKU Full Form: Stock Keeping Unit, Explained

SKU full form is Stock Keeping Unit. What a SKU is, how SKU codes work, and why SKU discipline protects working capital in e-commerce.

15 Jul 2026 · 4 min read

Operations

RTO Full Form: Return to Origin, Explained

RTO full form is Return to Origin: a failed delivery that ships back to the seller. What RTO costs Indian sellers and how operators reduce it.

15 Jul 2026 · 4 min read

Data Analytics

ROI Full Form: Return on Investment vs ROAS

ROI full form is Return on Investment. How it differs from ROAS, the formula, and why Flipkart's ads console uses the label loosely.

15 Jul 2026 · 4 min read

India's Commerce Engine

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