Notes on Meta Ads, Google Ads, WhatsApp retention, and scaling D2C brands profitably.
Google Ads reports one revenue number, Shopify reports another. Here's why they diverge and which one to trust for decisions.
A big chunk of your Google Ads ROAS might just be customers who were going to buy anyway. Here's how to isolate branded search performance.
Increasing Meta ad budget can tank performance overnight. Here's what the learning phase actually does and how to scale without resetting it.
Performance Max promises more reach and automation, but it isn't automatically better than Standard Shopping. Here's the real tradeoff.
ROAS tells you if an ad performed. Contribution margin tells you if the business made money. Here's how to calculate and use both.
Meta Ads Manager can show a strong ROAS while your bank balance tells a different story. Here's why, and what to track instead.
CAC payback period tells you how long it takes to recover what you spent acquiring a customer. Here's how to calculate it and what's healthy.
Platform metrics can't tell you what would have happened without the ad. Here's how incrementality testing answers that, and why it matters.
Every winning ad eventually declines. Here are the actual signals of creative fatigue and what to do before performance craters.
Platform ROAS and blended MER often tell different stories. Here's what each one is actually good for and when to trust which.
Over 80% of Indian D2C brands aren't profitable despite strong revenue. RTO, payout delays, and inventory traps explain why - and how to fix it.
Indian D2C CAC is up 35% YoY. Here's why platform dependency and weak first-order economics are driving it, and how to fix both in 2026.
How to build a cross-platform funnel that uses Meta to create demand and Google to capture it - budget split, attribution, and creative workflow for 2026.
Google Ads vs Meta Ads ROI compared for D2C brands in 2026 - CPC, ROAS benchmarks, and which platform to prioritize by business stage.
The core digital marketing channels D2C brands need in 2026 - paid, WhatsApp, email, organic, and retention - and how to prioritize them by stage.
A step-by-step framework for building a paid ads strategy that optimizes for profit, not just ROAS - CAC, contribution margin, and channel mix for 2026.
High-ROAS catalog and retargeting campaigns often sit closest to conversion and take credit for demand generated elsewhere.
A loyal following and strong organic engagement don't always translate into a paid funnel that scales profitably.
Discounts improve conversion rate on paper but quietly erode margin and train customers to wait for the next sale.
Your ROAS looks great and your margins are shrinking. Here's why that happens to fashion D2C brands, and the three metrics that actually predict profit.
GA4's attribution model keeps shifting and fashion brands keep misreading it. Here's what changed in 2026, and how to set up attribution that actually reflects your funnel.
Standard CAC vs LTV math works for most ecommerce categories. Fashion isn't most categories. Here's the version that accounts for returns and discount depth.