
Attribution Modeling for D2C Brands: 6 Models, One Right Answer
Explore attribution modeling for D2C brands. Understand the 6 attribution models and why contribution margin is the ultimate truth for profitability.
Comparison guides, deep dives, and strategies for D2C brands and agencies who optimize for contribution margin — not just revenue.

Explore attribution modeling for D2C brands. Understand the 6 attribution models and why contribution margin is the ultimate truth for profitability.

Learn the pros and cons of First Touch, Last Touch, Linear, Time Decay, Position-Based, and Data-Driven attribution models.

Claude Fable 5 is Anthropic's most powerful model. But if you run a D2C brand trying to figure out why ad spend isn't converting to profit, Flable AI is what you need.

Revenue is vanity. Contribution margin is sanity. Learn how to calculate CM1 and CM2 with real formulas and benchmarks.

ROAS is a revenue metric pretending to be a profitability metric. Learn how to make the switch to POAS optimisation.

Return rates are the silent margin killer in D2C advertising. Learn how returns distort ROAS and destroy your CM2.

Your Meta ROAS is 3.1x. Your Google ROAS is 4.4x. But total attributed revenue exceeds Shopify revenue. How to fix attribution overlap.

The complete 2026 guide to setting up, optimising, and scaling Meta Advantage+ Shopping Campaigns with POAS-driven strategies.
Most brands track creative but ignore pricing. A competitor's discount structure reveals more about their unit economics than any ad.

Competitor research without a system is just one-off observations. Learn how to build a structured intelligence dashboard.

By the time a new product is all over your feed, it's too late. The early-detection framework for spotting competitor launches.

Meta's Advantage+ campaigns deliver 22% higher ROAS—but they optimise for conversions, not profit. Learn how to use AI campaigns alongside profitability measurement.

Google's 3.31x median ROAS vs Meta's 2.19x—what does it actually mean? Learn the right framework for channel allocation based on CM2.

The standard break-even ROAS formula is broken. Learn how to calculate your real break-even ROAS for D2C by including shipping, returns, and payment fees.

ROAS was never measuring profitability to begin with. Learn the difference between ROAS and POAS, and how to calculate the metric that actually guides scaling decisions.

Stop benchmarking against revenue efficiency. Explore the 2026 Meta Ads profitability benchmarks that account for COGS, returns, and shipping across D2C industries.

AI is getting better at optimising campaigns. It is not getting better at understanding your business. That's the gap performance marketing AI hasn't filled.

Every pitch promises smarter targeting, better ROI, and campaigns that optimise themselves. But underneath the hype, there is a genuine shift happening.

A breakdown of the top AI ad optimization tools for D2C brands — what they do, where they fall short, and the one capability gap every brand needs to fill.

You launch a new Meta campaign. Day 3 CPA looks high. ROAS looks weak. So you kill it. What you didn't know is that 40% of the conversions hadn't been reported yet.

You open Meta Ads Manager on Monday morning. 4.2x ROAS. You flip to Google Ads. 3.8x there. You check your revenue dashboard. The actual number tells a completely different story.

It's the uncomfortable question nobody wants to sit with. Here are the 5 diagnostic tests to find out if your agency is optimising for your real CM2, or just keeping the dashboard green.

ROAS is the metric every D2C brand learns first. It's also the metric that misleads more D2C founders than any other. Discover why Contribution Margin (CM2) is the true fuel gauge.

You've decided Google Ads is worth investing in. Now comes the question every D2C founder faces: who actually runs it? The honest breakdown of the 3 options and the hybrid model.

Most brands do competitor research wrong. They screenshot a few ads and call it intelligence. Here is the framework to extract patterns and translate them into profitable strategies.

When someone searches on Google, they aren't browsing — they are buying. Here's how to master Google Shopping, optimize your product feed, and scale on true CM2 instead of ROAS.

Your highest-performing Instagram ad probably won't come from a studio shoot. It'll come from a customer filming a 60-second video on their phone. Here's why UGC works and how to scale it.

Most D2C brands know about Meta's Ad Library. Far fewer use Google's equivalent — which is free, powerful, and covers Search, Display, and YouTube ads. Here's how to use it properly.

Instagram is where D2C brands are built. Over 2 billion active users. A feed built for product discovery. This guide walks you through exactly how to set up, run, and optimise Instagram ads for profitable growth.

You've decided to run Google Ads. You get three agency proposals. The numbers are all different. This guide breaks down exactly how Google Ads PPC agency pricing works and which model makes sense at which stage.

Your competitors are running ads right now. You can see every single one of them — for free. This guide covers how the Ad Library works, how to use it properly, and what to look for beyond just 'inspiration.'

You've got a great product. A clean website. A strong offer. But nobody knows you exist. This guide breaks down what advertising really means for D2C brands and why contribution margin — not ROAS — is the metric that matters.

Monthly review call. ROAS is up. CPA is down. You hang up feeling fine. Then you check your bank account. Where is the money? Here's the brutal truth nobody in that call will say out loud.

Your ROAS isn't a single source of truth. It's the output of multiple systems, attribution assumptions, missing data, and modeled estimates — all compressed into one number. Here's why that matters.
Claude and ChatGPT are incredible for analyzing data you give them. Flable shows you the data you didn't know you were missing.
Looking for a Northbeam alternative that goes beyond attribution? Northbeam is the most sophisticated ecommerce attribution tool available. But even perfect multi-touch attribution cannot tell you if a sale is profitable.
Both platforms connect to your ads and your Shopify store. One stops at the revenue line. The other goes beneath it — into COGS, shipping, returns, and discounts — to show you what you actually keep.