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Resources

Everything we know about running ecommerce on profit.

Problem breakdowns, operator guides, data studies, honest competitor comparisons, free calculators and a margin glossary. One library, all built on contribution margin rather than revenue.

Guides & studies

The long-form playbooks and the data behind them.

Operator guides, CFO-grade reports and original benchmark studies, all with the maths shown.

All guides & studies
GuideThe Contribution Margin PlaybookRevenue tells you a business is busy. Contribution margin tells you whether it is worth running. The operator's guide to CM1, CM2 and CM3, the payback maths behind every acquisition dollar, and the one metric that ties marketing effort to durable profit.18 min read · June 2026GuideThe Weather Demand Modelling GuideWeather is a measurable, forecastable demand signal you can read 30 to 45 days before it lands. This guide shows the maths, the published science, and the decisions it should change, framed for Australian seasons and the metric degree-day base.16 min read · June 2026GuideThe Profit-Led Measurement GuideYour ad platforms collectively claim more sales than your business actually made. This guide is the operator's manual for measuring what your marketing truly causes, denominated in profit rather than reported revenue, using the four standard methods and the maths that ties them together.14 min read · January 2025GuideThe Retention & LTV GuideMost ecommerce customers buy once and disappear. The median DTC repeat rate is 18.8%. This guide is the operator's manual for the other 20%: how retention curves behave, how to fit them, what a second order is worth, and how owned channels turn retained customers into acquisition you have already paid for.15 min read · May 2026GuideThe Lead & Pipeline Economics GuideA lead is not a cost. It is a probabilistic claim on future margin. This guide shows the maths that turns cost-per-lead, close rate and sales-cycle length into one number you can manage: how fast you convert sales effort into durable profit.18 min read · June 2026ReportThe CFO Margin Operating ModelMost consumer businesses run on a revenue number a CFO does not trust and a margin number nobody forecasts. This report sets out the operating model that fixes both: a margin ladder reconciled to source, a variance loop that explains the miss, a forecast with an honest horizon, and one metric that ties marketing effort to durable profit.12 min read · June 2026ReportThe Marketing Profitability ReportYour platforms claim up to 140% of the sales you actually made. This report separates reported ROAS from incremental profit, shows the math for where the next dollar belongs, and gives a defensible method for the only question a CMO should answer to the board: what is working, and what should we fund next.14 min read · May 2026ReportBuild vs Rent: the attribution engine decisionEvery ad platform you run claims credit for the same sale. Together they will tell you they drove 85 to 140 percent of the revenue you actually made. This report works through the arithmetic of that gap, the four measurement methods that close it, and the real question underneath the dashboards: do you rent your measurement, or own it?14 min read · June 2026DemandThe Weather Demand IndexWeather is the largest demand driver that almost no analytics platform measures. It moves roughly a third of economic activity and influences 62% of what consumers buy, yet most operators still treat a cold snap or a heatwave as noise in the numbers. This study quantifies how much demand moves, by event, by vertical and by Australian region, and shows the baseline math to forecast it.14 min read · June 2026MarginThe Margin-True BenchmarkMost ecommerce benchmarks stop at revenue and gross margin. The number that decides whether a brand survives is contribution margin. This study segments contribution margin, CAC payback and returns by category and brand size, shows the math behind each metric, and explains why the median DTC brand earns far less than its top line suggests.14 min read · June 2026PipelineThe Lead & Pipeline Economics BenchmarkA lead is not a cost. It is a priced option on a future customer. This study sets the 2026 reference points for what that option costs, how often it pays off, and how fast it turns into revenue, segmented by vertical and deal size.11 min read · June 2026RetentionThe Retention & Lifecycle Marketing BenchmarkAcross a primary dataset of 156,110 direct-to-consumer customers, the repeat-purchase rate is 18.8%. This study takes that one number apart, then shows the owned-channel lifecycle math that moves it, and what each point of repeat-rate is worth in durable profit.11 min read · June 2026
Compare

Blufire vs the tools you already know.

Honest, formula-grade comparisons, including where the other tool is the better fit.

All comparisons
ComparisonBlufire vs Triple WhaleTriple Whale is a mature, US-built AI operating system for high-velocity ecommerce: owned cross-device attribution, agentic ad-ops, and scale. Blufire is a margin-true, CFO-grade analytics platform for ecommerce and service businesses, AU-hosted with a dedicated database per customer. This guide compares them honestly, with formulas, worked examples, and cited sources.June 2026ComparisonBlufire vs NorthbeamNorthbeam is a best-in-class attribution engine for DTC performance marketers. Blufire is CFO-grade profit analytics that reconciles every channel to true contribution margin. They answer two different questions, and the better growth decision needs both.June 2026ComparisonBlufire vs TrueProfitTrueProfit gives Shopify sellers a fast, cheap, real-time net-profit number. Blufire decomposes that number into the full CM1/CM2/CM3 ladder, runs honest attribution, and hands the operator the highest-value move with the dollar impact attached. Here is the fair comparison.June 2026ComparisonBlufire vs Polar AnalyticsPolar Analytics is a powerful ecommerce data stack: a dedicated Snowflake warehouse, a first-party pixel with CAPI, data-scientist-run incrementality, AI agents and fully public GMV-tiered pricing. Blufire takes a different stance: every view is built on reconciled contribution margin, not revenue or ROAS, and it hands the operator the highest-value next move with the dollar impact attached. This is a fair, formula-grade comparison so you can pick the right tool.June 2026ComparisonMargin analytics vs revenue analyticsMost ecommerce analytics tools optimise revenue and ROAS because that is the easiest number to pull from ad platforms. Margin-true analytics optimises CM3, the contribution margin that actually reaches the P&L. Here is what breaks when you confuse the two, with the formulas and worked examples.June 2026
Case studies

What margin-true growth looks like in practice.

All 5 case studies
eCommerce & RetailRainCoA founder-run Australian designer tapware brand went from A$5k to A$170k a month in eight months, after the analytics named its real customer and the single finish that was quietly carrying 85% of revenue.34x monthly revenue in 8 monthseCommerce & RetailCheapest LiquorAn Australian online liquor challenger launched into a brutal, thin-margin category against entrenched national retailers. The analytics scored every SKU to find where a brand-new store could actually win, then closed the conversion leak underneath it, turning a standing start into a million-dollar business inside its first year.A$1M in under 12 monthseCommerce & RetailPeter JacksonAn established Australian menswear brand that wanted to scale but could not trust its own numbers. The attribution was double-counting, so we fixed it, then rebuilt the funnels around new-customer acquisition, driving A$942k in incremental revenue the business could finally stand behind.A$942k incremental revenueeCommerce & RetailEasy TigerA New Zealand online spirits retailer whose account was busy but not paying its way. We fixed the attribution and read AOV by product category, found wine carried a far higher average order value, and retargeted toward it, for NZ$330k in new revenue.NZ$330k new revenueeCommerce & RetailPanasonic x RebateM8For the Panasonic x RebateM8 air-conditioning programme, the analytics put a hard dollar value on every enquiry, then a central engine scored each qualified lead and routed it to the right installation partner. Once the business knew an A$89 enquiry unlocks a job worth A$3,000 to A$15,000, lead flow became a margin-ranked pipeline it could actually manage.A$89 per enquiry, jobs to A$15k
Blog

Shorter reads on margin, attribution, demand and retention.

All articles
MarginRevenue is not the result. Margin is.Two people look at the same campaign. Marketing reports a 4x return on ad spend. The CFO reports a loss. Both are right. The number that reconciles them is contribution margin, and most operators never compute it.7 min read · June 2026MarginThe three CACs every operator confusesBlended, new-customer and marginal CAC are three different numbers that answer three different questions. Most decks report one and reason as if it were another. The expensive one is the one almost nobody computes.6 min read · June 2026MarginWhy your CAC number is probably wrongTwo operators can both quote their cost to acquire a customer and both be telling the truth, while one number is nearly three times the other. The gap is not error. It is definition.7 min read · June 2026DemandWeather moves 35% of GDP. Here is how much it moves your demand.Most operators treat weather as noise to apologise for in a bad month. It is a measurable, leading demand signal. Here is the math that turns a cold snap into a budget decision you can make 30 days early.6 min read · November 2025DemandRoofing spikes the same week. HVAC lags a quarter.A single storm front moves two trades on two different clocks. Treat them the same in your media plan and you will overspend into a roofing trough and miss the HVAC peak entirely. The fix is to read the lag, not the headline.7 min read · May 2026DemandThe 30 to 45 day window: forecasting demand before it landsWeather forecasts stay sharp for about a week. Demand for weather-driven products turns a month or more before that. The gap between the two is exactly where a marketing budget gets committed, and it is the reason the forecasting question is not what will the weather be but what can we commit to now and still be right.9 min read · May 2026

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