Operator guides, not SEO content.
Practical playbooks on profit math, cash flow, dropshipping reality, and multi-store ops — written for people who run Shopify stores, not for Google.
Profit math
What is a good ROAS for ecommerce? 2026 benchmarks by category
There's no universal 'good ROAS' — what's healthy depends on your contribution margin, AOV, and customer lifetime value. Here's how to read your number against the only benchmark that matters: yours.
9 min read
Profit math
ROAS, COGS, break-even — the numbers that decide whether you're growing or burning.
What is a good ROAS for ecommerce? 2026 benchmarks by category
There's no universal 'good ROAS' — what's healthy depends on your contribution margin, AOV, and customer lifetime value. Here's how to read your number against the only benchmark that matters: yours.
How to calculate COGS for Shopify (the right way)
Most Shopify operators undercount COGS by 30-40%. The product cost is the easy part — it's the shipping, the duties, the packaging, and the supplier-tier breaks that decide whether your margin is real.
Shopify break-even analysis: when your store is actually making money
Break-even isn't a moment in time — it's a moving threshold that shifts every time your AOV, COGS, or fixed costs move. Here's how to compute it for your Shopify store and how to use it to decide whether to scale, hold, or kill.
How to read your Shopify P&L: a line-by-line operator's guide
Shopify's built-in reports show you revenue and a few cost summaries — but a real P&L statement has a specific structure (gross revenue → net revenue → gross profit → contribution margin → net profit) that most operators never see clearly. Here's what every line means, in operator language, and where the dangerous gaps usually hide.
Refund rate benchmarks for ecommerce: what's normal, what's not, and what it costs
A 5% refund rate sounds small until you do the math: every refunded order costs you the original COGS, the original ad spend, AND the customer-service time. Here are realistic refund-rate benchmarks by category, why dropshipping numbers are higher than apparel, and the operator move that drops your refund rate the fastest.
Cash flow & balance sheet
What 'profitable but broke' actually means, and how to avoid it.
Cash flow vs profit: why your Shopify store can be profitable and broke at the same time
Profit is an opinion. Cash is a fact. Plenty of growing Shopify stores show a healthy P&L and still can't make payroll. Here's why the two numbers diverge — and how to spot the cash crunch before it bites.
The balance sheet, for ecommerce operators who never took accounting
Most Shopify operators have looked at a balance sheet exactly once — when their accountant sent the year-end PDF. But a balance sheet is the single document that tells you whether your business is actually healthy or just looking healthy. Here's what every line means, in operator language.
Do you need an accountant? The founder's guide to DTC books
Most early-stage Shopify founders shouldn't hire a full-service accountant — they need a bookkeeper plus a tax accountant once a year, with the founder personally owning the day-to-day finance. Here's the actual division of labor that scales from $0 to $5M, what to outsource when, and what should never leave your desk.
Dropshipping reality
Margin math, refund tax, supplier risk — without the YouTube hype.
Multi-store operations
Running 2+ Shopify stores from one P&L.
Free interactive tools
Want to plug in your own numbers?
The articles cover the concepts. The calculators give you the answers — for your store, your AOV, your COGS. No signup.
Stop running spreadsheets. Run a real P&L.
Connect your Shopify and ad platforms. Ecom Forward calculates your live P&L, cash flow, and balance sheet daily — across every store you run.
Start 7-day free trialAll features at every tier · cancel anytime · no card if you cancel before day 14