What Does a Demand Planner Do? (And Does Your Ecommerce Brand Need One?)
Key takeaways A demand planner owns the forecast and turns it into a buy plan: how much of each SKU to order and when,
Plain-English breakdowns of margin, cash flow, inventory, and Amazon economics, written for the operators running the business.
Contribution margin, COGS, pricing, promos
13-week forecasting, CCC, burn & runway
Reorder points, forecasting, landed cost
Budget vs actual, models, scenarios
Margin, CAC, retention & ops benchmarks
Ratios, KPI packs, public-company teardowns
FBA fees, ACoS/TACoS, reconciliation
Ecom accounting, COGS, cash vs accrual
Starting, funding, valuation, finance terms
Key takeaways A demand planner owns the forecast and turns it into a buy plan: how much of each SKU to order and when,
Key takeaways The month-end close is the repeatable process of finalizing one month’s books so the numbers are complete, reconciled, and locked, and for
Key takeaways Deferred revenue is cash a customer has paid you for a product you still owe, so it sits on your balance sheet
Key takeaways Revenue recognition is the rule for when a sale counts as revenue in your books, and for most ecommerce orders that moment
Key takeaways Every business has three core financial statements: the profit and loss statement (P&L) shows whether you made money over a period, the
Key takeaways A profit and loss statement (P&L), also called an income statement, shows what your business earned and spent over a period and
Key takeaways A chart of accounts is the master list of accounts every transaction posts to; an ecommerce one needs accounts a generic template
Key takeaways A2X is a connector that sits between your sales channels and your accounting software; it doesn’t replace QuickBooks or your bookkeeper, it
Key takeaways Multi-channel ecommerce accounting reconciles each sales channel to its own settlements, then rolls them into one chart of accounts so revenue and
Key takeaways Amazon seller bookkeeping means keeping books that split each settlement into product sales, the fee stack, and refunds, so revenue and margin
Key takeaways Shopify accounting means keeping books that split each payout into gross sales, fees, and refunds, so revenue and margin read correctly.Shopify Payments
Key takeaways In-house bookkeeping is a fixed salary you pay through slow months, while outsourced bookkeeping is a monthly fee that scales with your
