Ask a growing D2C store how shipping is going and you get a vibe: "couriers are fine" or "RTO feels high". Vibes don't catch a carrier quietly degrading, a remittance lag stretching, or a dispute variance compounding. Five numbers, reported weekly, cover the whole operation — each one answers a question the P&L only answers a month too late.
The five numbers
Delivery rate — by carrier and by PIN cluster
Delivered ÷ dispatched. Split it: a 92% aggregate hides the carrier at 81% on your tier-3 lanes. This is the number that decides whether a carrier keeps your volume.
NDR save rate
Delivered-after-NDR ÷ total NDRs. It measures the follow-up machine, not the carrier — a low save rate is your queue's problem, not theirs.
Cost per delivered order
All shipping spend ÷ delivered orders — not dispatched. RTO freight and wasted COD attempts are inside the spend; dividing by delivered reveals the true unit economics.
Weight-dispute variance
Billed weight vs your measured weight, averaged per carrier per week. A creeping delta means a scale "recalibration" at the hub — the single most disputed invoice line.
COD remittance lag
Days between delivery and cash-in-account, averaged weekly. Stretching lag is a working-capital warning before it's a cash-flow problem.
You can't manage what you don't measure — and in shipping, what you don't measure is quietly managing you.
The bottom line
Ten minutes, five numbers, every Monday. The carriers get graded on delivery rate, the ops machine gets graded on save rate and delivered-cost, and the money gets watched through variance and lag. Stores that report this weekly stop having shipping surprises; stores that don't have the same problems — they just find out from the accountant.
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