An order leaves Shopify and routes to one of three partners based on the SKU. Each partner has its own portal, its own tracking feed, its own cadence. There is no combined view. Support builds one by hand, ticket by ticket, on the clock you pay for.
The tickets that reach support are the loud ones. The silent ones — the 3% that stalled at a partner warehouse or sat at the carrier hub for 48 hours — never get flagged. Those are the customers you lose.
"Where is my order?" hits the inbox. Shopify → partner A, B, or C → tracking URL → paste back. Fifty tickets a day is a full shift spent before real work starts.
Your dashboard shows shipped. The carrier shows label created. Three days later the customer writes in angry. The delayed cohort only surfaces as complaints.
Customers who wait 48+ hours past their expected delivery churn two to three times faster than baseline. You see it in LTV months later — never in time to intervene.
50 tickets/day × 10 min × $30/hr loaded support cost = roughly $65K/year burned on order-status lookups. On churn: assume $120 AOV and $400 LTV. At 40K orders/year, 3% silently late = 1,200 delayed customers; at 2.5x baseline churn on that cohort you lose an incremental ~360 customers × $400 LTV = $144K/year in LTV walking out the door. That is the price of reactive ops — paid twice, in support wages and in the repeat buyers you never get back.
A Shopify webhook fires. The agent reads the SKU, figures out which fulfillment partner the order was routed to, and opens a watch.
The agent polls the partner portals and your carrier tracking API. The status ladder writes back to the order record.
When an order stalls past its expected shipping window, the agent flags it against the SLA for that partner and that carrier lane.
Your email flow tool sends the real status, the revised ETA, and the tracking link — before the ticket opens. The customer hears it from you, not from a silent dashboard.
Full rate card and terms live on the program site → shipyourweekendproject.com
$65K/year in ticket-handling burn and $144K/year in churn you can't see. Email fires before the ticket opens, not after. A small cohort of DTC brands is onboarding this quarter.
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