The painful surprises aren’t happy-path orders—they’re partial shipments, split payments, address corrections, and channel-specific SKUs.
Model exceptions as workflows
Each exception type gets a queue, an SLA, and a resolution pattern. Otherwise, “ops heroics” become your scaling plan.
Instrument the funnel that matters
- Time from paid to fulfilled
- Exception rate by category
- Refund/chargeback correlation to fulfillment delays
Playbooks beat heroics when volume spikes
Black Friday and grant deadlines have the same shape: predictable surges with unpredictable edge cases. We document runbooks for the top ten failure modes—split shipments, address changes, inventory short picks—so new hires can contribute on day three instead of day thirty.
Automation should shrink the exception queue, not hide it. When exceptions are visible and categorized, you can invest in fixes that compound instead of repeating the same manual patch every Monday.