Channels require strict image and data standards; rejects and quotas slow merchandising.
Use async jobs to batch/throttle per channel, push deltas via webhooks, and isolate failures with DLQ to maintain freshness without exceeding quotas.
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Stale availability causes oversells and cancellations, especially under peak load.
Track stock per location with reservations, backorders, and safety stock; serve consistent availability for PDP/cart via dedicated endpoints.
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Inconsistent FX and rounding erode trust and harm conversion.
Maintain base lists per currency/market, apply promotions and overrides with precedence and audits; avoid runtime FX for totals.
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Rigid or limited variant models cause duplication and slow operations.
Model variants with attributes/relations and drive PLP/PDP with read‑friendly projections to keep queries predictable.
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