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updatedAt: 2026-08-20T00:09:43.000Z
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# Recommendations

Learn how to plan, prioritize, and act on data-driven guidance across Walmart Marketplace. Recommendations help you improve in-stock readiness, expand coverage, and focus effort where it moves the needle most.

## When to use these reports

Use these reports when you want to:

* Identify items at risk of going out of stock and plan replenishment.
* Prioritize actions that lift discoverability, conversion, or service levels.
* Find targeted opportunities to grow selection and revenue.
* Track the impact of changes over time using repeatable filters.

## Common tasks

* **Replenish inventory:** review near-term demand signals and adjust purchase orders.
* **Focus your team:** create daily or weekly task lists driven by recommendations.
* **Validate outcomes:** compare before and after metrics to confirm impact.
* **Automate workflows:** schedule recurring reports and pipe results to planning tools.

## Typical filters

* Date range
* SKU or item IDs
* Category or product type
* Brand or other key attributes

Refer to [Use report filters](/us-marketplace/docs/use-report-filters) for rules, formats, and examples.

## Report types

* **Inventory recommendations report: prioritize near-term replenishment**\
  Get 14, 30, 45, and 60 day inventory forecasts at the item level, along with Offer Listing Quality inventory signals, to plan restocks and protect availability. Refer to the [Request an inventory recommendations report](/us-marketplace/docs/request-an-inventory-recommendations-report)

> Over time, additional recommendation reports may appear in this category as they become available by API.

## Next steps

* [Request an inventory recommendations report](/us-marketplace/docs/request-an-inventory-recommendations-report)
* [Use report filters](/us-marketplace/docs/use-report-filters)
* [Report scheduler API overview](/us-marketplace/docs/report-scheduler-api-overview)

## Related

* [Request and download a report](/us-marketplace/docs/request-and-download-a-report)
* [Report status notifications](/us-marketplace/docs/report-status-notifications)