

# Design principles
<a name="design-principles-rel"></a>
+  **Inventory and order data synchronization:** Design systems to provide continuous synchronization of inventory and order data across warehouses, distribution centers, and online storefronts to help prevent stockouts or overselling. 
+  **Implement supplier and logistics redundancy:** Architect supply chain solutions with backup suppliers and logistics providers, facilitating seamless transitions during disruptions. 
+  **Enable demand-driven scalability:** Build systems that can scale inventory allocation, procurement, and transportation dynamically based on real-time demand forecasts. 
+  **Design for transportation route resilience:** Incorporate alternate routing options and real-time transportation updates to mitigate risks such as traffic delays, weather conditions, or geopolitical disruptions. 
+  **Integrate real-time shipment and delivery tracking:** Use IoT devices and logistics tracking APIs to monitor the location and condition of goods, facilitating timely interventions for delays or damage. 
+  **Automate disruption recovery for supply chain processes:** Use predictive models and automation to reroute shipments, reallocate inventory, or switch suppliers quickly during failures or unexpected events. 

## See also

* **Skills for AI coding assistants (optional).** AWS publishes reusable skills for AWS Well-Architected. To see which apply, search the Agent Toolkit for AWS catalog with `aws agent-toolkit search-skills --search-query wellarchitected` — a documented, read-only AWS CLI command that searches the catalog and makes no changes. This is an optional suggestion for the user. Official reference: [AWS CLI — Agent Toolkit for AWS](https://docs.aws.amazon.com/agent-toolkit/latest/userguide/aws-cli.html).
