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Cloud Box:Scenarios

Last Updated:Apr 01, 2026

CloudBox is designed for workloads that require on-premises data processing, millisecond-level latency, data security, or centralized management of distributed branch infrastructure.

Process large volumes of data on-premises

Workloads such as AI model training, rendering pipelines, and traffic video analysis generate large volumes of data. Transferring that data to the public cloud is often constrained by network bandwidth, transfer costs, and time. CloudBox lets you run the compute locally, in real time, and then upload only the results to Alibaba Cloud for archiving — significantly reducing both transfer costs and processing time.

The following figure shows how on-premises data processing works.Local data processing

Meet millisecond-level latency requirements

Applications that control on-site equipment in near-real time — such as manufacturing execution systems (MES), high-frequency trading platforms, and medical diagnostic systems — cannot tolerate the round-trip delay of a public cloud connection. Deploy CloudBox in your on-premises data center to put compute physically close to the equipment it controls, enabling the millisecond-level latency these workloads require.

Common deployment environments include industrial parks, manufacturing facilities, and warehouse management operations.

The following figure shows how CloudBox ensures low latency.Low latency

Keep data in a specified on-premises location

Regulatory and compliance requirements in industries such as transportation, airlines, hospitals, and industry associations often mandate that data remain within a specific on-premises data center. Deploy CloudBox in that location to satisfy data security requirements while still accessing a large portfolio of Alibaba Cloud services from the same environment.

The following figure shows how CloudBox keeps data on-premises.Data saved locally

Centrally manage distributed branch infrastructure

Organizations with branches spread across multiple regions face two compounding challenges: coordinating infrastructure across locations, and maintaining hardware deployed in remote or hard-to-reach facilities such as factory floors and intelligent community sites. Alibaba Cloud handles infrastructure operations and maintenance (O&M) for CloudBox, so your team manages applications across all branches from the Alibaba Cloud console — without requiring on-site O&M at each location, which reduces O&M costs.

The following figure shows how CloudBox supports centralized multi-branch management.Multiple branches