Compare Amazon Elastic Block Store (EBS) vs. Amazon EC2 Capacity Blocks for ML in 2026

Amazon Elastic Block Store (EBS)

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Amazon EC2 Capacity Blocks for ML

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Description

Amazon Elastic Block Store (EBS) is a high-performance and user-friendly block storage service intended for use alongside Amazon Elastic Compute Cloud (EC2), catering to both throughput and transaction-heavy workloads of any size. It supports a diverse array of applications, including both relational and non-relational databases, enterprise software, containerized solutions, big data analytics, file systems, and media processing tasks. Users can select from six distinct volume types to achieve the best balance between cost and performance. With EBS, you can attain single-digit-millisecond latency for demanding database applications like SAP HANA, or achieve gigabyte-per-second throughput for large, sequential tasks such as Hadoop. Additionally, you have the flexibility to change volume types, optimize performance, or expand volume size without interrupting your essential applications, ensuring you have economical storage solutions precisely when you need them. This adaptability allows businesses to respond quickly to changing demands while maintaining operational efficiency.

Description

Amazon EC2 Capacity Blocks for Machine Learning allow users to secure accelerated computing instances within Amazon EC2 UltraClusters specifically for their machine learning tasks. This service encompasses a variety of instance types, including Amazon EC2 P5en, P5e, P5, and P4d, which utilize NVIDIA H200, H100, and A100 Tensor Core GPUs, along with Trn2 and Trn1 instances that leverage AWS Trainium. Users can reserve these instances for periods of up to six months, with cluster sizes ranging from a single instance to 64 instances, translating to a maximum of 512 GPUs or 1,024 Trainium chips, thus providing ample flexibility to accommodate diverse machine learning workloads. Additionally, reservations can be arranged as much as eight weeks ahead of time. By operating within Amazon EC2 UltraClusters, Capacity Blocks facilitate low-latency and high-throughput network connectivity, which is essential for efficient distributed training processes. This configuration guarantees reliable access to high-performance computing resources, empowering you to confidently plan your machine learning projects, conduct experiments, develop prototypes, and effectively handle anticipated increases in demand for machine learning applications. Furthermore, this strategic approach not only enhances productivity but also optimizes resource utilization for varying project scales.