How to calculate the usable capacity of a Ceph cluster? | Turnkey Ceph appliance provider | Ambedded

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How to calculate the usable capacity of a Ceph cluster?

Ceph’s usable storage space is influenced by raw disk capacity, data protection methods like replication or erasure coding, and system overhead. Thin provisioning, quotas, and reserved recovery space help optimize usage and ensure fault tolerance.


Ceph usable space is determined by the following factors

1. The maximum raw capacity of a Ceph cluster constructed by multiple servers is the summation of the disk space in each server.
If the cluster includes various types of storage devices, such as HDDs, SSDs, or NVMe drives, you should calculate the total raw disk space for each device type separately. Ceph is capable of recognizing the designated device class used by each pool.

2. The data protection applied for each Ceph pool determines the usable space.

  • Replicated protection: usable space = raw capacity / replica size
  • Erasure Code data protection: usable space = raw capacity x (K/(K+M))

3. Ceph has some overhead for metadat and system operations. The overhead space used is around 10 to 20% depending on your specific configuration and usage.

All the disk drive spaces are shared by all replicated and erasure code pools.

  • Pools can set or not set quotas. All quotas are thing provisioning
  • Because Ceph's available space is thin provisioning; storage space is allocated only when needed, rather than allocating all required space in advance. This can improve storage utilization and reduce storage costs.
  • It is recommended to reserve 1/n space during operation as data recovery space in case of hardware failure, where n is the number of servers.
  • The system has preset usage warnings of 85% near full and 95% full.

How to calculate the usable capacity of a Ceph cluster? | Ceph Storage Solutions; Ceph Appliances & Software|Ambedded

Founded in Taiwan in 2013, Ambedded Technology Co., Ltd. is a leading provider of block, file, and object storage solutions based on Ceph software-defined storage. We specialize in delivering high-efficiency, scalable storage systems for data centers, enterprises, and research institutions. Our offerings include Ceph-based storage appliances, server integration, storage optimization, and cost-effective Ceph deployment with simplified management.

Ambedded provides turnkey Ceph storage appliances and full-stack Ceph software solutions tailored for B2B organizations. Our Ceph storage platform supports unified block, file (NFS, SMB, CephFS), and S3-compatible object storage, reducing total cost of ownership (TCO) while improving reliability and scalability. With integrated Ceph tuning, intuitive web UI, and automation tools, we help customers achieve high-performance storage for AI, HPC, and cloud workloads.

With over 20 years of experience in enterprise IT and more than a decade in Ceph storage deployment, Ambedded has delivered 200+ successful projects globally. We offer expert consulting, cluster design, deployment support, and ongoing maintenance. Our commitment to professional Ceph support and seamless integration ensures that customers get the most from their Ceph-based storage infrastructure — at scale, with speed, and within budget.