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360 Zhihui Cloud Developer
360 Zhihui Cloud Developer
Oct 24, 2024 · Cloud Computing

How to Seamlessly Hot-Migrate VM Disks to a Mixed-Flash Ceph Cluster with QMP

This article details the design, implementation, and results of migrating over 16,000 virtual machine disks from an aging Ceph Luminous cluster to a high‑performance mixed‑flash Ceph cluster using QEMU QMP hot‑swap, achieving a 47.65% reduction in IO latency and enabling cost‑saving decommissioning of legacy storage.

CephHot MigrationOpenStack
0 likes · 11 min read
How to Seamlessly Hot-Migrate VM Disks to a Mixed-Flash Ceph Cluster with QMP
Tencent Cloud Developer
Tencent Cloud Developer
Apr 12, 2019 · Cloud Computing

Predictive Modeling for Hot Migration in Cloud Computing Using Ensemble Machine Learning

The study introduces a voting ensemble of Random Forest, AdaBoost, and XGBoost to predict hot‑migration success in cloud environments, achieving 97.44% accuracy and cutting timeout failures by roughly 80%, while quantifying feature importance—primarily CPU, network traffic, and memory—to guide proactive resource allocation.

Hot Migrationensemble modelsmachine learning
0 likes · 11 min read
Predictive Modeling for Hot Migration in Cloud Computing Using Ensemble Machine Learning
Alibaba Cloud Native
Alibaba Cloud Native
Jan 24, 2019 · Cloud Native

How Alibaba Achieves Large‑Scale Stateful Container Migration

This article explains Alibaba's approach to migrating stateful containers at massive scale, covering the challenges of pod identity, resource duplication, hot versus cold migration, limitations of RunC and CRIU, and the opportunities presented by new container runtimes and process‑level virtualization.

Container MigrationHot MigrationKubernetes
0 likes · 22 min read
How Alibaba Achieves Large‑Scale Stateful Container Migration
UCloud Tech
UCloud Tech
Jan 24, 2019 · Operations

How UCloud Executed a Seamless Hot Migration of Its Seoul Data Center

This article details UCloud's five‑month, multi‑department hot migration of its Seoul data center, covering planning, ZooKeeper scaling, udatabase and MySQL migration strategies, deployment platforms, and the final cut‑over steps that ensured zero user impact.

Data Center MigrationHot MigrationOperations
0 likes · 14 min read
How UCloud Executed a Seamless Hot Migration of Its Seoul Data Center