mixed deployment

Xiaohongshu Tech REDtech

Jan 16, 2025 · Cloud Native

Xiaohongshu Large-Scale Cloud-Native Mixed Deployment and Elasticity Practices

Xiaohongshu’s cloud‑native team transformed its over‑90% containerized services by introducing resource‑pooled mixed deployment, fine‑grained unified scheduling, and an elastic container pool with global HPA and cluster autoscaling—driving 35% of resources to mixed use, tens of millions of daily core‑hours, and roughly 30% cost savings while preparing for hybrid‑cloud expansion and FinOps.

ContainerizationOperating SystemResource Scheduling

0 likes · 7 min read

Xiaohongshu Large-Scale Cloud-Native Mixed Deployment and Elasticity Practices

vivo Internet Technology

Nov 8, 2023 · Cloud Computing

2023 vivo Developer Conference: Internet Technology Session Technical Practices

At the 2023 vivo Developer Conference, eight internet‑technology experts presented their latest practices, showcasing a microservice platform serving over 500 million users with tens of thousands of services, a dual‑active stream‑batch big‑data architecture, a mixed‑deployment container scheduler, the low‑code Wukong system, and advanced short‑video optimizations that cut latency and playback costs.

Big DataContainer OrchestrationDevOps

0 likes · 8 min read

2023 vivo Developer Conference: Internet Technology Session Technical Practices

Didi Tech

Oct 12, 2023 · Cloud Computing

Elastic Cloud Mixed Deployment: Architecture, Scheduling, Isolation, and Future Directions

Didi's Elastic Cloud uses mixed deployment to co‑locate diverse services, employing tiered guarantees, custom Kubernetes scheduling, profiling, rescheduling, and isolation‑cluster techniques to boost utilization while preserving QoS, with a roadmap for broader automation and interference detection.

Dynamic ScalingKubernetesResource Scheduling

0 likes · 25 min read

Elastic Cloud Mixed Deployment: Architecture, Scheduling, Isolation, and Future Directions

DataFunSummit

Sep 2, 2023 · Big Data

Practical Experience of Bilibili's Big Data Cluster Mixed Deployment Architecture

This article details Bilibili's offline big‑data cluster challenges, the mixed‑deployment architecture that combines offline and online resources, the Amiya service's over‑commit and eviction mechanisms, performance optimizations, monitoring strategies, and future plans to further improve resource utilization and scheduling.

AmiyaBig DataBilibili

0 likes · 14 min read

Practical Experience of Bilibili's Big Data Cluster Mixed Deployment Architecture

Tencent Advertising Technology

Feb 17, 2023 · Big Data

Cost Optimization and Mixed‑Resource Deployment in Tencent's Taiji Machine Learning Platform

The article details how Tencent's Taiji machine‑learning platform reduces training costs and improves efficiency for large‑scale advertising models by leveraging cloud‑native mixed‑resource strategies—including online idle, offline elastic, and compute‑resource sharing—while maintaining high service stability through advanced scheduling, fault‑tolerance, and resource‑prediction techniques.

Big DataCost OptimizationResource Scheduling

0 likes · 16 min read

Cost Optimization and Mixed‑Resource Deployment in Tencent's Taiji Machine Learning Platform

Shopee Tech Team

May 26, 2022 · Cloud Computing

Shopee's Green Computing Practices: Optimizing Resource Utilization in Data Centers

Shopee reduces data‑center carbon emissions by over 40,000 tons annually through three 2021 green‑computing technologies—Overcommit resource oversubscription, mixed‑model Colocation of latency‑sensitive and batch workloads, and enhanced Auto Scaling that leverages global metrics to cut machine usage and improve resource efficiency.

Green computingKubernetesauto scaling

0 likes · 15 min read

Shopee's Green Computing Practices: Optimizing Resource Utilization in Data Centers

Tencent Architect

Aug 31, 2021 · Cloud Native

Boost Server Utilization: TencentOS ‘Ruyi’ Mixed‑Deployment Solution Explained

This article explores how TencentOS Server’s mixed‑deployment product “Ruyi” combines cluster scheduling optimization with per‑node QoS to dramatically increase CPU utilization, cut energy costs, and improve resource isolation in large‑scale data‑center environments.

QoSTencentOScloud native

0 likes · 10 min read

Boost Server Utilization: TencentOS ‘Ruyi’ Mixed‑Deployment Solution Explained

Tencent Cloud Developer

Oct 8, 2019 · Cloud Native

TLinux Team's Mixed Deployment Scheme for Improving Whole-Machine CPU Utilization

Tencent’s TLinux team introduced a kernel‑level mixed‑deployment framework that adds an offline scheduling class and load‑balancing algorithm, enabling online tasks to instantly pre‑empt offline work and boosting whole‑machine CPU utilization to as high as 90% while preserving latency‑sensitive service performance.

CPU utilizationLinux schedulingcgroup

0 likes · 13 min read

TLinux Team's Mixed Deployment Scheme for Improving Whole-Machine CPU Utilization

Efficient Ops

Oct 10, 2018 · Operations

How Alibaba’s Mixed‑Deployment Cuts Costs and Boosts Resource Utilization

This article explains Alibaba's mixed‑deployment (co‑location) technique, detailing its motivation, architecture, resource‑sharing mechanisms, scheduling strategies, performance results, and future directions for scaling and refining resource utilization across online and offline workloads.

Alibabaco-locationmixed deployment

0 likes · 22 min read

How Alibaba’s Mixed‑Deployment Cuts Costs and Boosts Resource Utilization