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271 articles
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Alibaba Cloud Big Data AI Platform
Alibaba Cloud Big Data AI Platform
Oct 23, 2024 · Cloud Computing

How Elasticsearch Serverless Cuts Log Analysis Costs by 50%

At the 2024 Cloud Xi Conference, Alibaba Cloud expert Jia Xinyu detailed how Elasticsearch Serverless addresses core log‑analysis pain points with out‑of‑the‑box, high‑performance, pay‑as‑you‑go capabilities, delivering significant cost savings and eliminating operational overhead.

Cost OptimizationElasticsearchServerless
0 likes · 14 min read
How Elasticsearch Serverless Cuts Log Analysis Costs by 50%
Alibaba Cloud Big Data AI Platform
Alibaba Cloud Big Data AI Platform
Oct 22, 2024 · Artificial Intelligence

How Alibaba Cloud Optimizes Enterprise RAG: Key Techniques for AI Search

At the 2024 Alibaba Cloud Yúnxī Conference, senior AI Search expert Xing Shaomin detailed the enterprise‑grade Retrieval‑Augmented Generation (RAG) pipeline, covering critical link architecture, effectiveness, performance, and cost optimizations, as well as practical applications, vector store enhancements, LLM agents, and deployment strategies.

AI searchCost OptimizationEnterprise AI
0 likes · 16 min read
How Alibaba Cloud Optimizes Enterprise RAG: Key Techniques for AI Search
Soul Technical Team
Soul Technical Team
Sep 29, 2024 · Cloud Computing

Soul's Container Cluster Cost Governance: A Case Study on Resource Optimization

Soul's container cluster cost governance case study details their approach to optimizing resource utilization through Kubernetes-based solutions, addressing challenges like resource fragmentation and implementing strategies such as SNAS for elastic scaling and HPA+CronHPA coordination to achieve significant cost reductions.

Cost OptimizationKubernetesResource Management
0 likes · 16 min read
Soul's Container Cluster Cost Governance: A Case Study on Resource Optimization
DataFunTalk
DataFunTalk
Aug 27, 2024 · Big Data

Kuaishou's Year-Long White‑Box Cost Governance in Big Data: Engine, Data‑Warehouse, and Tool Optimizations

This article presents Kuaishou's comprehensive white‑box cost governance practice over the past year, detailing the data‑governance framework, engine and data‑warehouse white‑boxing techniques, compression algorithm replacement, HBO automatic tuning, operator analysis, and the resulting performance and cost benefits, as well as future plans.

Big DataCost Optimizationdata-warehouse
0 likes · 29 min read
Kuaishou's Year-Long White‑Box Cost Governance in Big Data: Engine, Data‑Warehouse, and Tool Optimizations
JD Tech
JD Tech
Aug 22, 2024 · Backend Development

Designing a Disaster‑Recovery Data Backup System for JD’s LBS C‑End SOA Service

This article explores the design and implementation of a disaster‑recovery data‑backup architecture for JD’s LBS C‑end SOA service, covering backup strategies, cost‑reduction techniques, grid‑based indexing with H3, client‑side caching, diff verification, and deployment considerations to balance reliability, performance, and expense.

Cost OptimizationLBSSOA
0 likes · 18 min read
Designing a Disaster‑Recovery Data Backup System for JD’s LBS C‑End SOA Service
JD Retail Technology
JD Retail Technology
Aug 21, 2024 · Operations

Designing a Disaster Recovery and Data Backup System for JD 秒送 LBS C‑End SOA Services

This article explores the design of a disaster‑recovery framework for JD’s秒送 LBS C‑end SOA services, detailing data‑backup strategies, cost‑reduction techniques, grid‑based caching using H3, diff validation, client‑side caching, and deployment modules to balance reliability, performance, and expense.

Cost OptimizationLBSbackend services
0 likes · 18 min read
Designing a Disaster Recovery and Data Backup System for JD 秒送 LBS C‑End SOA Services
JD Tech Talk
JD Tech Talk
Aug 16, 2024 · Operations

Designing Cost‑Effective Disaster Recovery Data Backup for LBS‑Based SOA Services

This article details a comprehensive disaster‑recovery strategy for LBS‑driven SOA services, covering challenges of massive POI data backup, cost‑reduction via grid indexing (H3), selective caching, compression, diff validation, client‑side fallback, and deployment processes to achieve reliable, low‑cost data availability.

Cost OptimizationLBSdata backup
0 likes · 19 min read
Designing Cost‑Effective Disaster Recovery Data Backup for LBS‑Based SOA Services
Architect
Architect
Aug 7, 2024 · Operations

How Baidu Scales Real‑Time Log Monitoring for Billions of Events

This article explains Baidu's log‑center architecture for handling billions of UBC events per day, detailing UBC concepts, monitoring requirements, a low‑cost scalable design with dimension mapping, watermarking, data trimming and time‑window aggregation, and the resulting performance and cost benefits.

Cost OptimizationLog MonitoringReal-time Streaming
0 likes · 13 min read
How Baidu Scales Real‑Time Log Monitoring for Billions of Events
Huolala Tech
Huolala Tech
Aug 1, 2024 · Big Data

How Huolala’s Big Data Team Cut Costs and Boosted Efficiency with an Elastic Architecture

Huolala’s three‑year‑old big data team shares how they tackled cost, operations, and analysis inefficiencies by building a layered, elastic infrastructure, adopting ARM servers, automating workflows, embracing cloud‑native practices, and implementing multi‑engine routing, achieving 20‑30% cost savings and higher performance.

Cloud NativeCost Optimizationelastic scaling
0 likes · 12 min read
How Huolala’s Big Data Team Cut Costs and Boosted Efficiency with an Elastic Architecture
Programmer DD
Programmer DD
Jul 24, 2024 · Databases

How We Cut Redis Costs by $460k Monthly: 10 Proven Optimization Strategies

In 2023, a TapTap infra team reduced Redis operating costs by 460,000 CNY per month through low‑cost ESSD instances, traffic compression, unused‑instance cleanup, TTL management, data migration, online compression, and targeted cleaning, detailing ten concrete measures and the open‑source tools that enabled zero‑downtime optimization.

Cost OptimizationDatabase ManagementInfrastructure
0 likes · 17 min read
How We Cut Redis Costs by $460k Monthly: 10 Proven Optimization Strategies
Liangxu Linux
Liangxu Linux
Jul 15, 2024 · Operations

How to Move 1,000 TB from Nanjing to Beijing in a Day: Network Limits and the Human‑Courier Hack

The article examines how long it would take to transfer a 1,000 TB dataset from Nanjing to Beijing using various network options—home broadband, enterprise data lines, and internet lines—calculates the required time and cost, and ultimately proposes shipping hard drives by high‑speed rail as the fastest, cheapest solution.

Cost OptimizationData TransferLogistics
0 likes · 4 min read
How to Move 1,000 TB from Nanjing to Beijing in a Day: Network Limits and the Human‑Courier Hack
DataFunSummit
DataFunSummit
Jul 8, 2024 · Big Data

Metric Management and Intelligent Insight Practices at MuTong Technology

This article shares MuTong Technology's comprehensive experience in metric management, covering pain points, governance, naming standards, production‑consumption workflows, cost‑ROI optimization, and the implementation of intelligent insight modules to improve data quality, efficiency, and business decision‑making.

Cost OptimizationData Governanceintelligent insight
0 likes · 22 min read
Metric Management and Intelligent Insight Practices at MuTong Technology
Baidu Geek Talk
Baidu Geek Talk
Jun 17, 2024 · Industry Insights

How Baidu Scales Real‑Time Event Monitoring for Billions of Log Events

This article explains Baidu's log platform architecture, the UBC event‑tracking protocol, monitoring requirements, and the low‑cost, high‑accuracy solutions—including dimension mapping, watermark handling, data trimming, and time‑window aggregation—that enable real‑time, customizable monitoring of petabyte‑scale log streams.

Cost OptimizationLog MonitoringReal-time analytics
0 likes · 13 min read
How Baidu Scales Real‑Time Event Monitoring for Billions of Log Events
JD Cloud Developers
JD Cloud Developers
Jun 17, 2024 · Cloud Computing

How to Master Cloud Computing Cost Governance for Sustainable IT Efficiency

This article explores how cloud computing has become the core of enterprise IT, examines the debate over its cost‑saving potential, outlines the latest cloud trends, details IT cost‑governance frameworks such as ITIL, COBIT and FinOps, and provides practical technical and managerial strategies—including multi‑cloud scheduling, resource over‑commit, workload mixing, bin‑packing, and green data‑center practices—to achieve continuous cost control and value‑driven digital transformation.

Cost OptimizationFinOpsIT cost governance
0 likes · 58 min read
How to Master Cloud Computing Cost Governance for Sustainable IT Efficiency
Efficient Ops
Efficient Ops
Jun 12, 2024 · Cloud Native

Why 2023 Became a Turning Point for Microservices: Insights from Google and Amazon

The article reviews how 2023 challenged the microservices paradigm, highlighting Google’s runtime‑driven architecture that slashes latency and cost, Amazon Prime Video’s shift back to a monolith for massive savings, and broader industry reflections on the hidden drawbacks and future of microservices.

AmazonCost OptimizationGoogle
0 likes · 10 min read
Why 2023 Became a Turning Point for Microservices: Insights from Google and Amazon
Tech Architecture Stories
Tech Architecture Stories
Jun 10, 2024 · Operations

How to Slash Cloud Costs: Real Lessons from Tencent’s Video Platforms

This article examines Tencent's cost‑optimization journey for its short‑video and streaming services, breaking down human, server, and bandwidth expenses, explaining precise accounting methods, negotiation tactics, usage‑vs‑efficiency strategies, and global resource‑scheduling techniques to achieve sustainable cost reduction.

Cloud ResourcesCost OptimizationResource Management
0 likes · 12 min read
How to Slash Cloud Costs: Real Lessons from Tencent’s Video Platforms
Xiaohongshu Tech REDtech
Xiaohongshu Tech REDtech
May 23, 2024 · Cloud Native

Cloud-Native Architecture and Tiered Storage for Xiaohongshu Kafka: Cost Reduction, Elastic Migration, and Performance Optimization

Xiaohongshu's big-data storage team built cloud-native architecture with tiered storage, containerized Kafka, and custom load balancer, cutting storage costs up to 60%, enabling minute‑level elastic migration, improving scaling efficiency tenfold, and boosting performance via caching and batch reads.

Cost OptimizationKafkaelastic scaling
0 likes · 20 min read
Cloud-Native Architecture and Tiered Storage for Xiaohongshu Kafka: Cost Reduction, Elastic Migration, and Performance Optimization
dbaplus Community
dbaplus Community
May 20, 2024 · Cloud Computing

Why Kubernetes Is So Expensive and How Serverless Can Slash Costs

The article explains why Kubernetes, once praised for cost savings, now incurs high operational expenses due to container replication, sidecar overhead, and slow startup, and shows how serverless and WebAssembly approaches can dramatically reduce those costs while preserving reliability.

ContainersCost OptimizationKubernetes
0 likes · 14 min read
Why Kubernetes Is So Expensive and How Serverless Can Slash Costs
Alibaba Cloud Observability
Alibaba Cloud Observability
May 8, 2024 · Cloud Computing

Mastering FinOps: A Practical Guide to Cloud Cost Management and Optimization

FinOps combines finance and DevOps to create a culture of transparent, predictable cloud spending, guiding enterprises through preparation, strategy alignment, shared responsibility, cost insight, optimization tactics, and ongoing control, enabling them to balance agility with disciplined cost management in cloud-native environments.

Cloud Cost ManagementCloud NativeCost Optimization
0 likes · 12 min read
Mastering FinOps: A Practical Guide to Cloud Cost Management and Optimization
Architect
Architect
Apr 18, 2024 · Industry Insights

Why 2023 Signals Microservices' Decline: Lessons from Google, Amazon, DHH

2023 saw a wave of high‑profile tech leaders—Google’s engineers, Amazon Prime Video, and DHH—questioning the microservices paradigm, presenting data‑driven case studies that show dramatic latency and cost reductions when moving to monolithic or runtime‑managed architectures, and urging architects to reassess scalability versus complexity trade‑offs.

Cloud NativeCost OptimizationMicroservices
0 likes · 12 min read
Why 2023 Signals Microservices' Decline: Lessons from Google, Amazon, DHH
DataFunSummit
DataFunSummit
Apr 17, 2024 · Big Data

White‑Box Cost Governance in Big Data: Engine, Data Warehouse, and Tool Optimizations

This article presents a year‑long, white‑box cost‑governance practice for big‑data platforms, detailing the data‑governance framework, engine auto‑tuning (HBO), compression algorithm replacement, operator analysis, data‑warehouse white‑boxing, duplicate‑computation reduction, link‑depth minimisation, automation of routine governance, benefit analysis, and future plans.

Cost OptimizationData Governanceengine tuning
0 likes · 17 min read
White‑Box Cost Governance in Big Data: Engine, Data Warehouse, and Tool Optimizations
Code Ape Tech Column
Code Ape Tech Column
Apr 11, 2024 · Cloud Native

2023: The Year Microservices Were Questioned – Google, Amazon and Others Shift to Monoliths

In 2023, leading tech companies like Google and Amazon publicly criticized the microservices model, presenting new architectural approaches that combine logical monoliths with automated runtimes, dramatically cutting latency and cost while prompting many other firms to abandon microservices in favor of simpler, more efficient monolithic designs.

Cloud NativeCost OptimizationScalability
0 likes · 11 min read
2023: The Year Microservices Were Questioned – Google, Amazon and Others Shift to Monoliths
Efficient Ops
Efficient Ops
Apr 2, 2024 · Operations

What Do Leading Tech Giants Expect from SREs? Job Posting Insights

Amid economic growth and frequent continuity incidents, major internet firms are redefining SRE roles, emphasizing cost reduction, system resilience, risk management, AI‑driven operations, and close collaboration with development teams, as revealed by a detailed analysis of recent job postings from Ant Group, Alibaba, ByteDance and others.

AI-nativeCost OptimizationSRE
0 likes · 9 min read
What Do Leading Tech Giants Expect from SREs? Job Posting Insights
Java Architect Essentials
Java Architect Essentials
Mar 27, 2024 · Cloud Native

Rethinking Microservices: Why Google, Amazon and Others Are Moving Away from Traditional Microservice Architectures

In 2023, major tech companies such as Google and Amazon publicly questioned the benefits of traditional microservice architectures, presenting new "microservice 2.0" concepts, monolithic alternatives, and cost‑performance analyses that highlight a broader industry shift toward more pragmatic, cloud‑native design approaches.

Cost Optimizationarchitecturecloud-native
0 likes · 12 min read
Rethinking Microservices: Why Google, Amazon and Others Are Moving Away from Traditional Microservice Architectures
MaGe Linux Operations
MaGe Linux Operations
Mar 8, 2024 · Cloud Computing

Choosing Between Cloud, On-Premises, and Cloud‑Near Storage: Which Wins?

This article compares the advantages and disadvantages of cloud storage, on‑premises storage, and the hybrid cloud‑near storage model, explaining how each impacts scalability, cost, control, security, and integration for modern data platforms, and helps organizations select the most suitable solution.

Cost OptimizationData PlatformHybrid storage
0 likes · 12 min read
Choosing Between Cloud, On-Premises, and Cloud‑Near Storage: Which Wins?
Alibaba Cloud Developer
Alibaba Cloud Developer
Mar 7, 2024 · Cloud Computing

How Cloud Price Cuts and Hybrid Strategies Transform Cost Efficiency

In this round‑table discussion, industry experts analyze Alibaba Cloud's historic price reductions, compare self‑built IDC versus public cloud economics, share iReader's phased migration experience, explore the broader value of cloud services beyond raw resources, and examine how large‑model AI workloads reshape cost and innovation strategies.

Cost Optimizationcloud computingcloud migration
0 likes · 26 min read
How Cloud Price Cuts and Hybrid Strategies Transform Cost Efficiency
DataFunTalk
DataFunTalk
Mar 5, 2024 · Big Data

Changan Automotive Big Data Platform: Challenges and Practices in Connected Vehicle Scenarios

This article outlines the rapid growth of data in the smart automotive sector and details Changan's big data platform challenges—high cost, data accessibility, and operational complexity—and the practical migration from a Lambda to a unified Kappa architecture that delivers significant storage, compute, and maintenance efficiencies.

Big DataConnected VehiclesCost Optimization
0 likes · 14 min read
Changan Automotive Big Data Platform: Challenges and Practices in Connected Vehicle Scenarios
DataFunSummit
DataFunSummit
Jan 26, 2024 · Big Data

Data Governance Practices for E‑commerce Platforms: Challenges, Frameworks, and Solutions

This article details Volcano Engine DataLeap's comprehensive data governance system for e‑commerce platforms, covering the key challenges of SLA quality, model stability, cost control, and low efficiency, and presenting a five‑part framework that includes top‑level architecture, systematic stability and cost governance, tool‑driven automation, SLA assurance processes, and future outlooks.

Big DataCost Optimizationautomation
0 likes · 18 min read
Data Governance Practices for E‑commerce Platforms: Challenges, Frameworks, and Solutions
Baidu Geek Talk
Baidu Geek Talk
Jan 15, 2024 · Artificial Intelligence

Qianfan Large Model Platform: Making Large Models Accessible - Baidu's Latest Work on Model Fine-tuning and Deployment

Baidu’s Qianfan Large Model Platform provides a one‑stop enterprise solution with 54 pre‑installed models, advanced fine‑tuning, comprehensive evaluation metrics, and optimized deployment that cuts costs up to 90% and boosts throughput 3‑5×, enabling rapid, affordable AI application development.

AI-native applicationsBaidu QianfanCost Optimization
0 likes · 12 min read
Qianfan Large Model Platform: Making Large Models Accessible - Baidu's Latest Work on Model Fine-tuning and Deployment
ByteDance Cloud Native
ByteDance Cloud Native
Jan 4, 2024 · Cloud Native

Mastering Cloud‑Native Cost Governance: FinOps Strategies for Kubernetes

This article explains how enterprises can leverage cloud‑native architectures and FinOps practices to gain financial accountability, visualize multi‑dimensional cost data, optimize resource usage, and implement systematic cost governance across Kubernetes environments, covering cost insight, optimization, and operational stages with practical recommendations and example algorithms.

Cost OptimizationFinOpsKubernetes
0 likes · 14 min read
Mastering Cloud‑Native Cost Governance: FinOps Strategies for Kubernetes
Tencent Cloud Developer
Tencent Cloud Developer
Nov 30, 2023 · Cloud Computing

X's Cloud Cost Reduction and the Shift Toward On‑Premises: Implications for Cloud Computing Trends

X (formerly Twitter) cut monthly cloud spending by 60% by shifting workloads and storage to on‑premises infrastructure, igniting a debate over whether de‑clouding is viable for all enterprises, how it signals a potential inflection point in cloud computing, and what strategies—balancing high availability, disaster recovery, and cost efficiency—should guide firms, as highlighted in the upcoming TVP Tech Sleepless Nights series featuring leading industry experts.

Cloud NativeCost Optimizationcloud repatriation
0 likes · 7 min read
X's Cloud Cost Reduction and the Shift Toward On‑Premises: Implications for Cloud Computing Trends
Alibaba Cloud Native
Alibaba Cloud Native
Nov 21, 2023 · Cloud Native

Mastering FinOps in Cloud‑Native Container Environments: Real‑World Practices and Cost‑Saving Strategies

This article presents a detailed case study of a leading AI‑driven quant investment firm that leveraged Alibaba Cloud ACK's FinOps suite to tackle planning, allocation, management, and optimization challenges in Kubernetes‑based container workloads, achieving up to 25% cost reduction and significantly higher resource utilization.

ContainerCost OptimizationFinOps
0 likes · 20 min read
Mastering FinOps in Cloud‑Native Container Environments: Real‑World Practices and Cost‑Saving Strategies
NetEase Cloud Music Tech Team
NetEase Cloud Music Tech Team
Nov 17, 2023 · Cloud Native

Cloud Music FinOps Practice: Building Enterprise Cloud Cost Management Platform

NetEase Cloud Music’s self‑built FinOps platform tackles rising cloud spend by unifying cost data, visualizing and allocating expenses, rating resource utilization, and empowering platform providers, business units, and developers with data‑driven governance to curb the Andy‑Bill effect and enable scalable, long‑term cost control.

Cloud Cost ManagementCloud NativeContainer Governance
0 likes · 8 min read
Cloud Music FinOps Practice: Building Enterprise Cloud Cost Management Platform
Alibaba Cloud Native
Alibaba Cloud Native
Nov 10, 2023 · Big Data

Scaling Spark on Kubernetes: Elastic Compute, Cost Savings, and Storage Decoupling

MiHoYo’s data platform team details their migration of Spark workloads to Alibaba Cloud’s ACK Kubernetes service, describing how the Spark‑on‑K8s + OSS‑HDFS architecture delivers elastic compute, up to 50% cost reduction, and true compute‑storage separation, while addressing operational challenges through custom operators, Celeborn, and robust monitoring.

Big DataCost OptimizationKubernetes
0 likes · 24 min read
Scaling Spark on Kubernetes: Elastic Compute, Cost Savings, and Storage Decoupling
Data Thinking Notes
Data Thinking Notes
Nov 9, 2023 · Big Data

How to Build a Scalable Data Governance System for Massive E‑Commerce Warehouses

This article outlines the challenges of ultra‑large e‑commerce data warehouses—such as SLA pressure, model instability, soaring resource costs, low governance efficiency, and fragmented processes—and presents a one‑stop, tiered data‑governance framework with stability, cost, and efficiency subsystems that drives distributed autonomous governance and measurable business value.

Big DataCost OptimizationData Governance
0 likes · 11 min read
How to Build a Scalable Data Governance System for Massive E‑Commerce Warehouses
ByteDance Data Platform
ByteDance Data Platform
Nov 1, 2023 · Big Data

How a Leading E‑Commerce Platform Solves EB‑Scale Data Governance Challenges

Facing massive data volumes and strict SLA requirements during the Double 11 shopping festival, a major e‑commerce platform built a systematic data‑governance framework that addresses quality, stability, cost, and efficiency through multi‑layered grading, digital cost models, automated tools, and full‑lifecycle management.

Big DataCost OptimizationData Governance
0 likes · 23 min read
How a Leading E‑Commerce Platform Solves EB‑Scale Data Governance Challenges
Didi Tech
Didi Tech
Oct 31, 2023 · Cloud Native

Design and Optimization of a Host Lifecycle Management Platform for Elastic Cloud

The host‑lifecycle platform (mmachine) standardizes and automates machine onboarding, maintenance, and decommissioning in DiDi’s elastic cloud by using a four‑layer architecture, custom asynchronous scheduler, backup‑machine pool, cloud‑native batching, and idle‑resource governance, turning a manual, day‑level process into a reliable, minute‑level workflow while cutting costs.

Cost Optimizationautomationhost lifecycle
0 likes · 17 min read
Design and Optimization of a Host Lifecycle Management Platform for Elastic Cloud
Alibaba Cloud Big Data AI Platform
Alibaba Cloud Big Data AI Platform
Oct 9, 2023 · Big Data

How We Cut MaxCompute Costs Using Information Schema Insights

This article details how a fast‑growing HR SaaS company analyzed MaxCompute billing spikes, identified five key cost drivers, leveraged tenant‑level Information Schema to extract task metadata, applied SQL‑based cost formulas, and implemented targeted optimizations that stabilized their cloud data‑processing expenses.

Big DataCost OptimizationInformation Schema
0 likes · 10 min read
How We Cut MaxCompute Costs Using Information Schema Insights
Continuous Delivery 2.0
Continuous Delivery 2.0
Sep 26, 2023 · Cloud Computing

Cloud Cost Optimization and the Shift Back to On-Premises Hardware: Insights from 37signals and Industry Leaders

The article examines how 37signals' cloud repatriation initiative, along with broader industry trends at companies like Snap, Twitter, and major cloud providers, is driving significant cost savings, prompting a resurgence of on‑premises hardware and reshaping cloud cost‑optimization strategies across the sector.

Cloud CostCloud providersCost Optimization
0 likes · 12 min read
Cloud Cost Optimization and the Shift Back to On-Premises Hardware: Insights from 37signals and Industry Leaders
Volcano Engine Developer Services
Volcano Engine Developer Services
Sep 25, 2023 · Operations

How Player-Level Tweaks Can Slash Video On-Demand Costs by Up to 20%

This article explains how video on‑demand cost is dominated by CDN bandwidth, how player‑side optimizations—such as reducing cache waste, using dynamic buffering levels, smarter range requests, precise preloading, and resolution adjustments—can cut bandwidth by 8% and overall costs by 20% while preserving user experience.

AB testingCDNCost Optimization
0 likes · 17 min read
How Player-Level Tweaks Can Slash Video On-Demand Costs by Up to 20%
Volcano Engine Developer Services
Volcano Engine Developer Services
Sep 8, 2023 · Artificial Intelligence

Why Volcano Engine Says Multi‑Model Strategy Is the Future of AI

In this interview, Volcano Engine’s president Tan Dai explains how the rise of large models reshapes the AI landscape, why training thresholds now favor a pyramid of ultra‑large, medium‑size, and vertical models, and how a cloud‑first, multi‑model approach can address cost, security, and scalability challenges for enterprises.

AI strategyCost OptimizationModel Scaling
0 likes · 10 min read
Why Volcano Engine Says Multi‑Model Strategy Is the Future of AI
Architects Research Society
Architects Research Society
Sep 7, 2023 · Fundamentals

Chapter 1: Foundations of Enterprise Architecture

This article introduces the fundamentals of enterprise architecture, defining its scope, reference models, and maturity stages, and explains how architects manage complexity, control costs, ensure SLA compliance, and apply iterative, partitioning, and simplification techniques to modernize enterprise IT systems.

Cost OptimizationModernizationSLA
0 likes · 14 min read
Chapter 1: Foundations of Enterprise Architecture
Alibaba Cloud Big Data AI Platform
Alibaba Cloud Big Data AI Platform
Aug 30, 2023 · Big Data

How Transaction Table2.0 Cuts Data Deduplication Costs by 98% in MaxCompute

This article explains how Renliji's data warehouse team leveraged MaxCompute's Transaction Table2.0 to dramatically reduce incremental data deduplication costs and execution time, while also introducing efficient small‑file merging, time‑travel queries, and future data‑sync strategies for a high‑growth HR SaaS platform.

Big DataCost OptimizationMaxCompute
0 likes · 11 min read
How Transaction Table2.0 Cuts Data Deduplication Costs by 98% in MaxCompute
Alibaba Cloud Native
Alibaba Cloud Native
Aug 21, 2023 · Cloud Native

Optimizing Multi‑Cluster Cloud Native Costs: ZEEK’s ACK FinOps Journey

This article details how ZEEK automotive tackled rapid growth challenges by redesigning its cloud‑native infrastructure, adopting Alibaba Cloud ACK FinOps and ACK One for multi‑cluster management, and implementing cost‑visibility, intelligent allocation, and configuration checks that yielded significant resource savings and operational stability.

Cost OptimizationFinOpsKubernetes
0 likes · 18 min read
Optimizing Multi‑Cluster Cloud Native Costs: ZEEK’s ACK FinOps Journey
Architect's Guide
Architect's Guide
Jul 26, 2023 · Cloud Native

Amazon Prime Video Case Study: From Serverless Microservices to a Cost‑Effective Monolith

An in‑depth analysis of Amazon Prime Video’s monitoring service reveals how the team abandoned a costly serverless micro‑service architecture in favor of a streamlined monolith on EC2/ECS, cutting infrastructure expenses by over 90% while improving scalability, prompting industry leaders to reassess cloud‑native design assumptions.

AWSCost OptimizationMicroservices
0 likes · 11 min read
Amazon Prime Video Case Study: From Serverless Microservices to a Cost‑Effective Monolith
NetEase Cloud Music Tech Team
NetEase Cloud Music Tech Team
Jun 29, 2023 · Cloud Native

KubeCost: Kubernetes-Based Resource Cost Analysis and Allocation System

KubeCost, developed by NetEase Cloud Music, is a low‑intrusion, scalable Kubernetes cost analysis system that allocates resource expenses using peak‑or‑usage billing models, supports hybrid‑multi‑cloud pricing, aggregates per‑pod CPU/memory/GPU costs, and stores data efficiently in ClickHouse for reliable, business‑oriented financial insight.

Cloud Cost ManagementCloud NativeCost Optimization
0 likes · 10 min read
KubeCost: Kubernetes-Based Resource Cost Analysis and Allocation System
dbaplus Community
dbaplus Community
Jun 24, 2023 · Operations

How Bilibili Scales Capacity: VPA, HPA, and Cost‑Saving Strategies

This article summarizes Zhang He’s Bilibili SRE talk on building a capacity‑management system that visualizes resource usage, reduces costs, improves stability, and leverages Kubernetes VPA, HPA, pooling, and quota management to support massive live‑stream events and rapid feature releases.

Cost OptimizationHPAKubernetes
0 likes · 21 min read
How Bilibili Scales Capacity: VPA, HPA, and Cost‑Saving Strategies
DataFunTalk
DataFunTalk
Jun 9, 2023 · Big Data

Cloud Music Data Governance Practice

This article presents a comprehensive case study of NetEase Cloud Music's data governance practice, covering data background, governance philosophy, detailed solutions across metadata, storage, compute, and model design, practical implementations, measurable cost savings, and future planning for sustainable data management.

Cost OptimizationHadoopSpark
0 likes · 15 min read
Cloud Music Data Governance Practice
Selected Java Interview Questions
Selected Java Interview Questions
May 26, 2023 · Backend Development

Amazon Prime Video Case Study: Moving from Serverless Microservices to a Monolith Cuts Costs by Over 90%

The Prime Video engineering team replaced a costly, scaling‑limited serverless microservice architecture with a streamlined monolithic solution on EC2/ECS, achieving more than a 90% reduction in infrastructure expenses while improving scalability, sparking widespread debate about the true value of microservices and serverless approaches.

AWSBackend ArchitectureCost Optimization
0 likes · 11 min read
Amazon Prime Video Case Study: Moving from Serverless Microservices to a Monolith Cuts Costs by Over 90%
Alibaba Cloud Big Data AI Platform
Alibaba Cloud Big Data AI Platform
May 18, 2023 · Cloud Computing

Cut Up to 90% Cloud Costs with Alibaba Cloud PAI‑EAS Spot Instances

Alibaba Cloud's PAI‑EAS now supports Spot Instances, letting users run latency‑tolerant inference tasks on pre‑emptible compute resources and achieve up to 90% cost savings compared with on‑demand instances, while offering flexible bidding, protection periods, multi‑spec selection, and automatic scaling.

Alibaba CloudCost OptimizationPAI-EAS
0 likes · 8 min read
Cut Up to 90% Cloud Costs with Alibaba Cloud PAI‑EAS Spot Instances
21CTO
21CTO
May 9, 2023 · Cloud Computing

Why Amazon Prime Video Switched to a Monolith and Cut Cloud Costs

Amazon Prime Video’s engineering team revealed that moving from a distributed micro‑service architecture to a single‑process monolith on EC2 and ECS slashed infrastructure expenses by over 90% while improving scalability, challenging the prevailing belief that serverless and micro‑services are always the most cost‑effective cloud solutions.

AWSCost OptimizationMicroservices
0 likes · 7 min read
Why Amazon Prime Video Switched to a Monolith and Cut Cloud Costs
Programmer DD
Programmer DD
May 9, 2023 · Cloud Computing

Why Amazon Prime Video Cut Costs 90% by Dropping Serverless for a Monolith

A Prime Video case study shows that moving from a costly serverless micro‑service architecture to a streamlined monolith on EC2/ECS reduced infrastructure expenses by over 90% while improving scalability, sparking a heated debate about the true value of microservices and serverless in large‑scale video streaming.

AWSCost OptimizationServerless
0 likes · 11 min read
Why Amazon Prime Video Cut Costs 90% by Dropping Serverless for a Monolith
JD Cloud Developers
JD Cloud Developers
Apr 20, 2023 · Operations

How to Build a Cost‑Effective, High‑Throughput Log Collection System with ClickHouse

This article examines the challenges of scaling log storage and retrieval for high‑traffic services, analyzes the cost and performance limits of traditional ELK‑based pipelines, and presents a streamlined, UDP‑driven architecture using ClickHouse that dramatically reduces hardware expenses while handling hundreds of gigabytes per second.

Cost OptimizationHigh ThroughputUDP
0 likes · 16 min read
How to Build a Cost‑Effective, High‑Throughput Log Collection System with ClickHouse
HelloTech
HelloTech
Apr 19, 2023 · Cloud Native

How FaaS Transforms AI Platforms: Lessons from Haro’s Cloud‑Native Journey

The article analyzes the operational, stability, and cost challenges of Haro’s AI platform, explains why a serverless FaaS architecture—specifically Knative—was selected, and details the implementation steps, performance gains, and future scenarios for AI workloads.

AI PlatformCloud NativeCost Optimization
0 likes · 8 min read
How FaaS Transforms AI Platforms: Lessons from Haro’s Cloud‑Native Journey
ITPUB
ITPUB
Apr 15, 2023 · Big Data

How Bilibili Turned Big Data Governance from Reactive to Proactive

This article details Bilibili's journey from a late‑started, reactive big‑data platform to a mature, proactive governance system that combines asset metadata, metric‑driven strategies, cost‑aware billing, and automated tooling to achieve massive storage savings and operational efficiency across the organization.

Big DataCost OptimizationData Governance
0 likes · 22 min read
How Bilibili Turned Big Data Governance from Reactive to Proactive
DataFunTalk
DataFunTalk
Mar 31, 2023 · Big Data

Bilibili's Big Data Development Governance Platform: Architecture, Challenges, and Strategies

This article presents an in‑depth overview of Bilibili’s big data development governance platform, detailing its architecture, the pain points of platform construction, data‑driven methodology, product strategy, and practical solutions for data integration, quality, cost, and security governance across large‑scale data operations.

BilibiliCost OptimizationData Quality
0 likes · 35 min read
Bilibili's Big Data Development Governance Platform: Architecture, Challenges, and Strategies
DevOps Cloud Academy
DevOps Cloud Academy
Mar 30, 2023 · Cloud Computing

FinOps: A Personal Story of Cloud Cost Optimization and Practical Steps

This article introduces FinOps, explains its definition and cultural significance, illustrates the concept with a personal household billing story, and outlines five concrete steps—cost allocation, target setting, budget control, operational management, and intelligent automation—to achieve cloud cost optimization.

Cloud Cost ManagementCost OptimizationFinOps
0 likes · 10 min read
FinOps: A Personal Story of Cloud Cost Optimization and Practical Steps
DeWu Technology
DeWu Technology
Mar 30, 2023 · Cloud Computing

得物 FinOps Practice: Cloud Cost Management and Optimization

Since 2021, 得物 has built a FinOps practice that combines finance and DevOps to allocate, forecast, and optimize multi‑cloud spend, delivering over ¥100 million in annual savings through cost‑center platforms, container‑utilization improvements, custom PaaS services, automated analysis, and a cross‑functional virtual team governed by visibility, optimization, and governance KPIs.

Cloud Cost ManagementCost OptimizationFinOps
0 likes · 27 min read
得物 FinOps Practice: Cloud Cost Management and Optimization
Alibaba Cloud Developer
Alibaba Cloud Developer
Mar 16, 2023 · Big Data

How SLS’s Schema‑on‑Read Scanning Boosts Log Analytics Flexibility and Cuts Costs

This article explains the motivation, design, and implementation of Alibaba Cloud's SLS Schema‑on‑Read scanning mode, showing how it enables SQL analysis on raw log data without pre‑built indexes, improves flexibility for evolving schemas, and reduces storage and index costs in various log‑analysis scenarios.

Big DataColumnar StorageCost Optimization
0 likes · 27 min read
How SLS’s Schema‑on‑Read Scanning Boosts Log Analytics Flexibility and Cuts Costs
Bilibili Tech
Bilibili Tech
Mar 3, 2023 · Operations

FinOps Practice at Bilibili: IT Cost Management and Optimization

Bilibili implements a FinOps‑driven, closed‑loop process that combines detailed cost insight, multi‑cloud optimization, and continuous operational controls—using dashboards, TCO models, SKU pricing, and automated billing—to cut IT spending by billions of yuan while maintaining performance and supporting business growth.

Cost OptimizationFinOpsIT cost management
0 likes · 23 min read
FinOps Practice at Bilibili: IT Cost Management and Optimization
DataFunSummit
DataFunSummit
Feb 27, 2023 · Big Data

Gaotu Data Platform Cloud Migration and Cost Management Case Study

This article presents a detailed case study of Gaotu's migration of its on‑premises big‑data platform to Tencent Cloud, covering background challenges, a phased migration plan, implementation lessons, cost‑control measures, and future optimization strategies, with practical insights for similar enterprises.

Cost OptimizationData MigrationGaotu
0 likes · 22 min read
Gaotu Data Platform Cloud Migration and Cost Management Case Study
Alibaba Cloud Big Data AI Platform
Alibaba Cloud Big Data AI Platform
Feb 20, 2023 · Big Data

How Alibaba’s DataWorks Transforms Data Governance for Efficiency, Security, and Cost Savings

This article explores Alibaba's DataWorks platform and its comprehensive data governance practices, covering application efficiency, security controls, cost optimization, organizational structure, and cultural initiatives that together enable scalable, secure, and cost‑effective data management across the enterprise.

Big DataCost OptimizationData Governance
0 likes · 31 min read
How Alibaba’s DataWorks Transforms Data Governance for Efficiency, Security, and Cost Savings
DataFunSummit
DataFunSummit
Feb 17, 2023 · Big Data

Data Governance Practices and Platform Construction with Alibaba DataWorks

Alibaba’s DataWorks team shares extensive experiences in building and operating a large‑scale data platform, covering data governance across stages—from data stability and quality to security, cost control, and organizational culture—illustrating how systematic practices and tools drive efficiency, reliability, and value for enterprises.

Big DataCost OptimizationData Governance
0 likes · 55 min read
Data Governance Practices and Platform Construction with Alibaba DataWorks
Zhuanzhuan Tech
Zhuanzhuan Tech
Feb 8, 2023 · Operations

Capacity Management: Goals, Practices, and Optimization at ZuanZuan

This article outlines ZuanZuan’s capacity management approach, covering its objectives, development stages, water‑level metrics, resource optimization techniques, cluster capacity assessment, stress‑test indicators and standards, as well as scaling strategies, demonstrating how systematic capacity management reduces costs while ensuring service stability.

Cost OptimizationPerformance MonitoringResource Optimization
0 likes · 12 min read
Capacity Management: Goals, Practices, and Optimization at ZuanZuan
ITPUB
ITPUB
Jan 31, 2023 · Databases

How Pigsty Turns PostgreSQL into a Cost‑Effective Open‑Source RDS Alternative

Pigsty is an open‑source platform that upgrades PostgreSQL across six dimensions—observability, reliability, availability, maintainability, extensibility, and interoperability—delivering enterprise‑grade features, built‑in monitoring, automatic failover, backup, and performance tuning while cutting cloud database costs dramatically.

Cost OptimizationRDS Alternativehigh availability
0 likes · 22 min read
How Pigsty Turns PostgreSQL into a Cost‑Effective Open‑Source RDS Alternative
Bilibili Tech
Bilibili Tech
Dec 30, 2022 · Operations

Self-Developed HTTPDNS Service: Cost Estimation, Architecture, Optimization, and Lessons Learned

To cut the hundreds‑of‑thousands‑yuan monthly bill of a commercial HTTPDNS service, the team built a multi‑region, self‑hosted HTTPDNS platform, estimated to slash costs by up to 90%, then resolved unexpected TLS bandwidth waste by improving connection reuse, ultimately achieving over 80% savings and planning a hybrid‑cloud deployment.

BGPCost OptimizationDomain Hijacking
0 likes · 12 min read
Self-Developed HTTPDNS Service: Cost Estimation, Architecture, Optimization, and Lessons Learned
37 Interactive Technology Team
37 Interactive Technology Team
Dec 19, 2022 · Cloud Computing

FinOps: Definition, Team Responsibilities, Principles, and Practice

FinOps is a cloud‑focused operating model that unites technology, finance, and business teams to analyze spend, set usage standards, and continuously monitor and optimize resources through visualization tools, ticket‑based ownership, and metric‑driven processes, as demonstrated by 三七’s integrated cost‑optimization practice.

Cloud Cost ManagementCost OptimizationFinOps
0 likes · 6 min read
FinOps: Definition, Team Responsibilities, Principles, and Practice
NetEase Smart Enterprise Tech+
NetEase Smart Enterprise Tech+
Dec 8, 2022 · Artificial Intelligence

How NetEase Optimizes AI for Digital Content Risk Control and Cost Efficiency

At QCon 2022, NetEase’s AI experts detailed their end‑to‑end approach for digital content risk control, covering data acquisition, semi‑supervised training, dynamic inference, cost‑effective deployment, and future directions, highlighting how AI can boost efficiency while managing escalating operational expenses.

AICost OptimizationSemi-supervised Learning
0 likes · 26 min read
How NetEase Optimizes AI for Digital Content Risk Control and Cost Efficiency
Data Thinking Notes
Data Thinking Notes
Dec 5, 2022 · Big Data

How NetEase Cloud Music Cut Storage Costs by 30% Through Data Governance

This article details NetEase Cloud Music's year‑long data governance initiative, covering data background, governance strategy, project plan, practical actions, results, and future outlook, and shows how metadata‑driven management reduced storage by over 30% while improving reliability and efficiency.

Big DataCost OptimizationData Governance
0 likes · 17 min read
How NetEase Cloud Music Cut Storage Costs by 30% Through Data Governance
Huolala Tech
Huolala Tech
Dec 1, 2022 · Cloud Computing

How to Master Spot Instances for Cost‑Effective Cloud Scaling

This article explains what Spot (preemptible) instances are, compares them with on‑demand and reserved instances, details AWS Spot pricing and signals, and provides practical strategies—including node‑group design, Kubernetes scheduling, health checks, and rollback plans—to reliably reduce cloud costs while maintaining application availability.

AWSCost OptimizationKubernetes
0 likes · 22 min read
How to Master Spot Instances for Cost‑Effective Cloud Scaling
DataFunTalk
DataFunTalk
Nov 27, 2022 · Operations

Best Practices for Full‑Stack Operations Monitoring and Cost Reduction Using Alibaba Cloud Elasticsearch

This article presents a comprehensive, three‑part guide on the current state of full‑stack operations monitoring, common challenges and solutions, and a real‑world use case, illustrating how Alibaba Cloud Elasticsearch can improve observability, boost performance, and cut costs for complex distributed systems.

Cost OptimizationElasticsearchOperations
0 likes · 13 min read
Best Practices for Full‑Stack Operations Monitoring and Cost Reduction Using Alibaba Cloud Elasticsearch
ITPUB
ITPUB
Oct 21, 2022 · Databases

How We Replaced Elasticsearch with ClickHouse for High‑Performance Log Storage

Facing rapid growth, our team evaluated ClickHouse’s hot‑cold storage and tiered‑disk policies to replace Elasticsearch, designing partitioning, TTL, and multi‑level storage strategies—including hot, cold, and archive disks, custom storage policies, and OSS integration—to achieve higher write throughput, better compression, and over 50% cost reduction.

Cold Hot SeparationCost OptimizationTTL
0 likes · 22 min read
How We Replaced Elasticsearch with ClickHouse for High‑Performance Log Storage
Huolala Tech
Huolala Tech
Oct 20, 2022 · Cloud Native

How Huolala Cuts Cloud Costs with Kubernetes: Spot Instances, Smart Autoscaling, and Predictive Scaling

This presentation details Huolala's end‑to‑end cloud‑native cost‑optimization strategy, covering the company's infrastructure basics, Kubernetes‑based server cost‑saving techniques, a tailored optimization roadmap, practical Spot Instance usage, and a custom CronHPA‑driven scheduled scaling solution to boost resource utilization.

Cloud NativeCost OptimizationHPA
0 likes · 23 min read
How Huolala Cuts Cloud Costs with Kubernetes: Spot Instances, Smart Autoscaling, and Predictive Scaling
Architecture and Beyond
Architecture and Beyond
Oct 15, 2022 · Operations

Technical Cost Optimization and Fine‑Grained Operations: Strategies, Processes, and Best Practices

This article provides a comprehensive guide for technical leaders on reducing and managing technology costs through a two‑stage approach of cost optimization and fine‑grained operations, covering team formation, current‑state analysis, discount and storage tactics, project planning, communication, and long‑term process and system support.

Cost OptimizationOperationsResource Management
0 likes · 27 min read
Technical Cost Optimization and Fine‑Grained Operations: Strategies, Processes, and Best Practices
AntTech
AntTech
Oct 9, 2022 · Cloud Computing

Sky Computing: A Multi‑Cloud Computing Platform for Transparent Resource Utilization

Sky Computing, introduced by Ant Technology Research Institute, proposes a cloud‑agnostic platform that abstracts heterogeneous public and private clouds into a unified service layer, enabling applications to seamlessly migrate workloads across clouds, reduce costs, avoid vendor lock‑in, and support AI training via the SkyML prototype.

AI trainingCost Optimizationcloud computing
0 likes · 54 min read
Sky Computing: A Multi‑Cloud Computing Platform for Transparent Resource Utilization
MaGe Linux Operations
MaGe Linux Operations
Oct 5, 2022 · Cloud Computing

Predicting and Reducing Serverless Function Costs with a New FinOps Model

This article introduces the first industry model for estimating total Serverless function costs, analyzes key cost factors such as memory, concurrency, and execution time, and proposes five optimization strategies along with Huawei Cloud's transparent, one‑click Cost Research Center to help users achieve economical Serverless deployments.

Cost OptimizationFinOpsFunctionGraph
0 likes · 15 min read
Predicting and Reducing Serverless Function Costs with a New FinOps Model
Model Perspective
Model Perspective
Oct 3, 2022 · Operations

How to Optimize Workforce Planning Over Three Years with Hiring, Training, and Layoffs

This article presents a three‑year workforce planning model that balances hiring, retraining, part‑time staffing, and layoffs while minimizing costs and attrition, using detailed demand forecasts, attrition rates, and constraints to guide optimal decisions for unskilled, semi‑skilled, and skilled workers.

Cost OptimizationLinear Programminghuman resources
0 likes · 8 min read
How to Optimize Workforce Planning Over Three Years with Hiring, Training, and Layoffs
Programmer DD
Programmer DD
Aug 23, 2022 · Cloud Computing

How Switching S3 Compression to Zstd Cut Storage Costs by 30%

AWS switched S3 log compression from gzip to Zstandard, saving roughly 30% of storage space—equivalent to exabytes—by changing the internal storage method, a move confirmed by employee comments and a coinciding 31% price drop in late 2021.

AWSCost OptimizationS3
0 likes · 4 min read
How Switching S3 Compression to Zstd Cut Storage Costs by 30%
DataFunSummit
DataFunSummit
Aug 11, 2022 · Big Data

Huya Data Platform: Cost Reduction and SLA Strategies

This article presents Huya's big data platform evolution, detailing cost‑saving measures, SLA practices, multi‑datacenter architecture, containerized resources, metadata‑driven intelligence, and future directions such as hybrid‑engine materialized views to improve efficiency and service reliability.

Cost OptimizationData PlatformSLA
0 likes · 15 min read
Huya Data Platform: Cost Reduction and SLA Strategies
Cloud Native Technology Community
Cloud Native Technology Community
Jul 14, 2022 · Cloud Native

Industry Insights, Technical Shares, Best Practices, E‑Books, and Cloud‑Native News

This newsletter curates the latest industry insights on smart manufacturing, Kubernetes security, cloud cost optimization, cloud‑native education, technical case studies, e‑books on cloud‑native adoption, an AI modeling video, and recent cloud‑native networking updates, providing concise summaries and direct links for deeper exploration.

Cloud NativeCost OptimizationKubernetes
0 likes · 7 min read
Industry Insights, Technical Shares, Best Practices, E‑Books, and Cloud‑Native News
Cloud Native Technology Community
Cloud Native Technology Community
Jul 12, 2022 · Cloud Native

How Tencent Cut Kubernetes CPU Costs by 70%: A Full‑Scale Cloud‑Native Optimization Journey

This article presents a comprehensive, data‑driven case study of how Tencent’s internal Kubernetes/TKE platform reduced monthly CPU usage by up to 70% and memory usage by 50% through systematic cost data collection, VPA/HPA enhancements, custom scheduling, node‑level over‑commit, and safe node decommissioning, while maintaining zero‑incident reliability.

Cloud NativeCost OptimizationHPA
0 likes · 28 min read
How Tencent Cut Kubernetes CPU Costs by 70%: A Full‑Scale Cloud‑Native Optimization Journey
Cloud Native Technology Community
Cloud Native Technology Community
Jun 22, 2022 · Industry Insights

How to Slash Cloud‑Native Costs: Practical Steps for Better Resource Utilization

This article analyzes the low server utilization problem in modern cloud‑native environments, presents industry survey data, and outlines a four‑step framework—including observability, optimal public‑cloud usage, elasticity sharing, and remote deployment—to help enterprises dramatically reduce cloud costs while maintaining performance.

Cloud NativeCost OptimizationKubernetes
0 likes · 23 min read
How to Slash Cloud‑Native Costs: Practical Steps for Better Resource Utilization
IT Architects Alliance
IT Architects Alliance
Jun 14, 2022 · Cloud Native

Design and Challenges of Multi‑Active Architecture in Hybrid Cloud Environments

This article examines the design principles, challenges, and implementation details of a multi‑active architecture for hybrid cloud environments, covering stability, cost, efficiency, network topology, container orchestration, service discovery, traffic scheduling, and data storage, and outlines practical solutions used by the Zuoyebang platform.

Cloud NativeCost OptimizationKubernetes
0 likes · 13 min read
Design and Challenges of Multi‑Active Architecture in Hybrid Cloud Environments
Architects' Tech Alliance
Architects' Tech Alliance
Jun 12, 2022 · Cloud Computing

Design, Challenges, and Best Practices of Multi‑Active Hybrid Cloud Architecture

This article examines the motivations, stability and cost considerations, technical challenges, and design principles of a multi‑active hybrid cloud architecture, illustrating how container orchestration, service governance, traffic scheduling, and data storage are coordinated to achieve high availability and cost efficiency across multiple cloud providers.

Cost OptimizationKuberneteshybrid cloud
0 likes · 14 min read
Design, Challenges, and Best Practices of Multi‑Active Hybrid Cloud Architecture
DataFunTalk
DataFunTalk
Jun 12, 2022 · Big Data

Huya Offline Job Scheduling System: Design, Baseline Scheduling, and Cost Optimization

This article introduces Huya's offline job scheduling platform, covering its positioning, evolution, system architecture, baseline scheduling techniques, cost‑optimization strategies, resource‑balancing methods, and future intelligent data‑warehouse directions, illustrating how data‑driven automation improves YARN utilization and SLA compliance.

Cost OptimizationDAGYARN
0 likes · 12 min read
Huya Offline Job Scheduling System: Design, Baseline Scheduling, and Cost Optimization
DataFunTalk
DataFunTalk
Jun 2, 2022 · Big Data

Data Governance Practices and Product Strategy at NetEase: Challenges, Solutions, and Future Plans

The article presents NetEase's internal data governance experience, outlining past challenges, current pain points, a comprehensive product strategy covering scope, value quantification, and feature implementation, and shares initial results and future plans to build an automated, end‑to‑end big‑data optimization platform.

Cost OptimizationData GovernanceData Quality
0 likes · 13 min read
Data Governance Practices and Product Strategy at NetEase: Challenges, Solutions, and Future Plans
Alibaba Cloud Developer
Alibaba Cloud Developer
May 26, 2022 · Cloud Computing

Why Wolai Chose Serverless Architecture: Lessons from Alibaba Cloud Function Compute

Wolai’s shift to a Serverless architecture using Alibaba Cloud Function Compute cut operational costs by over 50%, accelerated development cycles, and enabled reliable real‑time collaborative editing through a snapshot system, illustrating how small teams can leverage cloud functions for scalable, cost‑effective services.

Cost OptimizationFunction Computearchitecture
0 likes · 10 min read
Why Wolai Chose Serverless Architecture: Lessons from Alibaba Cloud Function Compute
Tencent Cloud Developer
Tencent Cloud Developer
May 23, 2022 · Cloud Computing

Web Functions Request Concurrency: Single vs Multi-Concurrency Performance and Cost Analysis

Web Functions, which support native HTTP/WebSocket protocols, traditionally handle each request with a dedicated instance, but this single‑request concurrency wastes resources and raises costs for I/O‑intensive workloads; enabling multi‑request concurrency—either static or dynamic—consolidates many requests onto fewer instances, cutting latency by up to 80 % and reducing billing by as much as 98.8 %.

Cost OptimizationPerformance TestingWeb Functions
0 likes · 8 min read
Web Functions Request Concurrency: Single vs Multi-Concurrency Performance and Cost Analysis
JD Cloud Developers
JD Cloud Developers
May 13, 2022 · Databases

JD’s Color Gateway: Tens of Millions QPS with Cloud‑Native Data Warehouse

During the 2022 China Internet Industry Application Salon, JD Cloud’s product manager explained how the Color gateway, an API gateway handling billions of daily requests, overcomes stability, high‑availability, reliability, and performance challenges during peak sales by adopting a cloud‑native ClickHouse data warehouse that boosts processing speed, reduces costs, and provides real‑time analytics.

Cloud NativeCost OptimizationOLAP
0 likes · 13 min read
JD’s Color Gateway: Tens of Millions QPS with Cloud‑Native Data Warehouse
Alibaba Cloud Native
Alibaba Cloud Native
May 11, 2022 · Cloud Native

How Zuoyebang Cut 22% Costs with Kubernetes Serverless Virtual Nodes

Zuoyebang’s shift to cloud‑native architecture leveraged Alibaba Cloud’s Kubernetes Serverless virtual nodes, achieving a 22.5% cost reduction during peak traffic by dynamically scaling workloads, while addressing scheduling, observability, and performance challenges through custom schedulers, enhanced monitoring, and careful testing.

Cloud NativeCost OptimizationKubernetes
0 likes · 11 min read
How Zuoyebang Cut 22% Costs with Kubernetes Serverless Virtual Nodes
Alibaba Cloud Native
Alibaba Cloud Native
Apr 30, 2022 · Cloud Native

How to Choose a Serverless Architecture for High‑Elastic, Low‑Cost Apps with Alibaba FC

Developer Xiao Wang evaluates three deployment options—traditional SLB + ECS, Kubernetes, and Alibaba Function Compute—to build a highly elastic, low‑cost, low‑maintenance architecture for two online apps, then adopts FC’s reserved‑instance mode and idle‑billing feature to eliminate cold‑starts and reduce expenses.

Cloud NativeCost OptimizationFunction Compute
0 likes · 10 min read
How to Choose a Serverless Architecture for High‑Elastic, Low‑Cost Apps with Alibaba FC
Zuoyebang Tech Team
Zuoyebang Tech Team
Apr 26, 2022 · Cloud Native

How Serverless Kubernetes Virtual Nodes Cut Costs and Boost Scalability

Zhang's team at Zuoyebang details their journey to serverless Kubernetes virtual nodes, explaining how elastic scaling, fine-grained scheduling, and cost‑effective resource utilization transformed high‑peak online services, while addressing challenges in scheduling, observability, performance, and multi‑cloud resilience.

Cost OptimizationKubernetesServerless
0 likes · 11 min read
How Serverless Kubernetes Virtual Nodes Cut Costs and Boost Scalability