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cost optimization

332 articles · Page 3 of 4
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 DataData GovernanceSLA management
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.

Automationcost optimizationhost 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 DataMaxComputeSQL
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 providerscloud costcost 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.

ModernizationSLAcomplexity management
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 DataMaxComputeTime Travel
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.

FinOpsKubernetesMulti-Cluster
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.

AWSMicroservicesarchitecture
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.

ClickHouseCloud Cost ManagementCloud Native
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.

Capacity ManagementHPAKubernetes
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.

HadoopMetadataSpark
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%
DevOps
DevOps
May 19, 2023 · Cloud Computing

Comprehensive Guide to Cloud Migration: Evaluation, Planning, Execution, and Cost Optimization

This article provides a detailed guide to cloud migration, covering evaluation and analysis, pilot projects, assessment strategies, planning and design with cloud services, verification and implementation steps, continuous measurement, and cost optimization through FinOps to ensure successful and secure migration.

Cloud ComputingFinOpscloud migration
0 likes · 10 min read
Comprehensive Guide to Cloud Migration: Evaluation, Planning, Execution, and Cost Optimization
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 CloudCloud ComputingPAI-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.

AWSCloud ComputingMicroservices
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.

AWScloud architecturecost optimization
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.

ClickHouseHigh 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 NativeFaaS
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 DataData GovernanceStorage Management
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 ComputingCloud Cost ManagementFinOps
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 ManagementFinOpsMulti-Cloud
0 likes · 27 min read
得物 FinOps Practice: Cloud Cost Management and Optimization
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.

FinOpsIT cost managementcost optimization
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.

Cloud ComputingData 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 DataData GovernanceDataWorks
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 DataData Governancecost optimization
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.

Capacity ManagementResource OptimizationScaling
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.

High AvailabilityOpen SourcePostgreSQL
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.

BGPDomain HijackingHTTPDNS
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 ComputingCloud Cost ManagementFinOps
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.

AIcontent moderationcost optimization
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 DataData GovernanceHadoop
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.

AWSCloud ComputingKubernetes
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.

AIOpsElasticsearchOperations
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.

ClickHouseCold Hot SeparationDatabase Migration
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.

AutoscalingCloud NativeHPA
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.

Cloud ComputingOperationsTechnology Governance
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 trainingCloud ComputingMulti-Cloud
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.

Cloud ComputingFinOpsFunctionGraph
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.

Linear Programmingcost optimizationhuman 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.

AWSCloud StorageS3
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.

Cloud ComputingSLAcost optimization
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 NativeIndustry InsightsKubernetes
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 NativeHPAKubernetes
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 NativeElastic ScalingKubernetes
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 NativeKubernetesOperations
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.

KubernetesService Governancecost optimization
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.

DAGYARNbaseline scheduling
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.

Data Governancecost optimizationdata 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.

Cloud ComputingCollaborative EditingFunction Compute
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 %.

Cloud ComputingPerformance 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 NativeData Warehousecost optimization
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 NativeKubernetescost optimization
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 NativeFunction Computearchitecture
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.

Kubernetescost optimizationresource scheduling
0 likes · 11 min read
How Serverless Kubernetes Virtual Nodes Cut Costs and Boost Scalability
dbaplus Community
dbaplus Community
Apr 6, 2022 · Cloud Native

How Huolala Cuts Cloud Costs: Real‑World Kubernetes Optimization Strategies

Huolala’s architecture team shares a detailed walkthrough of their cloud‑native cost‑optimization journey, covering public‑cloud server pricing models, Kubernetes request/limit tuning, HPA and CronHPA scheduling, spot instance integration, intelligent pod placement, and practical lessons learned from scaling a global on‑demand logistics platform.

AutoscalingCloud NativeHuolala
0 likes · 25 min read
How Huolala Cuts Cloud Costs: Real‑World Kubernetes Optimization Strategies
Efficient Ops
Efficient Ops
Feb 22, 2022 · Operations

Tackling Cloud‑Native Ops Challenges: Real‑World Practices from NetEase

NetEase’s cloud‑native operations team shares how they confront new challenges of Kubernetes adoption—ranging from technical stack shifts and knowledge‑base gaps to capacity planning, automated diagnostics, monitoring, alerting, and cost‑saving strategies—offering practical insights for building efficient, stable, and scalable ops systems.

AutomationKubernetescloud-native
0 likes · 22 min read
Tackling Cloud‑Native Ops Challenges: Real‑World Practices from NetEase
Tencent Cloud Developer
Tencent Cloud Developer
Jan 29, 2022 · Cloud Computing

How WeChat’s Serverless Cloud Functions Powered Billion-User Red Packet Covers

During the 2022 Chinese New Year, WeChat leveraged Serverless cloud functions and cloud development to handle the explosive demand of red‑packet cover creation, achieving sub‑ten‑thousand‑yuan costs, supporting over 100 million daily calls, and delivering rapid, scalable, and cost‑effective deployment for developers.

Cloud FunctionsWeChatcloud development
0 likes · 7 min read
How WeChat’s Serverless Cloud Functions Powered Billion-User Red Packet Covers
Ctrip Technology
Ctrip Technology
Dec 30, 2021 · Cloud Computing

Ctrip’s Practice of Using AWS Spot Instances for Cost Reduction and High Availability

This article details Ctrip’s large‑scale use of AWS Spot instances on Kubernetes, explaining the cost benefits, the challenges of spot interruptions, and the architectural and operational strategies—including multi‑AZ deployment, scheduling policies, autoscaling group design, and observability—that enable a 50% reduction in container costs while maintaining system stability and reliability.

AWS SpotAutoscalingCloud Computing
0 likes · 13 min read
Ctrip’s Practice of Using AWS Spot Instances for Cost Reduction and High Availability
Kuaishou Big Data
Kuaishou Big Data
Nov 26, 2021 · Big Data

How Kuaishou Built a Standardized Data Governance Evaluation System

This article explains Kuaishou's comprehensive approach to data governance, detailing the background challenges, a standardized evaluation framework, practical solutions for model, quality, and cost issues, scoring strategies, operational mechanisms, measurable benefits, and future plans for continuous improvement.

Kuaishoucost optimization
0 likes · 23 min read
How Kuaishou Built a Standardized Data Governance Evaluation System
DataFunTalk
DataFunTalk
Oct 30, 2021 · Big Data

Xiaomi Data Management and Application Practice: Metadata Platform Construction, Applications, and Future Plans

This article presents Xiaomi's comprehensive data management practice, detailing the design and evolution of its metadata platform, the implementation of full‑domain metadata, real‑time lineage, precise measurement, and the subsequent applications such as data maps, governance, cost control, and quality assurance, while outlining future development directions.

cost optimization
0 likes · 18 min read
Xiaomi Data Management and Application Practice: Metadata Platform Construction, Applications, and Future Plans
Liulishuo Tech Team
Liulishuo Tech Team
Oct 29, 2021 · Cloud Computing

Automating Cloud Infrastructure at Liulishuo: Deployment, Management, and Governance Practices

The article describes Liulishuo's Cloud Infra team's end‑to‑end automation of cloud resource provisioning, scaling, and cost governance using Terraform, a custom Luban platform, GitLab CI/CD, and chat‑bot integrations, highlighting the architectural design, implementation steps, and measurable benefits for both operations and business teams.

Auto ScalingCloud AutomationInfrastructure as Code
0 likes · 10 min read
Automating Cloud Infrastructure at Liulishuo: Deployment, Management, and Governance Practices
New Oriental Technology
New Oriental Technology
Sep 29, 2021 · Artificial Intelligence

Building and Managing an AI Research Department: Engineering Practices, Organizational Structure, and Educational Applications

This article explores the strategic management and engineering practices required to build an effective AI research department, detailing organizational structures, performance metrics, cost-reduction strategies, and practical educational AI solutions that bridge theoretical algorithms with scalable industrial applications.

AI DevOpsAI R&D ManagementMachine Learning Engineering
0 likes · 23 min read
Building and Managing an AI Research Department: Engineering Practices, Organizational Structure, and Educational Applications
Architects Research Society
Architects Research Society
Sep 20, 2021 · Operations

A Comprehensive Guide to Application Portfolio Management (APM)

This guide explains what Application Portfolio Management (APM) is, why it’s essential for modern enterprises, the benefits it delivers, typical stakeholder concerns, and step‑by‑step practices for building and maintaining an effective application portfolio.

Application Portfolio ManagementCloud StrategyIT Operations
0 likes · 18 min read
A Comprehensive Guide to Application Portfolio Management (APM)
Ctrip Technology
Ctrip Technology
Sep 2, 2021 · Cloud Native

Migrating Ctrip Hotel Direct Connect Service to AWS: Cloud‑Native Architecture, Cost and Performance Optimizations

This article details Ctrip’s migration of its hotel direct‑connect service to AWS, describing the background challenges, cloud‑native architectural redesign with EKS, bandwidth and latency optimizations, use of spot instances, DNS caching, cross‑AZ traffic reduction, and the resulting performance and cost benefits.

AWSEKSKubernetes
0 likes · 15 min read
Migrating Ctrip Hotel Direct Connect Service to AWS: Cloud‑Native Architecture, Cost and Performance Optimizations
dbaplus Community
dbaplus Community
Jul 21, 2021 · Big Data

Youzan’s Blueprint: Data Governance, Quality Scoring, and Cost Reduction for AI

At Youzan, data governance evolves from massive data assets to AI readiness through systematic data assetization, quantitative quality scoring, cost measurement, and targeted operational tactics, enabling precise quality monitoring, cost allocation, and continuous improvement that drive both data value and cost efficiency.

AI readinessBig Datacost optimization
0 likes · 18 min read
Youzan’s Blueprint: Data Governance, Quality Scoring, and Cost Reduction for AI
Architect
Architect
Jul 1, 2021 · Big Data

Data Governance Practices at Meituan Hotel Travel Platform

This article presents a comprehensive case study of Meituan's hotel‑travel data governance, covering the background, challenges, strategic goals, standardized processes, technical systems, cost and security optimizations, measurable outcomes, and future plans for automated governance.

Big DataData GovernanceMeituan
0 likes · 29 min read
Data Governance Practices at Meituan Hotel Travel Platform
Alibaba Cloud Native
Alibaba Cloud Native
Jun 17, 2021 · Cloud Computing

What Datadog’s 2022 Serverless Report Reveals About Lambda Usage and Costs

Datadog’s 2022 Serverless report shows a rapid expansion of Lambda usage worldwide, with call frequencies 3.5 times higher than two years ago, average daily runtimes of 900 hours, shorter execution times, growing adoption of Azure Functions and Google Cloud Functions, and detailed cost analyses that highlight both the economic benefits and optimization challenges of serverless architectures.

AWS LambdaCloud ComputingFunction-as-a-Service
0 likes · 13 min read
What Datadog’s 2022 Serverless Report Reveals About Lambda Usage and Costs
Volcano Engine Developer Services
Volcano Engine Developer Services
Jun 7, 2021 · Databases

Why Distributed Database Architectures Matter: From Shared‑Nothing to Shared‑Storage

This article introduces the fundamentals of distributed database architectures, compares Shared‑Nothing and Shared‑Storage designs, explains their three‑tier structure, core engine components, SQL execution flow, performance and cost optimizations, and showcases a real‑world high‑traffic deployment in Douyin’s Spring Festival event.

Distributed DatabasesSQLcost optimization
0 likes · 19 min read
Why Distributed Database Architectures Matter: From Shared‑Nothing to Shared‑Storage
Tencent Cloud Developer
Tencent Cloud Developer
May 25, 2021 · Cloud Native

Next‑Generation Cloud‑Native Data Lake Architecture: Value, Principles, Challenges, and Tencent Solutions

The talk outlines a next‑generation cloud‑native data lake that leverages elastic Kubernetes compute, object‑storage, and Apache Iceberg to cut costs 3‑10× while boosting performance, and presents Tencent’s Data Lake Compute and Data Lake Fabric solutions that address scalability, reliability, and operational challenges through serverless, unified, multi‑engine architecture.

Data LakeIcebergTencent Cloud
0 likes · 13 min read
Next‑Generation Cloud‑Native Data Lake Architecture: Value, Principles, Challenges, and Tencent Solutions
Tencent Cloud Developer
Tencent Cloud Developer
May 19, 2021 · Industry Insights

How Cloud‑Native Principles Transform Big Data Infrastructure

The article analyzes how cloud‑native concepts such as DevOps, micro‑services, continuous delivery, and containerization can be applied to big‑data foundations, outlining four guiding principles—industrialized delivery, cost quantification, load‑adaptive scaling, and data‑centric design—and describing concrete Hadoop‑based architectures and Tencent Cloud solutions that lower cost while boosting performance.

Big DataData InfrastructureHadoop
0 likes · 22 min read
How Cloud‑Native Principles Transform Big Data Infrastructure
MaGe Linux Operations
MaGe Linux Operations
Apr 24, 2021 · Cloud Native

9 Proven Strategies to Slash Kubernetes Costs

Learn how to monitor, limit, and optimize Kubernetes expenses with nine practical techniques—including resource constraints, autoscaling, right-sized instances, Spot instances, sleep schedules, regular clean‑ups, and tagging—to dramatically reduce cloud costs while maintaining performance.

AWSKubernetescost optimization
0 likes · 8 min read
9 Proven Strategies to Slash Kubernetes Costs
21CTO
21CTO
Mar 16, 2021 · Operations

How Cloud Computing Is Redefining Operations: Trends, Challenges, and Strategies

The article examines how the rapid adoption of cloud computing, DevOps, AIOps, and FinOps is reshaping the role of IT operations, highlighting new trends, evolving work boundaries, and the essential characteristics of a modern, automated, secure, and cost‑optimized operations system.

AIOpsAutomationDevOps
0 likes · 18 min read
How Cloud Computing Is Redefining Operations: Trends, Challenges, and Strategies
DataFunTalk
DataFunTalk
Mar 6, 2021 · Big Data

Youzan Data Governance: Quality Assurance, Cost Management, and Operational Practices

This article explains Youzan's data governance framework, covering the definition of data governance, the company's asset‑centric approach, quantitative quality scoring, cost‑based pricing formulas, billing and allocation mechanisms, continuous operational improvements, and the measurable outcomes achieved.

cost optimizationdata platformdata quality
0 likes · 17 min read
Youzan Data Governance: Quality Assurance, Cost Management, and Operational Practices
Node Underground
Node Underground
Feb 19, 2021 · Cloud Computing

Serverless in 2021: Trends, Challenges, and Choosing the Right Path

This article examines the rapid rise of Serverless computing in 2021, analyzes market dynamics, highlights technical and operational challenges such as language support, cold starts, and package size, and offers practical guidance for developers and enterprises to adopt Serverless effectively while optimizing cost and performance.

Cloud ComputingDevOpscost optimization
0 likes · 15 min read
Serverless in 2021: Trends, Challenges, and Choosing the Right Path
JD Retail Technology
JD Retail Technology
Dec 4, 2020 · Operations

JD.com 11.11 Shopping Festival: Technical Operations, Performance, and Cost Optimization Case Study

The article reviews JD.com’s 11.11 shopping festival technical preparation, detailing how the operations team handled record traffic spikes, improved user experience, increased resource efficiency, and reduced IT costs through high‑fidelity testing, dual‑active systems, and a four‑year Taishan project.

System PerformanceTraffic Managementcost optimization
0 likes · 8 min read
JD.com 11.11 Shopping Festival: Technical Operations, Performance, and Cost Optimization Case Study
Alibaba Cloud Native
Alibaba Cloud Native
Nov 26, 2020 · Cloud Computing

How Gaode Scaled Serverless to Handle 2 Million Calls per Minute During China’s Travel Festival

During the 2020 "Golden Week" travel festival, Gaode Maps leveraged Alibaba Cloud Serverless to sustain nearly two million function invocations per minute, achieving over 99.99% success rate, sub‑60 ms latency, and demonstrating significant gains in efficiency, elasticity, cost savings, and observability for large‑scale map services.

Cloud Computingcost optimizationperformance
0 likes · 9 min read
How Gaode Scaled Serverless to Handle 2 Million Calls per Minute During China’s Travel Festival
TAL Education Technology
TAL Education Technology
Sep 1, 2020 · Cloud Computing

Cost Optimization and Resource Management in an Online Education Platform: From XEN Migration to Container‑Based Scaling

This article describes how an online education platform reduced infrastructure costs and improved service reliability by replacing XEN with KVM, building resource‑tracking platforms, adopting Kubernetes‑based containerization, implementing rapid auto‑scaling, and establishing systematic resource auditing and standardization processes.

Cloud ComputingInfrastructureKubernetes
0 likes · 25 min read
Cost Optimization and Resource Management in an Online Education Platform: From XEN Migration to Container‑Based Scaling
Java Backend Technology
Java Backend Technology
Sep 1, 2020 · Cloud Native

Why Serverless Is the Future of Cloud Computing: Insights from Alibaba Cloud’s Leader

Alibaba Cloud’s Serverless lead, known as “不瞋”, discusses how serverless transforms cloud computing into a simple utility, outlines performance, security, and operational challenges, and shares real-world use cases like video processing and large-scale traffic handling, emphasizing cost savings, elasticity, and the future roadmap.

Alibaba CloudCloud NativeFunction Compute
0 likes · 16 min read
Why Serverless Is the Future of Cloud Computing: Insights from Alibaba Cloud’s Leader
GrowingIO Tech Team
GrowingIO Tech Team
Aug 27, 2020 · Cloud Computing

How GrowingIO Cut AWS Costs: Practical Cloud Cost Optimization Strategies

This article details GrowingIO's systematic approach to reducing AWS expenses by analyzing billing data, tagging resources, visualizing usage, and applying targeted optimizations across EC2 instances, EBS volumes, HDFS storage, network traffic, and S3, while outlining future automation and scaling plans.

AWSCloud ComputingEBS
0 likes · 14 min read
How GrowingIO Cut AWS Costs: Practical Cloud Cost Optimization Strategies
dbaplus Community
dbaplus Community
Jul 27, 2020 · Databases

How We Replaced Expensive Redis Clusters with KVROCKS on SSDs

Facing a ten‑fold cost increase for public‑cloud Redis, Ctrip engineers evaluated Redis‑on‑SSD alternatives, chose KVROCKS, performed extensive protocol‑compatible modifications, benchmarked performance on standard and Optane SSDs, and demonstrated substantial cost savings while preserving Redis semantics.

KVROCKSRedisRocksDB
0 likes · 13 min read
How We Replaced Expensive Redis Clusters with KVROCKS on SSDs
Qunar Tech Salon
Qunar Tech Salon
Jul 27, 2020 · Operations

Website Operations at Qunar: Ensuring Stability, Security, and Efficiency During the Pandemic

The interview with Sun Bin, head of Qunar's website operations, explains how the team acted as a specialized "BlackOps" unit to provide robust technical guarantees, automate problem‑solving, protect user data, optimize resources, and maintain continuous service during the COVID‑19 outbreak.

Cloud InfrastructurePandemic Responsecost optimization
0 likes · 10 min read
Website Operations at Qunar: Ensuring Stability, Security, and Efficiency During the Pandemic
Youzan Coder
Youzan Coder
Jul 3, 2020 · Big Data

Data Cost Quantification, Billing, and Optimization in a Data Platform

The data‑platform team introduced a self‑sustaining cost‑reduction framework that quantifies CPU, memory, and disk expenses using price‑per‑resource formulas, applies time‑weighted billing, generates multi‑level reports, and drives optimization through six actionable “swords” and incentive‑based operations, achieving roughly 17 % offline‑cluster savings within six months.

Big DataResource Quantificationbilling
0 likes · 15 min read
Data Cost Quantification, Billing, and Optimization in a Data Platform
DataFunTalk
DataFunTalk
Jun 14, 2020 · Big Data

Designing an Offline Big Data Processing Architecture Based on Object Storage

This article presents a comprehensive offline big‑data processing framework that leverages scalable object storage for PB‑level data, details storage and compute engine requirements, compares cost options, describes data pipeline design, and showcases an e‑commerce case study with Spark‑driven analytics.

Big DataData EngineeringData Pipeline
0 likes · 19 min read
Designing an Offline Big Data Processing Architecture Based on Object Storage
FunTester
FunTester
Jun 3, 2020 · Operations

How to Slash Software Testing Costs Without Sacrificing Quality

This article presents practical strategies for reducing software testing expenses—including early testing, balanced documentation, risk‑based testing, leveraging production data, prioritizing API over UI automation, adopting open‑source tools, optimizing infrastructure, training, process improvements, and selective outsourcing—while maintaining overall product quality.

Open-source toolsSoftware testingTest Automation
0 likes · 9 min read
How to Slash Software Testing Costs Without Sacrificing Quality
Alibaba Cloud Native
Alibaba Cloud Native
Mar 20, 2020 · Cloud Native

Build Elastic, Low‑Cost Serverless Video Processing on Alibaba Cloud

This article explains how to design and implement an elastic, high‑availability video‑on‑demand solution on Alibaba Cloud using Function Compute and Function Flow, covering simple and full‑featured architectures, performance and cost comparisons, and practical deployment steps.

Elastic ScalingFunction ComputeFunction Flow
0 likes · 16 min read
Build Elastic, Low‑Cost Serverless Video Processing on Alibaba Cloud
Efficient Ops
Efficient Ops
Feb 10, 2020 · Big Data

How Tencent Scales Elasticsearch for Massive Log, Search, and Time‑Series Workloads

Tencent leverages Elasticsearch at massive scale across log analytics, search services, and time‑series monitoring, addressing challenges of high availability, low cost, and high performance through kernel optimizations, resource‑aware throttling, cold‑data merging, rollup, caching, and open‑source contributions.

ElasticsearchHigh AvailabilityLog Analytics
0 likes · 20 min read
How Tencent Scales Elasticsearch for Massive Log, Search, and Time‑Series Workloads