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cost optimization

308 articles · Page 2 of 4
IT Architects Alliance
IT Architects Alliance
Sep 17, 2025 · Artificial Intelligence

How Distributed Scheduling Redefines AI Large-Model Training Architecture

The article examines how the explosive compute, storage, network, and fault‑tolerance demands of AI large‑model training force a fundamental redesign of system architecture, covering layered storage, optimized All‑Reduce communication, elastic resource orchestration, observability, and cost‑saving strategies.

AI ArchitectureCompute SchedulingStorage Hierarchy
0 likes · 9 min read
How Distributed Scheduling Redefines AI Large-Model Training Architecture
DevOps Coach
DevOps Coach
Sep 14, 2025 · Operations

How We Cut Redis Costs by 95% with AWS ElastiCache Serverless for Argo CD

This article details Kaltura's migration of Argo CD's built‑in Redis to AWS ElastiCache Serverless for Valkey, explaining the cost, performance, and operational challenges of the default setup, the step‑by‑step migration process, and the substantial savings and reliability gains achieved.

Argo CDElastiCacheGitOps
0 likes · 11 min read
How We Cut Redis Costs by 95% with AWS ElastiCache Serverless for Argo CD
IT Architects Alliance
IT Architects Alliance
Sep 13, 2025 · Cloud Computing

Why Multi‑Cloud Strategies Are Replacing Single‑Vendor Cloud Choices

Enterprises are shifting from single‑vendor cloud adoption to multi‑cloud and hybrid architectures, driven by concerns over vendor lock‑in, compliance, cost, performance, and resilience, with Kubernetes providing a unified layer to orchestrate workloads across AWS, Azure, and Alibaba Cloud.

Cloud NativeHybrid CloudKubernetes
0 likes · 10 min read
Why Multi‑Cloud Strategies Are Replacing Single‑Vendor Cloud Choices
Sohu Tech Products
Sohu Tech Products
Sep 10, 2025 · Artificial Intelligence

Can Kimi K2 Replace Claude’s Brain? A Deep Dive into AI‑Powered Code Agents

This article evaluates whether the domestically‑developed Kimi K2 model can serve as a cost‑effective alternative brain for Claude Code, detailing step‑by‑step integration, performance tests across task accuracy, advanced feature compatibility, memory retrieval, parallel development with Git Worktree, and hook automation, concluding with strengths, limitations, and overall success.

AI model evaluationClaude CodeKimi K2
0 likes · 18 min read
Can Kimi K2 Replace Claude’s Brain? A Deep Dive into AI‑Powered Code Agents
StarRocks
StarRocks
Sep 9, 2025 · Big Data

From Hadoop to StarRocks: Revamping a Government Procurement Data Platform

Facing massive data volumes, complex component dependencies, high TCO, and real‑time processing limits, the政采云 platform replaced its Hadoop stack with StarRocks’ minimalist, decoupled architecture, achieving lower costs, elastic scaling, faster queries, easier operations, and robust fault tolerance across diverse government procurement workloads.

Cloud NativeData WarehouseHadoop migration
0 likes · 16 min read
From Hadoop to StarRocks: Revamping a Government Procurement Data Platform
Refining Core Development Skills
Refining Core Development Skills
Sep 3, 2025 · Operations

When Should You Hire a Dedicated Performance Engineering Team?

This article explains why modern enterprises increasingly need specialized performance engineering teams, outlines their ROI through cost savings, latency reduction, scalability, and engineering efficiency, details the engineers' responsibilities, and provides practical hiring guidelines and real‑world case studies.

Latency Reductioncost optimizationinfrastructure ROI
0 likes · 29 min read
When Should You Hire a Dedicated Performance Engineering Team?
Mingyi World Elasticsearch
Mingyi World Elasticsearch
Aug 30, 2025 · Operations

INFINI Console FAQ: Enterprise‑Grade Unified Elasticsearch Management

The article introduces INFINI Console, an open‑source, lightweight platform for unified, multi‑cluster and cross‑version Elasticsearch governance, compares it with Kibana, details deployment options, enterprise‑level features such as monitoring, alerting and security, and analyzes cost advantages and practical migration scenarios.

ElasticsearchINFINI ConsoleOpenSearch
0 likes · 13 min read
INFINI Console FAQ: Enterprise‑Grade Unified Elasticsearch Management
Qborfy AI
Qborfy AI
Aug 16, 2025 · Artificial Intelligence

Mastering LLM Tokens: How They Work, Cost, and Choose the Right Model

This article explains what tokens are in large language models, how they are counted and priced, compares tokenization methods across major models, and provides practical guidelines and code examples for optimizing token usage and selecting the appropriate model for different scenarios.

AILLMPrompt Engineering
0 likes · 8 min read
Mastering LLM Tokens: How They Work, Cost, and Choose the Right Model
Cloud Native Technology Community
Cloud Native Technology Community
Jul 31, 2025 · Cloud Native

Cut Kubernetes Costs by 30%: Six Proven Automation Strategies

An analysis of recent Kubernetes cost benchmarks reveals chronic over‑provisioning, with up to 40% idle CPU and 57% idle memory, and offers six community‑validated, actionable automation techniques—including flexible instance selection, arm migration, custom autoscaling, bin‑packing, VPA, and safe Spot usage—to dramatically reduce cloud spend.

Kubernetesautoscalingcost optimization
0 likes · 8 min read
Cut Kubernetes Costs by 30%: Six Proven Automation Strategies
Alibaba Cloud Native
Alibaba Cloud Native
May 28, 2025 · Cloud Native

How Alibaba Cloud Function Compute Cuts MCP Server Idle Costs by Up to 87%

This article explains how Alibaba Cloud Function Compute (FC) provides a serverless, pay‑per‑use environment for MCP Server, introduces the session‑affinity challenges that cause resource idle time, and details the idle‑billing mechanism that can reduce overall MCP Server costs by as much as 87% while preserving performance.

Function ComputeIdle BillingMCP Server
0 likes · 10 min read
How Alibaba Cloud Function Compute Cuts MCP Server Idle Costs by Up to 87%
Alibaba Cloud Observability
Alibaba Cloud Observability
May 26, 2025 · Cloud Native

Why Observability 2.0 Is Redefining Cloud‑Native Monitoring and Data Pipelines

Observability 2.0 unifies logs, metrics and traces into a single platform, leveraging event‑centric wide‑key‑value models, AI‑driven anomaly detection, and cloud‑native elastic architectures to deliver faster system insight, lower downtime, scalable data pipelines, reduced costs, and improved developer experience across SLS services.

Cloud NativePerformancecost optimization
0 likes · 12 min read
Why Observability 2.0 Is Redefining Cloud‑Native Monitoring and Data Pipelines
Alibaba Cloud Native
Alibaba Cloud Native
May 13, 2025 · Cloud Native

How Alibaba Cloud Serverless Boosted Efficiency and Cut Costs by 60%

This case study details how 海牙湾 (G‑Town) migrated its digital platform to Alibaba Cloud Serverless services, addressing resource waste, elasticity limits, observability gaps, and operational complexity, and achieved over 60% cost savings, 3‑fold deployment speed, and near‑perfect availability through SAE, API Gateway, MSE, and automated CICD pipelines.

Alibaba CloudCI/CDServerless
0 likes · 10 min read
How Alibaba Cloud Serverless Boosted Efficiency and Cut Costs by 60%
Baidu Geek Talk
Baidu Geek Talk
Apr 28, 2025 · Operations

How Baidu’s Log Platform Cuts Billions in Cost with Full‑Lifecycle Event Governance

This article details Baidu's log platform point‑governance practice, explaining why uncontrolled event logging inflates storage and compute costs, and describing a three‑stage solution—manual, semi‑automatic platform, and full‑lifecycle standardization—that uses anomaly detection, automated workflows, and IM bots to achieve massive PV reduction and annual cost savings.

AutomationOperationsPlatform Engineering
0 likes · 20 min read
How Baidu’s Log Platform Cuts Billions in Cost with Full‑Lifecycle Event Governance
Cloud Native Technology Community
Cloud Native Technology Community
Apr 24, 2025 · Cloud Native

Simplifying Kubernetes Application Deployment with Korifi and Optimizing Cloud Costs using OpenCost

Korifi provides a Cloud Foundry‑style abstraction layer that simplifies Kubernetes application deployment and management, while OpenCost offers comprehensive, multi‑cloud cost visibility and optimization; together they enable developers to deploy apps easily, monitor pod‑level expenses, and make data‑driven resource allocation decisions.

KorifiKubernetesOpenCost
0 likes · 7 min read
Simplifying Kubernetes Application Deployment with Korifi and Optimizing Cloud Costs using OpenCost
AI Frontier Lectures
AI Frontier Lectures
Apr 12, 2025 · Artificial Intelligence

How ByteDance Scales Attn/MoE: Cost Models, Mesh Communication, and Network Hacks

The article analyzes ByteDance's MegaScale‑Infer paper, detailing micro‑batching, M:N Attn‑MoE ratios, cost‑driven constraint search, communication redesign with Mesh All‑2‑All, network latency challenges, and innovative NIC and routing solutions for large‑scale mixture‑of‑experts inference.

AI inferenceByteDanceM:N scaling
0 likes · 7 min read
How ByteDance Scales Attn/MoE: Cost Models, Mesh Communication, and Network Hacks
iQIYI Technical Product Team
iQIYI Technical Product Team
Mar 27, 2025 · Big Data

Cost‑Effective Real‑Time Data Warehouse 2.0: Migrating from Kafka to Iceberg

iQIYI transformed its real‑time data warehouse by replacing a costly Kafka‑based Lambda stack with a unified stream‑batch Iceberg lake, cutting storage expenses by 90%, halving compute costs, extending data retention, and delivering minute‑level freshness for 90% of use cases while preserving second‑level processing where needed.

FlinkIcebergKafka
0 likes · 11 min read
Cost‑Effective Real‑Time Data Warehouse 2.0: Migrating from Kafka to Iceberg
21CTO
21CTO
Mar 25, 2025 · Databases

How Google Spanner’s New Hierarchical Storage Cuts Costs with HDD Tiering

Google Cloud Spanner now offers a policy‑driven hierarchical storage tier that moves infrequently accessed data to cheap HDDs, reducing costs by up to 80% while keeping SQL queries seamless across SSD and HDD layers and preserving backup consistency.

Distributed SQLGoogle CloudHDD Tiering
0 likes · 5 min read
How Google Spanner’s New Hierarchical Storage Cuts Costs with HDD Tiering
DataFunSummit
DataFunSummit
Feb 27, 2025 · Big Data

Case Study: Migrating Spark Thinking Education's Big Data Architecture from EMR to Serverless

This article details Spark Thinking Education's comprehensive migration from EMR to a serverless big‑data architecture, outlining the challenges of elasticity, cost accounting, and resource contention, the step‑by‑step implementation of serverless compute, storage, and integration services, and the resulting performance, cost, and stability gains.

Big DataCloud ComputingServerless
0 likes · 41 min read
Case Study: Migrating Spark Thinking Education's Big Data Architecture from EMR to Serverless
dbaplus Community
dbaplus Community
Feb 25, 2025 · Cloud Native

Why We Dropped Kubernetes and Boosted DevOps Happiness by 89%

A DevOps team managing 47 Kubernetes clusters across three clouds faced burnout, high costs, and operational chaos, so they gradually replaced Kubernetes with simpler AWS services, cutting infrastructure spend by 58%, speeding deployments by 89%, and dramatically improving team morale and reliability.

Cloud NativeInfrastructure ManagementKubernetes
0 likes · 9 min read
Why We Dropped Kubernetes and Boosted DevOps Happiness by 89%
Alibaba Cloud Big Data AI Platform
Alibaba Cloud Big Data AI Platform
Feb 19, 2025 · Databases

How Alibaba Cloud Elasticsearch Serverless Cuts Log Costs by Over 70%

This article compares Alibaba Cloud Elasticsearch Serverless with self‑built Elasticsearch clusters for log processing, highlighting cost reductions over 70 %, improved performance stability, automatic scaling, and step‑by‑step guidance to activate and configure the serverless service for real‑world workloads.

Cloud ComputingElasticsearchLog Analytics
0 likes · 8 min read
How Alibaba Cloud Elasticsearch Serverless Cuts Log Costs by Over 70%
Bilibili Tech
Bilibili Tech
Jan 24, 2025 · Operations

Design and Implementation of a CDN Edge‑Node Scheduling System for Bilibili Live Streaming

The paper presents Bilibili’s multi‑layer CDN edge‑node scheduling system, which groups heterogeneous nodes by quality and price, uses cost‑aware and resource‑aware heuristics—including maximum‑flow regional borrowing and contextual‑bandit utilization prediction—to allocate bandwidth per business, achieving a 43 % bandwidth reuse increase, 33 % coverage boost, and markedly lower stall rates.

BilibiliCDNLive Streaming
0 likes · 10 min read
Design and Implementation of a CDN Edge‑Node Scheduling System for Bilibili Live Streaming
IT Architects Alliance
IT Architects Alliance
Jan 19, 2025 · Cloud Native

How Cloud‑Native Architecture Slashes Costs and Supercharges Enterprise Efficiency

The article examines how adopting a cloud‑native architecture—through precise resource monitoring, automation pipelines, pay‑as‑you‑go scaling, hybrid‑cloud strategies, and container‑based microservices—enables companies to dramatically reduce operational expenses, improve resource utilization, and accelerate innovation in competitive markets.

AutomationCloud NativeContainers
0 likes · 9 min read
How Cloud‑Native Architecture Slashes Costs and Supercharges Enterprise Efficiency
IT Architects Alliance
IT Architects Alliance
Jan 16, 2025 · Cloud Native

How Microservices and Serverless Combine to Transform Modern Applications

Microservices break monoliths into focused services, while serverless offloads infrastructure management to cloud providers; together they boost agility, scalability, cost efficiency, and security, as illustrated by real-world cases from ride‑hailing and e‑commerce, and the article outlines adoption challenges and future opportunities.

Cloud NativeMicroservicesServerless
0 likes · 9 min read
How Microservices and Serverless Combine to Transform Modern Applications
DataFunSummit
DataFunSummit
Jan 16, 2025 · Big Data

Zhihu Big Data Cost‑Reduction Practices: FinOps, Erasure Coding, ZSTD Compression, Spark Auto‑Tuning, and Remote Shuffle Service

This article details Zhihu's comprehensive cost‑reduction and efficiency‑boosting initiatives for its big‑data platform, covering FinOps‑driven financial operations, hybrid‑cloud architecture, cost allocation models, operational monitoring, and technical optimizations such as erasure coding, ZSTD compression, Spark auto‑tuning, and a remote shuffle service.

Big DataCloud Cost ManagementFinOps
0 likes · 22 min read
Zhihu Big Data Cost‑Reduction Practices: FinOps, Erasure Coding, ZSTD Compression, Spark Auto‑Tuning, and Remote Shuffle Service
Efficient Ops
Efficient Ops
Jan 12, 2025 · Operations

Mastering FinOps: The Enterprise IT Resource Operations Maturity Model Explained

This article introduces the FinOps maturity model for enterprise IT resource operations, outlines its six capability domains and five maturity levels, and showcases real‑world assessment cases from leading firms, highlighting how precise cost control and lifecycle management can drive efficiency and high‑quality growth.

FinOpsIT resource managementOperations Maturity
0 likes · 9 min read
Mastering FinOps: The Enterprise IT Resource Operations Maturity Model Explained
AntData
AntData
Dec 17, 2024 · Databases

Designing Database Services for Modern Online Business: Scalability, Agility, Security, and Cost Optimization

The article examines how database services must evolve to meet the high‑availability, real‑time response, horizontal scalability, application agility, security compliance, and cost‑optimization demands of modern online businesses, using Ant Group’s multi‑generation architecture and technologies such as distributed middleware, HTAP/HSAP, and polyglot persistence as examples.

Application AgilityDatabase ServicesHTAP
0 likes · 22 min read
Designing Database Services for Modern Online Business: Scalability, Agility, Security, and Cost Optimization
Alibaba Cloud Infrastructure
Alibaba Cloud Infrastructure
Dec 11, 2024 · Cloud Native

Cut CI/CD Costs with Alibaba Cloud Serverless Containers: A Moka Case Study

This article details how Moka migrated its CI/CD pipeline to Alibaba Cloud's serverless container service (ACS) on an ACK cluster, addressing high concurrency pain points, implementing step‑by‑step runner configuration, and achieving significant cost savings, higher resource utilization, and faster job execution.

Alibaba CloudCI/CDGitLab Runner
0 likes · 9 min read
Cut CI/CD Costs with Alibaba Cloud Serverless Containers: A Moka Case Study
DataFunSummit
DataFunSummit
Nov 26, 2024 · Information Security

AI‑Driven Security Operations (AISECOPS): Architecture, Practices, and Evaluation

This article explains how large‑model AI can be integrated into security operations (AISECOPS) to simplify application integration, improve fault detection, and automate protection across complex north‑south and east‑west network layers, while addressing challenges such as data quality, cost control, model selection, and safety frameworks.

AISECOPSEmbeddingSecurity Operations
0 likes · 22 min read
AI‑Driven Security Operations (AISECOPS): Architecture, Practices, and Evaluation
BirdNest Tech Talk
BirdNest Tech Talk
Nov 17, 2024 · Cloud Computing

How to Host 4K Video on Cloudflare R2 for Under $2 a Month

This article walks through the full process of delivering high‑quality 4K video at minimal cost by comparing storage providers, choosing Cloudflare R2 for its free outbound bandwidth, encoding with FFmpeg, packaging with HLS, uploading via rclone, and playing back with HLS.js or a custom web component.

FFmpegadaptive bitratecloudflare r2
0 likes · 18 min read
How to Host 4K Video on Cloudflare R2 for Under $2 a Month
Xiaohongshu Tech REDtech
Xiaohongshu Tech REDtech
Oct 23, 2024 · Backend Development

Pulsar vs RocketMQ: Architecture, Cost Benefits, and Migration Strategy for Xiaohongshu Online Messaging

Xiaohongshu replaced its RocketMQ‑based online messaging platform with Apache Pulsar, achieving up to 48% total cost reduction, 43% higher CPU utilization, 30% resource savings, and a latency drop from 20.2 ms to 5.7 ms through cloud‑native, elastic scaling and a phased migration strategy.

Apache PulsarMessage QueueRocketMQ
0 likes · 12 min read
Pulsar vs RocketMQ: Architecture, Cost Benefits, and Migration Strategy for Xiaohongshu Online Messaging
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.

Cloud ComputingElasticsearchPerformance
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 SearchEnterprise AILLM
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.

Cloud ComputingKubernetesResource 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 DataData Warehousecost optimization
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.

Disaster RecoveryLBSSOA
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.

Disaster RecoveryLBSbackend 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.

Disaster RecoveryLBScost optimization
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.

Log MonitoringReal-time StreamingUBC
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 NativeElastic Scalingcost optimization
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.

Database ManagementPerformance TuningRedis
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.

Data TransferNetwork Bandwidthcost optimization
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.

Data Governancecost optimizationintelligent 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.

Log MonitoringUBCcost optimization
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.

Cloud ComputingEnterprise ArchitectureFinOps
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.

AmazonGooglearchitecture
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 ResourcesEfficiencyResource 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.

Elastic ScalingKafkaTiered Storage
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.

Cloud ComputingContainersKubernetes
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 NativeFinOps
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.

Case StudyCloud NativeMicroservices
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.

Data Governancecost optimizationengine 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 Nativearchitecturecost optimization
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-nativeSREcost optimization
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.

architecturecloud-nativecost optimization
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.

Data PlatformHybrid storagecloud 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.

Cloud ComputingCloud MigrationHybrid Cloud
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 VehiclesData Platform
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.

AutomationBig DataStability
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 QianfanLarge Model Platform
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.

FinOpsKubernetesResource Management
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 NativeDisaster RecoveryHigh Availability
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.

FinOpsKubernetesResource Management
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 DataKubernetesSpark
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.

AutomationBig DataData 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 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 DataInformation SchemaMaxCompute
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 StrategyModel Scalingcost optimization
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 DataMaxComputeTransaction Table2.0
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.

HPAKubernetesObservability
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.

AWSServerlessbackend-architecture
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 ComputingCloud MigrationEvaluation
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.

AWSServerlesscloud architecture
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.

ClickHouseUDPbackend infrastructure
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.

BilibiliData Qualitycost optimization
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