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1229 articles · Page 6 of 13
JakartaEE China Community
JakartaEE China Community
Jun 9, 2025 · Cloud Native

How to Choose the Right Cloud‑Native Microservice Framework (MicroProfile vs Spring)

This article explains why cloud‑native microservices are beneficial, defines their key characteristics, compares the MicroProfile and Spring frameworks, and provides detailed code examples for REST APIs, configuration, fault tolerance, security, health checks, metrics, and distributed tracing to help developers select the most suitable technology stack.

KubernetesMicroProfilecloud native
0 likes · 26 min read
How to Choose the Right Cloud‑Native Microservice Framework (MicroProfile vs Spring)
JavaEdge
JavaEdge
Jun 5, 2025 · Artificial Intelligence

How Amazon’s Strands Agents SDK Simplifies Building AI Agents

Amazon’s newly open‑source Strands Agents SDK lets developers create AI agents with minimal code by defining prompts, tools, and models, offering a lightweight, production‑ready framework that supports multiple model providers, observability, multi‑agent collaboration, and extensible tooling via dedicated packages.

AI AgentsAmazonLLM
0 likes · 7 min read
How Amazon’s Strands Agents SDK Simplifies Building AI Agents
Java Architecture Diary
Java Architecture Diary
May 26, 2025 · Artificial Intelligence

How to Build Enterprise‑Ready AI Monitoring with Spring AI and Micrometer

This article explains why observability is essential for Spring AI applications, outlines common cost‑control and performance challenges, and provides a step‑by‑step guide—including Maven setup, client configuration, service implementation, metric exposure, Zipkin tracing, and architecture insights—to create a fully observable, enterprise‑grade AI translation service.

Spring AITracingmicrometer
0 likes · 12 min read
How to Build Enterprise‑Ready AI Monitoring with Spring AI and Micrometer
Programmer DD
Programmer DD
May 21, 2025 · Artificial Intelligence

What’s New in Spring AI 1.0 GA? A Deep Dive into Java AI Features

Spring AI 1.0 GA introduces a comprehensive suite of AI capabilities for Java developers, including a ChatClient supporting 20 models, vector‑store integrations, RAG pipelines, advanced chat memory, @Tool function calling, model evaluation, observability, Model Context Protocol, and autonomous agents, with examples for major cloud providers.

AI modelsJavaMCP
0 likes · 6 min read
What’s New in Spring AI 1.0 GA? A Deep Dive into Java AI Features
Alibaba Cloud Observability
Alibaba Cloud Observability
May 19, 2025 · Information Security

How Tool‑Poisoning Attacks Exploit MCP and What to Do About It

This article analyzes the security risks of the Model Context Protocol (MCP), demonstrates a tool‑poisoning attack that steals private keys via malicious tool descriptions, explores client‑side and server‑side threat vectors, and presents observability‑based mitigation using eBPF and LoongCollector.

AI model securityMCPcloud-native security
0 likes · 23 min read
How Tool‑Poisoning Attacks Exploit MCP and What to Do About It
Alibaba Cloud Observability
Alibaba Cloud Observability
May 19, 2025 · Cloud Native

How LoongCollector Transforms Log Collection with High‑Performance Pipelines

LoongCollector, the 2025 evolution of iLogtail, introduces a fully redesigned pipeline architecture, hot‑reload isolation, significant CPU and memory reductions, and advanced monitoring, delivering up to 80% higher log‑collection throughput for cloud‑native environments while ensuring seamless upgrades and multi‑region fault tolerance.

Pipelinelog collectionobservability
0 likes · 14 min read
How LoongCollector Transforms Log Collection with High‑Performance Pipelines
Alibaba Cloud Developer
Alibaba Cloud Developer
May 16, 2025 · Artificial Intelligence

Designing Robust MCP Servers for Alibaba Cloud Observability 2.0 – Lessons & Best Practices

This article explains the Model Context Protocol (MCP), its components, and how to integrate MCP servers with Alibaba Cloud Observability 2.0, offering practical design experiences, tool simplification tips, default parameter strategies, output size control, and future AI‑driven observability insights.

LLMMCPobservability
0 likes · 17 min read
Designing Robust MCP Servers for Alibaba Cloud Observability 2.0 – Lessons & Best Practices
Bilibili Tech
Bilibili Tech
May 9, 2025 · Artificial Intelligence

How an AI Gateway Scales LLM Services: Architecture, Auth, Quotas, and Load Balancing

This article explains the design of an AI gateway that centralizes LLM access, detailing its background, overall architecture, authentication, quota management, multi‑model routing, load‑balancing strategies, multi‑tenant isolation, observability features, and the supported API protocols for enterprise integration.

AI GatewayAPI-gatewayAuthentication
0 likes · 17 min read
How an AI Gateway Scales LLM Services: Architecture, Auth, Quotas, and Load Balancing
Efficient Ops
Efficient Ops
May 7, 2025 · Operations

Why Choose SigNoz for Open‑Source Observability? A Deep Dive

This article introduces SigNoz, a self‑hosted open‑source observability platform that unifies metrics, logs, and traces, outlines its core capabilities, shows how to install it with Docker, and compares its resource efficiency to commercial solutions like DataDog and Elastic.

OpenTelemetryOperationsSigNoz
0 likes · 4 min read
Why Choose SigNoz for Open‑Source Observability? A Deep Dive
macrozheng
macrozheng
May 7, 2025 · Backend Development

What’s New in Spring Boot 3.5? 13 Must‑Know Features for Java Backend Developers

Spring Boot 3.5 introduces a suite of enhancements—including task decorator support, the Vibur connection pool, SSL health metrics, flexible configuration loading, automatic Trace‑ID headers, richer Actuator capabilities, functional programming hooks, and many more—each explained with code examples and practical usage tips for modern Java backend development.

DevOpsSpring Bootbackend development
0 likes · 10 min read
What’s New in Spring Boot 3.5? 13 Must‑Know Features for Java Backend Developers
Java Architecture Diary
Java Architecture Diary
May 6, 2025 · Backend Development

Spring Boot 3.5 Release: Top 13 New Features You Must Know

Spring Boot 3.5 introduces a suite of powerful enhancements—including task decorator support, a new Vibur connection pool, SSL monitoring, flexible environment variable loading, Actuator-triggered Quartz jobs, automatic Trace ID headers, structured log customization, functional routing insights, expanded SSL client support, OpenTelemetry upgrades, Spring Batch tweaks, OAuth 2.0 JWT profiling, and functional bean registration—providing developers with richer capabilities for modern Java backend applications.

Spring Bootbackend developmentobservability
0 likes · 11 min read
Spring Boot 3.5 Release: Top 13 New Features You Must Know
Linux Kernel Journey
Linux Kernel Journey
May 5, 2025 · Operations

Reflections on the 3rd eBPF Developer Conference: Harnessing eBPF for AI

The article recaps the 3rd eBPF Developer Conference in Xi'an, highlighting talks on BPF‑on‑MPTCP, system‑wide PGO, bperf, autonomous‑driving use cases, and AI‑driven observability, while sharing the author's insights on continuous profiling, SysOM, and future challenges of scaling eBPF with large models.

AIPerformanceSysOM
0 likes · 10 min read
Reflections on the 3rd eBPF Developer Conference: Harnessing eBPF for AI
Efficient Ops
Efficient Ops
Apr 29, 2025 · Operations

Master Linux Performance: Essential Monitoring Tools & Commands

This guide compiles the most important Linux performance analysis utilities—such as vmstat, iostat, dstat, iotop, pidstat, top, htop, mpstat, netstat, ps, strace, uptime, lsof, and perf—explaining their usage, output fields, and how they fit into a comprehensive system observability workflow.

command-line toolslinuxobservability
0 likes · 15 min read
Master Linux Performance: Essential Monitoring Tools & Commands
Efficient Ops
Efficient Ops
Apr 25, 2025 · Operations

How Changan Auto Earned Top‑Tier DevOps Certification with a Full‑Link Observability Platform

Changan Automobile’s full‑link observability platform passed both ITU DevOps international and domestic standards assessments, showcasing its advanced monitoring capabilities, improved system stability, and strategic role in the company’s digital transformation, while the interview reveals implementation challenges, benefits, and future AI‑driven enhancements.

DevOpsFull‑Link MonitoringOperations
0 likes · 21 min read
How Changan Auto Earned Top‑Tier DevOps Certification with a Full‑Link Observability Platform
Alibaba Cloud Native
Alibaba Cloud Native
Apr 23, 2025 · Cloud Native

Diagnosing Slow Deployments in Alibaba Cloud SAE: A Visualized, Step‑by‑Step Guide

This article analyzes the common pain points of Alibaba Cloud Serverless App Engine (SAE) deployments—slow release times, opaque status details, and black‑box instance startup—then presents a visualized, observable, and explainable solution that pinpoints bottlenecks, offers concrete optimizations, and demonstrates the resulting performance improvements.

Alibaba CloudDeployment OptimizationSAE
0 likes · 11 min read
Diagnosing Slow Deployments in Alibaba Cloud SAE: A Visualized, Step‑by‑Step Guide
Baidu Geek Talk
Baidu Geek Talk
Apr 23, 2025 · Operations

Baidu SRE Digital Immunity System: Construction, Evolution, and Practice

Baidu’s SRE digital‑immune system, evolved into an AI‑powered intelligent immunity platform, quantifies and mitigates risk across thousands of services by integrating data‑driven monitoring, rule‑based detection, and large‑model GraphRAG knowledge mining, cutting degradation cases by ~40% and shifting operations from reactive troubleshooting to proactive, data‑centric quality assurance.

AIDigital ImmunitySRE
0 likes · 14 min read
Baidu SRE Digital Immunity System: Construction, Evolution, and Practice
Linux Kernel Journey
Linux Kernel Journey
Apr 23, 2025 · Industry Insights

Highlights from the 3rd eBPF Developer Conference: A Technical Recap

The 3rd eBPF Developer Conference held on April 19, 2025 at Xi'an University of Posts and Telecommunications featured 36 expert talks on eBPF advancements, network and security innovations, observability, performance optimization, a vibrant project marketplace, student projects, and provides video and PPT resources for the community.

Linux kernelPerformanceSecurity
0 likes · 7 min read
Highlights from the 3rd eBPF Developer Conference: A Technical Recap
dbaplus Community
dbaplus Community
Apr 22, 2025 · Backend Development

Explore Elasticsearch 9.0: Performance Boosts, AI Features & Security Upgrades

Elasticsearch 9.0, released on April 15, 2025, builds on Lucene 10.1.0 to deliver major performance gains, introduces Better Binary Quantization, Elastic Distributions of OpenTelemetry, LLM observability, AI‑driven attack discovery, enhanced ES|QL, and is available via Elastic Cloud with deployment tips and examples.

AIElasticsearchLucene
0 likes · 7 min read
Explore Elasticsearch 9.0: Performance Boosts, AI Features & Security Upgrades
21CTO
21CTO
Apr 9, 2025 · Operations

9 Must‑Have Container Monitoring Tools and Best Practices for Modern Cloud‑Native Environments

This article reviews nine practical container‑monitoring solutions—from Last9 and Prometheus to Dynatrace and Elastic Observability—detailing their key features, pricing, and why developers prefer them, and then offers comprehensive best‑practice guidance for metrics, tagging, alerts, and advanced observability strategies in Kubernetes‑driven cloud‑native deployments.

DevOpsKubernetesSRE
0 likes · 25 min read
9 Must‑Have Container Monitoring Tools and Best Practices for Modern Cloud‑Native Environments
Liangxu Linux
Liangxu Linux
Apr 6, 2025 · Operations

How to Define SLIs, SLOs, and SLAs for Effective SRE Practices

This guide explains how SRE teams should collaborate early in the software development lifecycle to define Service Level Indicators (SLIs), set realistic Service Level Objectives (SLOs) and Service Level Agreements (SLAs), and integrate observability signals, error budgeting, risk management, and incident handling into reliable operations.

Error BudgetOperationsSLA
0 likes · 13 min read
How to Define SLIs, SLOs, and SLAs for Effective SRE Practices
ByteDance Cloud Native
ByteDance Cloud Native
Apr 3, 2025 · Operations

How to Seamlessly Integrate CloudWeGo with APMPlus for Full‑Stack Observability

This article explains the challenges of observability in distributed microservice and LLM architectures, introduces CloudWeGo and APMPlus, and provides step‑by‑step integration guides for Kitex, Hertz, and Eino frameworks, including code samples, data reporting methods, and advanced monitoring features such as RED metrics, LLM‑specific indicators, service topology, and future roadmap.

APMAPMPlusCloudWeGo
0 likes · 13 min read
How to Seamlessly Integrate CloudWeGo with APMPlus for Full‑Stack Observability
Volcano Engine Developer Services
Volcano Engine Developer Services
Apr 1, 2025 · Artificial Intelligence

Taming High Cardinality in AI Model & Autonomous Driving Monitoring with Prometheus

This article explores how high cardinality in Prometheus metrics impacts AI large‑model and autonomous‑driving observability, explains the underlying concepts, outlines the performance and cost challenges, and presents practical design, collection, and query‑side solutions—including metric modeling, pre‑aggregation, and remote‑read pushdown—to keep monitoring efficient and scalable.

AI monitoringAutonomous DrivingCardinality
0 likes · 12 min read
Taming High Cardinality in AI Model & Autonomous Driving Monitoring with Prometheus
Alibaba Middleware
Alibaba Middleware
Mar 31, 2025 · Cloud Native

Higress Open-Source Remote MCP Server Hosting Solution with Upcoming MCP Marketplace

The article analyzes the challenges of deploying MCP Servers, compares local and remote approaches, and details Higress's open‑source remote MCP Server hosting architecture—including Wasm extensions, multi‑protocol support, Kubernetes deployment, and the forthcoming MCP Marketplace that aims to simplify AI‑agent integration.

API-gatewayMCPRemote Server
0 likes · 14 min read
Higress Open-Source Remote MCP Server Hosting Solution with Upcoming MCP Marketplace
ByteDance Cloud Native
ByteDance Cloud Native
Mar 27, 2025 · Operations

Taming High Cardinality in AI & Autonomous Driving with Prometheus

This article shares practical experience from Volcengine's managed Prometheus service and its deep integration with large‑model and autonomous‑driving platforms, explaining what high cardinality is, its impact on monitoring systems, root causes, and a range of design, collection, and analysis techniques to mitigate it.

AIAutonomous Drivinghigh-cardinality
0 likes · 12 min read
Taming High Cardinality in AI & Autonomous Driving with Prometheus
Airbnb Technology Team
Airbnb Technology Team
Mar 24, 2025 · Artificial Intelligence

Chronon: Open‑Source Feature Platform for Machine Learning – Architecture, Workflow, and Code Examples

Chronon is an open‑source ML feature platform that lets engineers declaratively define, compute, and serve both batch and real‑time features with built‑in observability, data‑quality checks, and a low‑latency retrieval API, ensuring online‑offline consistency while simplifying pipeline management and enabling future automation.

ChrononData pipelinesStreaming
0 likes · 13 min read
Chronon: Open‑Source Feature Platform for Machine Learning – Architecture, Workflow, and Code Examples
Alibaba Cloud Observability
Alibaba Cloud Observability
Mar 24, 2025 · Artificial Intelligence

Achieving Full Observability for AI Inference Apps with Prometheus

This article explores the observability challenges of AI inference services, outlines a comprehensive Prometheus‑based metric collection strategy, and demonstrates practical monitoring implementations for Ray Serve, vLLM, GPU resources, and custom metrics to build stable, high‑performance inference pipelines.

AI InferenceRay Serveobservability
0 likes · 19 min read
Achieving Full Observability for AI Inference Apps with Prometheus
Alibaba Cloud Observability
Alibaba Cloud Observability
Mar 24, 2025 · Information Security

DeepSeek ClickHouse Leak: AI Data Risks & Cloud Native Log Service Safeguards

An exposed ClickHouse database at DeepSeek revealed over a million sensitive logs—including chats, API keys, and backend details—highlighting AI data security gaps, while Alibaba Cloud’s Log Service (SLS) offers comprehensive protection through access control, data masking, fine-grained query limits, and real‑time monitoring.

AILog Serviceobservability
0 likes · 11 min read
DeepSeek ClickHouse Leak: AI Data Risks & Cloud Native Log Service Safeguards
Rare Earth Juejin Tech Community
Rare Earth Juejin Tech Community
Mar 23, 2025 · Frontend Development

Designing Effective Front-End Error Monitoring and Reporting Strategies

This article explains the core value of front‑end error monitoring, outlines key error categories, presents practical code examples for capturing explicit, implicit, resource, promise and framework errors, and proposes a multi‑layer defense strategy to improve observability, response time and team collaboration.

Weberror monitoringobservability
0 likes · 12 min read
Designing Effective Front-End Error Monitoring and Reporting Strategies
360 Zhihui Cloud Developer
360 Zhihui Cloud Developer
Mar 20, 2025 · Operations

Unlocking Application Reliability: Core APM Modules and Yunzhou’s OpenTelemetry Design

This article explains Application Performance Monitoring (APM), its key benefits such as business continuity, performance optimization, and cost reduction, outlines essential APM modules, and details Yunzhou Observation’s OpenTelemetry‑based design, data ingestion, processing, visualization, and future roadmap for observability.

APMOpenTelemetryPerformance Monitoring
0 likes · 10 min read
Unlocking Application Reliability: Core APM Modules and Yunzhou’s OpenTelemetry Design
Tencent Cloud Developer
Tencent Cloud Developer
Mar 19, 2025 · Cloud Native

Kubernetes Monitoring: Why It’s Needed, Core Components, and Metric Exposure

Monitoring Kubernetes is essential to detect resource contention, component failures, and network issues; it involves tracking core component metrics such as API server latency, etcd write times, scheduler delays, as well as node‑level CPU, memory, disk, and network statistics, pod health, and custom application metrics exposed via Prometheus exporters for comprehensive observability.

ExportersKubernetescloud native
0 likes · 23 min read
Kubernetes Monitoring: Why It’s Needed, Core Components, and Metric Exposure
Architect
Architect
Mar 18, 2025 · Artificial Intelligence

2025 AI Agent Technology Stack: Layers, Core Functions, and Future Directions

The article outlines the 2025 AI Agent technology stack, detailing its five layered architecture—model serving, storage & memory, tooling, framework orchestration, and deployment—while discussing current trends, challenges, and future directions such as tool ecosystem expansion, self‑evolution, and edge‑cloud hybrid deployments.

AI AgentTool integrationVector Database
0 likes · 12 min read
2025 AI Agent Technology Stack: Layers, Core Functions, and Future Directions
Cloud Native Technology Community
Cloud Native Technology Community
Mar 18, 2025 · Cloud Native

Best Practices for Managing Core Services in Large‑Scale Kubernetes Deployments

Scaling Kubernetes across dozens or hundreds of clusters requires standardized core services—networking, security, observability, and automation—so organizations should adopt templated configurations, GitOps tools, centralized monitoring, and automated certificate management to reduce complexity, improve security, and lower operational overhead.

AutomationCluster ManagementGitOps
0 likes · 8 min read
Best Practices for Managing Core Services in Large‑Scale Kubernetes Deployments
AI Algorithm Path
AI Algorithm Path
Mar 15, 2025 · Artificial Intelligence

Why the Industry Is Shifting From AI Agents to Agentic Workflows

The article explains that low accuracy and security risks of current AI agents—evidenced by a Claude AI Agent achieving only 14% of human performance and an average success rate of about 20%—are driving a move toward agentic workflows, which offer observable, auditable, and data‑synthesizing pipelines that dramatically improve enterprise productivity.

AI AgentsAutomationLLM
0 likes · 7 min read
Why the Industry Is Shifting From AI Agents to Agentic Workflows
Alibaba Cloud Observability
Alibaba Cloud Observability
Mar 13, 2025 · Databases

How MetricStore 2.0 Redefines Cloud‑Native Time‑Series Storage Performance

MetricStore 2.0 introduces a comprehensive overhaul of memory, file, compute, and transport layers for cloud‑native time‑series data, delivering higher compression, lower latency, multi‑tenant resource control, and support for dynamic schemas, while addressing the scalability limits of its 1.0 predecessor.

cloud-nativeobservabilitytime series
0 likes · 21 min read
How MetricStore 2.0 Redefines Cloud‑Native Time‑Series Storage Performance
Sanyou's Java Diary
Sanyou's Java Diary
Feb 17, 2025 · Operations

How Visualized Full‑Link Log Tracing Boosts Business Debugging Efficiency

This article introduces a visualized full‑link log tracing solution that organizes and dynamically links business logs by leveraging DSL definitions, distributed parameter propagation, and a tree‑structured storage model, enabling fast, end‑to‑end issue localization in complex microservice systems such as the Dazhong Dianping content platform.

Big Datalog tracingmicroservices
0 likes · 25 min read
How Visualized Full‑Link Log Tracing Boosts Business Debugging Efficiency
Alibaba Cloud Observability
Alibaba Cloud Observability
Feb 17, 2025 · Operations

What’s Driving Observability in 2025? AIOps, OpenTelemetry, and eBPF Trends

The article outlines 2025 observability trends, covering the rise of AIOps platforms, AI‑driven prediction, OpenTelemetry becoming the de‑facto standard, unified telemetry platforms, the shift of observability left and right, eBPF’s role in platform engineering, and cost‑effective strategies for modern cloud‑native environments.

AIOpsOpenTelemetryPlatform Engineering
0 likes · 10 min read
What’s Driving Observability in 2025? AIOps, OpenTelemetry, and eBPF Trends
Infra Learning Club
Infra Learning Club
Feb 16, 2025 · Operations

GPUprobe: Using eBPF to Monitor CUDA Memory Leaks

The article introduces GPUprobe, an eBPF‑based tool that provides lightweight, continuous, application‑level monitoring of CUDA memory allocation, leaks, and kernel launches, compares it with NSight Systems and DCGM, and demonstrates near‑zero overhead integration with Prometheus and Grafana through detailed code examples and real‑world output analysis.

GPU monitoringGrafanaMemory Leak Detection
0 likes · 13 min read
GPUprobe: Using eBPF to Monitor CUDA Memory Leaks
Alibaba Middleware
Alibaba Middleware
Feb 13, 2025 · Operations

Building Enterprise Alerting Systems with Alibaba Cloud Observability: A Practical Guide

The article explains why alerting is essential for IT stability, breaks down MTTF and MTTR concepts, outlines a step‑by‑step monitoring‑to‑alert workflow, discusses metric types, multi‑dimensional analysis, alarm levels, notification channels, and presents a real‑world enterprise case study using Alibaba Cloud observability products.

Alibaba CloudMTTFMTTR
0 likes · 37 min read
Building Enterprise Alerting Systems with Alibaba Cloud Observability: A Practical Guide
Efficient Ops
Efficient Ops
Feb 12, 2025 · R&D Management

How NIO Built a Unified Work Platform for Automotive Digital Cockpits

The article summarizes NIO R&D architect Min Jie’s presentation at the 2024 GOPS Global Operations Conference, detailing the development of an integrated work platform for automotive digital cockpits, the conference’s focus on DevOps, AIOps, cloud‑native and security, and the broader vision for measurable, observable engineering practices.

DevOpsDigital CockpitPlatform Engineering
0 likes · 3 min read
How NIO Built a Unified Work Platform for Automotive Digital Cockpits
ITPUB
ITPUB
Feb 11, 2025 · Operations

Why Your Monitoring Fails and How to Build Effective Observability Data

Many companies deploy fragmented monitoring and observability tools yet still struggle to pinpoint incidents; this article analyzes the root causes—under‑utilized tools and scenario‑agnostic data—and offers practical steps to organize metrics, build layered insights, and improve fault‑resolution efficiency.

Data EngineeringSREincident response
0 likes · 12 min read
Why Your Monitoring Fails and How to Build Effective Observability Data
Alibaba Cloud Observability
Alibaba Cloud Observability
Feb 11, 2025 · Information Security

DeepSeek Attack Reveals AI Security Risks and Cloud‑Native Observability Best Practices

The article examines DeepSeek's rapid rise and the large‑scale malicious attacks it faced, highlighting AI security vulnerabilities, and then provides a detailed, cloud‑native guide on building a comprehensive, observable security architecture on Alibaba Cloud using DDoS protection, WAF, logging, and anomaly detection.

AI SecurityAlibaba CloudDDoS protection
0 likes · 13 min read
DeepSeek Attack Reveals AI Security Risks and Cloud‑Native Observability Best Practices
DeWu Technology
DeWu Technology
Feb 10, 2025 · Operations

White‑Screen Operations Platform for Multi‑Cloud Kubernetes Middleware Management

The White‑Screen Operations Platform unifies multi‑cloud Kubernetes cluster and middleware management—automating Kafka, Elasticsearch, node, PV, and YAML tasks through a visual UI, eliminating fragmented command‑line scripts, cutting operation times from hours to minutes, standardizing processes, providing auditability, and delivering significant cost savings while scaling for future Kubernetes resources.

AutomationKubernetesMiddleware
0 likes · 20 min read
White‑Screen Operations Platform for Multi‑Cloud Kubernetes Middleware Management
Alibaba Cloud Native
Alibaba Cloud Native
Feb 7, 2025 · Information Security

How DeepSeek’s Attack Highlights the Need for Robust Cloud‑Native Security Observability

The article examines DeepSeek’s rapid rise, the large‑scale malicious attacks it suffered, and then provides a detailed, cloud‑native security observability guide using Alibaba Cloud services such as DDoS protection, WAF, CLB, SAS, and SLS for logging, monitoring, anomaly detection, and alert response.

AI SecurityAlibaba CloudDDoS protection
0 likes · 15 min read
How DeepSeek’s Attack Highlights the Need for Robust Cloud‑Native Security Observability
Alibaba Middleware
Alibaba Middleware
Feb 7, 2025 · Information Security

What the DeepSeek Attack Reveals About AI Security and Why Observability Is Critical

The large‑scale malicious attack on DeepSeek exposed severe service disruptions, highlighted the AI industry's security vulnerabilities, and prompted a detailed walkthrough of building a comprehensive, observable security stack on Alibaba Cloud using DDoS protection, WAF, load balancing, log services, and anomaly detection.

AI SecurityAlibaba CloudDDoS protection
0 likes · 15 min read
What the DeepSeek Attack Reveals About AI Security and Why Observability Is Critical
DataFunSummit
DataFunSummit
Jan 23, 2025 · Artificial Intelligence

Improving Observability in Multi‑Agent Systems: Analysis and Extension of OpenAI Swarm

This article examines the research‑oriented topic of observability in multi‑agent systems, reviews existing open‑source MAS frameworks such as Swarm, MetaGPT, AutoGen, and AutoGPT, identifies their observability challenges, and proposes extensions and visualization techniques to enhance debugging, testing, and control of OpenAI Swarm‑based applications.

AIOpenAI Swarmagent frameworks
0 likes · 26 min read
Improving Observability in Multi‑Agent Systems: Analysis and Extension of OpenAI Swarm
IT Architects Alliance
IT Architects Alliance
Jan 22, 2025 · Cloud Native

Understanding Service Mesh: Concepts, Capabilities, Tools, and Challenges in the Cloud‑Native Era

The article explains what a service mesh is, its core components, key capabilities such as traffic management, security, observability, and resilience, reviews major tools like Istio, Linkerd and Consul Connect, and discusses the operational challenges and future directions within cloud‑native environments.

PerformanceService Meshobservability
0 likes · 17 min read
Understanding Service Mesh: Concepts, Capabilities, Tools, and Challenges in the Cloud‑Native Era
DeWu Technology
DeWu Technology
Jan 20, 2025 · Backend Development

Migrating Observability Compute Layer from Java to Rust: Ownership, Concurrency, Deployment, and Monitoring

The article details how moving a high‑throughput observability compute layer from Java to Rust—leveraging Rust’s ownership, zero‑cost async, and static binary deployment—cut memory usage by roughly 68%, CPU consumption by 40%, while outlining monitoring setup, concurrency model, and the steep learning‑curve challenges.

Rustconcurrencydeployment
0 likes · 18 min read
Migrating Observability Compute Layer from Java to Rust: Ownership, Concurrency, Deployment, and Monitoring
Go Development Architecture Practice
Go Development Architecture Practice
Jan 17, 2025 · Backend Development

Mastering Go Backend: Project Structure, Error Handling, and Observability Best Practices

This article explores practical Go backend development techniques, covering project organization, package naming, internal packages, init usage, layer separation (controller, service, dao), dependency injection, global variable pitfalls, observability with logging, tracing and monitoring, comprehensive error handling, and DAO layer automation.

backenddependency-injectionerror-handling
0 likes · 23 min read
Mastering Go Backend: Project Structure, Error Handling, and Observability Best Practices
Alibaba Cloud Developer
Alibaba Cloud Developer
Jan 8, 2025 · Cloud Native

Ensuring Massive Kubernetes Cluster Stability: Lessons from the OpenAI Outage

Using the recent OpenAI service disruption as a case study, this article examines the stability challenges of large‑scale Kubernetes deployments and details how Alibaba Cloud Container Service and its Prometheus‑based observability solutions enhance reliability through high‑availability architecture, optimized exporters, out‑of‑band data links, and best‑practice guidelines.

Alibaba CloudLarge-Scale Clustersobservability
0 likes · 22 min read
Ensuring Massive Kubernetes Cluster Stability: Lessons from the OpenAI Outage
Alibaba Cloud Observability
Alibaba Cloud Observability
Jan 6, 2025 · Operations

How Synthetic Monitoring Boosts Network Reliability and User Experience

This article explains the importance of network stability, outlines major real‑world outages, and introduces synthetic monitoring—its functions, advantages, disadvantages, and various types such as protocol, browser, and internal monitoring—while comparing probe point categories and guiding enterprises on selecting the right strategy to improve service reliability and performance.

Network ReliabilityOperationsSynthetic Monitoring
0 likes · 12 min read
How Synthetic Monitoring Boosts Network Reliability and User Experience
Alibaba Cloud Infrastructure
Alibaba Cloud Infrastructure
Jan 3, 2025 · Cloud Native

How to Enable LLM Traffic Observability with Alibaba Cloud Service Mesh (ASM)

This guide explains how to use Alibaba Cloud Service Mesh (ASM) to add infrastructure‑level observability for large language model (LLM) traffic, covering custom access‑log fields, new Prometheus metrics for token usage, and adding model dimensions to native Istio metrics, with step‑by‑step commands and configuration examples.

ASMKubernetesLLM
0 likes · 14 min read
How to Enable LLM Traffic Observability with Alibaba Cloud Service Mesh (ASM)
Zhihu Tech Column
Zhihu Tech Column
Dec 31, 2024 · Cloud Native

Cloud Native Innovation Forum: AutoMQ Table Topic, OceanBase Integrated Database, and Observability Practices

The article recaps Zhihu's Cloud Native Innovation Forum where experts from AutoMQ, OceanBase, and Flashcat shared practical solutions on streaming data ingestion, unified database architectures, and AI‑driven observability, highlighting real‑world deployments, performance optimizations, and cost‑saving strategies.

AIAutoMQOceanBase
0 likes · 10 min read
Cloud Native Innovation Forum: AutoMQ Table Topic, OceanBase Integrated Database, and Observability Practices
Alibaba Cloud Observability
Alibaba Cloud Observability
Dec 30, 2024 · Operations

Alibaba Cloud’s Mint Tracing Framework and FAMOS Diagnosis Earn Top‑Conference Spot

Alibaba Cloud’s recent research breakthroughs—Mint, a cost‑efficient tracing framework that captures all request flows while drastically cutting storage and network overhead, and FAMOS, a multi‑modal fault‑diagnosis method for microservice systems—have been accepted to the prestigious ASPLOS and ICSE conferences, marking the first top‑conference publications in observability for the company.

Cloud ComputingFault diagnosisTracing
0 likes · 6 min read
Alibaba Cloud’s Mint Tracing Framework and FAMOS Diagnosis Earn Top‑Conference Spot
Alibaba Cloud Developer
Alibaba Cloud Developer
Dec 26, 2024 · Cloud Native

How a New Telemetry Service Overwhelmed OpenAI’s Kubernetes API Server

An in‑depth post‑mortem reveals how OpenAI’s newly deployed telemetry service generated massive Kubernetes API requests, overloading the API server, breaking DNS resolution, and slowing recovery, while contrasting OpenAI’s approach with LoongCollector/iLogtail’s design to minimize API load and improve cluster stability.

API Servercloud nativecluster reliability
0 likes · 15 min read
How a New Telemetry Service Overwhelmed OpenAI’s Kubernetes API Server
Alibaba Cloud Infrastructure
Alibaba Cloud Infrastructure
Dec 25, 2024 · Cloud Native

Ensuring Stability of Large‑Scale Kubernetes Clusters: Lessons from the OpenAI Incident and Alibaba Cloud Practices

This article analyses the OpenAI large‑scale Kubernetes outage, explains the inherent risks of massive K8s clusters, and presents Alibaba Cloud's architectural enhancements, observability improvements, and best‑practice guidelines to achieve high‑availability and reliable operation of thousands‑node Kubernetes environments.

KubernetesLarge-Scale Clusterscloud native
0 likes · 21 min read
Ensuring Stability of Large‑Scale Kubernetes Clusters: Lessons from the OpenAI Incident and Alibaba Cloud Practices
Alibaba Cloud Infrastructure
Alibaba Cloud Infrastructure
Dec 17, 2024 · Cloud Native

Recap of Kubernetes Community Day 2024 Jakarta: Generative AI, eRDMA, Container Security, and Observability

The Kubernetes Community Day held in Jakarta on November 30, 2024 featured Alibaba Cloud experts presenting best‑practice sessions on scaling generative AI workloads, eRDMA network acceleration, container image security, and OpenTelemetry‑based observability within the ACK Kubernetes platform.

Kubernetescloud nativecontainer-security
0 likes · 6 min read
Recap of Kubernetes Community Day 2024 Jakarta: Generative AI, eRDMA, Container Security, and Observability
macrozheng
macrozheng
Dec 3, 2024 · Backend Development

Master Spring Boot 3.4: Key Changes, New Features, and Migration Guide

This comprehensive guide explores Spring Boot 3.4’s performance boosts, enhanced observability, and developer experience improvements, detailing major changes such as RestClient/RestTemplate auto‑configuration, bean validation updates, graceful shutdown, structured logging formats, observability enhancements, dependency upgrades, testing enhancements, and deprecated feature handling, with practical code snippets.

ConfigurationJavaSpring Boot
0 likes · 9 min read
Master Spring Boot 3.4: Key Changes, New Features, and Migration Guide
Architect
Architect
Nov 29, 2024 · Operations

How to Combine SkyWalking and ELK for End-to-End Trace ID Logging

This article explains how to integrate SkyWalking's distributed tracing with an ELK logging stack, embed Trace IDs into logs via SkyWalking layouts or MDC, and use Kibana to query and visualize trace‑linked log data for comprehensive microservice observability.

APMELKLogging
0 likes · 11 min read
How to Combine SkyWalking and ELK for End-to-End Trace ID Logging
58 Tech
58 Tech
Nov 27, 2024 · Operations

Building an Observability System for Cloud Authentication: Practices, Metrics, and Lessons Learned

This article details how 58 Group’s cloud authentication service introduced an observability framework—optimizing logs, employing distributed tracing, defining SLO/SLA metrics, and implementing burn‑rate alerts—to improve fault detection, reduce false alarms, and achieve faster root‑cause analysis across the system.

Error BudgetSLOcloud authentication
0 likes · 16 min read
Building an Observability System for Cloud Authentication: Practices, Metrics, and Lessons Learned
Java Architecture Diary
Java Architecture Diary
Nov 25, 2024 · Backend Development

Master Spring Boot 3.4 Upgrade: Key Changes, Configurations & Code Samples

Spring Boot 3.4 introduces performance boosts, enhanced observability, and developer experience improvements, and this guide walks you through the most critical changes—including RestClient auto‑configuration, bean validation updates, graceful shutdown, structured logging formats, dependency upgrades, testing enhancements, and deprecated feature handling—complete with configuration snippets and code examples.

ConfigurationLoggingSpring Boot
0 likes · 8 min read
Master Spring Boot 3.4 Upgrade: Key Changes, Configurations & Code Samples
ITPUB
ITPUB
Nov 23, 2024 · Operations

Zabbix vs Prometheus: Which Monitoring Tool Wins for Modern Cloud Environments?

This article compares Zabbix and Prometheus across performance, data collection, visualization, and alerting, highlighting their architectural differences, ecosystem strengths, and suitability for traditional data‑center monitoring versus dynamic cloud‑native workloads.

Zabbixalertingcloud-native
0 likes · 11 min read
Zabbix vs Prometheus: Which Monitoring Tool Wins for Modern Cloud Environments?
Alibaba Cloud Native
Alibaba Cloud Native
Nov 18, 2024 · Information Security

How Browser Synthetic Monitoring Detects CDN Supply‑Chain Attacks

The article explains how browser‑based synthetic monitoring can observe the full user experience, use rich assertions and multi‑step scripts to spot CDN supply‑chain poisoning and traffic hijacking, illustrated with real polyfill.io and BootCDN attack cases.

CDN poisoningbrowser monitoringobservability
0 likes · 10 min read
How Browser Synthetic Monitoring Detects CDN Supply‑Chain Attacks
Linux Kernel Journey
Linux Kernel Journey
Nov 14, 2024 · Artificial Intelligence

Deep Dive: How DeepFlow Collects Business Metrics for Large‑Model Services

This article explains how China Mobile built a hybrid‑cloud production environment for its customer‑service LLM, using eBPF and WebAssembly plugins from DeepFlow to achieve zero‑intrusion observability, automatically capture full‑stack topology, application/network metrics, and key LLM business indicators such as TTFT, TPOT, and token throughput.

DeepFlowGrafanaLLM
0 likes · 19 min read
Deep Dive: How DeepFlow Collects Business Metrics for Large‑Model Services
Alibaba Cloud Observability
Alibaba Cloud Observability
Nov 8, 2024 · Operations

Why Alibaba Cloud’s New Java Agent Outperforms OpenTelemetry in Performance and Features

This article examines the evolution from ARMS Java Agent to the OTel‑based Alibaba Cloud Java Agent 4.x, comparing tracing, metrics, logging, and profiling capabilities, highlighting innovative designs such as muzzle‑check and VirtualField, and detailing the performance, stability, and community contributions that make the new agent a superior observability solution.

Tracingobservability
0 likes · 21 min read
Why Alibaba Cloud’s New Java Agent Outperforms OpenTelemetry in Performance and Features
Cloud Native Technology Community
Cloud Native Technology Community
Nov 7, 2024 · Cloud Native

Top Microservices Trends Shaping 2025: Edge, Serverless, AI & More

Microservices are evolving toward 2025 with trends such as edge computing, container orchestration via Kubernetes, DevSecOps, serverless functions, AI-driven management, advanced observability, API gateways, service meshes, multi-language services, event-driven designs, improved data handling, low-code integration, and stronger resilience, reshaping agile, scalable software development.

AIDevSecOpsServerless
0 likes · 10 min read
Top Microservices Trends Shaping 2025: Edge, Serverless, AI & More
dbaplus Community
dbaplus Community
Oct 28, 2024 · Operations

How We Built a Real‑Time Cross‑Platform Troubleshooting System for Live Streaming

The article describes a high‑efficiency, cross‑device real‑time troubleshooting system for live‑streaming services, covering its motivation, key monitoring, unified trace design, component evolution, data processing, storage, and visualization, and demonstrates how these measures dramatically improved issue‑resolution speed and system stability.

Performance OptimizationReal‑time MonitoringSystem Design
0 likes · 14 min read
How We Built a Real‑Time Cross‑Platform Troubleshooting System for Live Streaming
360 Zhihui Cloud Developer
360 Zhihui Cloud Developer
Oct 28, 2024 · Operations

How Zero‑Intrusion eBPF Transforms TCP Network Monitoring and Troubleshooting

This article explains how zero‑intrusion eBPF technology enables detailed, non‑disruptive TCP network monitoring, covering data collection interfaces, aggregation methods, implementation steps, usage limitations, and practical installation and visualization guidance for improving network performance and fault analysis.

Linux kernelOperationseBPF
0 likes · 9 min read
How Zero‑Intrusion eBPF Transforms TCP Network Monitoring and Troubleshooting
Efficient Ops
Efficient Ops
Oct 24, 2024 · Operations

How Migu’s AI‑Powered Observability Boosts Cloud Gaming Operations

During the 24th GOPS Global Operations Conference, Migu Interactive Entertainment’s Vice President Su Yi discussed how their AI‑driven AIOps observability framework, validated by ITU standards, enhances cloud gaming platform stability, accelerates issue detection, and supports China Mobile’s 5G‑based digital transformation.

AIAIOpsOperations
0 likes · 19 min read
How Migu’s AI‑Powered Observability Boosts Cloud Gaming Operations
Efficient Ops
Efficient Ops
Oct 21, 2024 · Operations

Essential Prometheus Best Practices: Avoid Common Pitfalls and Boost Reliability

This article shares practical Prometheus best‑practice tips—from understanding its accuracy‑reliability trade‑offs and self‑monitoring, to avoiding NFS storage, managing high‑cardinality metrics, handling rate() and recording‑rule pitfalls, and fine‑tuning alerting—so you can run a stable, low‑cost monitoring stack.

Operationsalertingcloud native
0 likes · 10 min read
Essential Prometheus Best Practices: Avoid Common Pitfalls and Boost Reliability
JD Tech Talk
JD Tech Talk
Oct 21, 2024 · Operations

Observability and Quality Assurance: Strategies for Test Teams

This article examines how test teams can enhance application observability and quality assurance by distinguishing observability from traditional monitoring, defining goals, outlining a monitoring foundation, and proposing module‑level and system‑level strategies for proactive fault detection, data analysis, and alerting.

monitoringobservabilityquality assurance
0 likes · 12 min read
Observability and Quality Assurance: Strategies for Test Teams
JD Cloud Developers
JD Cloud Developers
Oct 21, 2024 · Operations

How Test Teams Can Build Observability Beyond Traditional Monitoring

This article examines how quality assurance engineers can adopt observability principles—distinct from conventional monitoring—to enhance system health detection, root‑cause analysis, and proactive risk mitigation across resources, services, business functions, data, and logs.

Operationsmonitoringobservability
0 likes · 17 min read
How Test Teams Can Build Observability Beyond Traditional Monitoring
Efficient Ops
Efficient Ops
Oct 19, 2024 · Operations

How Migu’s Cloud Gaming Platform Achieved Leading AIOps Observability Standards

Migu Interactive Entertainment’s interview reveals how its cloud gaming platform leveraged AI, 5G, and standardized observability practices to pass both international and domestic AIOps assessments, highlighting the strategic importance of intelligent operations for business continuity in complex, distributed systems.

AIAIOpsIntelligent Operations
0 likes · 17 min read
How Migu’s Cloud Gaming Platform Achieved Leading AIOps Observability Standards
Lobster Programming
Lobster Programming
Oct 17, 2024 · Operations

Designing Scalable Log Systems: From Monoliths to Microservices

Effective logging is crucial for developers to diagnose system errors, and this article compares traditional monolithic file‑based logging with modern microservice‑oriented solutions such as ELK, MongoDB, and Loki, outlining their architectures, advantages, and selection criteria.

ELKLoggingLoki
0 likes · 5 min read
Designing Scalable Log Systems: From Monoliths to Microservices
Alibaba Cloud Native
Alibaba Cloud Native
Oct 11, 2024 · Cloud Native

Can iLogtail Replace Logstash? A Deep Dive into Performance and Architecture

This article examines the traditional ELK stack, compares iLogtail with Filebeat and Logstash in real‑world performance tests, analyzes why iLogtail could not previously replace Logstash, and presents five concrete engineering solutions that enable iLogtail to become a viable, high‑performance alternative for log collection and processing.

ELKcloud nativeiLogtail
0 likes · 12 min read
Can iLogtail Replace Logstash? A Deep Dive into Performance and Architecture
Alibaba Cloud Observability
Alibaba Cloud Observability
Oct 9, 2024 · Cloud Native

How iLogtail Evolved Over 13 Years to Lead Cloud‑Native Observability

iLogtail, a lightweight log collector, has transformed over 13 years from a simple log‑gathering tool into a full‑stack, cloud‑native observability platform, introducing Go plugins, high‑performance C++ pipelines, SPL processing, modular architecture, and advanced self‑monitoring, reflecting broader trends in data collection technology.

Performance OptimizationPlugin Architecturelog collection
0 likes · 22 min read
How iLogtail Evolved Over 13 Years to Lead Cloud‑Native Observability
Rare Earth Juejin Tech Community
Rare Earth Juejin Tech Community
Oct 9, 2024 · Operations

Introducing Kyanos: A Lightweight eBPF‑Based Tool for Fast Network Issue Diagnosis

Kyanos is an open‑source command‑line utility that leverages eBPF to provide low‑overhead, kernel‑compatible network tracing and performance analysis for HTTP, MySQL, and Redis traffic, offering simple watch and stat commands that replace slow tcpdump workflows with seconds‑level diagnostics.

command-line tooleBPFnetwork tracing
0 likes · 11 min read
Introducing Kyanos: A Lightweight eBPF‑Based Tool for Fast Network Issue Diagnosis
Alibaba Cloud Infrastructure
Alibaba Cloud Infrastructure
Sep 29, 2024 · Cloud Native

Building a Production‑Grade Observability System for Alibaba Cloud ACK Container Service

The presentation outlines Alibaba Cloud's ACK container service observability framework, covering its architecture, key capabilities such as eBPF‑based tracing, GPU profiling, network diagnostics, storage monitoring, and FinOps integration, and demonstrates how these features support AI workloads, large‑scale production stability, and automated incident response.

AIContainer ServiceFinOps
0 likes · 15 min read
Building a Production‑Grade Observability System for Alibaba Cloud ACK Container Service
Alibaba Cloud Observability
Alibaba Cloud Observability
Sep 29, 2024 · Cloud Native

How to Achieve End-to-End Traceability with RUM and OpenTelemetry

This article explores the challenges of linking Real User Monitoring (RUM) with backend tracing, presents a comprehensive end-to-end traceability solution based on OpenTelemetry and the W3C Trace Context protocol, and offers best-practice guidance for integrating RUM into full-stack observability pipelines.

OpenTelemetryTraceabilityobservability
0 likes · 15 min read
How to Achieve End-to-End Traceability with RUM and OpenTelemetry
Alibaba Cloud Native
Alibaba Cloud Native
Sep 26, 2024 · Cloud Native

How iLogtail Evolved: From Simple Log Collector to Cloud‑Native Observability Platform

This article chronicles iLogtail's 13‑year journey—from its 2013 inception as a basic log collector to a fully open‑source, cloud‑native observability platform—highlighting technical milestones, emerging trends in log agents, architectural innovations, performance breakthroughs, and future directions.

Plugin Architecturecloud nativeiLogtail
0 likes · 21 min read
How iLogtail Evolved: From Simple Log Collector to Cloud‑Native Observability Platform
AntData
AntData
Sep 26, 2024 · Databases

Apache HoraeDB (CeresDB): An Open‑Source Distributed Time‑Series Database

Apache HoraeDB (CeresDB) is an open‑source, distributed, high‑availability time‑series database developed by Ant Group, supporting multi‑dimensional queries, compatible with Prometheus and OpenTSDB, and offering SQL and OLAP capabilities for use cases such as APM, IoT monitoring, financial analytics, and AI‑infra observability.

SQLTime Series Databasedistributed systems
0 likes · 5 min read
Apache HoraeDB (CeresDB): An Open‑Source Distributed Time‑Series Database