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observability

1229 articles · Page 5 of 13
Alibaba Cloud Native
Alibaba Cloud Native
Nov 26, 2025 · Cloud Native

How Entity Explorer Redefines Cloud‑Native Observability with Unified Queries and Model‑Driven UI

Entity Explorer introduces a unified, model‑driven approach to cloud‑native observability that classifies infrastructure, application, business, and operations entities, tackles massive‑scale data, heterogeneity, and UI coupling challenges, and delivers fast, contextual search and visual analysis through USearch and SPL languages.

SPLUSearchcloud native
0 likes · 20 min read
How Entity Explorer Redefines Cloud‑Native Observability with Unified Queries and Model‑Driven UI
IT Architects Alliance
IT Architects Alliance
Nov 25, 2025 · Operations

Making Architecture Decisions Observable with DevOps Monitoring

The article explains how to integrate architecture decision tracking into DevOps monitoring, detailing tagging, multi‑layer metric design, time‑window analysis, automated alerts, reporting, and continuous optimization to turn architectural choices into measurable, data‑driven outcomes.

DevOpscloud-nativemetrics
0 likes · 9 min read
Making Architecture Decisions Observable with DevOps Monitoring
Alibaba Cloud Native
Alibaba Cloud Native
Nov 25, 2025 · Artificial Intelligence

AI‑Native Architecture Insights: Highlights from AgentX 2025 SECon

The AgentX 2025 SECon AI‑native application track, co‑hosted by Alibaba Cloud and the Institute of Information, delivered deep technical insights on AI‑native architecture, the AgentScope 1.0 framework, AI gateway capabilities, and observability‑driven reliability for long‑cycle agents, summarised here for practitioners.

AI GatewayAI-nativeAgentScope
0 likes · 7 min read
AI‑Native Architecture Insights: Highlights from AgentX 2025 SECon
DevOps Coach
DevOps Coach
Nov 24, 2025 · Operations

10 Essential Grafana Dashboards to Spot Incidents Early

This guide presents ten essential Grafana dashboards—covering SLO burn, user‑journey funnel, infrastructure USE metrics, queue lag, database health, cache hit‑rate, CDN latency, rollout guardrails, trace topology, and a command‑center view—each explained with its purpose, panel layout, and ready‑to‑use PromQL or LogQL queries.

DashboardsGrafanaPromQL
0 likes · 13 min read
10 Essential Grafana Dashboards to Spot Incidents Early
Ops Development Stories
Ops Development Stories
Nov 24, 2025 · Operations

How to Deploy OpenTelemetry, Grafana Tempo, and Jaeger with Docker Compose for End-to-End Tracing

This guide walks you through setting up a complete tracing pipeline using OpenTelemetry, Grafana Tempo, and Jaeger with Docker‑Compose, covering Tempo installation, collector configuration, sample application deployment, and Grafana UI integration to visualize traces, including code snippets and step‑by‑step commands.

Docker ComposeGrafana TempoOpenTelemetry
0 likes · 7 min read
How to Deploy OpenTelemetry, Grafana Tempo, and Jaeger with Docker Compose for End-to-End Tracing
JavaGuide
JavaGuide
Nov 19, 2025 · Artificial Intelligence

Spring AI 1.1 Released: Explosive New Features for Java AI Development

Spring AI 1.1.0 arrives with a major overhaul, adding out‑of‑the‑box Model Context Protocol support, five‑mode prompt caching that can cut LLM costs by up to 90%, reasoning APIs, recursive advisors, a broadened model ecosystem, enhanced vector‑store and chat‑memory options, and richer observability integrations.

AI integrationJavaMCP
0 likes · 9 min read
Spring AI 1.1 Released: Explosive New Features for Java AI Development
Instant Consumer Technology Team
Instant Consumer Technology Team
Nov 17, 2025 · Cloud Native

How We Built a Scalable Traffic Governance System for Thousands of Microservices

This article details a company’s step‑by‑step evolution from basic observability to a full‑stack traffic governance framework—including automated tracing, adaptive rate‑limiting, circuit‑breaking, and intelligent gray‑release—enabling stable operation of a microservice ecosystem with tens of thousands of instances while cutting MTTR to minutes and resource waste by over 20%.

Service MeshTraffic Managementcloud native
0 likes · 24 min read
How We Built a Scalable Traffic Governance System for Thousands of Microservices
Alibaba Cloud Observability
Alibaba Cloud Observability
Nov 17, 2025 · Operations

How to Build Full‑Stack Observability for Dify LLM Apps Using Alibaba Cloud Monitoring

This guide explains how to achieve end‑to‑end observability for Dify low‑code LLM applications by combining Dify's built‑in monitoring, third‑party tracing services like Langfuse, and Alibaba Cloud's CloudMonitor with Python and Go probes, covering component‑level tracing, configuration steps, and trace linking for debugging and performance optimization.

Alibaba CloudDifyOpenTelemetry
0 likes · 27 min read
How to Build Full‑Stack Observability for Dify LLM Apps Using Alibaba Cloud Monitoring
Alibaba Cloud Developer
Alibaba Cloud Developer
Nov 17, 2025 · Operations

Achieving Full‑Stack Observability for Dify Agentic Apps with Alibaba Cloud Monitoring

This guide explains the observability challenges of Dify's low‑code LLM platform, analyzes its native and third‑party monitoring capabilities, and provides a step‑by‑step solution using Alibaba Cloud's non‑intrusive Python and Go probes, Trace Link integration, and detailed deployment instructions to monitor every component from the API to plugins and sandbox.

Alibaba CloudDifyOpenTelemetry
0 likes · 28 min read
Achieving Full‑Stack Observability for Dify Agentic Apps with Alibaba Cloud Monitoring
dbaplus Community
dbaplus Community
Nov 10, 2025 · Backend Development

Why Most Developers Fail at Logging and How to Master It

This article reveals common logging pitfalls that cause silent failures, explains three levels of logging maturity from rookie to expert, and provides concrete Java code examples, structured‑logging techniques, MDC usage, and automated alerting to turn logs into a powerful observability tool.

LoggingMDCbest-practices
0 likes · 14 min read
Why Most Developers Fail at Logging and How to Master It
DevOps Coach
DevOps Coach
Nov 10, 2025 · Operations

How to Use SRE Metrics for Data‑Driven Reliability and Faster Releases

This guide explains the SRE framework—SLA, SLO, SLI hierarchy, golden signals, error budgets, and DORA metrics—showing how to instrument a Python app with OpenTelemetry, query Prometheus, avoid common pitfalls, and adopt a cultural and technical process that balances feature velocity with system stability.

DORAError BudgetGolden Signals
0 likes · 18 min read
How to Use SRE Metrics for Data‑Driven Reliability and Faster Releases
Ops Development Stories
Ops Development Stories
Nov 10, 2025 · Operations

Build a Low‑Cost Observability Platform with OpenObserve and Vector

This guide walks you through the architecture, deployment, and configuration of the Rust‑based OpenObserve observability platform together with the high‑performance Vector data pipeline, covering log, metric, and trace collection, Docker‑Compose setup, UI usage, and common FAQs for small teams.

Tracingcloud-nativeobservability
0 likes · 11 min read
Build a Low‑Cost Observability Platform with OpenObserve and Vector
Alibaba Cloud Observability
Alibaba Cloud Observability
Nov 10, 2025 · Cloud Native

How a Next‑Gen Cloud‑Native Observability Platform Boosted Ticketing Stability by 80%

A leading digital‑entertainment group tackled severe stability and monitoring challenges in its high‑traffic ticketing system by building a cloud‑native, full‑link observability platform on Alibaba Cloud, achieving an 80% improvement in fault detection speed, a 40% reduction in operational costs, and establishing data‑driven operations as the digital foundation for product growth.

AIOpsOperationsStability
0 likes · 15 min read
How a Next‑Gen Cloud‑Native Observability Platform Boosted Ticketing Stability by 80%
Efficient Ops
Efficient Ops
Nov 9, 2025 · Operations

How Tencent’s PCG Achieves Full‑Link Observability and AI‑Powered SRE

The talk details Tencent PCG’s end‑to‑end observability platform, its data‑standardization pipeline, client‑backend session linking, AI‑enhanced SRE Agent with large language models, and the roadmap toward a SaaS offering, illustrating how modern operations integrate AI for rapid fault localization.

AISREfull‑link
0 likes · 17 min read
How Tencent’s PCG Achieves Full‑Link Observability and AI‑Powered SRE
Didi Tech
Didi Tech
Nov 7, 2025 · Cloud Native

How Didi’s Open‑Source Projects Are Shaping Cloud‑Native Innovation at Zhejiang University

On November 3, Didi Open‑Source presented its ecosystem and four flagship projects—XIAOJUSURVEY, HUATUO, MPX, and KnowStreaming—to over a hundred Zhejiang University software students, sharing insights on enterprise‑grade open‑source practices, cloud‑native observability, cross‑platform development, and the role of open source in talent cultivation.

AIcross‑platform developmentobservability
0 likes · 7 min read
How Didi’s Open‑Source Projects Are Shaping Cloud‑Native Innovation at Zhejiang University
Architect
Architect
Nov 6, 2025 · Operations

Why Most Teams Should Choose Loki Over ELK for Log Management – A Cost‑Effective Guide

This comprehensive guide compares ELK, EFK, and Loki log‑management solutions, analyzing their architecture, performance, cost, and use‑case suitability, and provides a decision framework, real‑world case studies, migration strategies, and optimization tips to help teams select the most efficient logging stack for their needs.

ELKLokicost optimization
0 likes · 36 min read
Why Most Teams Should Choose Loki Over ELK for Log Management – A Cost‑Effective Guide
JakartaEE China Community
JakartaEE China Community
Nov 4, 2025 · Operations

How Logs, Traces, and Metrics Differ—and Why It Matters

Logs, tracing, and metrics each serve distinct monitoring goals—logs capture discrete events for debugging and audit, traces map request flows to pinpoint performance bottlenecks, and metrics provide time‑series health data; understanding their differences and integrating tools like ELK, OpenTelemetry, Prometheus, and Grafana enables robust observability.

ELKGrafanaOpenTelemetry
0 likes · 7 min read
How Logs, Traces, and Metrics Differ—and Why It Matters
Mingyi World Elasticsearch
Mingyi World Elasticsearch
Nov 2, 2025 · Backend Development

What’s New in the Elasticsearch 9.x Documentation?

The Elasticsearch 9.x documentation has moved to a new URL, unified version handling, reorganized by solution use‑cases, separated release notes, added versioned API paths, and introduced client library navigation and versioning guides, all aimed at improving discoverability and developer efficiency.

APIElasticsearchVersioning
0 likes · 7 min read
What’s New in the Elasticsearch 9.x Documentation?
FunTester
FunTester
Oct 31, 2025 · Fundamentals

Master Defensive Programming: Turn Failures into Manageable Events

This article explains why defensive programming is essential, outlines its core principles, presents common failure scenarios and practical guidelines, and shows how testing and observability can turn inevitable errors into controlled, recoverable events that keep systems stable and maintainable.

defensive programmingerror-handlingobservability
0 likes · 9 min read
Master Defensive Programming: Turn Failures into Manageable Events
Alibaba Cloud Developer
Alibaba Cloud Developer
Oct 30, 2025 · Artificial Intelligence

Why AI Agents Aren’t As Simple As They Appear: Engineering Challenges and Solutions

Building AI agents may seem straightforward with frameworks like LangChain, but hidden complexities in orchestration, memory management, reproducibility, and scalability turn simple demos into fragile systems, requiring systematic engineering, observability, and robust design to achieve reliable, production‑grade intelligent agents.

AI AgentsAgent designLangChain
0 likes · 21 min read
Why AI Agents Aren’t As Simple As They Appear: Engineering Challenges and Solutions
Ops Community
Ops Community
Oct 29, 2025 · Cloud Native

ELK vs Loki: Which Kubernetes Log Solution Saves Cost and Boosts Performance?

This article compares ELK and Loki for Kubernetes log collection, covering scenarios, prerequisites, architectural differences, storage costs, query performance, deployment steps with Helm, best‑practice optimizations, and troubleshooting tips to help you choose the most efficient solution.

ELKKubernetesLogging
0 likes · 12 min read
ELK vs Loki: Which Kubernetes Log Solution Saves Cost and Boosts Performance?
Java Tech Enthusiast
Java Tech Enthusiast
Oct 28, 2025 · Backend Development

Why Rewriting a Java Microservice in Rust Cut Costs and Boosted Performance

A senior engineer recounts how replacing a noisy Java billing microservice with a lean Rust implementation slashed latency, reduced CPU and memory usage, lowered infrastructure bills, and exposed cultural and organizational challenges, offering a practical roadmap for teams considering similar migrations.

RustService Migrationbackend
0 likes · 11 min read
Why Rewriting a Java Microservice in Rust Cut Costs and Boosted Performance
Alibaba Cloud Observability
Alibaba Cloud Observability
Oct 27, 2025 · Operations

From Data Silos to Intelligent Insights: Building Future‑Ready Operation Intelligence

This article explains how enterprises can transform massive, fragmented operation data—technical, business, and security—into high‑value intelligent signals by unifying storage, enriching context, applying AI, and delivering a single, observable platform that enables proactive, data‑driven decision making.

AIdata platformobservability
0 likes · 18 min read
From Data Silos to Intelligent Insights: Building Future‑Ready Operation Intelligence
DevOps Coach
DevOps Coach
Oct 22, 2025 · Cloud Native

Simplify Scalable Kubernetes Pod Logging with Grafana podLogs

This guide explains how Grafana's podLogs feature, powered by Vector.dev, transforms raw Kubernetes pod logs into enriched, searchable, cluster‑wide observability data, covering why pod‑level logs matter, configuration steps, advanced custom log paths, and practical examples.

GrafanaKubernetesLogging
0 likes · 14 min read
Simplify Scalable Kubernetes Pod Logging with Grafana podLogs
IT Architects Alliance
IT Architects Alliance
Oct 22, 2025 · Cloud Native

Avoid the Top 5 Cloud Migration Mistakes: Proven Cloud‑Native Strategies

This article analyzes the five most common cloud‑migration pitfalls—lift‑and‑shift, network latency, incomplete data‑architecture transformation, weak security models, and poor observability—offering concrete cloud‑native solutions, migration matrices, code examples, and best‑practice guidelines for successful architectural evolution.

DevOpsSecurityarchitecture
0 likes · 12 min read
Avoid the Top 5 Cloud Migration Mistakes: Proven Cloud‑Native Strategies
Linux Kernel Journey
Linux Kernel Journey
Oct 21, 2025 · Industry Insights

Bridging the GPU Observability Gap: Why eBPF on GPUs Matters

The article explains how bpftime extends eBPF to NVIDIA and AMD GPUs, exposing fine‑grained execution details that traditional CPU‑side tools miss, and demonstrates a unified, programmable observability stack that overcomes the limitations of existing GPU profilers in both synchronous and asynchronous workloads.

CUDAGPUbpftime
0 likes · 23 min read
Bridging the GPU Observability Gap: Why eBPF on GPUs Matters
Alibaba Cloud Observability
Alibaba Cloud Observability
Oct 20, 2025 · Cloud Native

How ‘泡姆泡姆’ Leverages Cloud‑Native Architecture for Global Low‑Latency Gaming

The multiplayer party game 泡姆泡姆 combines colorful shooting, match‑3, physics puzzles and arcade mini‑games, and uses a cloud‑native stack on Alibaba Cloud Container Service with OpenKruiseGame, Keda‑driven auto‑scaling, multi‑region deployment, zero‑downtime updates and a three‑layer observability platform to deliver seamless low‑latency experiences worldwide.

cloud-nativedistributed-systemsgame development
0 likes · 10 min read
How ‘泡姆泡姆’ Leverages Cloud‑Native Architecture for Global Low‑Latency Gaming
JavaGuide
JavaGuide
Oct 17, 2025 · Artificial Intelligence

Alibaba Open‑Sources Spring AI Alibaba Admin: A Full‑Lifecycle AI Agent Platform

Spring AI Alibaba extends Spring AI with multi‑agent and enterprise features, but faces three engineering hurdles—inefficient prompt debugging, unguaranteed AI quality, and opaque operations—so Alibaba released Spring AI Alibaba Admin, offering prompt templating, dataset versioning, evaluator configuration, experiment management, and deep observability to streamline AI agent development and deployment.

AI AgentEvaluatorOpenTelemetry
0 likes · 8 min read
Alibaba Open‑Sources Spring AI Alibaba Admin: A Full‑Lifecycle AI Agent Platform
Alibaba Cloud Native
Alibaba Cloud Native
Oct 16, 2025 · Artificial Intelligence

How Spring AI Alibaba Admin Powers Data‑Centric AI Agent Development and Ops

This article outlines the industry shift toward large‑scale AI Agent deployment, identifies key engineering challenges such as prompt management, quality assessment, and observability, and presents Spring AI Alibaba Admin—a cloud‑native platform that offers prompt, dataset, evaluator, and tracing capabilities, complete with setup instructions and future roadmap.

AI AgentJavaNacos
0 likes · 15 min read
How Spring AI Alibaba Admin Powers Data‑Centric AI Agent Development and Ops
Huawei Cloud Developer Alliance
Huawei Cloud Developer Alliance
Oct 16, 2025 · Operations

How HyperRouter Enables Deterministic Operations for L4 Load Balancing

This article explains how Huawei Cloud's HyperRouter implements deterministic operations through a combination of L4/L7 load‑balancing co‑design, high‑performance data‑plane choices, self‑healing mechanisms, point‑to‑point architecture, Cell + Shuffle‑Sharding isolation, and user‑centric observability, providing a reproducible blueprint for reliable cloud services.

DPDKSREcloud native
0 likes · 17 min read
How HyperRouter Enables Deterministic Operations for L4 Load Balancing
Amazon Cloud Developers
Amazon Cloud Developers
Oct 15, 2025 · Artificial Intelligence

From PoC to Production: Build a Full‑Featured Customer Support Agent with Amazon Bedrock AgentCore

This article walks through turning a simple proof‑of‑concept customer‑support AI agent into a production‑ready system by leveraging Amazon Bedrock AgentCore services—Memory, Gateway, Identity, Observability, and Runtime—while requiring only minimal code changes and no months of custom infrastructure work.

AI AgentAgentCoreAmazon Bedrock
0 likes · 30 min read
From PoC to Production: Build a Full‑Featured Customer Support Agent with Amazon Bedrock AgentCore
MaGe Linux Operations
MaGe Linux Operations
Oct 14, 2025 · Cloud Native

How Loki + S3 Cuts Log Storage Costs by Up to 90% at PB Scale

This article explains how the cloud‑native Loki logging system combined with S3 object storage can reduce PB‑level log storage expenses by 80‑90%, while simplifying operations, improving query performance, and meeting compliance requirements through detailed architecture, configuration, deployment, and real‑world case studies.

LokiS3cost optimization
0 likes · 23 min read
How Loki + S3 Cuts Log Storage Costs by Up to 90% at PB Scale
Amazon Cloud Developers
Amazon Cloud Developers
Oct 13, 2025 · Artificial Intelligence

Agentic AI Guide: Building and Deploying Robust AI Agents

This article provides a comprehensive technical guide on Agentic AI, detailing the core modules, infrastructure requirements, security considerations, observability practices, and deployment strategies needed to develop and operate production‑ready AI agents.

AI AgentsAgentOpsAgentic AI
0 likes · 27 min read
Agentic AI Guide: Building and Deploying Robust AI Agents
MaGe Linux Operations
MaGe Linux Operations
Oct 12, 2025 · Operations

How to Balance Loki Tag Design and Chunk Compression to Tame Log Floods

Learn how to design low‑cardinality Loki tags, fine‑tune Chunk compression settings, and implement best‑practice configurations, pipelines, and monitoring to prevent memory overload, improve query performance, and efficiently manage massive log volumes in cloud‑native environments.

Lokichunk compressionlog management
0 likes · 38 min read
How to Balance Loki Tag Design and Chunk Compression to Tame Log Floods
Cognitive Technology Team
Cognitive Technology Team
Oct 12, 2025 · Backend Development

Resilient Microservices: Practical Patterns to Keep Your Services Alive

Learn how to tame chaotic microservices with practical resilience patterns—circuit breakers, bulkheads, smart retries, timeouts with fallbacks, and event‑driven messaging—plus tool recommendations and observability tips that ensure your system stays responsive even when individual services fail.

BulkheadRetrycircuit-breaker
0 likes · 9 min read
Resilient Microservices: Practical Patterns to Keep Your Services Alive
Su San Talks Tech
Su San Talks Tech
Oct 10, 2025 · Operations

How to Boost System Stability: Observability, Resilience, and High‑Availability Strategies

This comprehensive guide explains how to improve system stability and reduce online incidents by building observability, implementing distributed tracing, applying rate‑limiting and circuit‑breaker patterns, adopting blue‑green and gray deployments, managing data consistency with distributed transactions, planning capacity, optimizing performance, and preparing emergency response plans.

Deployment StrategiesDistributed Transactionscircuit breaker
0 likes · 19 min read
How to Boost System Stability: Observability, Resilience, and High‑Availability Strategies
Linux Code Review Hub
Linux Code Review Hub
Oct 9, 2025 · Operations

Non‑Intrusive MCP Observability with eBPF: Introducing MCPSpy

The article explains how the emerging Model Context Protocol (MCP) for AI tools lacks visibility, outlines security and monitoring challenges, compares alternative tracing methods, and presents MCPSpy—a Linux‑only eBPF‑based, non‑intrusive solution that captures MCP stdio traffic, parses JSON‑RPC messages, and outputs human‑readable or JSON logs.

AI SecurityGoMCP
0 likes · 17 min read
Non‑Intrusive MCP Observability with eBPF: Introducing MCPSpy
Radish, Keep Going!
Radish, Keep Going!
Oct 9, 2025 · Operations

Add Observability to Legacy Java Apps with OpenTelemetry Agent (Zero Code)

This guide shows how to use the OpenTelemetry Java Agent to instantly add observability—metrics, traces, and error reporting—to long‑standing legacy Java applications without modifying a single line of code, covering setup, environment configuration, health monitoring, performance tracing, and visualizing data in Grafana.

JavaLegacy SystemsOpenTelemetry
0 likes · 7 min read
Add Observability to Legacy Java Apps with OpenTelemetry Agent (Zero Code)
Architect's Guide
Architect's Guide
Oct 7, 2025 · Backend Development

Mastering Backend Architecture: From Microservices to Service Mesh and Message Queues

This article presents a comprehensive roadmap for backend architects, covering microservice fundamentals, design principles, gateway patterns, communication protocols, service registration, configuration management, observability pillars, service mesh options, and a detailed comparison of modern message‑queue technologies.

Message QueueService Meshbackend
0 likes · 29 min read
Mastering Backend Architecture: From Microservices to Service Mesh and Message Queues
IT Architects Alliance
IT Architects Alliance
Oct 6, 2025 · Cloud Native

Mastering Cloud‑Native Observability: From Metrics to Tracing

The article explains why enterprises struggle with cloud‑native observability, outlines the exponential complexity and dynamic nature of modern microservice environments, and presents a comprehensive three‑pillar approach—metrics, logging, tracing—along with practical Prometheus, OpenTelemetry, and sidecar configurations, storage choices, sampling, alerting, cost‑control, team upskilling, and future trends such as AIOps and eBPF.

OpenTelemetrycloud nativeobservability
0 likes · 12 min read
Mastering Cloud‑Native Observability: From Metrics to Tracing
MaGe Linux Operations
MaGe Linux Operations
Oct 6, 2025 · Cloud Native

Prometheus vs Cloud Provider Monitoring: Which Is the Most Cost‑Effective Choice for 2025?

This article compares open‑source Prometheus + Grafana with managed cloud monitoring services, evaluating deployment complexity, functionality, scalability, security, and total cost of ownership across small, medium, and large workloads, and provides practical decision‑making guidance for teams of different sizes and requirements.

Cost Comparisoncloud-nativemonitoring
0 likes · 56 min read
Prometheus vs Cloud Provider Monitoring: Which Is the Most Cost‑Effective Choice for 2025?
MaGe Linux Operations
MaGe Linux Operations
Oct 5, 2025 · Operations

ELK vs EFK vs Loki: Which Log Solution Saves Money and Boosts Performance?

This in‑depth technical guide compares ELK, EFK, and Loki across cost, performance, deployment complexity, feature completeness, and suitability for small‑to‑large teams, providing real‑world case studies, decision trees, migration steps, and cost‑optimization tips to help you choose the most efficient logging stack for your organization.

EFKELKLoki
0 likes · 39 min read
ELK vs EFK vs Loki: Which Log Solution Saves Money and Boosts Performance?
IT Architects Alliance
IT Architects Alliance
Oct 2, 2025 · Cloud Native

Mastering Cloud‑Native Architecture: 6 Core Principles Every Engineer Should Know

This article outlines six fundamental cloud‑native architecture principles—immutable infrastructure, service mesh, observability, declarative APIs, resilient design, and shift‑left security—explaining their purpose, key practices, code examples, and how they interrelate to build scalable, reliable, and secure distributed systems.

Declarative APISecurityService Mesh
0 likes · 11 min read
Mastering Cloud‑Native Architecture: 6 Core Principles Every Engineer Should Know
Alibaba Middleware
Alibaba Middleware
Sep 27, 2025 · Artificial Intelligence

Inside Alibaba Cloud’s AI‑Native Application Architecture Whitepaper: 11 Key Elements and DevOps Solutions

Alibaba Cloud and Alibaba Baicheng Technology jointly released a 200k‑word whitepaper authored by 15 experts and 40 frontline engineers that dissects AI‑native application architecture across the full DevOps lifecycle, outlines 11 critical components, highlights challenges such as debugging, latency, security and cost, and proposes concrete engineering solutions.

AI-nativeDevOpsLLM
0 likes · 23 min read
Inside Alibaba Cloud’s AI‑Native Application Architecture Whitepaper: 11 Key Elements and DevOps Solutions
Tech Freedom Circle
Tech Freedom Circle
Sep 25, 2025 · Operations

RAGFlow Link Tracing: GPS‑Style Observability for LLM‑Powered Applications

The article explains why RAGFlow needs end‑to‑end link tracing, introduces OpenTelemetry’s core concepts, shows how custom tracing utilities are implemented in Python, describes the layered architecture, provides concrete Docker and YAML configurations, and offers best‑practice guidelines for performance monitoring and fault diagnosis.

LLMOpenTelemetryPerformance Monitoring
0 likes · 24 min read
RAGFlow Link Tracing: GPS‑Style Observability for LLM‑Powered Applications
IT Architects Alliance
IT Architects Alliance
Sep 20, 2025 · Operations

Mastering Microservice Governance: Tracing, Config, and Monitoring Strategies

This article explores the three core challenges of microservice governance—distributed tracing, centralized configuration management, and comprehensive monitoring—offering practical solutions, tool comparisons, and best‑practice guidelines to help architects build reliable, observable, and maintainable systems.

cloud nativeconfiguration managementdistributed tracing
0 likes · 12 min read
Mastering Microservice Governance: Tracing, Config, and Monitoring Strategies
MaGe Linux Operations
MaGe Linux Operations
Sep 18, 2025 · Cloud Native

Master Helm: Proven Best Practices for Kubernetes Deployments

This comprehensive guide walks you through Helm's architecture, chart structuring, template development, dependency management, production deployment strategies, security hardening, observability integration, testing, performance tuning, and enterprise governance, providing actionable examples and code snippets to help you become a Helm expert in cloud‑native environments.

HelmSecuritychart
0 likes · 22 min read
Master Helm: Proven Best Practices for Kubernetes Deployments
Ops Community
Ops Community
Sep 15, 2025 · Cloud Native

Master Kubernetes Log Collection: From Basics to Advanced EFK & Loki Solutions

This comprehensive guide explains why log management is critical for large Kubernetes clusters, outlines common pain points, presents full‑stack architectures, details EFK and Loki implementations with code samples, and offers performance, security, cost‑optimization, and future‑trend recommendations.

EFKKubernetesLoki
0 likes · 16 min read
Master Kubernetes Log Collection: From Basics to Advanced EFK & Loki Solutions
Alibaba Cloud Developer
Alibaba Cloud Developer
Sep 12, 2025 · Operations

How to Build End‑to‑End Observability for Large‑Model Applications on Alibaba Cloud

This guide explains how to design and implement a complete observability solution for large‑model AI services on Alibaba Cloud, covering architecture, core metrics, logging standards, demo code, log collection, dashboard design, alerting, monitoring tools, troubleshooting SOPs, and recovery procedures.

AI operationsAlibaba CloudLarge Language Models
0 likes · 21 min read
How to Build End‑to‑End Observability for Large‑Model Applications on Alibaba Cloud
dbaplus Community
dbaplus Community
Sep 11, 2025 · Cloud Native

Building a Scalable Kubernetes Monitoring Architecture and Alert Management

This guide presents a comprehensive, layered Kubernetes monitoring architecture—including control plane, node, resource, and extension layers—detailing high‑availability Prometheus deployment, alert grouping strategies, custom CRD metrics, visualization dashboards, and practical best‑practice recommendations for reliable observability in cloud‑native environments.

Kubernetesalertingcloud native
0 likes · 11 min read
Building a Scalable Kubernetes Monitoring Architecture and Alert Management
Ops Community
Ops Community
Sep 8, 2025 · Operations

Mastering Distributed Log Architecture: From Flume to ELK and Beyond

This comprehensive guide walks you through the challenges of large‑scale log collection, real‑time processing, storage optimization, and visualization, detailing practical configurations for Flume, Logstash, Elasticsearch, Kibana, Filebeat, Kafka, Kubernetes, and future AIOps integrations to build a reliable, cost‑effective distributed logging system.

ELKFlumeKafka
0 likes · 24 min read
Mastering Distributed Log Architecture: From Flume to ELK and Beyond
Tech Freedom Circle
Tech Freedom Circle
Sep 4, 2025 · Backend Development

How to Solve ES Latency in MySQL‑Canal Sync and Indexing Scenarios?

The article dissects the interview question about ES latency in a MySQL‑Canal‑to‑Elasticsearch pipeline, explains the root causes across four system layers, and presents a comprehensive four‑layer optimization, end‑to‑end observability, routing‑based degradation, and a Java‑based LatencyProbe component to measure and control delay.

CanalData synchronizationElasticsearch
0 likes · 17 min read
How to Solve ES Latency in MySQL‑Canal Sync and Indexing Scenarios?
Java One
Java One
Sep 3, 2025 · Operations

How to Install, Configure, and Run Prometheus: A Step‑by‑Step Guide

This guide walks you through installing Prometheus via binary download, configuring global scrape settings and job definitions, running the server with command‑line options, and using the web UI and PromQL to verify target health and query metrics, illustrated with screenshots and example queries.

InstallationPromQLobservability
0 likes · 6 min read
How to Install, Configure, and Run Prometheus: A Step‑by‑Step Guide
Architect's Guide
Architect's Guide
Sep 1, 2025 · Operations

How Does Distributed Link Tracing Work? Inside SkyWalking’s Architecture

This article explains the concept of distributed link tracing, its principles, metrics, and implementation details—including monolithic and microservice approaches, OpenTracing standards, and how SkyWalking solves challenges like automatic span collection, context propagation, unique trace IDs, and sampling performance.

OpenTracingPerformance MonitoringSkyWalking
0 likes · 12 min read
How Does Distributed Link Tracing Work? Inside SkyWalking’s Architecture
php Courses
php Courses
Aug 29, 2025 · Operations

How to Build a Real‑Time PHP Log Event Pipeline for Instant Insights

Learn how to transform PHP logs into real‑time, structured events by implementing a log event pipeline that includes JSON logging, lightweight collectors like Filebeat, streaming platforms such as Kafka or Flink, enrichment, and visualization with Grafana, enabling instant monitoring, alerting, and data‑driven decisions.

FlinkGrafanaKafka
0 likes · 7 min read
How to Build a Real‑Time PHP Log Event Pipeline for Instant Insights
Nightwalker Tech
Nightwalker Tech
Aug 28, 2025 · Operations

How to Diagnose and Fix E‑commerce Order Failures with Observability, APM, and Distributed Tracing

This article explains the hierarchical relationship between APM, distributed tracing, and observability, walks through a real Double‑11 e‑commerce incident, and demonstrates how a well‑designed observability stack can pinpoint the root cause, apply emergency fixes, and restore system performance within minutes.

APME‑commerceFault diagnosis
0 likes · 16 min read
How to Diagnose and Fix E‑commerce Order Failures with Observability, APM, and Distributed Tracing
Xiaohongshu Tech REDtech
Xiaohongshu Tech REDtech
Aug 27, 2025 · Databases

How RedHub Revolutionizes Database Access for Billion‑User Scale

RedHub is a next‑generation database proxy built by Xiaohongshu that unifies fragmented access methods, leverages PolarDB‑X for distributed SQL execution, and delivers high‑performance, highly available, and easily observable database connectivity, enabling seamless migration and advanced features for massive‑scale workloads.

Database ProxyDistributed SQLhigh availability
0 likes · 15 min read
How RedHub Revolutionizes Database Access for Billion‑User Scale
Su San Talks Tech
Su San Talks Tech
Aug 27, 2025 · Backend Development

Master Distributed Tracing with SkyWalking: Principles, Architecture & Practices

This article explains the fundamentals of distributed tracing in microservice architectures, details the OpenTracing standard, examines SkyWalking’s design, sampling strategies, context propagation, and plugin development, and shares practical implementation experiences and performance comparisons, helping engineers choose and integrate effective tracing solutions.

JavaOpenTracingSkyWalking
0 likes · 19 min read
Master Distributed Tracing with SkyWalking: Principles, Architecture & Practices
Tencent Cloud Developer
Tencent Cloud Developer
Aug 26, 2025 · Artificial Intelligence

Building a Scalable, Observable Recommendation Scheduling Engine from Scratch

This article explains how recommendation systems work, distinguishes online services from offline computation, outlines a typical recommendation flow, and presents a three‑stage evolution (1.0, 2.0, 3.0) with design principles for stability, observability, and efficiency, culminating in a DAG‑based orchestration and traceable execution.

AISystem DesignWorkflow
0 likes · 13 min read
Building a Scalable, Observable Recommendation Scheduling Engine from Scratch
Wuming AI
Wuming AI
Aug 26, 2025 · Artificial Intelligence

A Layered Overview of Agentic AI: From LLM Foundations to Multi‑Agent Systems

This article presents a hierarchical breakdown of Agentic AI, detailing the foundational large language models, the capabilities of AI agents, the coordination mechanisms of multi‑agent systems, and the supporting infrastructure needed for reliability, scalability, and security.

AI AgentsAgentic AILLM
0 likes · 5 min read
A Layered Overview of Agentic AI: From LLM Foundations to Multi‑Agent Systems
Kuaishou Tech
Kuaishou Tech
Aug 20, 2025 · Frontend Development

How AI Is Transforming Frontend Development: Highlights from Kuaishou’s Tech Salon

The Kuaishou AI‑driven Frontend Technology Evolution salon gathered over 300 engineers and 46,000 online viewers to showcase how AI is reshaping large‑scale front‑end development across business, R&D, and infrastructure, with deep dives into AI‑native platforms, AIDevOps, intelligent agents, AI‑powered D2C, and observability.

AIAIDevOpsAgent
0 likes · 11 min read
How AI Is Transforming Frontend Development: Highlights from Kuaishou’s Tech Salon
dbaplus Community
dbaplus Community
Aug 19, 2025 · Operations

Avoid These 10 System Architecture Sins That Sabotage Scaling

The article enumerates ten deadly system‑architecture mistakes—such as assuming natural scaling, treating microservices as monoliths, ignoring eventual consistency, over‑relying on a single database, lacking observability, over‑designing, mixing stateful logic, skipping chaos testing, underestimating third‑party risk, and ignoring human cost—providing concrete code examples, diagrams, and actionable lessons to prevent costly failures at scale.

PerformanceSystem Architecturemicroservices
0 likes · 10 min read
Avoid These 10 System Architecture Sins That Sabotage Scaling
Didi Tech
Didi Tech
Aug 7, 2025 · Cloud Native

How HUATUO Revolutionizes Cloud‑Native Observability with Zero‑Impact BPF Tracing

HUATUO, Didi's open‑source cloud‑native observability project, leverages BPF‑based low‑overhead kernel tracing, unified metric and event frameworks, automatic flame‑graph generation, and seamless integration with Prometheus, Grafana and Elasticsearch to provide panoramic, zero‑intrusive monitoring and continuous performance profiling for complex production environments.

BPFcloud nativedistributed systems
0 likes · 11 min read
How HUATUO Revolutionizes Cloud‑Native Observability with Zero‑Impact BPF Tracing
Alibaba Cloud Big Data AI Platform
Alibaba Cloud Big Data AI Platform
Aug 6, 2025 · Operations

How Alibaba Cloud’s Serverless Elasticsearch Powers Data‑Driven Operations

Alibaba Cloud’s Serverless Elasticsearch service, combined with the SREWorks data‑driven operations platform, offers a cloud‑native, real‑time search and analytics engine that integrates metric and log collection, cost management, and health monitoring to enhance scalability, performance, and operational efficiency for enterprise applications.

DataOpsElasticsearchOperations
0 likes · 11 min read
How Alibaba Cloud’s Serverless Elasticsearch Powers Data‑Driven Operations
StarRocks
StarRocks
Aug 6, 2025 · Databases

How Qunar Migrated to StarRocks: Architecture, Performance Gains & Best Practices

This article details Qunar's transition to StarRocks as a unified OLAP engine, covering the business background, engine evaluation, architecture redesign, observability, high‑availability strategies, query‑performance optimizations, real‑world application cases, community contributions, and future plans.

OLAPStarRocksdata platform
0 likes · 21 min read
How Qunar Migrated to StarRocks: Architecture, Performance Gains & Best Practices
DevOps Operations Practice
DevOps Operations Practice
Jul 22, 2025 · Operations

Top 7 DevOps Best Practices to Accelerate Delivery and Boost Reliability

These seven essential DevOps best practices—from cultural transformation and full automation to continuous integration, observability, security, cloud-native microservices, and performance optimization—guide teams in accelerating software delivery, enhancing quality, ensuring reliability, and reducing costs through collaborative, automated, and measurable processes.

AutomationCI/CDDevOps
0 likes · 4 min read
Top 7 DevOps Best Practices to Accelerate Delivery and Boost Reliability
Alibaba Cloud Native
Alibaba Cloud Native
Jul 18, 2025 · Artificial Intelligence

How AI Agent Architecture Is Evolving to Redefine Software Engineering

The article outlines the rapid evolution of AI Agent technology stacks, detailing multi‑dimensional development across perception, decision, memory, and tool integration, while highlighting cloud‑native deployment models, observability challenges, and the open‑source LoongSuite suite that provides high‑performance, low‑cost monitoring for AI workloads.

AI AgentLoongSuiteOpenTelemetry
0 likes · 19 min read
How AI Agent Architecture Is Evolving to Redefine Software Engineering
Ops Development & AI Practice
Ops Development & AI Practice
Jul 12, 2025 · Cloud Native

Mastering Observability: A Deep Dive into OpenTelemetry’s Architecture

This article explains OpenTelemetry’s purpose, three‑layer architecture (instrumentation, collector, backend), practical Go instrumentation code, and how the collector processes and exports telemetry to both open‑source and SaaS backends, helping developers avoid vendor lock‑in and achieve unified observability.

CollectorInstrumentationcloud-native
0 likes · 9 min read
Mastering Observability: A Deep Dive into OpenTelemetry’s Architecture
Java Architect Essentials
Java Architect Essentials
Jul 6, 2025 · Operations

How Logback, MDC, and ELK Can Rescue Your Nighttime Log Chaos

This article explains how chaotic, multi‑framework logging in Java microservices leads to debugging nightmares, and demonstrates a three‑step solution—standardizing on Logback, adding traceable MDC identifiers, and visualizing logs with ELK—to achieve unified log formats, sensitive data masking, and dramatically faster issue resolution.

ELKLoggingMDC
0 likes · 10 min read
How Logback, MDC, and ELK Can Rescue Your Nighttime Log Chaos
Alibaba Cloud Native
Alibaba Cloud Native
Jul 1, 2025 · Cloud Native

How Alibaba Cloud Function Compute Uses OpenTelemetry for Full‑Stack Tracing

The article explains how Alibaba Cloud Function Compute upgraded its tracing capabilities from Jeager 2.0 to the OpenTelemetry W3C standard, delivering end‑to‑end observability, transparent cold‑start analysis, cross‑environment context propagation, dynamic sampling, and AI‑assisted debugging for serverless workloads.

Function ComputeOpenTelemetryServerless
0 likes · 6 min read
How Alibaba Cloud Function Compute Uses OpenTelemetry for Full‑Stack Tracing
macrozheng
macrozheng
Jul 1, 2025 · Operations

Best Log Management Tools Compared: Filebeat, Graylog, ELK, Loki, Datadog & More

This article provides a comprehensive comparison of popular log management solutions—including Filebeat, Graylog, the Elastic (ELK) stack, Grafana Loki, LogDNA, Datadog, Logstash, Fluentd, and Splunk—detailing their main features, pricing models, advantages, and drawbacks to help you choose the right tool for your needs.

ELK StackOperationslog management
0 likes · 16 min read
Best Log Management Tools Compared: Filebeat, Graylog, ELK, Loki, Datadog & More
Alibaba Cloud Observability
Alibaba Cloud Observability
Jun 24, 2025 · Operations

Avoid These 6 Log Management Anti‑Patterns to Keep Your Observability Reliable

This article examines common log‑management anti‑patterns—such as copy‑truncate rotation, NAS storage, multi‑process writes, file‑hole creation, frequent overwrites, and Vim edits—explains why they cause data loss or duplicate collection, and offers practical best‑practice recommendations for reliable log handling in cloud‑native environments.

Operationsanti-patternsbest practices
0 likes · 8 min read
Avoid These 6 Log Management Anti‑Patterns to Keep Your Observability Reliable
AI Large Model Application Practice
AI Large Model Application Practice
Jun 23, 2025 · Databases

How Google’s MCP Toolbox Simplifies Enterprise Database Access for LLM Agents

This guide explains Google’s open‑source MCP Toolbox for Databases, covering its core concepts, installation, configuration, two usage modes (native SDK and MCP), example LangGraph agent integration, security features, observability, and practical code snippets for building reliable LLM‑driven database tools.

LLM agentsMCP ToolboxTool integration
0 likes · 11 min read
How Google’s MCP Toolbox Simplifies Enterprise Database Access for LLM Agents
Tencent Technical Engineering
Tencent Technical Engineering
Jun 20, 2025 · Artificial Intelligence

Mastering AI Agents: Core Concepts, Protocols, and Golang Frameworks for Multi‑Agent Collaboration

This comprehensive article explores the evolution of AI agents, explains key protocols like MCP and A2A, compares reasoning frameworks such as CoT, ReAct, and Plan‑and‑Execute, and demonstrates how Golang frameworks Eino and tRPC‑A2A‑Go enable elegant development, orchestration, and observability of complex multi‑agent systems with practical code examples and visual diagrams.

A2AAI AgentEino
0 likes · 55 min read
Mastering AI Agents: Core Concepts, Protocols, and Golang Frameworks for Multi‑Agent Collaboration
Alibaba Cloud Developer
Alibaba Cloud Developer
Jun 17, 2025 · Artificial Intelligence

Why AI Agent Engineering Is the Missing Link to Scalable, Usable AI

This article dissects AI Agent engineering into product and technical dimensions, explaining how demand modeling, UI/UX design, prompt engineering, multi‑agent architecture, feedback loops, security, and observability together determine whether an AI assistant is usable, reliable, and ready for large‑scale deployment.

AI AgentEngineeringPrompt Engineering
0 likes · 22 min read
Why AI Agent Engineering Is the Missing Link to Scalable, Usable AI
Alibaba Cloud Native
Alibaba Cloud Native
Jun 12, 2025 · Artificial Intelligence

Why AI Agent Engineering Matters: From Product Design to Technical Architecture

This article breaks down AI agent engineering into product and technical engineering, explains how demand modeling, UI/UX design, prompt engineering, multi‑agent coordination, and observability combine to make AI agents usable, scalable, and trustworthy, and shows concrete examples and implementation patterns.

AIAgent Engineeringobservability
0 likes · 23 min read
Why AI Agent Engineering Matters: From Product Design to Technical Architecture
Liangxu Linux
Liangxu Linux
Jun 10, 2025 · Cloud Native

Why Loki Is the Ideal Cloud‑Native Log Aggregator for Prometheus & Grafana

Loki, an open‑source log aggregation system from Grafana Labs, integrates tightly with Prometheus and Grafana, stores logs efficiently using object storage, offers a simple label‑based model, and provides cost‑effective, high‑performance logging for cloud‑native environments while outlining its architecture, usage, configuration, advantages, limitations, and retention policies.

GrafanaLokicloud native
0 likes · 10 min read
Why Loki Is the Ideal Cloud‑Native Log Aggregator for Prometheus & Grafana