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OpenTelemetry

145 articles · Page 1 of 2
java1234
java1234
Jun 25, 2026 · Backend Development

Spring Boot 4.1.0 Released: gRPC Auto‑Config, SSRF‑Safe HTTP Client, Lazy JDBC, @RedisListener and OpenTelemetry Enhancements

Spring Boot 4.1.0, launched on June 10, 2026, adds built‑in gRPC server/client auto‑configuration, an InetAddressFilter to block SSRF attacks, lazy JDBC connection fetching, automatic @RedisListener registration, unified Jackson settings, OpenTelemetry improvements and several other developer‑experience upgrades, all illustrated with runnable demos and migration tips.

Backend DevelopmentOpenTelemetrySpring Boot
0 likes · 13 min read
Spring Boot 4.1.0 Released: gRPC Auto‑Config, SSRF‑Safe HTTP Client, Lazy JDBC, @RedisListener and OpenTelemetry Enhancements
Alibaba Cloud Observability
Alibaba Cloud Observability
Jun 22, 2026 · Cloud Native

Zero‑Code Full‑Stack Observability with OpenTelemetry eBPF: CloudMonitor 2.0’s In‑Kernel “Lens”

OpenTelemetry eBPF Instrumentation (OBI) injects a kernel‑level, zero‑code probe that automatically captures OpenTelemetry‑compatible traces, metrics, and logs for over 15 protocols—including HTTP, gRPC, MySQL, Redis, Kafka, and CUDA—while handling cross‑language context propagation, GPU tracing, and seamless integration with CloudMonitor 2.0.

Cloud NativeMetricsObservability
0 likes · 19 min read
Zero‑Code Full‑Stack Observability with OpenTelemetry eBPF: CloudMonitor 2.0’s In‑Kernel “Lens”
Java Tech Enthusiast
Java Tech Enthusiast
Jun 21, 2026 · Backend Development

Spring Boot 4.1.0: Deep Dive into 8 Must‑Know Production Features

Spring Boot 4.1.0, released on June 10, 2026, adds official gRPC support, built‑in SSRF protection, OpenTelemetry enhancements, lazy datasource initialization, async context propagation, Kotlin 2.3 compatibility, Log4j file‑rotation, and numerous build‑tool and dependency upgrades, while providing a detailed migration guide for production environments.

Build ToolsKotlinLazy DataSource
0 likes · 17 min read
Spring Boot 4.1.0: Deep Dive into 8 Must‑Know Production Features
Alibaba Cloud Native
Alibaba Cloud Native
Jun 16, 2026 · Cloud Native

A Kernel‑Embedded Lens: Cloud Monitor 2.0 Enables Full‑Stack Observability Without Code Changes

OpenTelemetry eBPF Instrumentation (OBI) embeds a kernel‑level, zero‑code probe that automatically captures network traffic, RPC, database, message‑queue and GPU operations across Go, Java, Python, Node.js and .NET, generating standard OpenTelemetry traces and metrics without modifying application code.

Cloud NativeObservabilityOpenTelemetry
0 likes · 25 min read
A Kernel‑Embedded Lens: Cloud Monitor 2.0 Enables Full‑Stack Observability Without Code Changes
Su San Talks Tech
Su San Talks Tech
Jun 16, 2026 · Backend Development

Spring Boot 4.1.0 Released – 8 Core New Features Every Developer Should Know

Spring Boot 4.1.0, launched on June 10 2026, builds on Spring Framework 7.0.x and adds eight production‑grade features—including official gRPC support, built‑in SSRF protection, OpenTelemetry enhancements, lazy datasource connections, Kotlin 2.3 support, and upgraded logging—while also detailing migration steps, deprecated APIs, and best‑fit scenarios.

KotlinLazy DataSourceOpenTelemetry
0 likes · 17 min read
Spring Boot 4.1.0 Released – 8 Core New Features Every Developer Should Know
Alibaba Cloud Developer
Alibaba Cloud Developer
Jun 15, 2026 · Cloud Native

A Kernel‑Embedded ‘Perspective Mirror’: Achieving Full‑Stack Observability with CloudMonitor 2.0 Without Code Changes

The article explains how OpenTelemetry eBPF Instrumentation (OBI) leverages Linux kernel eBPF probes to provide zero‑code, cross‑language observability for applications, networks, logs, and GPU workloads, detailing its protocol detection, deep runtime integration, data‑pipeline architecture, deployment options, and practical considerations.

Cloud MonitoringDistributed TracingGPU Tracing
0 likes · 22 min read
A Kernel‑Embedded ‘Perspective Mirror’: Achieving Full‑Stack Observability with CloudMonitor 2.0 Without Code Changes
Architect's Tech Stack
Architect's Tech Stack
Jun 15, 2026 · Backend Development

Spring Boot 4.1.0 Released: Production‑Ready Features You Should Know

Spring Boot 4.1.0 builds on the 4.x foundation by adding production‑focused enhancements such as native gRPC auto‑configuration, outbound SSRF protection, lazy JDBC connections, OpenTelemetry support, and updated Jackson 3 settings, while offering guidance on when and how to upgrade.

Backend DevelopmentJackson 3OpenTelemetry
0 likes · 13 min read
Spring Boot 4.1.0 Released: Production‑Ready Features You Should Know
Alibaba Cloud Developer
Alibaba Cloud Developer
Jun 12, 2026 · Operations

Why Open‑Source LoongSuite Pilot Is Needed as AI Coding Agents Become Core Infrastructure

The article analyzes how AI coding agents like Cursor, Claude Code, and Codex have become essential developer tools, yet suffer from almost zero observability, and explains how the open‑source LoongSuite Pilot provides a unified collection platform, semantic schema, security controls, dashboards, and ROI metrics to turn these agents into manageable infrastructure.

AI coding agentLoongSuite PilotMetrics
0 likes · 27 min read
Why Open‑Source LoongSuite Pilot Is Needed as AI Coding Agents Become Core Infrastructure
Data STUDIO
Data STUDIO
Jun 10, 2026 · Artificial Intelligence

Beyond Validation: How Pydantic’s Rust Engine, Logfire Observability, and AI Agent Framework Transform Modern APIs

The article reveals that Pydantic is more than a validation library—it bundles a high‑performance Rust core, an OpenTelemetry‑based observability platform (Logfire), and a type‑safe agent framework (Pydantic AI), showing when and how to adopt each piece for LLM‑driven workloads.

AI AgentsObservabilityOpenTelemetry
0 likes · 23 min read
Beyond Validation: How Pydantic’s Rust Engine, Logfire Observability, and AI Agent Framework Transform Modern APIs
Alibaba Cloud Native
Alibaba Cloud Native
Jun 2, 2026 · Artificial Intelligence

Turning Coding Agents Transparent: Alibaba Cloud’s LoongSuite Observability and Auditing Solution

The article details Alibaba Cloud’s LoongSuite platform, which leverages OpenTelemetry to provide non‑intrusive, end‑to‑end observability, auditing, and cost tracking for various AI Agent types—including coding assistants, personal assistants, and framework‑based agents—by introducing unified data collection, enriched GenAI semantic conventions, and plug‑in architectures that enable full traceability of LLM calls, tool executions, and multi‑round reasoning.

AI AgentCloud NativeGenAI
0 likes · 24 min read
Turning Coding Agents Transparent: Alibaba Cloud’s LoongSuite Observability and Auditing Solution
Alibaba Cloud Native
Alibaba Cloud Native
May 31, 2026 · Cloud Native

Why Alibaba Cloud’s AI Agent Observability Platform Is the Enterprise‑Grade Choice for Full‑Stack Monitoring

The article analyzes the rapid growth of AI Agents, outlines the four core challenges of production‑grade agents—cost overruns, fault‑location inefficiency, security risks, and quality measurement—and presents Alibaba Cloud’s AI Agent Observability solution with a four‑layer architecture, end‑to‑end tracing, real‑time health dashboards, and Agentic Ops capabilities to address these issues.

AI AgentAgentic OpsCloud Monitoring
0 likes · 14 min read
Why Alibaba Cloud’s AI Agent Observability Platform Is the Enterprise‑Grade Choice for Full‑Stack Monitoring
Huawei Cloud Developer Alliance
Huawei Cloud Developer Alliance
May 25, 2026 · Operations

Building a Unified Data Foundation for Stable, Controllable, and Evolving AI Agents

The article explains why observability is essential for AI agents, defines four core capabilities—metric tracking, session replay, topology analysis, and operation tracing—describes AgentArts Ops' OpenTelemetry‑compatible solution, and presents two real‑world fault‑diagnosis cases that demonstrate how a unified data foundation enables precise root‑cause identification and continuous agent evolution.

AI AgentsAgentOpsDistributed Tracing
0 likes · 12 min read
Building a Unified Data Foundation for Stable, Controllable, and Evolving AI Agents
IT Services Circle
IT Services Circle
May 17, 2026 · Frontend Development

Why VS Code Is Switching Its Core to TypeScript 7 (and What It Means)

Microsoft’s VS Code 1.119 update brings a full migration to TypeScript 7 with the compiler rewritten in Go, delivering faster type checking, lower memory usage, AI Agent security enhancements, token‑optimised AI features, OpenTelemetry integration and richer markdown editing, signalling a shift toward an AI‑first IDE platform.

AI AgentGoMarkdown
0 likes · 7 min read
Why VS Code Is Switching Its Core to TypeScript 7 (and What It Means)
AntTech
AntTech
May 12, 2026 · Operations

Solving GenAI Observability Standardization with LoongSuite’s Unified Data Language

The article details how Alibaba and Ant Group’s LoongSuite GenAI observability semantic conventions use a unified data language to standardize GenAI telemetry, introduce entry/step spans, skill semantics, and token‑level tracing, and provide a reusable GenAI Utils library for scalable deployment across agents and inference engines.

GenAIInstrumentationLoongSuite
0 likes · 22 min read
Solving GenAI Observability Standardization with LoongSuite’s Unified Data Language
Alibaba Cloud Native
Alibaba Cloud Native
Apr 26, 2026 · Cloud Native

Seeing Inside Hermes: Full Visibility into Agent Execution with OpenTelemetry

The article introduces Alibaba Cloud's Hermes observability plugin built on OpenTelemetry, which transforms the previously opaque AI agent runtime into a fully traceable system by recording every reasoning step, tool invocation, token usage, latency, and security event, enabling precise cost attribution, performance analysis, and audit of high‑risk behaviors.

AI AgentHermesMetrics
0 likes · 13 min read
Seeing Inside Hermes: Full Visibility into Agent Execution with OpenTelemetry
AI Step-by-Step
AI Step-by-Step
Apr 8, 2026 · Operations

How to Light Up the Black Box of LLM Agents with Full‑Stack Observability

The article explains why traditional logs are insufficient for LLM agents, outlines five observability dimensions—tracing, metrics, behavioral governance, state & memory, and evaluation—and provides concrete, open‑source‑based steps to instrument, monitor, and act on agent workloads in production.

Behavioral GovernanceEvaluationLLM Agents
0 likes · 11 min read
How to Light Up the Black Box of LLM Agents with Full‑Stack Observability
FunTester
FunTester
Apr 5, 2026 · Operations

How Observability‑Driven Development Can Transform FinTech Reliability

This article explains the core concepts of observability‑driven development for fintech systems, outlines a five‑step pipeline—from data collection with OpenTelemetry to automated remediation—and highlights compliance, performance, and business impact considerations.

FinTechMTTROpenTelemetry
0 likes · 11 min read
How Observability‑Driven Development Can Transform FinTech Reliability
Woodpecker Software Testing
Woodpecker Software Testing
Mar 22, 2026 · Artificial Intelligence

How to Test Retrieval‑Augmented Generation Systems: Practical Strategies for 2024

This article explains why traditional API, assertion, and UI testing fail for Retrieval‑Augmented Generation (RAG) systems, and presents a four‑step, evidence‑driven testing framework—including golden test sets, dual‑track validation, chaos engineering, and continuous trust dashboards—to ensure factual reliability and operational robustness in real‑world deployments.

Fact CheckingLLMOpenTelemetry
0 likes · 8 min read
How to Test Retrieval‑Augmented Generation Systems: Practical Strategies for 2024
Alibaba Cloud Observability
Alibaba Cloud Observability
Mar 16, 2026 · Artificial Intelligence

How LoongSuite Python Probe Simplifies AI Agent Observability

This article explains the observability challenges of modern AI agents—such as context drift, performance spikes, and opaque data semantics—and introduces the LoongSuite Python probe, an OpenTelemetry‑based, zero‑code‑change solution that automatically instruments AI workloads, provides unified GenAI semantics, and offers a three‑step quick‑start for full‑stack tracing.

AI observabilityGenAILoongSuite
0 likes · 14 min read
How LoongSuite Python Probe Simplifies AI Agent Observability
Alibaba Cloud Native
Alibaba Cloud Native
Mar 15, 2026 · Artificial Intelligence

How LoongSuite Python Probe Brings Full‑Stack Observability to GenAI Applications

This article explains the three core challenges of AI‑agent observability—data back‑flow, inconsistent semantics, and missing end‑to‑end traces—and shows how the LoongSuite Python probe, built on OpenTelemetry, provides automatic instrumentation, unified GenAI semantics, multi‑dimensional coverage, and flexible OTLP export to simplify monitoring, debugging, and optimizing AI applications.

AI observabilityCloud NativeGenAI
0 likes · 15 min read
How LoongSuite Python Probe Brings Full‑Stack Observability to GenAI Applications
LuTiao Programming
LuTiao Programming
Feb 13, 2026 · Operations

Stop Relying Only on Logs: 8 Observability Tools to Supercharge Spring Boot Monitoring

The article explains why traditional log‑only debugging no longer works for modern Spring Boot microservices and systematically introduces eight observability solutions—OpenTelemetry, Prometheus, Grafana, Jaeger, Zipkin, Elastic Stack, Datadog, and eBPF—showing how each addresses the three core questions of what is happening, why it happens, and what will happen next.

DatadogElastic StackJaeger
0 likes · 9 min read
Stop Relying Only on Logs: 8 Observability Tools to Supercharge Spring Boot Monitoring
Code Wrench
Code Wrench
Jan 27, 2026 · Artificial Intelligence

Building a Multi‑Agent AI System: Easy‑Agent’s Foreman, Coder, and Researcher

This article explains how the easy‑agent project evolved from a single monolithic AI into a multi‑agent architecture with specialized Foreman, Coder, and Researcher agents, covering design principles, communication mechanisms, task decomposition, fault tolerance, parallel execution, observability, and future extensions, complete with code examples and open‑source links.

AIGoObservability
0 likes · 13 min read
Building a Multi‑Agent AI System: Easy‑Agent’s Foreman, Coder, and Researcher
MaGe Linux Operations
MaGe Linux Operations
Dec 24, 2025 · Backend Development

Mastering OpenTelemetry: From Setup to Advanced Sampling and Production‑Ready Practices

This guide walks through the fundamentals of OpenTelemetry, covering component architecture, environment setup, SDK and Collector configuration for Java, Go, and Kubernetes, and dives into common pitfalls, performance tuning, security hardening, high‑availability deployment, and advanced tail‑based sampling strategies.

CollectorDistributed TracingJaeger
0 likes · 27 min read
Mastering OpenTelemetry: From Setup to Advanced Sampling and Production‑Ready Practices
Amazon Cloud Developers
Amazon Cloud Developers
Dec 24, 2025 · Artificial Intelligence

Evaluating Agent Observability: A Multi‑Dimensional Framework for Behavior, Quality, and Cost

The guide outlines a comprehensive, multi‑dimensional observability framework for AI agents—covering behavior insight, quality assessment, latency and token metrics, tool‑call tracking, error tracing, and cost monitoring—while demonstrating practical implementation with OpenTelemetry, Amazon CloudWatch, and open‑source tools such as MLflow and Langfuse.

Agentic AIAmazon CloudWatchLangFuse
0 likes · 27 min read
Evaluating Agent Observability: A Multi‑Dimensional Framework for Behavior, Quality, and Cost
Su San Talks Tech
Su San Talks Tech
Nov 24, 2025 · Backend Development

What’s New in Spring Boot 4? A Deep Dive into the Latest Spring Ecosystem Overhaul

Spring Boot 4 launches alongside Spring Framework 7, Spring Data 2025.1 and Spring AI 1.1, delivering a massive upgrade that includes Jakarta EE 11, JDK 25, null‑safety via JSpecify, build‑time optimizations, modern HTTP clients, full‑stack Jackson 3 support, native resilience features, modular auto‑configuration, OpenTelemetry integration, and a dual‑track AI strategy.

AIBackend DevelopmentJava
0 likes · 9 min read
What’s New in Spring Boot 4? A Deep Dive into the Latest Spring Ecosystem Overhaul
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 TempoObservability
0 likes · 7 min read
How to Deploy OpenTelemetry, Grafana Tempo, and Jaeger with Docker Compose for End-to-End Tracing
SpringMeng
SpringMeng
Nov 22, 2025 · Backend Development

Spring Boot 4 Launches with Jakarta EE 11, JSpecify Null‑Safety, and AI‑Ready Features

Spring Boot 4 arrives alongside Spring Framework 7, upgrading to Jakarta EE 11, JDK 25, JSpecify null‑safety, build‑time optimizations, a declarative HTTP client, full Jackson 3 support, native API versioning, built‑in resilience, OpenTelemetry integration, and a dual‑track Spring AI strategy.

Declarative HTTP ClientJSpecifyJakarta EE 11
0 likes · 8 min read
Spring Boot 4 Launches with Jakarta EE 11, JSpecify Null‑Safety, and AI‑Ready Features
Architect's Tech Stack
Architect's Tech Stack
Nov 21, 2025 · Backend Development

What’s New in Spring Boot 4? A Deep Dive into the Latest Features

Spring Boot 4 launches alongside Spring Framework 7, Spring Data 2025.1 and Spring AI 1.1, introducing Jakarta EE 11, JDK 25, JSpecify null‑safety, build‑time optimizations with Project Leyden, a new declarative HTTP client, Jackson 3 support, native API versioning, built‑in resilience, OpenTelemetry integration, and a dual‑track AI strategy.

AIBackend DevelopmentJSpecify
0 likes · 9 min read
What’s New in Spring Boot 4? A Deep Dive into the Latest Features
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 CloudDifyMonitoring
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 CloudDifyObservability
0 likes · 28 min read
Achieving Full‑Stack Observability for Dify Agentic Apps with Alibaba Cloud Monitoring
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.

ELKMetricsObservability
0 likes · 7 min read
How Logs, Traces, and Metrics Differ—and Why It Matters
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 AgentEvaluatorExperiment Management
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 AgentJavaObservability
0 likes · 15 min read
How Spring AI Alibaba Admin Powers Data‑Centric AI Agent Development and Ops
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.

JavaMonitoringObservability
0 likes · 7 min read
Add Observability to Legacy Java Apps with OpenTelemetry Agent (Zero Code)
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.

Cloud NativeObservabilityOpenTelemetry
0 likes · 12 min read
Mastering Cloud‑Native Observability: From Metrics to Tracing
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.

LLMObservabilityOpenTelemetry
0 likes · 24 min read
RAGFlow Link Tracing: GPS‑Style Observability for LLM‑Powered Applications
Alibaba Cloud Observability
Alibaba Cloud Observability
Aug 25, 2025 · Artificial Intelligence

From Code to AI Native Apps: The Evolution of Programming Paradigms

This article explores how programming paradigms have shifted from traditional languages to AI‑driven development, detailing AI Agent concepts, workflow versus agentic modes, single versus multi‑agent strategies, prompt versus context engineering, the reference architecture with Spring AI Alibaba, Nacos, Higress and RocketMQ, and the observability solutions built on OpenTelemetry and LoongSuite.

AIAI AgentsOpenTelemetry
0 likes · 20 min read
From Code to AI Native Apps: The Evolution of Programming Paradigms
Alibaba Cloud Observability
Alibaba Cloud Observability
Jul 21, 2025 · Artificial Intelligence

How AI Agent Architecture Is Transforming Software Engineering Practices

The article explores the evolution of AI Agent technical architecture, its four core capability dimensions, the pivotal role of observability and security, and introduces LoongSuite as a high‑performance, low‑cost observability suite that supports multi‑language agents and future cloud‑native AI developments.

AI AgentCloud NativeLoongSuite
0 likes · 18 min read
How AI Agent Architecture Is Transforming Software Engineering Practices
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 AgentLoongSuiteObservability
0 likes · 19 min read
How AI Agent Architecture Is Evolving to Redefine Software Engineering
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 ComputeObservabilityOpenTelemetry
0 likes · 6 min read
How Alibaba Cloud Function Compute Uses OpenTelemetry for Full‑Stack Tracing
Alibaba Cloud Observability
Alibaba Cloud Observability
Jun 16, 2025 · Artificial Intelligence

Mastering AI Application Observability: From Metrics to Full‑Stack Tracing

This article explains why cost and performance are critical in the AI era, outlines the three main pain points of AI application development, and details a full‑stack observability solution—including architecture layers, key metrics like TTFT and TPOT, OpenTelemetry tracing, and practical tips for frameworks such as Dify—integrated into Alibaba Cloud CloudMonitor 2.0.

AI application monitoringAI observabilityLLM Performance
0 likes · 21 min read
Mastering AI Application Observability: From Metrics to Full‑Stack Tracing
MoonWebTeam
MoonWebTeam
Jun 7, 2025 · Cloud Native

Master OpenTelemetry: From Basics to Full‑Stack Tracing in Node.js

This comprehensive guide explains observability concepts, introduces OpenTelemetry’s three signals—traces, metrics, and logs—and walks through setting up automatic and manual instrumentation for Node.js applications, configuring the OpenTelemetry Collector, deploying with Docker Compose, and visualizing data in Zipkin or Jaeger.

Node.jsOpenTelemetryTracing
0 likes · 50 min read
Master OpenTelemetry: From Basics to Full‑Stack Tracing in Node.js
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.

MetricsObservabilityOpenTelemetry
0 likes · 4 min read
Why Choose SigNoz for Open‑Source Observability? A Deep Dive
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
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.

APMObservabilityOpenTelemetry
0 likes · 10 min read
Unlocking Application Reliability: Core APM Modules and Yunzhou’s OpenTelemetry Design
Alibaba Cloud Observability
Alibaba Cloud Observability
Mar 17, 2025 · Cloud Native

How to Master LLM Observability in Cloud‑Native Environments

This article explains the unique observability challenges of large language model (LLM) applications, outlines essential performance, cost, and safety metrics, and presents a comprehensive cloud‑native solution—including trace, metric, and log collection, domain‑specific dashboards, and step‑by‑step integration with Alibaba Cloud's Python Agent—to ensure reliable, efficient LLM deployments.

AI GatewayCloud NativeLLM observability
0 likes · 18 min read
How to Master LLM Observability in Cloud‑Native Environments
Alibaba Cloud Developer
Alibaba Cloud Developer
Mar 13, 2025 · Artificial Intelligence

How to Master LLM Observability: End-to-End Monitoring with Alibaba Cloud

This article outlines Alibaba Cloud’s comprehensive LLM observability solution, covering challenges, key metrics, component architecture, data collection, tracing, performance analysis, and practical integration steps—including Python agent setup and Dify demo—to help developers monitor and optimize large language model applications.

AI monitoringCloud NativeLLM observability
0 likes · 19 min read
How to Master LLM Observability: End-to-End Monitoring with Alibaba Cloud
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.

AIOpsObservabilityOpenTelemetry
0 likes · 10 min read
What’s Driving Observability in 2025? AIOps, OpenTelemetry, and eBPF Trends
Alibaba Cloud Developer
Alibaba Cloud Developer
Feb 13, 2025 · Operations

What Will Observability Look Like in 2025? Key Trends and Technologies

This article compiles predictions from multiple sources to outline ten common observability trends for 2025, covering AIOps platform evolution, AI‑driven prediction, OpenTelemetry adoption, unified monitoring, edge observability, shift‑left development, eBPF integration, log‑centric analytics, cost‑saving strategies, and proactive reliability.

2025 trendsAIOpsOpenTelemetry
0 likes · 12 min read
What Will Observability Look Like in 2025? Key Trends and Technologies
Alibaba Cloud Observability
Alibaba Cloud Observability
Feb 11, 2025 · Operations

Alibaba Cloud’s Compile‑Time Go Instrumentation: A New Era for Cloud‑Native Observability

Amid the surge of cloud‑native architectures, Alibaba Cloud showcases its open‑source, compile‑time Go instrumentation that delivers non‑intrusive monitoring, richer data, and cross‑vendor standards via OpenTelemetry, while highlighting extensive community contributions and collaborations that position it as a leading force in modern observability.

Alibaba CloudCloud NativeGo
0 likes · 6 min read
Alibaba Cloud’s Compile‑Time Go Instrumentation: A New Era for Cloud‑Native Observability
Alibaba Cloud Observability
Alibaba Cloud Observability
Dec 24, 2024 · Operations

How to Achieve Full Observability for Go Apps Without Intrusive Agents

This article compares three Go observability solutions—SDK instrumentation, eBPF‑based monitoring, and compile‑time code injection—explaining their mechanisms, open‑source implementations, trade‑offs, and why Alibaba Cloud's Instgo compile‑time approach offers a low‑overhead, non‑intrusive APM alternative.

Cloud NativeGoInstrumentation
0 likes · 11 min read
How to Achieve Full Observability for Go Apps Without Intrusive Agents
Alibaba Cloud Native
Alibaba Cloud Native
Nov 27, 2024 · Cloud Native

How to Add Zero‑Code Observability to Golang Apps with Alibaba’s OpenTelemetry Agent

This guide explains how to use Alibaba’s open‑source Golang Agent to automatically instrument Go applications for tracing, metrics, and log correlation without modifying source code, covering binary download, build replacement for go build, endpoint configuration, and step‑by‑step examples with Docker‑based dependencies and Jaeger visualization.

AgentMetricsOpenTelemetry
0 likes · 11 min read
How to Add Zero‑Code Observability to Golang Apps with Alibaba’s OpenTelemetry Agent
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.

ObservabilityOpenTelemetryRUM
0 likes · 15 min read
How to Achieve End-to-End Traceability with RUM and OpenTelemetry
Sohu Tech Products
Sohu Tech Products
Sep 25, 2024 · Cloud Native

Observability Concepts and OpenTelemetry Architecture Overview

Observability turns a black‑box application into a system by gathering logs, metrics, and traces, using alerts to spot anomalies, then linking trace IDs to logs; OpenTelemetry standardizes this with instrumented client agents, a Collector (receivers, processors, exporters), and backend storage, while Java agents, span propagation, exemplars, eBPF, and bundles like SigNoz or OpenObserve let teams choose between a custom OTel stack or a solution.

Cloud NativeMetricsObservability
0 likes · 11 min read
Observability Concepts and OpenTelemetry Architecture Overview
DevOps Operations Practice
DevOps Operations Practice
Sep 25, 2024 · Operations

Prometheus 3.0‑beta Released: New UI, Remote Write 2.0, OpenTelemetry Support, and Other Major Changes

Prometheus 3.0‑beta introduces a completely redesigned UI, Remote Write 2.0 with native support for metadata and histograms, built‑in OpenTelemetry metrics handling, UTF‑8 label support, native histograms, and several feature‑flag removals, while encouraging community testing before production use.

BetaReleaseObservabilityOpenTelemetry
0 likes · 6 min read
Prometheus 3.0‑beta Released: New UI, Remote Write 2.0, OpenTelemetry Support, and Other Major Changes
Alibaba Cloud Native
Alibaba Cloud Native
Sep 24, 2024 · Cloud Native

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

This article explains why Real‑User Monitoring (RUM) is ideal for linking front‑end experience to back‑end tracing, compares major trace‑propagation protocols, and presents practical OpenTelemetry‑based solutions—including RUM‑to‑Span and Span‑to‑RUM patterns—to enable full‑stack observability and impact analysis in cloud‑native environments.

Distributed TracingOpenTelemetryRUM
0 likes · 15 min read
How to Achieve End‑to‑End Traceability with RUM and OpenTelemetry
Sohu Tech Products
Sohu Tech Products
Sep 5, 2024 · Backend Development

Instrumentation of gRPC in OpenTelemetry: Adding Request Size Metrics via Byte‑Buddy

The new OpenTelemetry Java instrumentation adds client and server request‑size metrics to gRPC by injecting a tracing interceptor via Byte‑Buddy bytecode enhancement, extracting payload sizes from protobuf messages, recording them with custom attributes and histograms, and applying analogous handler‑based logic for Go.

ByteBuddyInstrumentationJava
0 likes · 12 min read
Instrumentation of gRPC in OpenTelemetry: Adding Request Size Metrics via Byte‑Buddy
Alibaba Cloud Observability
Alibaba Cloud Observability
Sep 5, 2024 · Cloud Native

Can Alibaba’s OpenTelemetry Golang Agent Simplify Your Go App Monitoring?

This article explains why the newly released OpenTelemetry Golang Agent from Alibaba Cloud offers a compile‑time, non‑intrusive alternative to manual SDK instrumentation and eBPF auto‑instrumentation, detailing its architecture, code examples, plugin support, context propagation improvements, and future roadmap for Go observability.

Automatic InstrumentationCloud NativeOpenTelemetry
0 likes · 15 min read
Can Alibaba’s OpenTelemetry Golang Agent Simplify Your Go App Monitoring?
Alibaba Cloud Native
Alibaba Cloud Native
Sep 2, 2024 · Cloud Native

Why the New OpenTelemetry Golang Agent Beats Manual and eBPF Instrumentation

This article explains the challenges of manual OpenTelemetry SDK instrumentation and eBPF auto‑instrumentation for Go applications, introduces the Alibaba Cloud OpenTelemetry Golang Agent that performs compile‑time automatic instrumentation, details its architecture, code examples, plugin support, and future roadmap.

Automatic InstrumentationOpenTelemetryeBPF
0 likes · 18 min read
Why the New OpenTelemetry Golang Agent Beats Manual and eBPF Instrumentation
Rare Earth Juejin Tech Community
Rare Earth Juejin Tech Community
Aug 31, 2024 · Backend Development

Developing OpenTelemetry Instrumentation for PowerJob Using Java Agent and ByteBuddy

This article explains how to create OpenTelemetry instrumentation for the PowerJob distributed scheduler by implementing a Java agent with ByteBuddy, covering background, prerequisite knowledge, entry point discovery, version selection, implementation details, common pitfalls, Muzzle validation, and unit testing.

ByteBuddyOpenTelemetryPowerJob
0 likes · 16 min read
Developing OpenTelemetry Instrumentation for PowerJob Using Java Agent and ByteBuddy
Alibaba Cloud Developer
Alibaba Cloud Developer
Aug 2, 2024 · Operations

How Alibaba Cloud’s ARMS Go Agent Enables Zero‑Intrusion Monitoring for Go Microservices

This article explains how Alibaba Cloud's ARMS team collaborated with the language and compiler team to create an OpenTelemetry‑based, compile‑time automatic instrumentation solution for Golang applications, detailing its background, technical workflow, key optimizations, and practical impact on cloud‑native monitoring.

ARMSAutomatic InstrumentationCloud Native
0 likes · 13 min read
How Alibaba Cloud’s ARMS Go Agent Enables Zero‑Intrusion Monitoring for Go Microservices
Sohu Tech Products
Sohu Tech Products
Jul 24, 2024 · Cloud Native

Understanding Helm and Kubernetes Operators

The article explains how Helm simplifies deploying complex Kubernetes applications with a single YAML chart but cannot manage runtime operations, while Kubernetes Operators—built on custom resource definitions and webhook logic—automate tasks such as scaling, upgrades, and side‑car injection, offering higher‑level lifecycle management.

Application DeploymentCRDMicroservices
0 likes · 9 min read
Understanding Helm and Kubernetes Operators
Alibaba Cloud Native
Alibaba Cloud Native
Jul 24, 2024 · Cloud Native

How to Observe and Optimize LLM Applications with Alibaba Cloud ARMS

This article explains the challenges of deploying large language model (LLM) applications, outlines the need for end‑to‑end observability, and details Alibaba Cloud ARMS' LLM‑specific tracing, metrics, and Python agent solutions for monitoring, debugging, and performance optimization.

AILLMMetrics
0 likes · 20 min read
How to Observe and Optimize LLM Applications with Alibaba Cloud ARMS
Alibaba Cloud Infrastructure
Alibaba Cloud Infrastructure
Jul 12, 2024 · Cloud Native

Multi‑Cluster Deployment and Traffic‑Lane Solution with Alibaba Cloud Service Mesh ASM

This guide explains how to use Alibaba Cloud Service Mesh (ASM) to create isolated, on‑demand environments for cloud‑native microservices across multiple ACK clusters, leveraging traffic‑lane (permissive mode) and OpenTelemetry automatic instrumentation to achieve efficient development, testing, and progressive gray‑release workflows while reducing resource consumption.

ASMOpenTelemetrykubernetes
0 likes · 45 min read
Multi‑Cluster Deployment and Traffic‑Lane Solution with Alibaba Cloud Service Mesh ASM
MaGe Linux Operations
MaGe Linux Operations
Jul 1, 2024 · Operations

Mastering Jaeger: A Complete Guide to Distributed Tracing and Deployment

Jaeger is an open‑source, CNCF‑graduated distributed tracing system built by Uber, and this guide explains its core concepts, architecture, sampling strategies, and various deployment options—including all‑in‑one, Kubernetes, and OpenTelemetry—plus how it compares with other tracing tools.

Distributed TracingJaegerObservability
0 likes · 13 min read
Mastering Jaeger: A Complete Guide to Distributed Tracing and Deployment
Efficient Ops
Efficient Ops
Jun 4, 2024 · Operations

How Huya Unified Its Monitoring Platform with OpenTelemetry for Zero‑Cost Integration

This article details Huya's transition from fragmented, non‑standard monitoring solutions to a unified OpenTelemetry‑based platform, covering project background, pain points, design decisions, SDK architecture, data pipeline, storage, alerting, root‑cause analysis, and future plans, highlighting the benefits of standardization and zero‑cost service integration.

HuyaMetricsObservability
0 likes · 13 min read
How Huya Unified Its Monitoring Platform with OpenTelemetry for Zero‑Cost Integration
Alibaba Cloud Observability
Alibaba Cloud Observability
May 29, 2024 · Cloud Native

How to Achieve End-to-End Cloud Native Tracing and Solve the 3 Major Challenges

This article explains why distributed tracing is essential for modern cloud‑native systems, outlines the three toughest problems—instrumentation, data collection, and context propagation—and shows how Alibaba Cloud ARMS and OpenTelemetry provide a comprehensive, multi‑language solution for end‑to‑end traceability.

ARMSAlibaba CloudDistributed Tracing
0 likes · 14 min read
How to Achieve End-to-End Cloud Native Tracing and Solve the 3 Major Challenges
Alibaba Cloud Native
Alibaba Cloud Native
May 28, 2024 · Cloud Native

Zero‑Code Traffic Lane Gray Release with OpenTelemetry Baggage on Alibaba Cloud Service Mesh

This guide explains how to use OpenTelemetry's automatic instrumentation to propagate baggage headers, enabling a loose‑mode traffic‑lane (gray‑release) strategy in Alibaba Cloud Service Mesh without modifying application code, covering prerequisites, operator deployment, service setup, lane configuration, weight‑based routing, and verification steps.

ASMBaggageOpenTelemetry
0 likes · 26 min read
Zero‑Code Traffic Lane Gray Release with OpenTelemetry Baggage on Alibaba Cloud Service Mesh
Sohu Tech Products
Sohu Tech Products
May 21, 2024 · Backend Development

Debugging java.net.spi.InetAddressResolverProvider SPI Failure with OpenTelemetry Java Agent in Spring Boot

The article explains how a custom java.net.spi.InetAddressResolverProvider SPI that works in a regular Spring Boot 3.x JAR fails when the OpenTelemetry Java agent is added because the agent’s JarLoader cannot read the SPI configuration inside the BOOT‑INF layout, and resolves the issue by disabling the agent’s own resolver resource so the custom provider is used.

JDK21JavaOpenTelemetry
0 likes · 11 min read
Debugging java.net.spi.InetAddressResolverProvider SPI Failure with OpenTelemetry Java Agent in Spring Boot
Sohu Tech Products
Sohu Tech Products
Apr 17, 2024 · Operations

Developing an OpenTelemetry Extension for Pulsar Java Client Metrics

The article walks through building a custom OpenTelemetry Java‑agent extension for Pulsar client metrics—migrating from SkyWalking, setting up a Gradle project, using ByteBuddy to instrument methods with advice, registering gauge metrics, packaging the jar, handling common class‑loader pitfalls, and configuring deployment via the OpenTelemetry operator.

ExtensionInstrumentationJava
0 likes · 14 min read
Developing an OpenTelemetry Extension for Pulsar Java Client Metrics
Tencent Cloud Developer
Tencent Cloud Developer
Apr 2, 2024 · Backend Development

tRPC Scaffolding Tooling and Observability Best Practices for Tencent Docs Backend

By introducing the unified tRPC scaffolding tool trpcx and embedding OpenTelemetry‑generated observability configurations, the Tencent Docs backend team streamlined service creation, standardized directory structures, migrated metrics and logs to ClickHouse for cost‑effective performance, and established best‑practice workflows that dramatically improve development speed and fault‑diagnosis efficiency.

Backend DevelopmentClickHouseMetrics
0 likes · 18 min read
tRPC Scaffolding Tooling and Observability Best Practices for Tencent Docs Backend
MaGe Linux Operations
MaGe Linux Operations
Feb 29, 2024 · Operations

Quickly Set Up OpenTelemetry on Kubernetes: Installation, Modes & Config

This guide walks you through deploying OpenTelemetry in Kubernetes, covering the purpose of otel‑collector, installation via manifests or Helm, the three deployment patterns (No‑Collector, Agent, Gateway), running the otel‑demo, and detailed configuration of receivers, processors, exporters, connectors, extensions, and service pipelines.

CollectorObservabilityOpenTelemetry
0 likes · 11 min read
Quickly Set Up OpenTelemetry on Kubernetes: Installation, Modes & Config