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opentelemetry

167 articles · Page 1 of 2
Cloud Architecture
Cloud Architecture
Aug 14, 2026 · Cloud Native

Complete Guide to Go Microservice Logging and Tracing with OpenTelemetry (Industrial‑Grade Solution)

When an alarm rang at 2:17 AM, a Go order service’s P99 latency surged from 220 ms to 4.6 s and its error rate climbed to 1.8 %; the article explains why many teams still see limited value after adopting OpenTelemetry, identifies three missing pieces—stable trace IDs, end‑to‑end context propagation, and production‑ready pipelines—and delivers a step‑by‑step, code‑first blueprint for building an industrial‑grade observability stack that scales in Kubernetes.

Cloud NativeGologging
0 likes · 40 min read
Complete Guide to Go Microservice Logging and Tracing with OpenTelemetry (Industrial‑Grade Solution)
Alibaba Cloud Native
Alibaba Cloud Native
Aug 12, 2026 · Cloud Native

Alibaba Cloud and Datadog Release OpenTelemetry Go Compile‑Time Instrumentation v1 for Zero‑Code Observability

The OpenTelemetry Go Compile‑Time Instrumentation project, jointly launched by Alibaba Cloud and Datadog, fills the last observability gap for Go by injecting tracing and metrics code at build time, offering zero‑code instrumentation, no runtime overhead, and seamless CI/CD integration while comparing it with manual and eBPF approaches.

Cloud NativeCompile-Time InstrumentationGo
0 likes · 10 min read
Alibaba Cloud and Datadog Release OpenTelemetry Go Compile‑Time Instrumentation v1 for Zero‑Code Observability
TechVision Expert Circle
TechVision Expert Circle
Aug 11, 2026 · Artificial Intelligence

AI Agents Out of Control: Redrawing Enterprise Security Boundaries

Recent jailbreak incidents show that AI agents equipped with tool‑calling can autonomously breach authorized limits, exposing structural flaws in permission models and prompting a four‑layer isolation architecture with intent gating, sandboxed tool calls, output guards, and runtime monitoring.

AI agentsFirecrackerMCP
0 likes · 14 min read
AI Agents Out of Control: Redrawing Enterprise Security Boundaries
Tech Freedom Circle
Tech Freedom Circle
Jul 14, 2026 · Artificial Intelligence

Designing Production‑Grade Observability and Evaluation with Langfuse + RAGAS for LLM Applications

This article presents a comprehensive, production‑ready guide for building end‑to‑end observability and quantitative evaluation of LLM‑powered RAG/Agent systems using the open‑source Langfuse platform together with the RAGAS benchmark, covering architecture, installation, code instrumentation, dataset management, metric collection, and best‑practice recommendations.

LLM observabilityLangChainLangGraph
0 likes · 46 min read
Designing Production‑Grade Observability and Evaluation with Langfuse + RAGAS for LLM Applications
ThinkingAgent
ThinkingAgent
Jul 14, 2026 · Operations

Why AI Agents Need Observability: Tracing, Monitoring, and SRE in the L8 Layer

A recent fintech chatbot failure exposed how missing tracing, cost attribution, and proper alerting can turn a three‑day incident into a three‑day investigation, prompting a detailed guide on the L8 observability layer that defines three pillars—Tracing, Metrics, Logs—and outlines best‑practice tooling, standards, and implementation steps for AI production systems.

AI ObservabilityCost attributionLangfuse
0 likes · 36 min read
Why AI Agents Need Observability: Tracing, Monitoring, and SRE in the L8 Layer
TechVision Expert Circle
TechVision Expert Circle
Jul 12, 2026 · Backend Development

Designing a Millisecond‑Level Real‑Time Data Processing System

The article outlines practical engineering steps to build a sub‑200 ms end‑to‑end real‑time data pipeline, covering latency budgeting, data ingestion with gRPC/Kafka, stream engine selection (Flink 2.x, RisingWave), state backend tuning, output sink choices, and monitoring with backpressure and OpenTelemetry.

Apache FlinkKafkaReal-time Streaming
0 likes · 13 min read
Designing a Millisecond‑Level Real‑Time Data Processing System
AI Engineer Programming
AI Engineer Programming
Jul 11, 2026 · Operations

Building an Observability Platform for LLM Agents with OpenTelemetry

This article explains why LLM agents need a dedicated observability platform, introduces OpenTelemetry’s core concepts and architecture, shows how to manually instrument Python code, enable automatic instrumentation, configure the Collector, handle common distributed‑system pitfalls, and extend OTel with agent‑specific semantics and evaluation loops.

CollectorLLM agentPython SDK
0 likes · 20 min read
Building an Observability Platform for LLM Agents with OpenTelemetry
Java Tech Enthusiast
Java Tech Enthusiast
Jul 9, 2026 · Backend Development

Why AI Coding Tools Are Racing to Task Orchestration—and What It Means for Java Developers

The latest updates to Codex, Claude Code, Cursor and ZCode show AI coding tools shifting from single‑prompt chat to distributed task orchestration, prompting Java teams to adopt persistent job queues, state machines, worktree isolation, OpenTelemetry tracing and fine‑grained retry policies to manage AI‑driven development pipelines.

AI codingJobRunrSpring Boot
0 likes · 20 min read
Why AI Coding Tools Are Racing to Task Orchestration—and What It Means for Java Developers
Shuge Unlimited
Shuge Unlimited
Jul 8, 2026 · Artificial Intelligence

Why Claude Code’s ‘Advisory’ Setting Isn’t a Hard Cap – Uncovering the Product Logic

The article dissects Claude Code v2.1.202’s two modest changes—a non‑enforced workflow‑size guideline and two OpenTelemetry attributes—by tracing the dynamic‑workflows feature from its debut through successive versions, revealing Anthropic’s product trade‑offs between scalability, controllability, and developer‑first observability.

AI programmingAnthropicClaude
0 likes · 20 min read
Why Claude Code’s ‘Advisory’ Setting Isn’t a Hard Cap – Uncovering the Product Logic
LuTiao Programming
LuTiao Programming
Jul 7, 2026 · Artificial Intelligence

Suddenly All Major AI Coders Shift to Task Orchestration—Java Finally Gets Its Main Stage

Recent updates to Codex, Claude Code, Cursor, and ZCode show a rapid move from simple code‑generation chat windows to full‑featured distributed task orchestration, and the Java ecosystem—through Spring Boot, JobRunr, and OpenTelemetry—now provides the essential backend platform to manage these AI‑driven development pipelines.

AI codingJobRunrSpring Boot
0 likes · 21 min read
Suddenly All Major AI Coders Shift to Task Orchestration—Java Finally Gets Its Main Stage
Java Captain
Java Captain
Jul 7, 2026 · Artificial Intelligence

Alibaba’s Open‑Source Spring AI Alibaba Admin Solves Prompt Debugging, Quality, and Ops Pain Points

Spring AI Alibaba Admin, Alibaba’s open‑source extension of Spring AI, addresses three major enterprise hurdles—inefficient prompt debugging, unreliable AI quality, and opaque production operations—by providing versioned prompt management, dataset lifecycle control, flexible evaluator configuration, automated experiment execution, and end‑to‑end observability.

AI AgentAlibabaPrompt Management
0 likes · 8 min read
Alibaba’s Open‑Source Spring AI Alibaba Admin Solves Prompt Debugging, Quality, and Ops Pain Points
Alibaba Cloud Observability
Alibaba Cloud Observability
Jul 6, 2026 · Cloud Native

Observe Every AI Agent Call Without Changing a Single Line of Code

OBI uses Linux kernel eBPF instrumentation to automatically capture and parse all AI‑related HTTP traffic—covering LLM, embedding, vector search, rerank and MCP tool calls—producing OpenTelemetry‑compatible traces and metrics without any code changes, enabling full‑stack observability of multi‑provider AI agents across languages with only ~1% CPU overhead.

AI ObservabilityCloud NativeGenAI
0 likes · 21 min read
Observe Every AI Agent Call Without Changing a Single Line of Code
Alibaba Cloud Observability
Alibaba Cloud Observability
Jul 6, 2026 · Cloud Native

Why Is My AI Agent Slow? Using a Node.js Probe to Unify Model, Tool, and Service Traces

The article analyzes how modern Node.js services act as a convergence layer for HTTP, databases, caches, RPCs, and AI calls, making performance problems cross‑layer, and introduces Alibaba Cloud ARMS Node.js probe that, with a single integration, automatically gathers APM, AI observability, runtime health, and dynamic configuration to provide full‑stack tracing and simplify troubleshooting.

APMcloud-nativenodejs
0 likes · 17 min read
Why Is My AI Agent Slow? Using a Node.js Probe to Unify Model, Tool, and Service Traces
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.

@RedisListenerSpring Bootbackend development
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 NativeZero-Code MonitoringeBPF
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 NativeZero-CodeeBPF
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 DataSourceSpring Boot
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.

GPU TracingLinux kernelProtocol Detection
0 likes · 22 min read
A Kernel‑Embedded ‘Perspective Mirror’: Achieving Full‑Stack Observability with CloudMonitor 2.0 Without Code Changes
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
TechVision Expert Circle
TechVision Expert Circle
Jun 2, 2026 · Artificial Intelligence

How to Build a System with True Self‑Decision Capability

This article details a CTO‑driven initiative to give core business systems genuine self‑decision ability by defining the concept, presenting a four‑layer architecture, and sharing concrete design choices, safety mechanisms, governance practices, and real‑world lessons learned from an e‑commerce fulfillment use case.

KafkaLLM AgentsMulti-Agent Architecture
0 likes · 14 min read
How to Build a System with True Self‑Decision Capability
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 OpsGenAI
0 likes · 14 min read
Why Alibaba Cloud’s AI Agent Observability Platform Is the Enterprise‑Grade Choice for Full‑Stack Monitoring
Cloud Architecture
Cloud Architecture
May 30, 2026 · Operations

How to Build Production‑Grade Observability Metrics and Alerting for Batch Jobs

The article explains why batch processing tasks often slip out of control, defines a four‑layer observability model covering status, progress, quality and performance, proposes a unified task state machine and event flow, and provides concrete metric, logging, tracing and alerting designs—including Go and Java SDK examples—for reliable production‑level batch job monitoring.

Batch ProcessingGoPrometheus
0 likes · 34 min read
How to Build Production‑Grade Observability Metrics and Alerting for Batch Jobs
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 agentsAgentOpsMonitoring
0 likes · 12 min read
Building a Unified Data Foundation for Stable, Controllable, and Evolving AI Agents
Cloud Architecture
Cloud Architecture
May 23, 2026 · Cloud Native

Build a Production-Ready Observability Platform with OpenTelemetry

To solve fragmented monitoring in Java microservices, the article details how to construct a production‑grade observability platform using OpenTelemetry, covering unified data models, collector architecture, tracing, metrics, logging, sampling strategies, Kubernetes deployment, and practical guidelines for scaling, governance, and root‑cause analysis.

Kubernetesjavalogging
0 likes · 37 min read
Build a Production-Ready Observability Platform with OpenTelemetry
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 AgentHermesSecurity Audit
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 GovernanceLLM AgentsPrometheus
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.

FinTechMTTRcompliance
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.

Chaos EngineeringFact CheckingLLM
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 StackGrafana
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.

AIAgent ArchitectureGo
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.

CollectorJaegerKubernetes
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.

Amazon CloudWatchLangfuseMLflow
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.

AIJakarta EESpring Boot
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.

AIJSpecifyJakarta EE
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 CloudDifynon‑intrusive probes
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.

ELKGrafanaPrometheus
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 AgentEvaluatorPrompt 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 AgentNacosPrompt Engineering
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.

Legacy SystemsMonitoringjava
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 NativePrometheusobservability
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.

LLMPythondistributed systems
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 agentsNacos
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 ObservabilityAI application monitoringLLM 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.

OperationsSigNozlogs
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.

APMTrace analysisobservability
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.

AIOpsPlatform engineeringeBPF
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 trendsAIOpscloud-native
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.

Agentgolangmetrics
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 NativeeBPFmetrics
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.

BetaReleasePrometheusobservability
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.

Trace Contextdistributed tracingopentelemetry
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.

ByteBuddyInstrumentationgRPC
0 likes · 12 min read
Instrumentation of gRPC in OpenTelemetry: Adding Request Size Metrics via Byte‑Buddy