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Java Architecture Diary
Java Architecture Diary
May 26, 2025 · Artificial Intelligence

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

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

JavaMicrometerObservability
0 likes · 12 min read
How to Build Enterprise‑Ready AI Monitoring with Spring AI and Micrometer
Spring Full-Stack Practical Cases
Spring Full-Stack Practical Cases
May 19, 2025 · Backend Development

Master Spring Boot 3: Real‑World @Lookup, @DeclareParents, @Timed & More

This article presents a curated collection of practical Spring Boot 3 examples, demonstrating how to use the @Lookup, @DeclareParents, @Timed/@Counted, and @ConfigurationPropertiesBinding annotations with complete code snippets, configuration steps, and runtime results for backend developers.

AnnotationsJavaMicrometer
0 likes · 9 min read
Master Spring Boot 3: Real‑World @Lookup, @DeclareParents, @Timed & More
Java Architect Essentials
Java Architect Essentials
Oct 27, 2024 · Operations

Integrating Prometheus with Spring Boot for Real‑time Monitoring and Grafana Visualization

This article explains how to use Prometheus together with Spring Boot Actuator and Micrometer to collect, expose, and visualize application metrics, including step‑by‑step dependency configuration, YAML settings, Docker deployment of Prometheus and Grafana, and adding custom metrics for comprehensive monitoring.

ActuatorGrafanaMicrometer
0 likes · 10 min read
Integrating Prometheus with Spring Boot for Real‑time Monitoring and Grafana Visualization
Spring Full-Stack Practical Cases
Spring Full-Stack Practical Cases
Jul 14, 2024 · Backend Development

Master Spring Boot Observability with @Timed, @Counted, and @MeterTag

Learn how to enable comprehensive observability in Spring Boot 3.2.5 by leveraging Micrometer’s @Timed, @Counted, and @MeterTag annotations, configuring Actuator endpoints, and customizing aspects to monitor method execution time, request counts, and parameters, complete with practical code examples and Prometheus integration.

JavaMicrometerObservability
0 likes · 7 min read
Master Spring Boot Observability with @Timed, @Counted, and @MeterTag
Java Architecture Diary
Java Architecture Diary
Jul 21, 2023 · Backend Development

What’s New in Spring Boot 3.1.2? Key Features, Improvements & Fixes

Spring Boot 3.1.2, released on July 20, 2023, upgrades to Spring Framework 6.0.6, adds Java 19 support, enhances Devtools, Micrometer metrics, REST Docs, and fixes several bugs including MongoDB test failures and Actuator metrics issues, requiring Java 17+.

DevtoolsJava 19Micrometer
0 likes · 2 min read
What’s New in Spring Boot 3.1.2? Key Features, Improvements & Fixes
Top Architect
Top Architect
Dec 21, 2022 · Backend Development

Integrating Micrometer, Prometheus, and Grafana into a Spring Boot Application

This tutorial demonstrates how to add Micrometer to a Spring Boot project, configure JVM and custom metrics, expose them via Actuator, and then integrate Prometheus and Grafana to collect and visualize the monitoring data, providing a complete end‑to‑end observability solution.

GrafanaMicrometerPrometheus
0 likes · 10 min read
Integrating Micrometer, Prometheus, and Grafana into a Spring Boot Application
macrozheng
macrozheng
Nov 5, 2022 · Operations

Unlock Full Observability in Spring Boot 3 with Micrometer Observation API

This article explains how Spring Boot 3.0.0‑RC1 integrates Micrometer Observation API to provide unified metrics, logging, and distributed tracing, showing the observation lifecycle, configuration steps, sample server and client code, Docker‑compose setup, and notes on native image support for comprehensive application observability.

JavaMicrometerObservability
0 likes · 26 min read
Unlock Full Observability in Spring Boot 3 with Micrometer Observation API
Java Architecture Diary
Java Architecture Diary
Oct 17, 2022 · Backend Development

How to Add Full Observability to Spring Boot 3 with Micrometer Observation API

This article explains how Spring Boot 3.0.0‑RC1 integrates Micrometer Observation to provide unified metrics, logging, and distributed tracing, showing the required dependencies, configuration, code examples for both server and client, and how to visualize data with Prometheus, Grafana, Loki, and Tempo.

JavaMicrometerObservability
0 likes · 26 min read
How to Add Full Observability to Spring Boot 3 with Micrometer Observation API
Spring Full-Stack Practical Cases
Spring Full-Stack Practical Cases
Feb 25, 2022 · Backend Development

Latest Java & Framework Releases: JDK 18/19, Spring, Quarkus, Micronaut

Recent Java news highlights early‑access builds of JDK 18 and JDK 19, the 2022 Java roadmap, Spring Framework 5.3.15 and 6.0.0‑M2 releases, Spring Data milestones, Quarkus 2.6.2.Final, Micronaut 3.2.5/3.2.6, Piranha 22.1.0, JobRunr 4.0.6, Eclipse Jifa, Micrometer 2.0.0‑M1 and Tracing 1.0.0‑M1, plus the Foojay mid‑year status report.

Framework ReleasesJDKJava
0 likes · 9 min read
Latest Java & Framework Releases: JDK 18/19, Spring, Quarkus, Micronaut
Code Ape Tech Column
Code Ape Tech Column
Sep 16, 2021 · Backend Development

Practical Guide to Micrometer: JVM Metrics Framework with Spring Boot, Prometheus, and Grafana

This article introduces the Micrometer metrics library for JVM applications, explains its core Meter types and registries, demonstrates how to instrument Spring Boot services with counters, timers, gauges, and other meters, and shows end‑to‑end integration with Prometheus and Grafana for monitoring.

GrafanaJavaMicrometer
0 likes · 29 min read
Practical Guide to Micrometer: JVM Metrics Framework with Spring Boot, Prometheus, and Grafana
Code Ape Tech Column
Code Ape Tech Column
Aug 27, 2021 · Operations

Monitoring Spring Boot Applications with Spring Actuator, Micrometer, Prometheus, and Grafana

This article demonstrates how to set up comprehensive monitoring for a Spring Boot application by integrating Spring Actuator, Micrometer, Prometheus, and Grafana, covering component introductions, sample code creation, Docker-based Prometheus and Grafana deployment, and dashboard configuration for real‑time metrics visualization.

ActuatorGrafanaMicrometer
0 likes · 9 min read
Monitoring Spring Boot Applications with Spring Actuator, Micrometer, Prometheus, and Grafana
Spring Full-Stack Practical Cases
Spring Full-Stack Practical Cases
Jun 18, 2021 · Operations

How to Integrate Prometheus Monitoring into Spring Boot with Grafana

This guide walks through setting up Prometheus and Grafana to monitor a Spring Boot 2.3.11 application, covering environment preparation, Maven dependencies, Spring configuration, custom metrics, Prometheus server setup, and visualizing data in Grafana.

GrafanaMicrometerPrometheus
0 likes · 4 min read
How to Integrate Prometheus Monitoring into Spring Boot with Grafana