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Logging

730 articles · Page 3 of 8
Test Development Learning Exchange
Test Development Learning Exchange
Sep 13, 2024 · Fundamentals

Python Standard Library for Linux: File Operations, Process Management, Networking, System Info, Time, Logging, Monitoring, Compression, and Environment Variables

This article provides a comprehensive guide to Python's standard libraries for Linux, covering file and directory manipulation, process control, socket networking, system information retrieval, date and time handling, logging, file monitoring, compression, and environment variable management with clear code examples.

LoggingMonitoringNetworking
0 likes · 10 min read
Python Standard Library for Linux: File Operations, Process Management, Networking, System Info, Time, Logging, Monitoring, Compression, and Environment Variables
Test Development Learning Exchange
Test Development Learning Exchange
Sep 11, 2024 · Fundamentals

Python Basics: Dictionaries, Sets, File Operations, Regular Expressions, Logging, Unit Testing, Profiling, and Third‑Party Libraries

This tutorial introduces core Python concepts—including dictionaries, sets, file and directory handling, regular expressions, logging, unit testing, performance profiling, and common third‑party libraries—providing clear explanations and ready‑to‑run code examples for each topic.

File HandlingLoggingprofiling
0 likes · 6 min read
Python Basics: Dictionaries, Sets, File Operations, Regular Expressions, Logging, Unit Testing, Profiling, and Third‑Party Libraries
macrozheng
macrozheng
Sep 10, 2024 · Backend Development

Automate User and Order ID Logging in Spring Boot with MDC and AOP

This guide explains how to automatically inject userId and orderId into log statements in a Spring Boot microservice by configuring Log4j2 patterns, using MDC to store context variables, and creating a custom @UserLog annotation with an AOP aspect that populates the MDC before method execution.

AOPAnnotationJava
0 likes · 9 min read
Automate User and Order ID Logging in Spring Boot with MDC and AOP
Test Development Learning Exchange
Test Development Learning Exchange
Sep 5, 2024 · Backend Development

Build a Clean, Efficient MySQL Utility Class in Python

This article walks you through designing a lightweight, high‑performance MySQL helper class in Python, covering singleton connection management, robust exception handling, logging, context‑managed connections, and practical query/execute methods with example code and usage scenarios.

DatabaseLoggingMySQL
0 likes · 7 min read
Build a Clean, Efficient MySQL Utility Class in Python
Top Architect
Top Architect
Aug 29, 2024 · Operations

Setting Up Nginx Log Monitoring with Loki, Promtail, and Grafana

This article walks through a complete, step‑by‑step solution for collecting Nginx access logs, converting them to JSON, shipping them with Promtail to Loki, and visualizing the data in Grafana, including Docker deployment, dashboard import, and world‑map plugin installation.

GrafanaLoggingLoki
0 likes · 10 min read
Setting Up Nginx Log Monitoring with Loki, Promtail, and Grafana
Test Development Learning Exchange
Test Development Learning Exchange
Aug 28, 2024 · Fundamentals

Python Decorators for API Testing: Retry, Timeout, Logging, Caching, Validation, and More

This article introduces Python decorators—such as retry, timeout, logging, caching, response validation, parameterization, exception handling, performance monitoring, permission checking, and composite usage—and provides complete code examples showing how they simplify and strengthen automated API testing.

LoggingRetryapi-testing
0 likes · 10 min read
Python Decorators for API Testing: Retry, Timeout, Logging, Caching, Validation, and More
macrozheng
macrozheng
Aug 27, 2024 · Backend Development

Master Java Logging: Configure Logback & Log4j2 in Spring Boot

This article explains how to use SLF4J as a facade for Logback or Log4j2, shows Maven dependencies, demonstrates logback.xml and logback‑spring.xml configurations, covers Spring Boot's default logging setup, custom log levels, profile‑based settings, and how to switch to Log4j2 for higher performance.

JavaLoggingSpring Boot
0 likes · 15 min read
Master Java Logging: Configure Logback & Log4j2 in Spring Boot
FunTester
FunTester
Aug 22, 2024 · Fundamentals

Master Go Error Handling: Built-in Errors, Wrapping, and Panic/Recover

This article explains Go's unique error handling approach, covering the built-in error interface, creating errors with errors.New, wrapping errors using fmt.Errorf, defining custom error types, logging errors with the log package, and managing severe failures with panic and recover, complete with practical code examples.

GoLoggingcustom error
0 likes · 15 min read
Master Go Error Handling: Built-in Errors, Wrapping, and Panic/Recover
Test Development Learning Exchange
Test Development Learning Exchange
Aug 20, 2024 · Backend Development

Python Output and Reporting Techniques for API Testing (Beginner to Advanced)

This guide presents beginner to advanced Python techniques for formatting and reporting API test results, covering print statements, logging, JSON, markdown tables, pytest reports, unittest with HTMLTestRunner, Allure, coverage analysis, data visualization, and Selenium‑wire network capture, with practical code examples and best‑practice notes.

Loggingautomationpytest
0 likes · 11 min read
Python Output and Reporting Techniques for API Testing (Beginner to Advanced)
Test Development Learning Exchange
Test Development Learning Exchange
Aug 17, 2024 · Backend Development

Python Decorator Examples for API Testing

This article presents ten practical Python decorator patterns—such as logging, performance measurement, exception handling, retry, status‑code validation, parameter checking, rate limiting, data‑driven testing, environment configuration, and concurrent execution—each illustrated with clear use‑case descriptions and complete code snippets for API testing.

LoggingRetryapi-testing
0 likes · 9 min read
Python Decorator Examples for API Testing
Ctrip Technology
Ctrip Technology
Aug 15, 2024 · Frontend Development

TaskHub: Frontend Automation Platform and RPC BFF Design Practices

TaskHub is a front‑end automation platform that separates core and auxiliary modules to improve task scheduling, logging, and debugging, featuring a decoupled engine, RPC BFF architecture, and real‑world use cases that demonstrate faster issue resolution, task termination, and overall development efficiency.

LoggingTask SchedulingTypeScript
0 likes · 19 min read
TaskHub: Frontend Automation Platform and RPC BFF Design Practices
Sohu Tech Products
Sohu Tech Products
Aug 14, 2024 · Operations

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

This article explains why ELK alone lacks Trace ID support, describes the architectures of SkyWalking and ELK, compares their capabilities, and provides step‑by‑step configurations—including a Logback layout and MDC approach—to embed Trace IDs into logs for full distributed tracing.

APMELKLogging
0 likes · 10 min read
How to Combine SkyWalking and ELK for End-to-End Trace ID Logging
Hacker Afternoon Tea
Hacker Afternoon Tea
Aug 7, 2024 · Operations

Rapidly Build a ClickHouse + Grafana Observability Stack – Log Collection Guide

This article walks through a complete, reproducible setup for collecting, storing, querying, and visualizing Kubernetes logs with ClickHouse and Grafana, covering architecture choices, agent configurations (OpenTelemetry Collector, Vector, Fluent Bit), schema design, compression results, query examples, performance tuning, and dashboard integration.

ClickHouseGrafanaKubernetes
0 likes · 38 min read
Rapidly Build a ClickHouse + Grafana Observability Stack – Log Collection Guide
Rare Earth Juejin Tech Community
Rare Earth Juejin Tech Community
Aug 1, 2024 · Backend Development

Backend API Design Best Practices

This article outlines comprehensive backend API design guidelines, covering parameter validation, extensibility, idempotency, logging, thread‑pool isolation, third‑party error handling, asynchronous processing, parallel queries, rate limiting, security, lock granularity, and strategies to avoid long‑running transactions.

API designAsynchronousLogging
0 likes · 11 min read
Backend API Design Best Practices
FunTester
FunTester
Jul 30, 2024 · Operations

Mastering True Observability: Models, Practices, and AI‑Driven Automation

This article explains why true observability is essential for modern software, outlines its five core pillars, details a four‑stage maturity model with benefits and drawbacks, and provides practical steps—including data collection, team organization, and AI automation—to advance from basic monitoring to predictive, self‑healing systems.

AILoggingMaturity Model
0 likes · 13 min read
Mastering True Observability: Models, Practices, and AI‑Driven Automation
JD Tech Talk
JD Tech Talk
Jul 29, 2024 · Backend Development

Best Practices for Service Design and API Development in Enterprise Systems

This article presents comprehensive guidelines for designing robust, secure, and maintainable enterprise services, covering API path conventions, request handling, input/output parameter design, business logic recommendations, exception handling, dependency management, monitoring, degradation strategies, encryption, and system admission practices.

API designEncryptionLogging
0 likes · 19 min read
Best Practices for Service Design and API Development in Enterprise Systems
Architecture Digest
Architecture Digest
Jul 28, 2024 · Backend Development

Common Backend Development Pitfalls and Their Solutions

The article outlines frequent backend development problems such as duplicate configuration files, hard‑coded parameters, mixed logging practices, insufficient code review, and Maven dependency issues, and provides practical solutions including unified Spring configuration, proper logging, and disciplined deployment processes.

Logging
0 likes · 5 min read
Common Backend Development Pitfalls and Their Solutions
Alibaba Cloud Developer
Alibaba Cloud Developer
Jul 11, 2024 · Backend Development

Why Your logback-spring.xml Isn’t Working and How to Fix It

This article walks through the complete troubleshooting process for a non‑functional logback‑spring.xml in a Spring Boot application, covering background, configuration steps, common pitfalls such as variable resolution and dependency conflicts, remote debugging techniques, and final recommendations to ensure proper log output.

ConfigurationDebuggingJava
0 likes · 9 min read
Why Your logback-spring.xml Isn’t Working and How to Fix It
Python Programming Learning Circle
Python Programming Learning Circle
Jul 8, 2024 · Fundamentals

Enhancing Python Error Messages with PrettyError

This article introduces the PrettyError library for Python, explains how to install it, demonstrates quick start examples, and details its key features such as colored output, timestamps, configurable stack traces, code context, and environment‑based settings to make debugging faster and more readable.

ConfigurationLoggingerror-handling
0 likes · 9 min read
Enhancing Python Error Messages with PrettyError
Alibaba Cloud Observability
Alibaba Cloud Observability
Jul 4, 2024 · Cloud Native

Mastering AliyunPipelineConfig: A Complete Guide to Modern Log Collection in Cloud Native Environments

This article explains the design, advantages, and detailed configuration of the new AliyunPipelineConfig CRD for Alibaba Cloud Log Service, covering its structure, field specifications, migration from AliyunLogConfig, validation, error handling, and practical examples for Kubernetes log collection.

Alibaba CloudCRDKubernetes
0 likes · 24 min read
Mastering AliyunPipelineConfig: A Complete Guide to Modern Log Collection in Cloud Native Environments
Open Source Linux
Open Source Linux
Jul 1, 2024 · Operations

Deploy a Full ELK Stack on a Single Ubuntu Server

This guide walks you through installing Java, Elasticsearch, Kibana, Logstash, and Filebeat on Ubuntu 18.04, configuring a dedicated data disk, adjusting service settings, and testing log collection with a complete script for a compact ELK demo environment.

ELKElasticsearchFilebeat
0 likes · 11 min read
Deploy a Full ELK Stack on a Single Ubuntu Server
Programmer DD
Programmer DD
Jun 21, 2024 · Backend Development

Build a Lightweight Java Logging System with Loki, Loki4j, and Grafana

Learn how to set up a simple yet powerful Java logging solution by installing Loki and Grafana via Docker, configuring Loki4j in a Spring Boot project, and visualizing logs in Grafana dashboards, with step‑by‑step instructions and essential code snippets.

DockerGrafanaJava
0 likes · 8 min read
Build a Lightweight Java Logging System with Loki, Loki4j, and Grafana
Spring Full-Stack Practical Cases
Spring Full-Stack Practical Cases
Jun 17, 2024 · Backend Development

20 Essential Spring Boot Best Practices to Boost Your Java Backend

This article presents a comprehensive collection of Spring Boot best practices—including package structuring, design patterns, starter usage, dependency management, constructor injection, SLF4J logging, pagination, caching, exception handling, naming conventions, and code quality tools—to help developers build more efficient, maintainable, and robust Java backend applications.

Design PatternsJavaLogging
0 likes · 10 min read
20 Essential Spring Boot Best Practices to Boost Your Java Backend
dbaplus Community
dbaplus Community
Jun 16, 2024 · Backend Development

Building a Scalable MySQL Data Migration Service with Microservices and Design Patterns

This article presents a comprehensive guide to designing and implementing a Java‑based MySQL large‑table migration tool using microservice architecture, multiple design patterns, multithreading, custom logging, and flexible migration modes, complete with code snippets, repository links, and deployment considerations.

Data MigrationDesign PatternsJava
0 likes · 22 min read
Building a Scalable MySQL Data Migration Service with Microservices and Design Patterns
FunTester
FunTester
Jun 11, 2024 · Backend Development

Mastering High‑Performance Structured Logging in Go with Uber’s Zap

This guide introduces Uber’s open‑source Zap library for Go, explains its performance‑focused features, shows how to install and configure it, and provides step‑by‑step code examples for basic logging, sugared logging, level control, file output, and log rotation.

GoLoggingZAP
0 likes · 15 min read
Mastering High‑Performance Structured Logging in Go with Uber’s Zap
Architect
Architect
Jun 9, 2024 · Backend Development

Using MDC and TraceId for Log Correlation in Java Applications

This article explains how to use SLF4J MDC together with a TraceId header to correlate logs across threads, services, and distributed tracing tools like SkyWalking, providing code examples for filters, Feign interceptors, thread‑pool adapters, and Logback configuration.

JavaLoggingMDC
0 likes · 15 min read
Using MDC and TraceId for Log Correlation in Java Applications
DevOps Cloud Academy
DevOps Cloud Academy
Jun 4, 2024 · Operations

Comprehensive DevOps Guide: Collaboration, Automation, CI/CD, IaC, Monitoring, and Logging with Practical Code Examples

This comprehensive DevOps guide explains core concepts such as collaboration, automation, CI/CD pipelines, infrastructure as code, and monitoring/logging, and includes practical code examples for Git, shell scripts, Jenkins, GitHub Actions, AWS CodePipeline, Ansible, Docker Compose, Prometheus, Grafana, Fluentd, and Elasticsearch.

CI/CDDevOpsInfrastructure as Code
0 likes · 17 min read
Comprehensive DevOps Guide: Collaboration, Automation, CI/CD, IaC, Monitoring, and Logging with Practical Code Examples
Liangxu Linux
Liangxu Linux
May 18, 2024 · Information Security

Essential Linux Redhat Security Hardening Checklist: Accounts, SSH, Logging, and More

This guide provides a step‑by‑step hardening checklist for Red Hat AS 3/4, covering shared‑account detection, redundant‑account lock policies, root remote‑login restrictions, password complexity and lifespan, critical directory permissions, audit logging, SSH configuration, unnecessary service removal, and patch installation.

LinuxLoggingRedhat
0 likes · 15 min read
Essential Linux Redhat Security Hardening Checklist: Accounts, SSH, Logging, and More
Architect
Architect
May 15, 2024 · Backend Development

Hot‑Pluggable AOP in Spring: Dynamically Adding and Removing Advice

This article demonstrates how to implement a hot‑pluggable AOP solution in Spring by exposing endpoints that let users dynamically add or remove Advice, covering the underlying concepts, core implementation code, a demo service, and test scenarios that show logging being enabled and disabled at runtime.

AOPDynamicAdviceHotPluggable
0 likes · 10 min read
Hot‑Pluggable AOP in Spring: Dynamically Adding and Removing Advice
MaGe Linux Operations
MaGe Linux Operations
May 9, 2024 · Backend Development

Master Nginx Logging: Access Log, Formats, and Debugging Tips

This guide explains how to configure Nginx access logs, define custom log formats, use log file caching, and apply debugging techniques such as IP‑restricted error logging, rewrite rule tracing, and location‑specific logging, with practical examples and command‑line utilities.

Access LogDebuggingLogging
0 likes · 9 min read
Master Nginx Logging: Access Log, Formats, and Debugging Tips
Go Programming World
Go Programming World
Apr 30, 2024 · Backend Development

A Comprehensive Guide to Using Uber's Zap Logging Library in Go

This article introduces Uber's open‑source Zap library for Go, explains its high‑performance, structured, leveled logging features, demonstrates basic and advanced usage with code examples, compares production and development configurations, shows how to use SugaredLogger, customize loggers, apply options, and integrate the library into custom logging packages.

GoLoggingSugaredLogger
0 likes · 19 min read
A Comprehensive Guide to Using Uber's Zap Logging Library in Go
Architect
Architect
Apr 23, 2024 · Backend Development

Cross-Thread Log Sampling for High-Throughput Java Services

This article examines the performance impact of excessive logging in high-throughput Java services and presents three practical approaches—ThreadLocal-style wrappers, explicit flag propagation, and a decoupled component with an extensible API—to achieve cross-thread request-level log sampling while preserving traceability.

AsynchronousJavaLogging
0 likes · 9 min read
Cross-Thread Log Sampling for High-Throughput Java Services
Python Programming Learning Circle
Python Programming Learning Circle
Apr 22, 2024 · Fundamentals

Advanced Python Concepts: Exception Handling, Collections, itertools, Decorators, Generators, and More

This tutorial covers a range of advanced Python topics—including exception handling, the collections module, itertools utilities, lambda functions, decorators, generators, threading, dunder methods, logging, and context managers—to help developers deepen their programming expertise and apply these techniques in real projects.

CollectionsLoggingadvanced
0 likes · 13 min read
Advanced Python Concepts: Exception Handling, Collections, itertools, Decorators, Generators, and More
Ops Development & AI Practice
Ops Development & AI Practice
Apr 5, 2024 · Backend Development

Unlocking Go’s log Package: Simple, Flexible, and Concurrency‑Safe Logging

This article explains the importance of logging, outlines the Go standard library log package’s design highlights—simplicity, flexibility, concurrency safety, and customizability—describes its core Logger structure, shows how mutexes ensure thread‑safe writes, and provides practical code examples with guidance on extending functionality.

GoLoggingbackend
0 likes · 8 min read
Unlocking Go’s log Package: Simple, Flexible, and Concurrency‑Safe Logging
Spring Full-Stack Practical Cases
Spring Full-Stack Practical Cases
Mar 28, 2024 · Backend Development

Master Spring Cloud Config: Logging, RefreshScope, Encryption & Custom Properties

This guide explains how to configure logging in Spring Boot, handle EnvironmentChangeEvent updates, use @RefreshScope limitations, encrypt properties with Spring Cloud, leverage Actuator endpoints for environment refresh, and create custom property sources via spring.factories, providing code examples throughout.

ActuatorConfigurationCustom Property Source
0 likes · 5 min read
Master Spring Cloud Config: Logging, RefreshScope, Encryption & Custom Properties
Sohu Tech Products
Sohu Tech Products
Mar 13, 2024 · Backend Development

OpenResty‑Based Interface Authentication, Traffic Control, and Request Tracing in Production

The article shows how OpenResty’s Lua‑based extensions can implement lightweight, version‑controlled API authentication, dynamic traffic‑shaping via shared‑memory peer status, and selective request tracing with batch‑sent logs to Elasticsearch, enabling secure, highly available services and rich observability without sacrificing Nginx performance in production.

API authenticationLoggingLua
0 likes · 18 min read
OpenResty‑Based Interface Authentication, Traffic Control, and Request Tracing in Production
Efficient Ops
Efficient Ops
Feb 27, 2024 · Operations

Master Docker Logging and Graylog Integration: A Step‑by‑Step Guide

This guide explains how Docker captures container output, stores it as JSON logs, configures various log drivers, and integrates with Graylog for centralized log management, including deployment, input setup, and sending logs from containers via Docker run or docker‑compose.

DockerDocker ComposeGraylog
0 likes · 8 min read
Master Docker Logging and Graylog Integration: A Step‑by‑Step Guide
php Courses
php Courses
Feb 26, 2024 · Backend Development

PHP Logging Functions and Best Practices

This article explains PHP's built‑in logging functions, demonstrates how to use error_log() with various parameters, shows how to extend logging via set_error_handler(), and introduces the Monolog library for advanced logging in backend development.

LoggingMonologerror log
0 likes · 6 min read
PHP Logging Functions and Best Practices
Architect's Guide
Architect's Guide
Feb 25, 2024 · Backend Development

Understanding AOP in Spring Boot with Practical Code Examples

This article explains the fundamentals of Aspect‑Oriented Programming (AOP) in Spring, describes its core concepts such as pointcuts, advice, aspects, join points and weaving, and provides multiple Spring Boot examples—including simple @GetMapping logging, custom permission annotations, and the use of various AOP annotations—complete with full source code snippets.

AOPJavaLogging
0 likes · 18 min read
Understanding AOP in Spring Boot with Practical Code Examples
Liangxu Linux
Liangxu Linux
Feb 18, 2024 · Operations

10 Powerful SecureCRT Tips to Supercharge Your Ops Workflow

This guide walks operations engineers through ten practical SecureCRT techniques—including custom shortcut keys, bottom‑status bar buttons, timestamped logging, scroll‑back buffer tuning, session cloning, command search, auto‑login, file transfer, multi‑host commands, and anti‑idle settings—each with step‑by‑step configuration instructions and screenshots.

LoggingSecureCRTSession management
0 likes · 12 min read
10 Powerful SecureCRT Tips to Supercharge Your Ops Workflow
Top Architect
Top Architect
Feb 18, 2024 · Backend Development

Designing Business Operation Logging: From AOP Annotations to Binlog‑Based Solutions

This article explores the motivations, benefits, and step‑by‑step implementations of business operation logging, starting with a simple AOP‑annotation approach, advancing to AOP combined with Spring Expression Language for richer context, and finally leveraging MySQL binlog and time‑window techniques for low‑level, reliable change capture.

AOPLoggingSpEL
0 likes · 18 min read
Designing Business Operation Logging: From AOP Annotations to Binlog‑Based Solutions
Python Programming Learning Circle
Python Programming Learning Circle
Feb 17, 2024 · Fundamentals

Common Python Decorators: Usage, Examples, and Implementation

This article introduces Python decorators, explains their syntax, and provides ten practical examples—including timing, caching, input validation, logging, error suppression, output validation, retry logic, visualization, debugging, and deprecation—complete with code snippets and usage guidance for data‑science and general development tasks.

LoggingValidationcaching
0 likes · 9 min read
Common Python Decorators: Usage, Examples, and Implementation
Architect's Guide
Architect's Guide
Feb 15, 2024 · Operations

Common ELK Deployment Architectures and Practical Solutions for Log Management

This article introduces the core components of the ELK stack, compares three typical deployment architectures—including Logstash‑only, Filebeat‑assisted, and Kafka‑backed designs—and provides concrete configuration examples and troubleshooting tips for multiline merging, timestamp handling, and module‑level log filtering.

ELKElasticsearchFilebeat
0 likes · 11 min read
Common ELK Deployment Architectures and Practical Solutions for Log Management
Architect
Architect
Feb 8, 2024 · Backend Development

From AOP Annotations to Binlog: Evolving Business Operation Logging Strategies

This article examines the progressive design of business operation logging—from a basic AOP‑annotation approach, through an AOP‑SpEL enhancement, to a binlog‑based time‑window solution—detailing each method's implementation steps, trade‑offs, and practical considerations for robust audit and monitoring in enterprise systems.

AOPLoggingSpEL
0 likes · 19 min read
From AOP Annotations to Binlog: Evolving Business Operation Logging Strategies
37 Interactive Technology Team
37 Interactive Technology Team
Feb 8, 2024 · Operations

What Are Kubernetes Events and How to Collect Them

Kubernetes events record state changes such as pod scheduling, image pulling, and failures, which can be inspected via kubectl but are retained only an hour, so tools like kube-eventer or kubernetes-event-exporter collect them for long‑term analysis, enabling monitoring of Warning types, failure reasons, and visualization through Grafana dashboards.

Cloud-nativeEventsGrafana
0 likes · 9 min read
What Are Kubernetes Events and How to Collect Them
DaTaobao Tech
DaTaobao Tech
Feb 7, 2024 · Backend Development

Log Management Practices for Reducing Cost and Improving Efficiency

The article presents a log‑governance case study that tackles classification, format, and tool chaos by introducing a three‑layer log hierarchy, simple non‑overlapping classification, fixed‑order CSV formatting, and reverse‑printed stack traces, achieving up to 88 % size reduction while improving cost efficiency and adaptability.

Log ManagementLoggingStackTrace
0 likes · 15 min read
Log Management Practices for Reducing Cost and Improving Efficiency
Selected Java Interview Questions
Selected Java Interview Questions
Feb 5, 2024 · Backend Development

Designing Business Operation Logging with AOP, SpEL, and Binlog: From Basic to Advanced Solutions

This article explores the evolution of business operation logging in a Java backend, starting from a simple AOP‑annotation approach, advancing to AOP combined with Spring Expression Language for richer context, and finally leveraging MySQL binlog with time‑window processing to achieve comprehensive, low‑intrusion audit trails.

AOPJavaLogging
0 likes · 15 min read
Designing Business Operation Logging with AOP, SpEL, and Binlog: From Basic to Advanced Solutions
DaTaobao Tech
DaTaobao Tech
Jan 29, 2024 · Cloud Native

Observability: Logging, Metrics, and Tracing in Distributed Systems

Observability in distributed systems combines event logging, aggregated metrics, and request tracing—each offering distinct trade‑offs in detail, storage, and overhead—and while the ELK stack dominates log and metric handling, tracing solutions such as EagleEye and SkyWalking differ by protocol and language, prompting many teams to adopt unified, cloud‑native platforms like Alibaba Cloud’s Log Service for lower cost, real‑time analysis and simplified management.

ELKLoggingMetrics
0 likes · 32 min read
Observability: Logging, Metrics, and Tracing in Distributed Systems
FunTester
FunTester
Jan 29, 2024 · Information Security

Fundamentals of API Security: Principles, Practices, and Lifecycle Management

This article provides a comprehensive overview of API security, covering authentication and authorization, privacy and encryption, input validation, detection, rate limiting, logging, secure coding, vulnerability management, lifecycle phases, and the importance of education and training to protect modern software ecosystems.

API securityEncryptionLogging
0 likes · 14 min read
Fundamentals of API Security: Principles, Practices, and Lifecycle Management
MaGe Linux Operations
MaGe Linux Operations
Jan 24, 2024 · Operations

How to Set Up ELK Logging for Spring Boot and Nginx with Docker

This guide walks through configuring the ELK stack (Elasticsearch, Logstash, Kibana) for Spring Boot applications, integrating Logback via logstash-logback-encoder, setting up Filebeat in Docker containers to collect Nginx logs, and creating Kibana index patterns for efficient log querying.

ELKFilebeatKibana
0 likes · 10 min read
How to Set Up ELK Logging for Spring Boot and Nginx with Docker
DaTaobao Tech
DaTaobao Tech
Jan 24, 2024 · Backend Development

Proper Use of Java Logging Systems and Frameworks

To correctly implement Java logging, choose a compatible framework‑system pair such as SLF4J with Logback, configure Maven dependencies and a rolling Logback XML, use MDC for context, enable dynamic level changes, avoid custom wrappers, and follow a checklist for cleanup and troubleshooting.

ConfigurationLogginglog4j
0 likes · 13 min read
Proper Use of Java Logging Systems and Frameworks
dbaplus Community
dbaplus Community
Jan 22, 2024 · Operations

How NetEase Cloud Music Built a Resilient RPC Framework for Microservices

This article details the practical steps and architectural choices NetEase Cloud Music took to improve RPC stability in a micro‑service environment, covering service discovery, connection management, cloud‑native challenges, SLO design, log governance, degradation, rate limiting, outlier detection, thread‑pool isolation, fast‑failure handling, registry optimizations, multi‑registry support, and post‑incident knowledge‑base building.

LoggingRPCSLO
0 likes · 14 min read
How NetEase Cloud Music Built a Resilient RPC Framework for Microservices
Test Development Learning Exchange
Test Development Learning Exchange
Dec 28, 2023 · Backend Development

Using Decorators in Python Testing Frameworks

This article explores the use of decorators in Python testing frameworks to enhance test functionality, manage setup/teardown, handle data-driven tests, and implement features like retries, logging, and performance profiling.

LoggingSetup Teardownretry mechanisms
0 likes · 18 min read
Using Decorators in Python Testing Frameworks
php Courses
php Courses
Dec 22, 2023 · Backend Development

Implementing Elastic Common Schema in PHP with PECS: A Comprehensive Guide

This article explains why consistent logging structures are essential for growing teams, introduces the Elastic Common Schema (ECS) and the PECS PHP library that fully supports ECS, and provides practical code examples for creating ECS‑compatible logs and integrating PECS with Monolog.

ECSElastic Common SchemaLogging
0 likes · 7 min read
Implementing Elastic Common Schema in PHP with PECS: A Comprehensive Guide
Rare Earth Juejin Tech Community
Rare Earth Juejin Tech Community
Dec 21, 2023 · Backend Development

LAW: Log Asynchronous Writer – A Go Library for Asynchronous Logging Across Multiple Loggers

The article introduces LAW (Log Asynchronous Writer), a Go library that enables asynchronous log output for popular logging frameworks such as zap, logrus, klog, and zerolog, explains its design and implementation, provides performance benchmarks, and offers usage examples with complete code samples.

AsynchronousLibraryLogging
0 likes · 12 min read
LAW: Log Asynchronous Writer – A Go Library for Asynchronous Logging Across Multiple Loggers
JavaEdge
JavaEdge
Dec 17, 2023 · Cloud Computing

Mastering AWS Lambda Error Handling: Best Practices and Advanced Strategies

This guide explains AWS Lambda error types and presents practical best‑practice solutions—including dead‑letter queues, exponential‑backoff retries, structured logging, custom error responses, and advanced techniques like X‑Ray tracing and fault injection—to help you build resilient serverless applications.

AWS LambdaCloud ComputingLogging
0 likes · 10 min read
Mastering AWS Lambda Error Handling: Best Practices and Advanced Strategies
dbaplus Community
dbaplus Community
Dec 13, 2023 · Fundamentals

How to Design Scalable, Maintainable Software Architecture: From Principles to Practice

This article explores how to build a robust engineering architecture by prioritizing product value, defining clear layered and DDD structures, selecting appropriate technologies, and establishing standards for exception, logging, monitoring, and team collaboration to achieve scalability, maintainability, reliability, security, and high performance.

Domain-Driven DesignLoggingMonitoring
0 likes · 27 min read
How to Design Scalable, Maintainable Software Architecture: From Principles to Practice
php Courses
php Courses
Dec 12, 2023 · Backend Development

Optimizing PHP Log Recording Performance

This article explains how to improve PHP logging performance by controlling log levels, batching writes, using asynchronous processes, and implementing log rotation, providing clear code examples for each technique in real-world PHP applications.

Loggingbackenderror log
0 likes · 5 min read
Optimizing PHP Log Recording Performance
Code Ape Tech Column
Code Ape Tech Column
Dec 12, 2023 · Operations

Centralized Log Collection with Filebeat and Graylog

This article explains how to use Filebeat together with Graylog to collect, ship, store, and analyze logs from multiple environments, covering tool introductions, configuration files, Docker deployment, Spring Boot integration, and practical search syntax for effective log monitoring.

ElasticsearchFilebeatGraylog
0 likes · 20 min read
Centralized Log Collection with Filebeat and Graylog
Python Programming Learning Circle
Python Programming Learning Circle
Dec 9, 2023 · Fundamentals

Practical Python Decorators: Timing, Caching, Validation, Logging, and More

This article introduces ten practical Python decorators—including @timer, @memoize, @validate_input, @log_results, @suppress_errors, @validate_output, @retry, @visualize_results, @debug, and @deprecated—explaining their purpose, showing full code implementations, and demonstrating how they can improve performance, reliability, and maintainability of data‑science and general Python projects.

Loggingcachingdecorators
0 likes · 9 min read
Practical Python Decorators: Timing, Caching, Validation, Logging, and More
php Courses
php Courses
Dec 6, 2023 · Backend Development

Common PHP Debugging Techniques and Best Practices

This article introduces essential PHP debugging methods—including enabling error reporting, logging, breakpoints with Xdebug, try‑catch exception handling, and using var_dump/print_r—providing practical code examples to help developers efficiently locate and fix errors.

DebuggingLoggingXdebug
0 likes · 5 min read
Common PHP Debugging Techniques and Best Practices
dbaplus Community
dbaplus Community
Dec 5, 2023 · Backend Development

Taming Chaotic Logs: Practical Governance and Stack Trace Optimization

Facing uncontrolled log proliferation, the author shares a real-world case of log governance that reduces costs and boosts efficiency by categorizing logs, simplifying formats, consolidating tools, introducing a three‑layer log architecture, and applying stack‑trace reversal techniques with concrete code examples.

JavaLog ManagementLogging
0 likes · 16 min read
Taming Chaotic Logs: Practical Governance and Stack Trace Optimization
Alibaba Cloud Developer
Alibaba Cloud Developer
Nov 27, 2023 · Backend Development

Boost Java Logging Performance: Practical Tips and Configurations

This article explores Java logging performance by analyzing the logging pipeline, presenting measurements of log size impact, and offering concrete optimization techniques such as reducing log payload, compressing logger and exception output, using asynchronous logging, and configuring rolling files to minimize both visible business overhead and hidden system costs.

JavaLoggingOptimization
0 likes · 20 min read
Boost Java Logging Performance: Practical Tips and Configurations
Architecture and Beyond
Architecture and Beyond
Nov 25, 2023 · Operations

Effective Log Management Strategy: Standards, SDK Integration, and Lifecycle Practices

The article outlines common logging problems and presents a comprehensive six‑step strategy—including clear logging standards, systematic standard management, a unified SDK, centralized log management systems, regular standard reviews, and lifecycle deprecation—to transform chaotic logs into a reliable tool that boosts development efficiency.

Log ManagementLoggingMonitoring
0 likes · 7 min read
Effective Log Management Strategy: Standards, SDK Integration, and Lifecycle Practices
Architecture and Beyond
Architecture and Beyond
Nov 25, 2023 · Operations

Designing and Implementing an Effective Log System for Internet Startups

The article explains why comprehensive logging is essential for internet startups, outlines the three stages of a log system, details log levels, required fields, best‑practice principles, collection architectures such as local files and ELK, and how collected logs support monitoring, debugging, and analytics.

ELKLog ManagementLogging
0 likes · 12 min read
Designing and Implementing an Effective Log System for Internet Startups
php Courses
php Courses
Nov 16, 2023 · Backend Development

PHP Error Handling and Debugging Techniques

This guide explains how PHP developers can enable comprehensive error reporting, handle exceptions with try‑catch blocks, log errors using error_log, and employ debugging techniques such as breakpoints, print_r, var_dump, and debug_backtrace to efficiently locate and fix code issues.

DebuggingExceptionLogging
0 likes · 6 min read
PHP Error Handling and Debugging Techniques
Test Development Learning Exchange
Test Development Learning Exchange
Nov 9, 2023 · Backend Development

10 Common Python Automation Testing Scripts for API Testing

This article presents ten practical Python automation testing scripts—including batch test execution, data‑driven testing, API monitoring, performance measurement, database checks, screenshot capture, email reporting, data generation, logging, and response validation—to help developers streamline API testing and improve efficiency.

Automation TestingData GenerationLogging
0 likes · 7 min read
10 Common Python Automation Testing Scripts for API Testing
Architect's Guide
Architect's Guide
Nov 8, 2023 · Backend Development

Introduction to TLog: Enterprise‑Level Microservice Log Tracing and Integration Guide

This article introduces TLog, a zero‑intrusion Java logging library that adds globally unique trace IDs, SpanId and upstream/downstream tags to microservice logs, outlines its key features, multiple integration modes, configuration examples for Log4j and async logging, and shows how to use it with Spring Boot, Spring Native and task frameworks like XXL‑JOB.

JavaLoggingSpringBoot
0 likes · 8 min read
Introduction to TLog: Enterprise‑Level Microservice Log Tracing and Integration Guide
Python Programming Learning Circle
Python Programming Learning Circle
Nov 4, 2023 · Fundamentals

Modern Python Standard Library: pathlib, secrets, zoneinfo, dataclasses, logging, f‑strings, tomllib, and setuptools

This article reviews recent Python standard‑library enhancements, showing how pathlib replaces os.path, secrets supersedes os.urandom, zoneinfo replaces pytz, dataclasses improve on namedtuple, proper logging outperforms print, f‑strings beat format, tomllib replaces tomli, and setuptools supersedes distutils, with code examples for each.

LoggingPythondataclasses
0 likes · 13 min read
Modern Python Standard Library: pathlib, secrets, zoneinfo, dataclasses, logging, f‑strings, tomllib, and setuptools
Top Architecture Tech Stack
Top Architecture Tech Stack
Nov 4, 2023 · Backend Development

Essential Java Libraries Every Advanced Developer Should Know

This guide presents a curated list of essential Java libraries—including testing, JSON, logging, utility, XML, Excel, bytecode, collections, HTML parsing, encryption, embedded databases, serialization, networking, Lombok, and Testcontainers—that can dramatically improve productivity and code quality for backend development.

JavaLibrariesLogging
0 likes · 8 min read
Essential Java Libraries Every Advanced Developer Should Know
Rare Earth Juejin Tech Community
Rare Earth Juejin Tech Community
Nov 2, 2023 · Backend Development

Rethinking Global Exception Handling in SpringBoot Applications

This article examines the pitfalls of using SpringBoot's @ControllerAdvice and @ExceptionHandler for global exception handling, illustrates common issues across controller, service, and data layers, and proposes more precise logging and debugging strategies to improve error traceability and maintainability.

DebuggingExceptionHandlingJava
0 likes · 7 min read
Rethinking Global Exception Handling in SpringBoot Applications
Shepherd Advanced Notes
Shepherd Advanced Notes
Nov 1, 2023 · Backend Development

Implementing a Dynamic AOP Log Aspect for Unified API Parameter Logging in Spring Boot

The article explains why logging API request and response parameters is essential for debugging, shows how to configure environment‑ and interface‑level switches, defines a simple @ApiLog annotation, implements an AOP aspect that records request details and response results, and demonstrates separating logs via Logback configuration while noting performance considerations.

AOPApiLogAspectJ
0 likes · 15 min read
Implementing a Dynamic AOP Log Aspect for Unified API Parameter Logging in Spring Boot
JD Cloud Developers
JD Cloud Developers
Oct 31, 2023 · Backend Development

How SpringBoot Auto‑Configuration Works and Build Your Own Logging Starter

This article explains SpringBoot’s auto‑configuration mechanism, walks through the DispatcherServlet example, and demonstrates how to build a custom logging starter—including annotation, properties class, AOP aspect, auto‑configuration class, Maven packaging, and usage—showcasing the efficiency and reusability benefits for backend developers.

Custom StarterJavaLogging
0 likes · 9 min read
How SpringBoot Auto‑Configuration Works and Build Your Own Logging Starter
Inke Technology
Inke Technology
Oct 31, 2023 · Operations

How We Re‑engineered Our Log Platform to Cut Costs by 60% with ClickHouse

This article details the redesign of a company’s logging infrastructure—from an ELK‑based solution to a ClickHouse‑powered architecture—highlighting the motivations, key requirements, component choices, configuration examples, performance optimizations, and the resulting cost and storage benefits.

Big DataClickHouseLogging
0 likes · 13 min read
How We Re‑engineered Our Log Platform to Cut Costs by 60% with ClickHouse
Ops Development Stories
Ops Development Stories
Oct 27, 2023 · Cloud Native

Collect Kubernetes Logs with OpenTelemetry and Loki Using Helm

This guide walks through deploying Loki via Helm, configuring the OpenTelemetry Collector to use a filelog receiver and Loki exporter, and enabling Kubernetes event collection, providing step‑by‑step commands and YAML snippets for a complete logging pipeline in a Kubernetes cluster.

CollectorHelmKubernetes
0 likes · 17 min read
Collect Kubernetes Logs with OpenTelemetry and Loki Using Helm
Efficient Ops
Efficient Ops
Oct 22, 2023 · Operations

Master Loki: Deploy, Configure, and Query Logs Efficiently

This guide explains Loki's core concepts, deployment steps for Promtail and Loki, Grafana integration, label‑based indexing, handling dynamic and high‑cardinality tags, and query optimization techniques, providing a complete roadmap for building a cost‑effective, scalable log aggregation system.

GrafanaKubernetesLogging
0 likes · 15 min read
Master Loki: Deploy, Configure, and Query Logs Efficiently
Rare Earth Juejin Tech Community
Rare Earth Juejin Tech Community
Oct 21, 2023 · Backend Development

Comprehensive Spring Boot Tutorial: Configuration, Logging, MVC, Data Access, Docker, and Custom Starters

This tutorial provides an in‑depth guide to Spring Boot covering core concepts such as project setup, configuration files, logging frameworks, MVC architecture, CRUD examples, error handling, embedded servlet containers, Docker integration, JDBC/MyBatis/JPA data access, startup process, and how to create custom starter modules.

ConfigurationDockerJPA
0 likes · 47 min read
Comprehensive Spring Boot Tutorial: Configuration, Logging, MVC, Data Access, Docker, and Custom Starters