This article explains Java thread lifecycle, compares OS generic thread states with Java’s six states, shows how to query thread state via getState(), and introduces debugging tools like jstack and Arthas, helping developers master state transitions and write robust concurrent code.
IntelliJ IDEA 2020.1 introduces a suite of enhancements—including data‑flow‑aware debugging, property pinning, IPv6 remote debugging, refined performance profiling, memory‑snapshot analysis, a revamped commit UI, LightEdit mode, intention previews, and Zen mode—to streamline Java development and boost productivity.
IntelliJ IDEA 2020.1 introduces a suite of debugging enhancements—including data‑flow analysis, pinned variables, IPv6 remote debugging, refined CPU profiling options, hprof memory‑snapshot support, a revamped commit UI, LightEdit mode, intention previews, and a distraction‑free Zen mode—helping Java developers diagnose and optimize code more efficiently.
After an alert showed a data platform server’s CPU usage soaring to 98.94%, this article walks through a systematic investigation—from spotting the high‑load process with top, tracing the offending Java thread using pwdx and jstack, to optimizing the time‑conversion utility that caused the overload.
Backend developers often face sudden high CPU usage or thread deadlocks in production Java services, and this article introduces a set of one‑click scripts and practical examples that automate diagnosis, locate offending code lines instantly, and provide additional utilities for classpath conflicts, JVM monitoring, and runtime tracing.
This guide explains what the Objective‑C runtime is, where to obtain its source code, the required build environment, step‑by‑step compilation instructions, and detailed solutions for the numerous build errors encountered when compiling objc4 on macOS.
This article explains how the react-native-cli tool automates the creation of a React Native project by installing required software, generating the project structure from templates, installing node and iOS dependencies, and detailing the underlying code flow from the CLI entry point to the init and generateProject functions.
This article introduces HttpRunner 2.0.1 for API automation, explains the environment setup, project structure, essential CLI commands and Python integration, and shares solutions to frequent problems such as timestamp handling, variable overriding, extraction, and execution repeats, along with useful tips for efficient test layering.
This article explains how to create a simple breakpoint mechanism by using GDB for illustration and then reproducing the same behavior with the Linux ptrace system call, covering required knowledge about the RIP register, ELF symbols, and step‑by‑step implementation details.
This article details how a mobile team adopted Flutter for the majority of its app development, compares it with React Native, outlines training, collaborative and hybrid development strategies, presents iOS and Android integration steps, and shares the performance, debugging, and disaster‑recovery benefits achieved.
The article investigates a MySQL crash caused by binlog errors due to a full '/' partition, explains why the error leads to server abort, demonstrates reproducing the issue with large transactions, traces the problem to the my_write function in the source code, and offers mitigation strategies such as reducing transaction size or expanding the temporary directory space.
This tutorial demonstrates how to use Alibaba's open‑source Java diagnostic tool Arthas to decompile, modify, and hot‑replace a running class in a production environment, covering the jad, mc, and redefine commands, practical steps, and common pitfalls.
This article presents a comprehensive case study of integrating React Native into the 58 Car Dealer mobile application, covering background, module selection, communication mechanisms, UI development, server design, hot‑update workflow, packaging, debugging, pitfalls, and future optimization directions.
This guide compiles a practical collection of Linux command‑line tricks and Java troubleshooting tools—such as tail, grep, awk, find, tsar, btrace, Greys, jstack, jmap and more—complete with usage examples, code snippets and visual outputs to help engineers quickly diagnose and resolve production problems.
This guide walks you through five powerful Java debugging techniques—including conditional breakpoints, dropping frames to revisit previous calls, multi‑thread debugging, remote debugging setup, and on‑the‑fly expression evaluation—to help you debug code more efficiently and confidently.
During a performance test a query API failed on the second request because the Redis cache was written before asynchronous tasks finished, causing missing fields; the article explains the root cause, shows the original and fixed code, and details the debugging process.
The article investigates a sporadic iOS app startup timeout where the process is killed by the system, analyzes crash logs showing a SIGKILL (0x8badf00d) watchdog termination, traces the issue to excessive UIPasteboard calls made by OpenUDID in both main and background threads, validates the hypothesis with multi‑threaded tests, surveys SDK usage of OpenUDID, and proposes moving the identifier storage to the keychain to avoid clipboard‑induced hangs.
The article introduces Tencent’s open‑source Hippy cross‑platform framework, outlines its developer‑friendly features and W3C compliance, and details common debugging techniques—including Chrome DevTools‑based services, jsbundle debugging, and memory monitoring—while presenting practical troubleshooting cases for UI updates, scrolling, performance, and iOS‑specific issues.
This tutorial walks you through Python functions—definition, calling, parameters, return values, nested calls, debugging with PyCharm, documentation strings, and how to organize and reuse code with modules and compiled bytecode—providing hands‑on examples and best‑practice tips for every step.
This guide explains how Laravel configures error handling, how to customize the report and render methods, manage global context, ignore specific exceptions, use helper functions, and create custom HTTP error pages with practical code examples.
This article explains how to extend a testing framework with a FunRequest class that records HTTP request and response details, provides fluent setters, supports GET and POST, and enables saving and reproducing requests for faster bug diagnosis.
Nohost, built on the open‑source Whistle proxy, offers a centralized, multi‑user, multi‑environment configuration and packet‑capture solution that lets developers, testers, and product teams instantly switch and share environments, automate CI integration, and streamline debugging across PC, H5, and mini‑program platforms.
This article explains Flutter's hot‑reload mechanism by detailing its JIT/AOT compilation model, the flutter_tools architecture, file‑change detection, incremental Dart Kernel generation, DevFS synchronization, widget‑tree reassembly, and the scenarios where hot‑reload fails versus hot‑restart.
A Spring Boot 1.5.7 application suddenly stops starting because the main thread is blocked, the stack trace shows a NoSuchMethodError for ObjectUtils.unwrapOptional, which is traced back to a mismatched spring‑context 5.x jar overriding the original 4.x version, and the article explains how to identify and resolve the dependency conflict.
This article shares practical troubleshooting steps for frequent Fiddler problems such as HTTPS capture failures, proxy connection refusals caused by host or IPv6 settings, and registration errors after Windows upgrades, helping testers quickly resolve proxy configuration issues.
The article details how Ctrip engineers diagnosed sporadic Redis timeouts in containerized deployments, traced the problem to kernel scheduling delays caused by an APIC‑ID bug that inflated the possible‑CPU count, and resolved it by applying a kernel patch, offering verification steps for affected systems.
This guide explains essential Java debugging techniques—including conditional breakpoints, dropping to a previous stack frame, handling multithreaded breakpoints, remote debugging setup, and evaluating or modifying expressions on the fly—providing clear steps and visual examples to help developers debug more efficiently.
This article explains how to ensure application health and stability after migrating to Kubernetes by improving observability and recoverability, detailing the purpose, configuration, and results of Liveness and Readiness probes, common pod issues, diagnostic steps, and remote debugging techniques using tools such as Telepresence and kubectl‑debug.
The article investigates a MySQL performance issue where timestamp fields trigger high CPU usage due to time‑zone conversion, explains the internal representation of TIMESTAMP, shows stack traces and perf data, and proposes configuration and schema changes to resolve the problem.
This article presents a robust binary‑search template, explains why traditional implementations often fail, shows how to avoid overflow and infinite loops, and provides clear Java code and step‑by‑step guidance using real LeetCode problems as examples.
This guide lists the 17 most frequent Python runtime and syntax errors that new programmers encounter, explains why each occurs, and provides clear code examples of both the faulty and corrected versions to help readers quickly diagnose and fix their own scripts.
This article explains what a NullPointerException is in Java, why it occurs, demonstrates code examples of variable initialization, shows how to interpret stack traces, and provides practical techniques for tracing, diagnosing, and handling such exceptions in backend applications.
This article explores a collection of useful yet often overlooked Python features—including functions with arbitrary arguments, file searching with glob, debugging with inspect, generating unique IDs, serialization, compression, and registering shutdown hooks—providing clear code examples and practical explanations for each.
This article compiles and translates the latest Chrome DevTools enhancements from versions 74 to 78, detailing new UI highlights, debugging shortcuts, performance metrics, service‑worker insights, and other practical tools that front‑end developers can immediately apply to improve their workflow.
This article examines a MySQL performance problem where frequent requests become unresponsive, analyzes processlist, system I/O/CPU metrics, and pstack traces to identify InnoDB thread concurrency and concurrency tickets as the root cause, then explains the relevant parameters, configuration guidelines, and a simulated test to demonstrate the solution.
iQIYI tackled the complexity of its large, multi‑team, multi‑technology mobile app by implementing an automated, standardized logging and diagnostic platform—including UI testing, code‑coverage, a unified SDK, real‑time log debugger and web viewer—enabling proactive design‑for‑debug, faster releases and higher quality.
The article analyzes a rare blocking issue in a Python Agent where a subprocess created via subprocess.Popen hangs due to an unclosed pipe inherited by a forked child process, demonstrates debugging steps using thread frames and lsof, and provides a reproducible example and mitigation recommendations.
Lens is an integrated iOS debugging toolkit that adds a floating window with plug‑in modules—such as view inspection, real‑time network error alerts, simulated memory warnings, DNS spoofing, FPS monitoring, measurement tools, and configurable switches—to streamline development, testing, design, and product management, boosting team efficiency and reducing production incidents.
This guide walks through identifying a 4 GB memory leak in an Nginx worker process on Linux, using tools such as top, ps, dmesg, pmap, /proc/*/smaps, and gdb to pinpoint the faulty extension and apply a fix.
This article explains what a Python Traceback is, how to read its information from bottom to top, lists common exception types such as AttributeError, ImportError, IndexError, and shows practical ways to record and handle errors using try/except and the logging module.
This guide explains how to use tcpdump’s command‑line options and filter expressions to capture and analyze network packets, covering common flags, syntax for specifying interfaces, hosts, ports, protocols, and practical examples for various scenarios.
This article explains core dumps, their history, generation, impact on services, and provides a detailed Linux PHP case study with step‑by‑step debugging using strace, gdb, and ulimit, culminating in root‑cause analysis and remediation recommendations.
This article explains VSCode's debugging architecture, introduces the Debug Adapter Protocol (DAP), and walks through a web‑based demo that implements a Node.js debug session using Monaco, WebSocket communication, and a custom debug adapter to illustrate the full debugging workflow.
This guide walks you through installing Postman, customizing its theme and font size, performing GET and POST requests, handling file uploads, managing authentication tokens, and using environment variables to streamline API debugging for both backend and frontend development.
This article explains why JSON output in a Java console is often unreadable, presents a custom method that formats and indents JSON strings with visual markers, provides the full implementation code, shows the resulting output, and notes its current limitations.
This article lists the most frequent Java OutOfMemoryError cases—including Java heap space, GC overhead limit exceeded, PermGen/Metaspace, native thread creation failures, array size limits, and direct buffer memory—explains their root causes, and provides practical troubleshooting steps and JVM tuning parameters to resolve them.
The article reviews IntelliJ IDEA 2019.2, highlighting its JDK 13 support, smarter code hints, duplicate code detection, structured search, folder‑specific settings, cursor navigation tweaks, Tab shortcuts, large‑file handling, improved class creation dialogs, file size/time display, refined debugging windows, tighter Git integration, performance analysis tools, and overall UI enhancements, all illustrated with screenshots.
The article shares practical strategies for programmers to boost efficiency, emphasizing solid fundamentals, thorough documentation reading, thoughtful planning with sketches, disciplined task lists, regular reflection, focused work sessions, healthy sleep and exercise, and dedicated learning time to overcome common productivity anxieties.
This tutorial walks you through installing Xdebug, configuring php.ini, setting up PhpStorm’s debug preferences, and using the Xdebug helper browser extension so you can pause execution at breakpoints and debug PHP code directly from your IDE.
This article compares IntelliJ IDEA and Eclipse, highlighting IDEA’s superior context‑aware debugging, auto‑completion, and refactoring features, while acknowledging Eclipse’s strengths in other languages and as a plugin platform, to help Java developers choose the right IDE.
The article presents a Java ConsoleTable class that formats Map and List data into a tidy, SQL‑client‑like grid for console output, explains its implementation details, shows usage examples, and discusses the use of Java Stream APIs.
In this interview with MySQL expert Huang Yan, the speaker shares practical, down‑to‑earth techniques for DBAs and developers to explore MySQL’s source code, covering tools, history inspection, test‑driven understanding, DTrace probes, and the mindset of an effective DBA.
This article investigates a MySQL bug where creating an event with sysdate() in mixed binlog format causes replication failure, reproduces the issue on MySQL 5.6.23, analyzes the relevant source functions with SystemTap tracing, and proposes a patch that forces statement format during event creation to prevent row‑based logging.
This article explains the fundamentals of Serverless architecture, its pros and cons, and provides a detailed, practical walkthrough for migrating a lightweight web application to Tencent Cloud's Serverless Cloud Function platform, covering architecture redesign, data storage, performance tuning, debugging, deployment, logging, and monitoring.
This article explains why SLF4J with Logback is the preferred logging façade for Java back‑ends, when to log, how to format messages using parameterized placeholders, and the correct usage of each log level with clear do‑and‑don’t code examples.
This article provides a comprehensive step‑by‑step guide for integrating Flutter into iOS projects, covering required configuration files, script usage, AppDelegate modifications, MethodChannel communication, common pitfalls, debugging tools, performance monitoring, and routing strategies for both static and dynamic navigation.
The article explains how resource obfuscation with andResGuard removes META‑INF service files needed for the Android Main dispatcher, causing coroutines to silently fail after withContext calls, and shows that preserving the META‑INF/services directory restores proper coroutine execution.
This article explains how to identify and resolve common causes of Java service slowdown—such as excessive Full GC, high CPU usage, intermittent latency, waiting threads, and deadlocks—by using tools like top, jstat, jstack, and MAT for systematic troubleshooting.
The article explores what a bug really is, why bugs inevitably appear in software development, and offers practical strategies—such as effective logging, leveraging debugging tools, and keeping iteration sizes small—to locate and resolve bugs more quickly.
After a 2018 Flutter upgrade caused a mysterious “Ghost Crash” in Xianyu’s app, engineers traced an over‑released NSMutableArray in the accessibility bridge, fixed an illegal dealloc call, added proper checks for iOS Speak Screen, and eliminated the crash through a rapid gray‑scale rollout.
Spring Boot determines the main application class by creating a RuntimeException, inspecting its stack trace for a method named 'main', and loading the corresponding class via Class.forName, a process illustrated with source code and a JUnit test that compares printed stack traces to the thrown exception.
This article compiles a comprehensive set of Linux commands, JVM utilities, and Java debugging tools—including tail, grep, awk, find, tsar, btrace, greys, JProfiler, jps, jstack, jmap, jstat, and IntelliJ plugins—to help engineers quickly diagnose, monitor, and resolve production issues while optimizing performance.
This article explains how to replace manual print debugging with the lightweight PySnooper decorator, showing step‑by‑step installation, usage, log configuration, and detailed output examples that reveal line execution and variable changes in Python functions.
Learn how to disable robots.txt compliance in Scrapy, use the Scrapy shell for rapid URL debugging, and apply XPath selectors directly in the shell to efficiently extract data, dramatically speeding up development and avoiding repeated full-crawl executions.
An Alibaba Cloud expert walks through a rare Kubernetes node NotReady issue, detailing how PLEG failures, Docker daemon stack traces, runC’s D‑Bus interactions, and a systemd cookie overflow combine to stall nodes, and explains the debugging steps and eventual fix.
This article explains how iOS developers can use Xcode's breakpoint features—including basic toggles, conditional breakpoints, ignore counts, actions like LLDB commands and log messages, exception breakpoints, and symbolic breakpoints—to pause execution, inspect state, and streamline debugging workflows.
This article explains how Xcode’s static analysis feature can automatically identify common iOS development problems—including localization warnings, logical errors, memory leaks, dead stores, and syntax mistakes—by analyzing code without execution, and shows how to resolve each type of issue.
MTHawkeye is Meitu’s iOS debugging and performance‑optimization toolkit that provides a three‑layer architecture—foundation, UI foundation, and plugin layers—to assist developers across development, testing, and production by offering memory leak detection, main‑thread profiling, CPU, network, graphics, storage monitoring, and integrated FLEX utilities.
This article explains how iOS developers can create, configure, and use Xcode breakpoints—including basic, conditional, ignore, action, options, exception, and symbolic breakpoints—to pause execution, inspect state, and streamline debugging with detailed examples and screenshots.
This article explains how Xcode’s static analysis feature can automatically identify text localization problems, logic errors, memory management concerns, dead‑store data issues, and syntax mistakes in iOS projects, and provides step‑by‑step instructions and code examples for fixing each type of warning.
This article analyzes the challenges of reproducing external‑network bugs, outlines common failure causes, and presents a complete design for a JavaScript SDK that records environment data, AJAX calls, errors, and user actions, stores them in IndexedDB, and visualizes the timeline for efficient troubleshooting.
This article explains how to capture Android device logs using adb commands, export them, combine with monkey testing, and then analyze logcat output—including ring buffers, priority levels, and common crash or ANR patterns—to efficiently locate and resolve issues.
This guide compiles a practical toolbox of Linux commands and Java utilities—including tail, grep, awk, find, tsar, jstack, jmap, jstat, btrace, Greys, JProfiler, and RateLimiter—to help engineers quickly locate, analyze, and resolve performance and stability problems in production environments.
This article reveals several lesser‑known Python features—including functions that accept arbitrary arguments, powerful file searching with glob, debugging with inspect, generating unique IDs via uuid, data serialization, string compression, and registering shutdown hooks—providing practical code examples for each.
A detailed post walks through a mysterious 10‑second timeout on fast primary‑key SQLs in a sharding middleware, showing how log analysis, thread blocking, and an inefficient string‑replacement implementation caused the slowdown and how refactoring to StringBuilder restored performance.
This article explores practical Python debugging methods—from simple print statements and structured logging to powerful IDE debuggers, GDB, perf, strace, and the inject debugger pylane—providing code examples, best‑practice guidelines, and tips for improving observability and performance in production systems.
This article explores how understanding human nature and sharpening cognition can dramatically improve developers' technical abilities, offering practical examples ranging from technology selection and debugging to interviews, code reuse, and open‑source strategy.
This guide explains how to set breakpoints, start a debugging session, and use step over, step into, force step into, step out, and drop frame functions in IntelliJ IDEA, along with advanced features like multiple breakpoints, breakpoint properties, and variable value modification.
This guide presents practical Bash scripting techniques—including safety flags, function definitions, variable annotations, modern command substitution, double‑bracket tests, string manipulation, process substitution, built‑in variables, and debugging methods—to help you write robust, maintainable shell scripts.
This article introduces Chrome DevTools console shortcuts—including $0‑$4 for element references, $ and $$ for query selectors, $_ for the last expression result, and $i for importing npm libraries—explaining their usage to streamline front‑end debugging and testing.
The article provides a comprehensive analysis of React Hooks, covering their injection model, persistent call ordering, debugging and testing strategies, API design considerations such as useReducer, Context Provider, useEffect, missing APIs, type handling, compilation optimizations, safety concerns, and the overall motivation behind moving from class components to hooks.
This article describes the motivation, architecture, runtime instrumentation, custom class loaders, and serialization challenges behind Qunar's plug‑and‑play online debugging tool that captures application snapshots without requiring code changes or restarts.
This article introduces JDFlutter, JD's cross-platform mobile development framework built on Flutter, detailing its architecture, integration with existing Android/iOS projects, debugging capabilities, data statistics, exception monitoring, degradation mechanisms, and future outlook as part of JD's dual-engine ARES platform.
A developer ran a series of UPDATE statements that appeared correct, but due to misplaced double‑quotation marks the WHERE clause was parsed incorrectly, causing every row's column to be set to 0; the article explains MySQL's expression evaluation, shows binlog analysis, and offers practical debugging tips.
This article introduces React Native Debugger, explains how to install it on macOS, demonstrates its powerful debugging features for React components, Redux state, and network requests, and provides configuration tips and code examples to help developers efficiently troubleshoot RN applications.
This article introduces Python's PrettyPrinter package, explains why native printing tools fall short, and demonstrates its advanced layout algorithm, syntax‑highlighting, and simple descriptive API for custom pretty‑printing, complete with usage examples and visual screenshots.
This article explores the full range of browser console functions—including formatted logging, object inspection, warnings, tables, assertions, counters, timing, tracing, and grouping—to help JavaScript developers debug more efficiently and gain deeper insight into their code.
This article explains how to use the %c placeholder and CSS strings with console.log to create colorful, formatted debug messages that stand out in large JavaScript log outputs, boosting development efficiency.
JDFlutter is JD.com’s next‑generation cross‑platform framework that integrates Flutter into existing Android/iOS projects, offering a rich UI component library, native API bridges, debugging tools, data statistics, and a roadmap for future multi‑engine development alongside JDReact.
This essay explores the history and inevitability of software bugs—from Grace Hopper’s famous moth to today’s massive codebases—examining developer attitudes, debugging practices, and why writing less code may be the only realistic way to reduce bugs.
This article details a step‑by‑step investigation of frequent full GC events and high CPU usage in a Java backend service, covering memory analysis with SGM, heap dumps, identification of large Base64 image strings, static encryption utilities, and remediation actions such as heap size increase and custom encryption handling.
When a WebSocket‑based service built on Netty started returning massive 5xx errors, we used log analysis, CAT monitoring, reflective access to Netty's internal memory counter, and step‑by‑step debugging to locate and fix an off‑heap memory leak caused by a null subType field in the encoder.
This article compiles essential Linux commands and a suite of Java diagnostic utilities—including tail, grep, awk, find, tsar, btrace, Greys, JProfiler, and others—providing concise examples and code snippets to help engineers troubleshoot and monitor production systems efficiently.
This guide walks through Chrome's console features—including basic output methods, formatted and styled logs, DOM and object inspection, grouped messages, performance profiling, timing, assertions, and useful shortcuts—providing practical examples and tips for effective front‑end debugging.
This article provides a comprehensive overview of frequently used Android Debug Bridge (ADB) commands, explains how to troubleshoot common connection and permission issues, and demonstrates how to manage apps, files, system information, and device operations directly from the command line.
This article explains how to enable and use the React Profiler plugin in React DevTools to record, visualize, and analyze component rendering performance through commits, flamegraphs, sorting charts, component charts, and interactions, and provides troubleshooting tips for common issues.
This guide presents eight practical recommendations for writing robust Bash scripts, covering shebang selection, debugging flags, static analysis with ShellCheck, variable expansion, proper use of local, signal trapping, thoughtful coding habits, and choosing the right tool for the job.
The article teaches Lua developers using OpenResty how to debug with the built‑in debug library and ngx.log, implement object‑oriented patterns via tables and metatables, and perform data operations such as file I/O and cache/database access through lua‑resty‑redis, lua‑resty‑memcached, and lua‑resty‑mysql modules.
This article explains why web push notifications stop working when the browser is closed, how Android and desktop browsers handle push messages, how to open added‑to‑desktop web apps in full‑screen, the evolution from GCM to FCM, and provides detailed troubleshooting steps for authorization, payload encryption, connection issues, HTTP status codes, and error reporting.
Whoops is a visually striking PHP debugging library that simplifies error handling with elegant stack traces and a clean API, making debugging faster and more enjoyable for developers, especially within Laravel and other PHP frameworks.
