This article details Meituan's implementation of Flink SQL at scale, covering fine‑grained job configuration, state‑TTL management, state‑migration techniques for job upgrades, a custom debugging tool for correctness issues, and future directions for Flink SQL enhancements.
A Python community member struggled with a regular expression that mishandled backslashes, but by converting the pattern to a raw string with an r prefix, the issue was resolved and the regex matched correctly, illustrating a common pitfall and its simple fix.
This guide explains what core dump files are, how to configure foreground and background processes to generate them on embedded Linux, and provides step‑by‑step commands and sample code for enabling core dumps and analyzing them with arm‑linux‑gnueabihf‑gdb.
The article introduces JupyterLab’s new visual debugger, explains why debugging is needed in Jupyter, provides installation commands for the front‑end extension and xeus‑python kernel, describes the debugger’s UI components and capabilities, and compares it with a VS Code visual debugging tool.
This article explains how ChatGPT, the popular AI chatbot, can boost developer productivity through testing, debugging, documentation, error detection, code completion, formatting, refactoring, search assistance, text classification, and summarization, while also highlighting its need for human oversight and risks such as plagiarism.
This article examines why a single Thread.currentThread().getStackTrace() call is insufficient for modern Android performance debugging, compares instrumentation and native stack‑capture approaches, and provides detailed step‑by‑step implementations, code snippets, and optimization tips for reliable stack tracing.
Learn a quick IntelliJ IDEA trick that lets you set a breakpoint to pause only when a loop reaches a particular iteration, eliminating the need to manually step through each cycle and speeding up Java debugging.
This guide shows programmers how to quickly locate errors in massive server logs using essential Linux commands such as tail, cat, grep, sed, and pagination tools, providing step‑by‑step examples and tips for efficient debugging.
This article explains common scenarios that cause CPU usage to soar above 200% in production, outlines step‑by‑step diagnosis and remediation for MySQL and Java processes, and shares real‑world case studies with command‑line tools, indexing, caching, and code adjustments to bring CPU load back to normal levels.
This article explains how to debug live Kubernetes pods using temporary (ephemeral) containers that share namespaces, covering cluster setup, creating workloads, diagnosing network problems, tracing processes, and accessing node shells without restarting the original pods.
This article walks through a real‑world incident where an update to a MySQL row was not visible to a subsequent read, explains how SkyWalking tracing revealed the exact timing of binlog writing, MQ delivery, and query execution, and offers practical mitigation strategies.
This guide walks through practical ways to make GDB debugging more efficient in the terminal, covering raw command‑line usage, the built‑in TUI mode, CGDB, Emacs GDB integration, and the browser‑based gdbgui, with configuration snippets and key bindings for each tool.
This article recounts a real‑world investigation of a MySQL high‑availability outage where HikariCP connections appeared to dead‑lock, detailing the architecture, observed symptoms, code analysis, thread‑dump findings, and the final fix of adding socket timeout parameters to the JDBC URL.
This guide walks you through installing VS Code on macOS, configuring essential C/C++ extensions, setting up the Clang/LLVM toolchain, creating a simple Hello World project, compiling, running, and debugging it using VS Code's tasks and launch configurations.
This article walks through a Python visualization issue raised in a community chat, shows the problematic code and error screenshots, explains the root cause identified by an expert, and provides the corrected implementation so readers can resolve similar problems themselves.
In this article, the author shares a real‑world pandas data‑processing problem caused by missing spaces, demonstrates the error, provides the corrected code snippet, and explains how the fix resolves the issue for fellow Python learners.
The article details a sudden CPU spike in a Java backend service using Nacos, walks through diagnosing the offending thread with top and jstack, analyzes Nacos client thread creation and scheduled gray‑config tasks, explains Raft network partition handling, and presents a fix that checks config health and avoids unnecessary thread creation.
This guide explains what crontab does, its syntax and options, provides practical examples, highlights typical problems such as environment variables, time misconfiguration, special characters and output redirection, and offers debugging tips and tools for reliable Linux task scheduling.
This comprehensive article explains what Android ANR (Application Not Responding) is, details its various causes and trigger scenarios, walks through the internal service‑side workflow, and presents practical monitoring solutions—including a watchdog thread and SIGQUIT signal interception—along with code samples, trace analysis methods, and mitigation strategies for developers.
This article investigates a MyBatis‑Plus bug where enum values with abstract methods become anonymous classes, causing the framework to fail to locate the correct TypeHandler, leading to SQL errors, and provides several practical solutions to avoid or fix the issue.
This article explains Android's Alarm mechanism, covering its overall architecture, the four alarm types, framework and kernel workflows, batch alignment, wake‑up handling, suspend processing, and a real‑world power‑debugging case to help developers optimize battery consumption.
This article demonstrates how to locate the source of abnormal MySQL connection traffic by identifying the offending socket, tracing its system‑call stack with strace, and correlating the activity to specific application logic such as create/drop database and workload tasks.
This guide explains what crontab does, how to write and manage user and system cron jobs, shows real‑world syntax examples, highlights typical pitfalls such as environment variables, time fields, special characters and output redirection, and provides debugging strategies including the crontab.guru online parser.
This article details several real‑world Flutter performance problems encountered at Soul—including excessive memory usage for emojis, iOS 14 debug launch restrictions, high CPU consumption of Lottie animations, background‑foreground flickering, and PlatformView memory leaks—and provides concrete mitigation strategies with code examples.
This guide walks you through turning the basic command‑line GDB into a far more efficient debugging environment by using GDB's built‑in TUI, custom .gdbinit scripts, the cgdb front‑end, Emacs gdb‑mode, and the browser‑based gdbgui, complete with key bindings, window layouts and practical tips.
This article explains the design, architecture, and evolution of Ant Cube Tool (ACT), a Node‑based CLI and VSCode‑enhanced solution that compiles, previews, and debugs Alipay Cube card DSLs, enabling efficient cross‑platform mobile dynamic content creation.
This article introduces Arthas, Alibaba's open‑source Java diagnostic tool, explains its installation, showcases common commands such as stack, jad, sc, watch, trace, jobs, logger, dashboard, and redefine, and demonstrates how to use them to monitor JVM status, trace method calls, inspect classes, and perform hot‑updates without restarting the application.
This article walks through a real‑world case of off‑heap memory leakage in the Dble proxy, detailing symptom observation, log analysis, monitoring, BTrace instrumentation, code review, and the eventual fix that delays buffer allocation until needed.
This article walks through a real‑world Python file‑handling problem, showing the initial mistake, the corrected approach using encoding, and the final working result, providing a practical example you can apply in your own projects.
This article explains what SIGKILL crashes are on iOS, how the operating system terminates a process, how to capture SIGKILL events using the MetricKit framework with code examples, the meaning of common termination codes, and practical fixes for typical SIGKILL scenarios in mobile apps.
The article details a step‑by‑step investigation of an intermittent deadlock occurring during session creation in a video‑conference system, explains how InnoDB lock types caused the conflict between DELETE and INSERT statements on the session and session_endpoint tables, reproduces the issue, debugs MySQL source code, and presents a simple code‑order fix to eliminate the deadlock.
The article explains how uncaught exceptions cause Electron app crashes on Windows, describes Windows’ user‑mode dump types, shows how Crashpad generates minidumps via a simple exception filter, demonstrates starting the built‑in crash reporter in JavaScript, and outlines uploading and analyzing dumps with Visual Studio or WinDbg, plus a watchdog restart strategy.
This guide walks through creating a React app, downloading the React source, building it, linking the packages, configuring webpack aliases, fixing import paths, disabling ESLint, adjusting environment variables, and resolving internal React errors so you can edit and debug the original React source directly in the browser.
A recent production incident caused by inserting a single log statement revealed how FastJSON's ASM‑generated serializer invokes methods like isChinaName(), leading to a NullPointerException, and the article dissects the root cause, serialization mechanics, and best‑practice annotations to prevent similar bugs.
This guide surveys essential frontend topics—including deep dives into lodash usage, iterator and generator concepts, Web3D visualizations, hybrid remote debugging, long‑task performance optimization, Chrome DevTools measurement, and creative image‑loading effects—offering practical insights for modern web developers.
A MySQL DBA recounts a 4‑TB InnoDB instance that stalled during startup, analyzes top, stack traces, and source code to pinpoint a bug involving truncate operations and the buf_flush_event, then presents three practical solutions—including adjusting innodb_flush_sync, using GDB to break the wait loop, or removing truncate logs—to restore normal operation.
This article outlines ten common developer missteps—from hoarding knowledge and skipping code reviews to weak testing and undocumented changes—and explains how avoiding them can transform you into a high‑value software engineer.
This article recounts a real‑world incident where a change to the Access‑Control‑Allow‑Origin header triggered CORS errors for credentialed requests, analyzes the CDN caching and Vary‑header issues that caused inconsistent responses, and outlines the steps taken to fix and prevent the problem.
Soul developed an Electron‑based hybrid app debugging tool that simulates H5 environments, bridges client‑side methods via CDP, and enables Chrome DevTools debugging of DOM, network, and touch events in webviews for effective troubleshooting.
This article explains how a Python web‑scraping request failed due to extra nested parameters, shows the step‑by‑step debugging process, and demonstrates that deleting trivial 0/1 values can restore the request, offering a practical tip for similar crawling issues.
This article compiles a series of frequent Go programming pitfalls—ranging from incorrect use of unsafe.Sizeof and variadic any parameters to slice expansion, pointer handling, closure capture, concurrency bugs, and serialization quirks—providing concrete code examples and safe alternatives to help developers write more reliable Go code.
The article walks through a MySQL MGR failover incident, analyzes the InnoDB assertion failure shown in the error log, pinpoints the problematic code at row0pread.cc line 727, compares the fix in MySQL 8.0.28, and references the related bug report for future troubleshooting.
This article details the investigation and resolution of a MySQL 8.0.21 client segmentation fault on CentOS 8.4, covering missing ncurses libraries, implicit function declaration warnings, pointer truncation on 64‑bit systems, core‑file generation, gdb analysis, and the steps required to rebuild the client without crashes.
Noslate is Alibaba’s new open‑source, cloud‑native serverless JavaScript runtime that combines a custom cold‑start‑optimized Node.js distribution, the Aworker container with Warmfork and V8 startup snapshots for sub‑millisecond launches, a Noslated control plane for flexible worker orchestration, and a Corefile‑based debugger for low‑impact diagnostics.
This guide explains how to locate and fix production JavaScript errors by generating source maps, injecting them via Charles proxy, and using VSCode exception breakpoints to debug the original source code as if it were running locally.
This guide walks you through the entire lifecycle of a Serverless application on Alibaba Cloud, covering function creation via the console, project initialization and deployment with Serverless Devs, various debugging techniques—including online, breakpoint, proxy, and local debugging—and best practices for dependency management and performance testing.
This guide explains the SCSI protocol, compares common hard‑disk interfaces such as IDE, SCSI, and SATA, shows how to install and use the lsscsi command with its options and examples, and details Linux SCSI file nodes and logging configuration.
Noslate is an open‑source, cloud‑native project from Alibaba that introduces a lightweight JavaScript runtime, optimized Node.js distribution, and an offline debugger to dramatically improve serverless cold‑start times, elasticity, and diagnostic capabilities across diverse platforms, including ARM and traditional x86 environments.
Noslate is an open‑source, cloud‑native suite comprising a custom Node.js distribution, the lightweight Aworker runtime with Warmfork and Startup Snapshot technologies, all designed to dramatically reduce cold‑start latency and improve JavaScript task elasticity in serverless environments.
This article walks through MyBatis's complete query lifecycle—from configuration parsing, SqlSessionFactory creation, and mapper loading to the actual SELECT execution—while reproducing a pre‑3.4.5 bug caused by foreach variable leakage and presenting the official fix and upgrade recommendations.
The article details a NullPointerException that occurs when ShardingSphere starts, explains how null values in TiDB‑generated view metadata trigger the error, describes the step‑by‑step investigation and reproduction using TiUP, and discusses several possible fixes and a call for community contributions.
Learn how Go’s embedded symbol table works, how to inspect and modify symbols using tools like nm and go tool nm, customize variables with ‑ldflags ‑X, and reduce binary size by stripping debug symbols, all illustrated with practical code examples.
An online promotion that should end at 23:59:59 displayed as finished early due to an 8‑hour discrepancy, traced through HTTP packet capture, DB fields, and Java’s Date handling, revealing that Date objects use the local timezone while timestamps are based on UTC, causing mismatched calculations.
This article explains the stages of code errors, the significance of learning debugging for QA, introduces various breakpoint types and their settings, demonstrates a factorial sum debugging case, and provides practical tips such as conditional breakpoints and expression evaluation to efficiently locate and resolve runtime issues.
The article investigates MySQL InnoDB lock‑wait timeouts caused by hanging transactions that lack proper commit or rollback, explains ACID and lock mechanisms, shows how stale ThreadLocal bindings let pooled threads reuse unfinished transactions, and recommends using @Transactional with robust try‑catch handling to prevent such deadlocks.
The nightly service latency spikes were traced to major page faults triggered by the category client’s lazy mmap of a 1.7 GB off‑heap store during package switches, not to GC or CPU throttling, and were resolved by upgrading to a version that pre‑loads the store in 64 MB chunks with brief pauses.
This article walks through a real Python Selenium web‑scraping issue, shows the error screenshots, explains why the script fails when the page isn’t fully rendered, and provides a reliable code solution along with practical tips for avoiding similar problems.
This comprehensive guide walks you through shell scripting fundamentals—including process management, function libraries, variables, control structures, loops, debugging tools, and automation—while providing practical code examples, best‑practice tips, and visual illustrations to help both beginners and seasoned developers write robust Bash scripts.
This article describes a comprehensive LLDB‑plugin based monitoring framework that intercepts Xcode’s Script Bridge API to measure and report precise debugging latency for Swift projects, outlines the implementation details, timing scenarios, data reporting, and includes a recruitment notice for the ByteDance client infrastructure team.
After a recent deployment a backend update operation became extremely slow, revealing RPC retry, thread‑pool misconfiguration, and row‑lock contention between services, which were analyzed and resolved through thread‑pool tuning and transaction separation.
This article outlines common Feign issues such as 400 Bad Request, illegal character errors, Chinese garbled text, multiple @RequestBody parameters, and read timeouts, and provides clear code‑based solutions and configuration tips for each problem.
This article explains how to start breakpoint debugging in IntelliJ IDEA, walks through the many toolbar buttons and their functions, introduces various breakpoint types such as method, property, exception, and demonstrates practical code examples for stream and multithreaded debugging.
This article explains the challenges of debugging low‑code platforms for non‑frontend developers, describes Alibaba’s layered architecture and low‑code debugging protocol, and details the core debugging features—error logs, component inspection, data source panels, schema view, and extensible plugins—designed to reduce support costs and improve developer productivity across dozens of internal platforms.
This article details how a hidden 100 ms latency in a Spring Boot channel service was identified and resolved by tracing request flow, using the Arthas Java diagnostic tool, and ultimately fixing a Tomcat‑embed bug caused by Swagger‑ui resources.
An in‑depth analysis of a production incident where HttpClient connections accumulated in CLOSE_WAIT, covering symptom identification, TCP state inspection, root‑cause debugging, HttpClient pool internals, and practical configuration tweaks to prevent similar outages.
This article presents a collection of practical Python and Jupyter Notebook tips—including pandas‑profiling for quick data exploration, interactive plotting with Cufflinks/Plotly, useful magic commands, debugging shortcuts, and styled alert boxes—to boost productivity and streamline data analysis workflows.
During a live‑stream the author wrote a Bash script to rename all .sh files to .shell and delete their second line, but a tiny typo—omitting the $ before a variable—caused every .sh file to disappear, illustrating the importance of careful command‑line scripting.
This article explains why JavaScript error monitoring is essential for web stability, describes techniques for capturing global errors, unhandled promise rejections, and user interaction context, and outlines advanced practices such as source‑map de‑obfuscation, error aggregation, and automated blame assignment to streamline debugging.
This guide explains how to configure VSCode and webpack to build React and React‑DOM packages with sourcemaps, set up external module loading, and adjust source‑map paths so that debugging in VSCode can directly step through and locate the original React source files.
Passing an HttpServletRequest into an asynchronous thread in Spring Boot can cause mysterious parameter loss and request‑recycling bugs, because Tomcat reuses request objects; the proper solution is to employ the servlet's startAsync and AsyncContext.complete methods for safe async processing.
This article presents a comprehensive solution for parsing various iOS crash logs—including system logs and Bugly stacks—by automatically matching DSYM symbol files, generating lightweight symbol tables, handling multiple log formats, and correcting abnormal symbols, all packaged in an open‑source macOS tool.
This article provides an in‑depth guide to analyzing Android native crashes, explaining common SIGSEGV types, interpreting tombstone logs, extracting register and memory information, using coredumps, and employing tools such as GDB, lldb, ASAN, HWASAN, and assembly inspection to trace and resolve crash causes.
The July VS Code Java update introduces built‑in Lombok support, notification‑driven activation, language‑bar version management, toggleable settings, drag‑and‑drop file operations, inlay hint exclusions, function‑breakpoint debugging, expanded quick‑fix actions, and a Spring bean dependency view, all aimed at improving the Java developer experience.
This article explains what white‑box analysis is, why it matters for game feature testing, outlines a complete testing workflow from requirement to post‑release, and provides concrete examples and tips for QA engineers to improve test precision and efficiency.
This article explains the core algorithms behind AddressSanitizer, covering its shadow memory mapping, instrumentation module, runtime library, poisoned redzones, false‑negative scenarios, configurable flags, and emerging hardware‑assisted designs for memory‑error detection.
This article summarizes practical problems encountered with HttpRunner—such as YAML parsing errors, missing attributes, duplicate assertions, custom function parameter issues, and performance bottlenecks—and provides detailed debugging steps, code patches, multithreading enhancements, and report‑optimization techniques for large‑scale API test suites.
This article introduces Google’s Sanitizers suite for detecting C/C++ memory errors, reviews essential memory concepts and C++ standards, compares compiler support, and explains why these tools are crucial for improving security and productivity in large‑scale C++ projects such as NetEase Cloud IM.
This curated list presents eleven essential frontend development articles covering VS Code debugging, React component library maintenance, web application evolution, monorepo task orchestration, Ant Design table export, testing strategies, low‑code rendering, browser observers, React Server Components, modern ES features, and effective test planning.
The article explains that Fastjson sometimes throws a syntax‑error exception when deserializing a JSON list of StewardTipCategory objects because the JVM returns overloaded constructors in nondeterministic order, causing Fastjson to pick the wrong constructor; removing or renaming the ambiguous constructor fixes the issue.
The article dissects VS Code’s JavaScript Debugger, explaining its DAP‑based architecture, breakpoint handling, CDP command translation, JavaScript Debug Terminal integration, automatic browser link handling, profiling support, and top‑level await feature, showing how these components deliver a unified debugging experience for Node and browsers.
This article explains the most frequent Python runtime and syntax errors—including IndentationError, TabError, SyntaxError, NameError, IndexError, KeyError, TypeError, and AttributeError—provides clear examples of each mistake, shows the corresponding error messages, and offers step‑by‑step corrections to help beginners debug their code effectively.
This article explores Java’s ClassLoader mechanism, detailing its core API methods, hierarchical delegation model, and the nuances of class loading in Java EE environments, while providing practical code examples and troubleshooting tips for common errors such as NoClassDefFoundError, NoSuchMethodError, and ClassCastException.
The MDAP Stack Symbolization Service unifies high‑throughput address‑and symbol‑based stack resolution for iOS, Android native, Android Java, Web and React Native by parsing dSYM/ELF files and source‑map or ProGuard mappings, caching results in Redis (with RocksDB fallback), and exposing a gRPC API for fast, scalable de‑obfuscation.
The team built a real‑time debugging workflow for a large Swift iOS app by using Xcode’s Attach to Process feature, restoring the exact source commit, disabling Swift optimizations, configuring LLDB source‑maps for the app and CocoaPods, and ensuring debug symbols so breakpoints work without recompiling.
The article details a step‑by‑step investigation of a form‑submission cross‑origin error in a front‑back separated system, tracing the HTTP request flow through DNS, Nginx, Tomcat, and finally identifying a WAF XSS rule that blocked a specific moduleExport field, and explains how the issue was resolved by adjusting the WAF configuration.
The article investigates why a Spring Boot application using Nacos as a configuration center does not inject bean properties defined locally when the Nacos console lacks those entries, by walking through the integration steps and analyzing the relevant source code.
This guide explains why Java Stream debugging can be challenging, introduces the built‑in Java Stream Debugger plugin for IntelliJ IDEA, and walks through a sample code snippet showing how to visualize each pipeline step to quickly identify issues.
This article compiles more than 40 everyday Bash programming mistakes that both beginners and veterans often overlook, explains why each example is wrong, and provides clear, corrected alternatives along with references to deeper resources, helping readers write more reliable shell scripts.
This article chronicles a puzzling Fastjson bug that manifested intermittently in production, detailing the investigation steps, code examples, and the eventual discovery that an early Fastjson version mishandled generic type caching, which was fixed by upgrading the library.
This guide introduces the RestfulFastRequest plugin for IntelliJ IDEA, walks through its installation, configuration, and key features such as request generation, header management, JSON validation, CURL export, API navigation, and seamless integration with Postman, helping developers streamline RESTful API testing.
The article recounts a real‑world incident where a JSON POST from a front‑end domain triggered a cross‑origin 418 error because a Web Application Firewall’s XSS filter mistakenly blocked a JavaScript validator field, and after the security team modified the WAF rules the issue was resolved, highlighting systematic debugging and deep knowledge of DNS, Nginx, ingress, Tomcat and WAF layers.
This article provides a detailed walkthrough of Chrome DevTools configuration and usage—including global settings, shortcuts, element inspection, network throttling, and code extraction—to help Python developers efficiently collect web data, with step‑by‑step instructions, screenshots, and code snippets.
The article walks frontend and Node.js developers through essential Chrome DevTools debugging techniques—including quick class editing, computed style inspection, color picking, environment configuration, source and network panel tweaks, data copying, and using v8-profiler-next to generate and analyze CPU profiles—empowering more efficient issue identification and resolution.
This article explains how ByteDance's DanceCC team improved debugging speed for large Swift iOS projects by customizing the LLDB toolchain, disabling costly Swift type‑resolution features, fixing static‑framework loading, optimizing external module searches, and introducing shared symbol caches, achieving up to ten‑fold reductions in variable‑view and expression‑evaluation times.
The article explains the differences between frontend and backend development, uses a restaurant analogy to illustrate each side, and provides a step‑by‑step method—including packet capture and HTTP status checks—to identify whether a bug originates from the frontend or the backend.
The April 2022 update for Visual Studio Code Java introduces Java 18 support, configurable Inlay Hints for parameter names, a unified Java language server status UI, new lambda extraction code actions, improved lambda debugging, and resources for feedback and further learning.
This article examines typical Java application failure scenarios—including heap OOM, memory leaks, CPU spikes, thread leaks, deadlocks, stack overflows, and blocked threads—providing concise code examples and practical diagnostic tips for root cause analysis.
This article explains how the NetEase Cloud Music team built a custom React Native debugging tool by extending Chrome DevTools, covering the devtools frontend module loading, React Native Debugger internals, Chrome DevTools Protocol, and a proxy-based solution to display network requests within the inspector.
The article recounts a real‑world incident where a Java message‑queue system stalled for over ten minutes because an HTTP client call lacked a timeout, walks through the step‑by‑step debugging process, shows the problematic code, and provides proper timeout configurations for different HttpClient versions to prevent such blocks.
This guide explains how to start Maven in debug mode, configure a remote debugger to connect on port 8000, and perform step‑by‑step debugging of Maven builds, including the necessary command line and IDE settings.
