The Programmer's Guide
  • About
  • AI
  • Algorithm
    • Big O Notation
      • Tree
      • Problems
    • Basic Notes
    • Data Structure Implementation
      • Custom LinkedList
      • Custom Stack
      • Custom Queue
      • Custom Tree
        • Binary Tree Implementation
        • Binary Search Tree Implementation
        • Min Heap Implementation
        • Max Heap Implementation
        • Trie Implementation
      • Custom Graph
        • Adjacency List
        • Adjacency Matrix
        • Edge List
        • Bidirectional Search
    • Mathematical Algorithms
      • Problems - Set 1
      • Problems - Set 2
    • Bit Manipulation
      • Representation
      • Truth Tables
      • Number System
        • Java Program
      • Problems - Set 1
    • Searching
    • Sorting
    • Array Algorithms
    • String Algorithms
      • Problems - Set 1
    • Sliding Window Programming
      • Problems - Set 1
    • Tree
      • Tree Traversal Techniques
      • Tree Implementation
      • AVL Tree
      • Red-Black Trees
      • Applications of Trees
      • Problems - Set 1
    • Graph
      • Graph Traversal Techniques
      • Shortest Path Algorithms
        • Dijkstra’s Algorithm
      • Minimum Spanning Tree (MST) Algorithms
      • Topological Sort
    • Dynamic Programming
      • Problems - Set 1
    • Greedy Programming
    • Recursion
    • Parallel Programming
      • Problems - Set 1
    • Miscellaneous
      • Problems - Set 1
  • API
    • API Fundamentals
      • Terminology
      • What is an API ?
      • Consumers & Providers
      • Request & Response
      • Types of API
    • API Communication Patterns
      • Synchronous Communication
        • Request-Response Pattern (Blocking)
        • Request-Response Pattern (Non-blocking)
        • Client Polling
      • Asynchronous Communication
        • Request-Response Pattern (Truly Asynchronous)
        • Event-Driven Pattern
        • Publish-Subscribe Pattern
        • Streaming & Real-Time APIs
          • Server-Sent Events (SSE)
          • WebSockets
          • gRPC Streaming
        • Webhooks (HTTP Callbacks)
      • Hybrid or Adaptive Patterns
        • Async Requests with Sync Feedback
        • Request-Response with Async Push Updates
        • Sync-Async Failover Patterns
    • API Styles & Protocols
      • REST API
        • RESTful API Principles
        • HTTP Status Code
        • HTTP Verbs or Methods
        • HTTP Headers
          • Content Type
          • Content-Disposition
        • Query Parameters & Path Parameters
          • Handling Special Characters in URL
    • API Lifecycle Management
      • API Compatibility
        • Backward Compatibility
        • Forward Compatibility
      • API Versioning Strategies
        • REST API Versioning Approaches
        • GraphQL API Versioning Approaches
      • API Deprecation
        • REST API Deprecation Approach
    • Data Handling
      • Pagination
      • Filtering
      • Sorting
      • Field Selection (Projection)
    • Naming Guidelines
      • API Endpoint Naming
      • Parameter Naming
      • Field and Property Naming
      • Error Codes and Messages
      • Versioning Naming
    • API Testing
      • Tools
        • Postman
        • SoapUI
        • Curl
  • Database
    • DBMS
      • Types of DBMS
        • Relational DBMS (RDBMS)
        • NoSQL DBMS
        • Object-Oriented DBMS (OODBMS)
        • Columnar DBMS
        • In-Memory DBMS
        • Distributed DBMS
        • Cloud-Based DBMS
        • Hierarchical DBMS
      • DBMS Architecture
      • DBMS Structure
    • SQL Databases
      • Terminology
      • RDBMS Concepts
        • Entity Relationship Diagram (ERD)
          • ERD Examples
        • Normalization
        • Denormalization
        • ACID Properties
        • Locking and Unlocking
      • SQL Fundamentals
        • SQL Commands
          • DDL (Data Definition Language)
          • DML (Data Manipulation Language)
          • DCL (Data Control Language)
          • TCL (Transaction Control Language)
          • DQL (Data Query Language)
        • SQL Operators
          • INTERSECT
          • EXCEPT
          • MINUS
          • IN and NOT IN
          • EXISTS and NOT EXISTS
        • SQL Clauses
          • Joins
          • OVER
          • WITH
          • CONNECT BY
          • MODEL
          • FETCH FIRST
          • KEEP
          • OFFSET with FETCH
        • SQL Functions
          • Oracle Specific
        • SQL Data Types
          • Numeric Types
          • Character Types
          • Date & Time Types
          • Large Object Types
      • Vendor Specific Concepts
        • Oracle Specific
          • Data Types
            • BLOB
            • Use Case
          • Character Set
          • Rownum, Rowid, Urowid
          • Order of Execution of the query
          • Execution Plan
            • Understand Execution Plan
          • Keys
          • Tablespace
          • Partition
        • Oracle Examples
        • MYSQL Specific
          • Collation
          • Character Set
        • MYSQL Examples
      • Best Practice
      • Resources & References
        • O’Reilly SQL Cookbook (2nd Edition)
          • 1. Retrieving Records
          • 2. Sorting Query Results
          • 3. Working with Multiple Tables
          • 4. Inserting, Updating, and Deleting
          • 5. Metadata Queries
          • 6. Working with Strings
          • 7. Working with Numbers
          • 8. Date Arithmetic
          • 9. Date Manipulation
          • 10. Working with Ranges
          • 11. Advanced Searching
          • 12. Reporting and Reshaping
          • 13. Hierarchical Queries
          • 14. Odds 'n' Ends
    • NoSQL Databases
      • Concepts
        • Characteristics
        • BASE Properties
        • Eventual Consistency
        • Schema-less Design
        • Sharding
        • Partitioning
        • Transactions
        • Aggregation
        • Projections
        • CRUD Operations
      • Data Models
        • Document Store
        • Key-Value Store
        • Column-Family Store
        • Graph Database
        • Multi-Model Database
    • SQL vs NoSQL
      • ACID & BASE Properties
    • Query Concepts & Performance
      • count(1) vs count(*)
      • Access Multiple Schemas in Single Query
      • Subquery vs Joins
      • Single SQL vs PLSQL Query
  • Git
    • Commands
      • Setup and Configuration Commands
      • Getting and Creating Projects
      • Tracking Changes
      • Branching and Merging
      • Sharing and Updating Projects
      • Inspection and Comparison
      • Debugging
      • Patching
      • Stashing and Cleaning
      • Advanced Manipulations
    • Workflows
      • Branching Strategies
        • Git Flow
        • Trunk-Based Development
        • GitHub Flow
        • Comparison
      • Merge Strategies
        • Merge
        • Rebase
        • Squash
        • Fast-forward vs No-fast-forward
        • MR vs PR
      • Conflict Resolution
        • Handling Merge Conflicts
        • Merge Conflicts
        • Rebase Conflicts
        • Divergent Branches After git pull
        • Force Push
      • Patch & Recovery
        • Cherry-pick strategies
        • Revert vs Reset
        • Recover from a bad rebase
      • Rebasing Practices
        • Merge vs Rebase
        • Rebase develop branch on main branch
      • Repository Management
        • Working Directory
        • Mirror a repository
        • Convert a local folder to a Git repo
        • Backup and restore a Git repository
    • Platforms
      • GitHub
      • GitLab
        • Freeze a branch
      • Bitbucket
  • Identity and Access Management (IAM)
    • Authentication
      • Authentication Methods
    • Keycloak
      • Terminologies
      • Token Verification
      • User Federation
        • Settings
          • Provider - LDAP
        • Integrating OpenLDAP
    • LDAP
      • Local OpenLDAP Setup
    • Single Sign-On (SSO)
  • Java
    • Installation & Setup
      • Installation
      • Java Distributions
      • Java Platform Editions
        • Java SE
        • Java EE
        • Jakarta EE
        • Java ME
        • JavaFX
    • Java Evolution
      • Java Feature Introduction Process
      • Java Version History
        • Java 8
        • Java 9
      • FAQ
    • Java Basics
      • OOP Principles
        • Encapsulation
        • Inheritance
          • Method Overriding
          • Constructor Chaining
          • Dynamic Method Dispatch
          • Inheritance vs. Composition
          • Diamond Problem
        • Polymorphism
          • Rules for Polymorphism
        • Abstraction
          • Abstract Class & Method
          • Interface
            • Functional Interfaces
            • Marker Interfaces
          • Abstract Class vs Interface
          • Model as an Interface or abstract class ?
      • OOP Basics
        • What is a Class?
          • Types of Classes
        • What is an Object?
          • Equals and HashCode
            • FAQ
          • Shallow Copy and Deep Copy
          • Ways to Create Object
          • Serialization & Deserialization
        • Methods & Fields
          • Method Signature & Header
          • Method Overriding & Overloading
          • Variables
        • Constructors
        • Access Modifiers
      • Java Keywords
        • this
        • super
        • null
          • Handle Null Value
        • Access Modifiers
      • Java Data Types
        • Default Values
        • Primitive Types
          • byte
          • short
          • int
          • long
          • float
          • double
          • char
          • boolean
        • Non-Primitive (Reference) Types
          • String
            • StringBuilder
            • StringBuffer
              • Problems
            • Multiline String
            • Comparison - String, StringBuilder & StringBuffer
          • Array
          • Collections
            • List
              • Array vs List
              • ArrayList
              • Vector
                • Stack
                  • Problems
              • LinkedList
              • Examples
            • Queue
              • PriorityQueue
              • Deque (Double-Ended Queue)
                • ArrayDeque
            • Map
              • HashMap
              • Hashtable
                • Collision Resolution
              • LinkedHashMap
              • ConcurrentHashMap
              • TreeMap
              • EnumMap
              • WeakHashMap
            • Set
              • HashSet
              • LinkedHashSet
              • TreeSet
              • EnumSet
              • ConcurrentSkipListSet
              • CopyOnWriteArraySet
        • Specialized Classes
          • BigInteger
          • BigDecimal
            • Examples
          • BitSet
          • Date and Time
            • Comparison
            • Examples
          • Optional
          • Math
          • UUID
          • Scanner
          • Formatter
            • Examples
          • Properties
          • Regex (Pattern and Matcher)
            • Examples
          • Atomic Classes
          • Random
          • Format
            • NumberFormat
            • DateFormat
            • DecimalFormat
        • Others
          • Object
          • Enum
            • Pre-Defined Enum
            • Custom Enum
            • EnumSet and EnumMap
            • Enum Comparison
          • Record
          • Optional
          • System
          • Runtime
          • ProcessBuilder
          • Class
          • Void
          • Throwable
            • Error
            • Exception
              • Custom Exception Handling
              • Best Practice
            • Error vs Exception
            • StackTraceElement
      • Java Operators
        • Operator Precedence
        • Problems
      • Parallelism & Concurrency
        • Ways to Identify Thread Concurrency or Parallelism
        • Thread Fundamentals
          • Thread vs Process
          • Creating Threads
            • Runnable & Callable
            • Comparison
            • Examples
          • Thread Context Switching
          • Thread Lifecycle & States
          • Types of Threads
          • Thread Priority
          • Memory Sharing Between Threads
          • Thread Completion & JVM Exit
    • Java Internals
      • JVM Overview
        • Architecture
        • Components
        • Lifecycle
        • Command Line Arguments
      • Memory Management
        • References
        • Types of Memory
    • Java Concepts
      • Language Essentials
        • Annotation
          • Annotation Processing
          • Types of Annotations
            • Custom Annotation
              • Use Case
            • Meta Annotation
        • Generics
          • Covariance and Invariance
        • Scoped Values
        • Unnamed Variables & Patterns
      • Concurrency & Multithreading
        • Thread Management & Synchronisation
          • Thread Resource Sharing
          • Thread Synchronization
            • Why is Synchronization Needed ?
            • Synchronized Blocks & Methods
          • Thread Lock
            • Types of Locks
            • Intrinsic Lock (Monitor Lock)
            • Reentrant Lock
          • Semaphore
          • Thread Starvation
          • Thread Contention
          • Thread Deadlock
          • Best Practices for Avoiding Thread Issues
        • Executor Framework
          • ExecutorService
            • Types of Work Queues
            • Rejection Policies
            • ExecutorService Implementations
            • ExecutorService Usage
        • Asynchronous Programming
          • Future
          • CompletableFuture
          • Future v/s CompletableFuture
      • Functional Programming
        • Functional Interfaces
          • Standard Built-In Interfaces
          • Custom Interfaces
        • Streams
          • flatmap
          • Collectors Utility Class
          • Problems
      • Utilities
        • Date Time Formatter
        • Validation
        • Input Handling
        • Comparing & Ordering
          • Object Equality Check
          • Comparable and Comparator
            • Comparator Interface
          • Sorting of Objects
          • Insertion Ordering
      • Specifications & Standards
        • ISO Standards
        • JSR
          • JSR 303, 349, 380 (Bean Validation)
    • Java Packages
      • Core Packages
        • java.lang
          • java.lang.System
          • java.lang.Thread
        • java.net
          • java.net.InetAddress
        • java.nio
          • java.nio.charset
      • Jakarta Packages
        • jakarta.validation
        • javax.validation
      • Third-party Packages
    • Infrastructure & Deployment
      • Java Servers
        • Application Server
        • Web Server
        • Web Server vs Application Server
        • Server vs Container
      • Java Deployment Models
      • Build & Packaging Tools
        • Maven
    • Troubleshooting Java Code
      • Thread Dump
      • Heap Dump
      • Artifact Analysis
    • Code Quality & Analysis
      • Code Smells
        • Types of Code Smells
        • Code Smells to Avoid
      • Anti-Patterns
        • Types of Anti-Patterns
        • Cyclic dependencies
    • Code Style Guidelines
      • Naming Convention
      • Package Structure
      • Formatting
      • Comments and Documentation
      • Imports
      • Exception Handling
      • Class Structure
      • Method Guidelines
      • Lambdas and Streams Style
      • Code Style Tools
    • Java Development Tools
      • IntelliJ IDEA
        • Shortcuts for MAC
      • Apache JMeter
        • Examples
      • Thread Dump Capture
        • jstack
      • Heap Dump Capture
        • jmap
      • Wireshark
        • Search Filters
    • Best Practices
      • Method Chaining
  • Maven
    • Installation
    • Local Repository & Configuration
    • Command-line Options
    • Artifact Coordinates
      • Classifier
    • POM File
    • Build & Lifecycle
    • Dependency Management
      • Dependency
        • Transitive Dependency
        • Optional Dependency
      • Dependency Scope
        • Maven Lifecycle and Dependency Scope
      • Dependency Exclusions & Overrides
      • Bill of Materials (BOM)
      • Dependency Conflict Resolution
      • Dependency Tree & Analysis
      • Dependency Versioning Strategies
        • Artifact and BOM Versioning
    • Plugins
      • Build Lifecycle Management
      • Dependency Management
      • Code Quality and Analysis
      • Documentation Generation
      • Code Generation
      • Packaging and Deployment
      • Reporting
      • Integration and Testing
      • Customization and Enhancement
        • build-helper-maven-plugin
        • properties-maven-plugin
        • ant-run plugin
        • exec-maven-plugin
        • gmavenplus-plugin
      • Performance Optimization
    • FAQs
      • Fixing Maven SSL Issues: Unable to Find Valid Certification Path
  • Miscellaneous
    • Image
    • Mac
      • Mac Shortcuts
      • Running Oracle DB
  • Spring
    • Spring Basics
      • What is Spring ?
      • Why Use Spring
      • Spring Ecosystem
      • Versioning
      • Setting Up a Spring Project
      • Spring vs Spring Boot
    • General Concepts
      • Spring Boot Artifact Packaging
      • Classpath and Resource Loading
      • REGEX
        • Core Classes
      • Validations in Spring Framework
        • Jakarta Validation
          • Jakarta Bean Validation Annotations
    • Core Concepts
      • Spring Core
        • Dependency Injection (DI)
          • @Autowired
          • @Qualifier
          • @Primary
        • Stereotype Annotation
      • Spring Beans
        • How Spring Beans Differ from Java Beans ?
        • Bean Definition & Naming
        • Bean Lifecycle
        • Bean Scope
          • Singleton Bean
          • Use Case
        • Lazy & Eager Initialization
          • Use Case of Lazy Initialization
        • BeanFactory
        • ApplicationContext
      • Spring Profiles
      • Spring Annotations
        • Annotation Inheritance
        • Commonly Used Annotations
          • Spring Boot Specific
          • Controller Layer (Web & REST Controllers)
      • Spring Configuration
        • Custom Package Scanning
        • @Value for Property Injection
        • Mapping Properties to Java Class
    • Spring Features
      • Auto Configuration
        • Spring Boot 2: spring.factories
        • Spring Boot 3: spring.factories
      • Spring Caching
        • In-Memory Caching
      • Spring AOP
        • Before Advice
        • After Returning Advice
        • After Throwing Advice
        • After (finally) Advice
        • Around Advice
        • Use Cases
      • Spring File Handling
        • Reading a File
      • Reactive Programming
        • Reactive System
        • Reactive Stream Specification
        • Project Reactor
          • Mono & Flux
      • Asynchronous Processing
        • @Async annotation
          • Common Issues
        • ThreadPoolExecutor and Queue Management
      • Inter-Service Communication
        • REST Communication
          • 1. RestTemplate
            • Usage
            • Request Customization
            • Handling Responses
            • Exception Handling
            • Asynchronous Execution
            • Configuration
              • Configuring Request Factories
              • Types of Timeouts
            • HTTP Clients with SSL
            • OpenAPI-Generated Clients
              • Use Case: Internal API Calls with OpenAPI Clients
              • Use Case: Internal API Calls with Manual Clients
            • Transition to WebClient
          • 2. WebClient
            • Usage
            • Request Customization
            • Handling Responses
            • Exception Handling
            • Asynchronous Execution
            • Configuration
            • HTTP Clients with SSL
              • Examples
            • OpenAPI-Generated Clients
              • Use Case: Internal API Calls with OpenAPI Clients
              • Use Case: Internal API Calls with Manual Clients
          • 3. OpenFeign
            • Usage
            • Request Customization
            • Handling Responses
            • Exception Handling
            • Asynchronous Execution
            • Configuration
            • HTTP Client with SSL
            • OpenAPI-Generated Clients
              • Use Case: Internal API Calls with OpenAPI Clients
              • Use Case: Internal API Calls with Manual Clients
          • When to Use Which ?
        • Messaging Communication
          • ActiveMQ
            • Architecture Details
            • Version Overview
            • Naming Convention
            • Message Delivery Guarantee
            • Queues and Topics
            • Configuration Properties
            • Concepts
            • ActiveMQ with Spring Boot
            • Common Issues
      • Resilience Patterns
        • Retry Mechanism
          • @Retryable annotation
            • Example
      • Spring Security
        • Authentication
          • Core Components
            • Security Filter Chain
              • HttpSecurity
              • Example
            • AuthenticationManager
            • AuthenticationProvider
            • UserDetailsService
              • UserDetails
              • PasswordEncoder
            • SecurityContext
            • SecurityContextHolder
            • GrantedAuthority
            • Security Configuration (Spring Security DSL)
          • Authentication Models
            • One-Way Authentication
            • Mutual Authentication
          • Authentication Mechanism
            • Basic Authentication
            • Form-Based Authentication
            • Token-Based Authentication (JWT)
            • OAuth2 Authentication
            • Multi-Factor Authentication (MFA)
            • SAML Authentication
            • X.509 Certificate Authentication
            • API Key Authentication
            • Remember-Me Authentication
            • Custom Authentication
          • Logout Handling
        • Authorization
        • Security Filters and Interceptors
        • CSRF
          • Real-World CSRF Attacks & Prevention
        • CORS
        • Session Management and Security
        • Best Practices
      • Spring Persistence
        • JDBC
          • JDBC Components
          • JDBC Template
          • Transaction Management
          • Best Practices in JDBC Usage
          • Datasource
            • Connection Pooling
              • HikariCP
            • Caching
        • JPA (Java Persistence API)
          • JPA Fundamentals
          • ORM Mapping Annotations
            • 1. Entity and Table Mappings
            • 2. Field/Column Mappings
            • 3. Relationship Mappings
            • 4. Inheritance Mappings
            • 5. Additional Configuration Annotations
          • Querying Data
            • JPQL
            • Criteria API
            • JPA Specification
              • Example - Employee Portal
            • Native SQL Queries
            • Named Queries
            • Query Return Types
            • Pagination & Sorting
              • Example - Employee Portal
            • Projection
          • Fetch Strategies in JPA
        • JPA Implementation
          • Hibernate
            • SQL AST
            • Properties
            • CRUD API Using Hibernate
        • Spring Data JPA
          • Repository Abstractions
          • Entity-to-Table Mapping
          • Derived Query Methods
        • Cross-Cutting Concerns
          • Transactions
          • Caching
          • Concurrency
        • Common Issues
          • Dead Lock
        • Liquibase
          • Installation & Setup
          • Change Tracking & Locking
          • Liquibase with Spring Boot
          • Liquibase CLI
          • Use Case
        • Examples
          • Employee Portal
            • API
      • Spring Scheduling
        • Cron Expression
        • Distributed Scheduling
          • ShedLock
      • Thymeleaf Integration
    • Security & Data Protection
      • Encoding | Decoding
        • Base Encoding
          • Base32
            • Encoding and Decoding in Java
        • Text Encoding
          • Extended ASCII
          • ASCII
            • Encoding and Decoding in Java
        • Base Encoding Decoding Examples
        • Text Encoding Decoding Examples
        • Best Practices and Concepts
      • Cryptography
        • Terminology
        • Java Cryptography Architecture (JCA)
        • Key Management
          • Key Generation
            • Tools and Libraries
              • OpenSSL
              • Java Keytool
                • Concept
                • Use Cases
            • Key & Certificate File Formats
          • Key Distribution
          • Key Storage
          • Key Rotation
          • Key Revocation
        • Encryption & Decryption
          • Symmetric Encryption
            • Algorithm
            • Modes of Operation
            • Examples
          • Asymmetric Encryption
            • Algorithm
            • Mode of Operation
            • Examples
        • MAC & HMAC
        • KDF
          • Salt & Nonce
        • Pseudorandom Number Generators (PRNGs)
    • Utilities & Libraries
      • Jackson ObjectMapper
      • Apache Libraries
        • Apache Camel
          • Camel Architecture
            • Camel Context
            • Camel Endpoints
            • Camel Components
            • Camel Exchange & MEP
          • Spring Dependency
          • Different Components
            • Camel SFTP
        • Apache Commons Lang
          • StringUtils
          • ArrayUtils
          • NumberUtils
          • SystemUtils
          • RandomStringUtils
          • DateUtils
          • EqualsBuilder & HashCodeBuilder
          • StopWatch
        • Apache Commons IO
          • FileUtils
        • Apache Commons Validator
      • MapStruct Mapper
      • Lombok
        • Logging with Lombok
      • Utilities by Spring framework
        • StopWatch
      • ArchUnit
    • Deployment & Packaging
      • Inspecting Docker Images
    • Microservices
      • Load Balancing
        • Client-Side Load Balancing Example
        • Server-Side Load Balancing Example
    • Practical Guidelines
      • Spring Coding Conventions
        • Layered Architecture Rules
        • Package & Class Location Rules
        • Dependency Rules
        • Naming Convention Rules
        • Annotation Usage Rules
        • Forbidden API Usage Rules
        • Dependency Cycle Rules
        • Test Layer Rules
        • Documentation & Logging Rules
      • Spring Configuration
      • Spring Code Design
  • Software Testing
    • Testing Fundamentals
      • Software Testing Methodologies
        • Functional Testing
          • Unit Testing
            • Scenario Matrix Template
          • Integration Testing
            • Scenario Matrix Template
          • System Testing
            • Scenario Matrix Template
          • Acceptance Testing
            • Scenario Matrix Template
        • Non Functional Testing
          • Performance Testing
            • Load Testing
              • Terminology
              • Process
              • Strategy
              • Preparation Checklist
              • Metrics to Measure
              • Scenario Matrix Template
            • Stress Testing
              • Scenario Matrix Template
            • Spike Testing
              • Scenario Matrix Template
            • Soak Testing
              • Scenario Matrix Template
            • Scalability Testing
              • Scenario Matrix Template
          • Security Testing
            • Scenario Matrix Template
          • Usability Testing
            • Scenario Matrix Template
          • Reliability Testing
            • Scenario Matrix Template
          • Compatibility Testing
            • Scenario Matrix Template
          • Maintainability Testing
            • Scenario Matrix Template
          • Portability Testing
            • Scenario Matrix Template
          • Recovery Testing
            • Scenario Matrix Template
          • Compliance Testing
            • Scenario Matrix Template
          • Localization Testing
            • Scenario Matrix Template
      • Software Testing Life Cycle (STLC)
    • Levels of Testing
    • Java Test Framework
      • JUnit
        • JUnit 4
        • JUnit 5
          • Parameterized Test
          • Single and Multiple Assertions
        • JUnit 4 vs JUnit 5
      • MockServer
    • Test Automation
      • Manual vs Automated Testing
      • Test Automation Strategies
      • CI/CD Integration
  • System Design
    • Design Foundations
      • Programming Paradigms
      • System Characteristics
      • Object-Oriented Design
        • SOLID Principles
        • GRASP Principles
        • Composition
        • Aggregation
        • Association
      • Design Thinking & Process
        • Problem Framing
        • Use Case Analysis
        • Requirements Gathering
        • Iterative Design Process
      • Workload Types
    • Design Principles & Patterns
      • Software Design Principles
        • DRY
        • KISS
        • YAGNI
        • Separation of Concerns
        • Encapsulation & Abstraction
        • Modularity & Reusability
      • Design Pattern
        • Creational Pattern
        • Structural Pattern
        • Behavioral Pattern
        • Examples
          • Data Collector
          • Payment Processor
          • Transaction Dispute
          • Payment Validation
        • Design Enhancements
          • Fluent API Design
            • Examples
      • Design Metrics
        • Coupling
        • Cohesion
        • Cyclomatic Complexity
        • Lines of Code (LOC)
        • Halstead Metrics
        • Maintainability Index
    • System Design Methodology
      • Design Layers
        • Low-Level Design (LLD)
        • High-Level Design (HLD)
      • Design Diagrams
        • UML Diagrams
          • PlantUML
            • Class Diagram
            • Object Diagram
            • Sequence Diagram
            • Use Case Diagram
            • Activity Diagram
            • State Diagram
            • Architecture Diagram
            • Component Diagram
            • Timing Diagram
            • ER Diagram (Entity-Relationship)
            • Network Diagram
    • Architectural Styles
      • System-Level
        • Monolith
        • Microservices
        • Event Driven Architecture
        • Serverless
      • Application-Level
        • Layered Architecture
        • Hexagonal Architecture
        • Clean Architecture
      • How System-Level and Application-Level Work Together ?
      • Trends in Practice
        • Spring Boot Microservice with Clean Architecture
        • Spring Boot Microservice with Hexagonal Architecture
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  1. Spring
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StopWatch

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Last updated 4 days ago

CtrlK
  • About
  • Features
  • Method Reference
  • Use Cases
  • Usage Examples
  • 1. Basic Task Timing
  • 2. Measuring Execution of a Service Method
  • 3. Using StopWatch in a Spring Boot Controller
  • 4. Logging Task Execution Details
  • 5. Unit Test Performance Check
  • Best Practices
  • Common Pitfalls

About

Spring’s StopWatch is a simple but powerful utility for measuring execution time of tasks in an application. Unlike Apache Commons’ StopWatch, which is designed for low-level timing with methods like start(), split(), and suspend(), the Spring version is task-oriented. It allows us to record multiple tasks, name them, and get a summary report of how long each task took, along with percentages relative to the total execution time.

This makes Spring’s StopWatch particularly useful in profiling, benchmarking, and performance monitoring of business logic or method calls.

Features

  1. Task-Oriented Design

    • Instead of just measuring elapsed time, Spring StopWatch is built around the concept of tasks.

    • Each task can be given a name (e.g., "Database Query", "REST Call"), making the timing results meaningful.

  2. Multiple Task Support

    • We can start and stop the StopWatch multiple times to measure different sequential tasks in one run.

    • Each task is recorded separately for later analysis.

  3. Summary Reporting

    • Provides a prettyPrint() method to generate a table of tasks with execution times and percentages of total runtime.

    • Useful for profiling performance bottlenecks without external tools.

  4. Lightweight & Built-in

    • Part of org.springframework.util package in Spring Core.

    • No additional dependencies required.

  5. Total Time Calculation

    • Offers convenient methods like getTotalTimeMillis() and getTotalTimeSeconds() to get the overall runtime across all tasks.

  6. Last Task Tracking

    • Provides methods to quickly check the last executed task:

      • getLastTaskName()

      • getLastTaskTimeMillis()

  7. Detailed Task Information

    • Exposes TaskInfo[] getTaskInfo() to access detailed timing for each task programmatically.

    • Each TaskInfo includes task name, time in milliseconds, and percentage of total time.

  8. Human-Readable Output

    • prettyPrint() automatically formats timing results into a readable report (tabular structure).

  9. Simple API

    • Uses just start("taskName") and stop() methods.

    • Easy to integrate without learning a complex profiling tool.

  10. Thread-Safe (per instance)

    • Each StopWatch instance is independent, meaning it can be safely used across different parts of code without interference.

Method Reference

Method
Description / Action

start(String taskName)

Starts timing a new task with the given name. Throws an exception if a task is already running.

stop()

Stops the currently running task. Throws an exception if no task is active.

isRunning()

Returns true if a task is currently running, otherwise false.

getTotalTimeMillis()

Returns the total time (in milliseconds) for all tasks combined.

getTotalTimeSeconds()

Returns the total time (in seconds) for all tasks combined.

getTaskCount()

Returns the total number of tasks that have been recorded.

getLastTaskName()

Returns the name of the last task executed (null if none).

getLastTaskTimeMillis()

Returns the execution time (in ms) of the last task executed.

getLastTaskInfo()

Returns a TaskInfo object with name and time for the last task.

getTaskInfo()

Returns an array of TaskInfo objects, each containing name and execution time of all tasks.

shortSummary()

Returns a one-line string summary of the total time and task count.

prettyPrint()

Returns a formatted string with timing details for all tasks, including percentage of total execution time.

toString()

Returns a string containing short summary + last task info.

Use Cases

  • Measuring Execution Time of Multiple Tasks

    • Useful when breaking down an operation into smaller tasks and measuring their time individually.

    • Example: measuring DB query time, service logic, and serialization separately.

  • Performance Benchmarking in Development

    • Helps developers identify which part of the code consumes the most time.

    • Example: comparing two different implementations of the same algorithm.

  • Profiling Service Layer Methods

    • Often used in Spring services to monitor execution time of methods without adding full-fledged monitoring tools.

    • Example: tracking execution time of a service call like EmployeeService.getEmployeeDetails().

  • Analyzing Batch Jobs or Background Tasks

    • Useful in ETL jobs, scheduled tasks, or long-running batch processes.

    • Example: measuring each step of a batch job (read → process → write).

  • Debugging and Optimizing Performance Bottlenecks

    • Helps detect which parts of an application are slowing down under load.

    • Example: finding slow API endpoints by wrapping controller methods.

  • Logging Task Execution Details

    • Can be integrated with application logs to output a summary of task execution times.

    • Example: logger.info(stopWatch.prettyPrint()); to log timing breakdown in structured format.

  • Comparing Different Code Paths

    • Used to compare execution times between two logic flows.

    • Example: measuring "cache-hit vs cache-miss" performance.

  • Unit Testing Performance

    • Although not a replacement for JMH (Java Microbenchmark Harness), developers sometimes use StopWatch in unit tests to ensure execution stays under a threshold.

    • Example: assert that a method runs within 500ms.

Usage Examples

1. Basic Task Timing

import org.springframework.util.StopWatch;

public class BasicStopWatchExample {
    public static void main(String[] args) throws InterruptedException {
        StopWatch stopWatch = new StopWatch();

        stopWatch.start("Task 1");
        Thread.sleep(500); // simulate work
        stopWatch.stop();

        stopWatch.start("Task 2");
        Thread.sleep(300); // simulate work
        stopWatch.stop();

        System.out.println(stopWatch.prettyPrint());
    }
}
StopWatch '': 0.8043835 seconds
----------------------------------------
Seconds       %       Task name
----------------------------------------
0.50109325    62%     Task 1
0.30329025    38%     Task 2

2. Measuring Execution of a Service Method

import org.springframework.util.StopWatch;

public class EmployeeService {
    
    public void getEmployeeDetails() {
        StopWatch stopWatch = new StopWatch("EmployeeService");

        stopWatch.start("DB Query");
        simulateWork(400);
        stopWatch.stop();

        stopWatch.start("Business Logic");
        simulateWork(200);
        stopWatch.stop();

        stopWatch.start("DTO Mapping");
        simulateWork(100);
        stopWatch.stop();

        System.out.println(stopWatch.prettyPrint());
    }

    private void simulateWork(long millis) {
        try { Thread.sleep(millis); } catch (InterruptedException ignored) {}
    }
}
StopWatch 'EmployeeService': 0.711462793 seconds
------------------------------------------------
Seconds       %       Task name
------------------------------------------------
0.405122459   57%     DB Query
0.201277167   28%     Business Logic
0.105063167   15%     DTO Mapping

This helps profile each step in a service method.

3. Using StopWatch in a Spring Boot Controller

import org.springframework.util.StopWatch;
import org.springframework.web.bind.annotation.GetMapping;
import org.springframework.web.bind.annotation.RestController;

@RestController
public class PerformanceController {

    @GetMapping("/performance")
    public String checkPerformance() {
        StopWatch stopWatch = new StopWatch("PerformanceAPI");

        stopWatch.start("DB call");
        simulateWork(300);
        stopWatch.stop();

        stopWatch.start("External API");
        simulateWork(500);
        stopWatch.stop();

        stopWatch.start("Response Serialization");
        simulateWork(200);
        stopWatch.stop();

        return stopWatch.prettyPrint();
    }

    private void simulateWork(long millis) {
        try { Thread.sleep(millis); } catch (InterruptedException ignored) {}
    }
}
StopWatch 'PerformanceAPI': 1.010389792 seconds
-----------------------------------------------
Seconds       %       Task name
-----------------------------------------------
0.30070725    30%     DB call
0.505770125   50%     External API
0.203912417   20%     Response Serialization

4. Logging Task Execution Details

import org.springframework.util.StopWatch;
import org.slf4j.Logger;
import org.slf4j.LoggerFactory;

public class LoggingExample {
    private static final Logger logger = LoggerFactory.getLogger(LoggingExample.class);

    public void processJob() {
        StopWatch stopWatch = new StopWatch("JobProcessor");

        stopWatch.start("Step 1");
        simulateWork(200);
        stopWatch.stop();

        stopWatch.start("Step 2");
        simulateWork(400);
        stopWatch.stop();

        logger.info("Execution time details: {}", stopWatch.prettyPrint());
    }

    private void simulateWork(long millis) {
        try { Thread.sleep(millis); } catch (InterruptedException ignored) {}
    }
}
Execution time details: StopWatch 'JobProcessor': 0.607882291 seconds
---------------------------------------------
Seconds       %       Task name
---------------------------------------------
0.205072583   34%     Step 1
0.402809708   66%     Step 2

Logs structured timing details instead of just total execution time.

5. Unit Test Performance Check

import org.junit.jupiter.api.Test;
import org.springframework.util.StopWatch;

import static org.junit.jupiter.api.Assertions.assertTrue;

public class PerformanceTest {

    @Test
    void methodPerformanceShouldBeUnder1Second() {
        StopWatch stopWatch = new StopWatch();

        stopWatch.start("TestMethod");
        simulateWork(700);
        stopWatch.stop();

        long totalTimeMillis = stopWatch.getTotalTimeMillis();
        assertTrue(totalTimeMillis < 1000, "Method took too long!");
    }

    private void simulateWork(long millis) {
        try { Thread.sleep(millis); } catch (InterruptedException ignored) {}
    }
}

Best Practices

  1. Name our Tasks Clearly

    • Always give meaningful task names when starting (stopWatch.start("DB Query") instead of "Task1").

    • This makes prettyPrint() outputs much easier to analyze.

  2. Use StopWatch in Development and Testing, Not Production

    • It is primarily a profiling utility.

    • Avoid leaving it in production code for every request unless we are explicitly debugging performance.

  3. Wrap Around Critical Sections

    • Use it for database queries, external API calls, or heavy computations.

    • Helps identify slow parts of the request-response lifecycle.

  4. Integrate with Logging

    • After completing execution, log the result with logger.info(stopWatch.prettyPrint()).

    • Combine with tools like Spring AOP or interceptors to track method-level timings automatically.

  5. Use getLastTaskTimeMillis() for Specific Insights

    • Instead of always analyzing the whole report, use methods like getLastTaskTimeMillis() or getTotalTimeMillis() when we only need summary numbers.

  6. Combine with Unit Tests for Performance Benchmarks

    • In JUnit tests, wrap a method call with StopWatch and assert total execution time is under a threshold.

    • Helps prevent performance regressions.

  7. Prefer Programmatic Control Over Annotations for Profiling

    • Since StopWatch is lightweight and code-driven, we can turn it on/off easily without changing Spring configurations.

Common Pitfalls

  1. Forgetting to Call stop()

    • If we call start() multiple times without stop(), it will throw IllegalStateException.

    • Always ensure stop() is called after each start().

  2. Running Nested StopWatches in the Same Instance

    • Spring’s StopWatch is not designed for nested or parallel tasks inside the same instance.

    • If we need nested measurements, create multiple StopWatch objects or use Apache Commons StopWatch.

  3. Overusing in Production

    • Profiling every single method in production increases overhead and logging noise.

    • Use it selectively or via conditional flags.

  4. Not Resetting Between Runs

    • If the same StopWatch instance is reused across multiple flows without stopWatch = new StopWatch() or stopWatch.start(), timings may overlap.

    • Always use a fresh instance per request/process.

  5. Confusing It with Apache Commons StopWatch

    • Spring StopWatch supports multiple tasks with names and pretty printing.

    • Apache Commons StopWatch is simpler (start/stop only, single task). Use the right one depending on need.

  6. Ignoring Task Names in Reports

    • If tasks are unnamed, the pretty print output loses meaning.

    • Example:

      0500   62%   Task-1
      0300   38%   Task-2

      → not helpful compared to DB Query, External API.