29 October 2020

#Splunk

#Splunk

Key Concepts


S.No Topic Sub-Topics
1Splunk OverviewWhat is Splunk, Splunk Use Cases, Machine Data, Splunk Architecture, Real-time vs Historical Data
2Splunk InstallationSystem Requirements, Splunk Enterprise Install, Forwarder Install, Windows Install, Linux Install
3Splunk ComponentsIndexer, Search Head, Forwarder, Deployment Server, License Master
4Splunk Data InputsFiles & Directories, TCP/UDP Inputs, Scripted Inputs, Windows Event Logs, Syslog
5Splunk Indexing ProcessParsing Phase, Indexing Phase, Buckets, Hot/Warm/Cold Buckets, Metadata
6Splunk Web InterfaceSearch Bar, Apps Menu, Dashboards, Settings, Monitoring Console
7SPL BasicsSearch Command, Keywords, Time Range Picker, Pipes, Fields
8SPL Searching & FilteringAND/OR/NOT, Wildcards, Field Searches, Time Modifiers, Subsearch
9Fields & Field ExtractionDefault Fields, Field Discovery, Regex Extraction, Delimiters, Field Aliases
10Transforming Commandsstats, chart, timechart, top, rare
11Reporting in SplunkReport Creation, Scheduling Reports, Export Formats, Sharing Reports, Report Acceleration
12Splunk DashboardsDashboard Panels, Visualization Types, XML Dashboards, Tokens, Inputs
13LookupsLookup Tables, CSV Lookups, Automatic Lookups, Lookup Commands, Geo Lookups
14Knowledge ObjectsFields, Tags, Event Types, Macros, Workflow Actions
15Splunk Apps & Add-onsSplunkbase, App Installation, Add-on Configuration, CIM Compliance, App Permissions
16Common Information Model (CIM)CIM Overview, Data Models, Normalization, Tags & Fields, CIM Validation
17Data ModelsData Model Structure, Pivot, Acceleration, Constraints, Datasets
18Alerts in SplunkAlert Types, Alert Conditions, Throttling, Actions, Email & Webhook Alerts
19User ManagementUsers & Roles, Capabilities, Authentication, Authorization, Role Mapping
20Splunk Security BasicsRBAC, Secure Ports, TLS/SSL, Audit Logs, Password Policies
21Forwarder ManagementUniversal Forwarder, Heavy Forwarder, Deployment Server, Server Classes, Outputs.conf
22Configuration Filesinputs.conf, outputs.conf, props.conf, transforms.conf, limits.conf
23Performance TuningSearch Optimization, Index Sizing, Bucket Management, Resource Monitoring, Acceleration
24Monitoring ConsoleIndexer Health, Search Head Health, Forwarder Status, Resource Usage, Alerts
25Splunk REST APIREST Basics, Authentication, Search API, Admin API, Use Cases
26Splunk Backup & RestoreIndex Backup, Config Backup, Cold to Frozen, Restore Process, Best Practices
27Splunk ScalingDistributed Search, Indexer Clustering, Search Head Clustering, Load Balancing, High Availability
28Troubleshooting SplunkSearch Issues, Indexing Issues, Forwarder Issues, Log Files, Common Errors
29Splunk Use CasesLog Monitoring, Security Analytics, IT Operations, Business Analytics, Compliance
30Splunk Interview & Certification PrepCommon Interview Questions, SPL Scenarios, Admin Concepts, Architect Concepts, Certification Path

Interview question

BASIC

  1. What is Splunk?
  2. What are the major components of Splunk?
  3. What is an Index in Splunk?
  4. What is a Splunk Forwarder?
  5. Difference between Universal Forwarder (UF) and Heavy Forwarder (HF)?
  6. What is a Search Head?
  7. What is sourcetype?
  8. What is props.conf used for?
  9. What is transforms.conf?
  10. Explain Splunk architecture.
  11. What is SPL in Splunk?
  12. What is the purpose of stats command?
  13. Difference between stats and eventstats?
  14. What is timechart command?
  15. What is eval command?
  16. What is a lookup in Splunk?
  17. What are field extractions?
  18. What are knowledge objects?
  19. What is a Dashboard?
  20. What are workflow actions?
  21. What is Splunkbase?
  22. What is indexes.conf?
  23. Difference between Search Head and Indexer?
  24. What are eventtypes?
  25. What are tags in Splunk?

INTERMEDIATE

  1. What is parsing in Splunk?
  2. What is indexing phase?
  3. What is a License Master?
  4. What are buckets in Splunk?
  5. Explain hot, warm, cold, frozen buckets.
  6. What is summary indexing?
  7. What is a data model?
  8. What is CIM (Common Information Model)?
  9. Difference between tags and eventtypes?
  10. Difference between join and append?
  11. What is a subsearch?
  12. What is transaction command used for?
  13. How does rex command work?
  14. What is regex extraction?
  15. What is a deployment server?
  16. What is Search Head Clustering?
  17. What is Indexer Clustering?
  18. What is KV Store?
  19. What is Risk Analysis in Splunk ES?
  20. What are notable events?
  21. What are correlation searches?
  22. How do you use Splunk REST API?
  23. What are Alerts in Splunk?
  24. Explain data onboarding process.
  25. What is collect command?

ADVANCED

  1. What is tstats command?
  2. What are accelerated data models?
  3. Difference between lookup and inputlookup?
  4. Summary indexing vs report acceleration?
  5. How do you optimize Splunk searches?
  6. What is multisite indexer clustering?
  7. What is a cluster master?
  8. What is captain election in SHC?
  9. What is bucket replication?
  10. What is indexer discovery?
  11. What is HEC (HTTP Event Collector)?
  12. What is modular input?
  13. What is scripted input?
  14. Difference between Cribl and Splunk HF?
  15. What is Splunk Observability?
  16. How APM traces work in Splunk?
  17. Difference between metrics and events?
  18. What is Splunk Stream processor?
  19. Explain parsing performance optimization.
  20. What are typical SIEM use cases?
  21. How risk score is calculated?
  22. What is UEBA in Splunk ES?
  23. Explain threat intel integration.
  24. What is collect command?
  25. How do you scale a large Splunk deployment?

EXPERT

  1. Design Splunk architecture for 100TB/day ingestion.
  2. Explain multi-region Splunk deployment.
  3. How do you implement CI/CD for Splunk apps?
  4. Scaling Search Head Clusters for enterprise workloads.
  5. What is DMC (Monitoring Console)?
  6. Explain storage tiering in Splunk.
  7. How to approach Splunk migration?
  8. Explain RBAC and governance in Splunk.
  9. How to tune correlation searches in ES?
  10. Explain SOAR integration with Splunk ES.
  11. On-prem vs Cloud Splunk migration approach?
  12. HEC load balancing mechanisms?
  13. Blueprint for optimized forwarder architecture.
  14. Explain advanced risk-based alerting (RBA).
  15. What is DDAA in ES?
  16. Using MLTK (Machine Learning Toolkit) in ES.
  17. How to automate playbooks in SOAR?
  18. What is workload management in Splunk?
  19. How to optimize saved searches?
  20. How to design complex data models?
  21. What are Splunk trust boundaries?
  22. How Splunk is used for DevSecOps pipelines?
  23. What is guarded search mode?
  24. Explain advanced clustering topologies.
  25. How to secure Splunk for regulated environments?

Related Topics


   Splunk Architecture   
   Splunk Components   
   Splunk Data Inputs   
   Splunk Indexing Process   
   SPL Basics   

#Angular

#Angular

Key Concepts


S.No Topic Sub-Topics
1Introduction to AngularWhat is Angular, Features, Advantages, Angular vs AngularJS, Use cases
2Angular ArchitectureModules, Components, Templates, Services, Dependency Injection, Directives
3Setting up AngularNode.js installation, Angular CLI, Creating new project, Project structure, Running app
4TypeScript BasicsVariables, Types, Functions, Classes, Interfaces, Decorators
5ComponentsCreating component, Component decorator, Template, Styles, Lifecycle hooks
6Templates & Data BindingInterpolation, Property binding, Event binding, Two-way binding, Template reference variables
7DirectivesStructural directives, Attribute directives, ngIf, ngFor, Custom directives
8PipesBuilt-in pipes, Custom pipes, Chaining pipes, Async pipe, Date and number formatting
9Services & Dependency InjectionCreating service, Injectable decorator, Singleton service, Using service in component, Hierarchical injection
10Routing & NavigationRouterModule, Routes configuration, RouterLink, Route parameters, Lazy loading
11Forms in AngularTemplate-driven forms, Reactive forms, FormControl, FormGroup, Validators
12HTTP ClientHttpClientModule, GET request, POST request, Handling errors, Interceptors
13Observables & RxJSObservable creation, Subscribing, Operators, Subjects, Async data handling
14Routing GuardsCanActivate, CanDeactivate, CanLoad, AuthGuard example, Route protection
15Angular ModulesNgModule, Feature modules, Shared modules, Core module, Lazy-loaded modules
16Angular CLI Commandsng generate, ng serve, ng build, ng test, ng lint
17Angular AnimationsTrigger, State, Transition, Animate, Keyframes
18Angular MaterialInstalling Angular Material, Material components, Theming, Buttons & icons, Responsive layout
19Unit TestingKarma, Jasmine, TestBed, Component testing, Service testing
20End-to-End TestingProtractor, Cypress, Writing e2e tests, Running tests, Best practices
21Change DetectionZones, Default strategy, OnPush strategy, DetectChanges, MarkForCheck
22Angular Lifecycle HooksngOnInit, ngOnChanges, ngDoCheck, ngAfterViewInit, ngOnDestroy
23Angular SecuritySanitization, XSS prevention, Content Security Policy, Authentication, Authorization
24State ManagementServices for state, RxJS BehaviorSubject, NgRx overview, Actions & Reducers, Store usage
25Lazy Loading & PreloadingLazy-loaded modules, PreloadAllModules, Route configuration, Performance benefits, Example setup
26Angular InterceptorsHttpInterceptor, Logging requests, Adding headers, Error handling, Token authentication
27Custom Structural & Attribute DirectivesCreating directive, HostListener, HostBinding, Manipulating DOM, Examples
28Angular Internationalization (i18n)i18n setup, Translating text, Dynamic locale, Date & number formatting, Building for multiple languages
29Performance OptimizationChangeDetectionStrategy, Lazy loading, TrackBy in ngFor, OnPush strategy, Ahead-of-Time compilation
30Hands-on ProjectCreate Angular app, Use routing, Forms & HTTP, Services & DI, Deploy and optimize

Interview question

Basic Level

  1. What is Angular and why is it used?
  2. Difference between Angular and AngularJS.
  3. Features of Angular.
  4. Advantages of using Angular.
  5. What is TypeScript and why Angular uses it?
  6. What is Angular CLI?
  7. How to create a new Angular project using CLI?
  8. What is a component in Angular?
  9. Explain the structure of an Angular project.
  10. What are templates in Angular?
  11. What is data binding in Angular?
  12. Types of data binding in Angular.
  13. What is interpolation?
  14. What is property binding?
  15. What is event binding?
  16. What is two-way binding?
  17. What are directives in Angular?
  18. Types of directives in Angular.
  19. What is a pipe in Angular?
  20. Built-in pipes in Angular.
  21. How to create a custom pipe?
  22. What are modules in Angular?
  23. What is NgModule?
  24. What is dependency injection in Angular?
  25. What are services in Angular?

Intermediate Level

  1. What are Angular lifecycle hooks?
  2. Explain ngOnInit, ngOnChanges, ngOnDestroy.
  3. What is the difference between structural and attribute directives?
  4. What is the difference between *ngIf and [hidden]?
  5. Explain ngFor and trackBy.
  6. What is Angular routing?
  7. How to configure routes in Angular?
  8. How to pass route parameters?
  9. What are route guards?
  10. Types of route guards.
  11. What is lazy loading in Angular?
  12. What is preloading in Angular?
  13. How to handle forms in Angular?
  14. Difference between template-driven and reactive forms.
  15. Explain FormControl, FormGroup, and FormArray.
  16. How to implement form validation?
  17. Built-in validators in Angular.
  18. How to create custom validators?
  19. How to make HTTP requests in Angular?
  20. What is HttpClientModule?
  21. How to handle HTTP errors?
  22. How to use interceptors in Angular?
  23. What are observables in Angular?
  24. How to use RxJS operators?
  25. Difference between promises and observables.

Advanced Level

  1. What is Angular change detection?
  2. How does Angular detect changes in components?
  3. What is ChangeDetectionStrategy.OnPush?
  4. What is a zone in Angular?
  5. Difference between default and OnPush change detection.
  6. What are Angular animations?
  7. How to implement animations using Angular?
  8. What is Angular Material?
  9. How to use Angular Material components?
  10. How to implement responsive design in Angular?
  11. What is Ahead-of-Time (AOT) compilation?
  12. What is Just-in-Time (JIT) compilation?
  13. Difference between AOT and JIT.
  14. How to optimize Angular performance?
  15. What is a singleton service?
  16. How to provide services in root vs component?
  17. What is Angular injector hierarchy?
  18. How to use HostBinding and HostListener?
  19. How to create custom structural directives?
  20. How to create custom attribute directives?
  21. How to handle i18n (internationalization) in Angular?
  22. How to use Angular pipes for i18n?
  23. What are dynamic components?
  24. How to create dynamic components using ComponentFactoryResolver?
  25. How to handle file uploads in Angular?

Expert Level

  1. How to implement state management in Angular?
  2. What is NgRx and why use it?
  3. How to implement actions, reducers, and selectors in NgRx?
  4. How to use BehaviorSubject for state management?
  5. How to implement server-side rendering with Angular Universal?
  6. How to integrate Angular with a REST API backend?
  7. How to secure Angular applications?
  8. How to implement authentication and authorization in Angular?
  9. How to implement JWT token authentication in Angular?
  10. How to integrate Angular with OAuth2/OpenID Connect?
  11. How to implement route-based lazy loading for modules?
  12. How to handle caching strategies in Angular?
  13. How to implement service workers and PWA with Angular?
  14. How to test Angular applications using Jasmine?
  15. How to write unit tests for components, services, and pipes?
  16. How to write end-to-end tests using Protractor or Cypress?
  17. How to optimize Angular bundle size?
  18. How to implement code splitting in Angular?
  19. How to integrate Angular with CI/CD pipelines?
  20. How to deploy Angular applications to production?
  21. How to handle memory leaks in Angular applications?
  22. How to debug Angular performance issues?
  23. How to monitor Angular applications in production?
  24. Best practices for Angular application architecture.
  25. Best practices for Angular security and performance.

Related Topics


#ReactJS

#ReactJS

Key Concepts


S.No Topic Sub-Topics
1Introduction to ReactWhat is React, SPA Architecture, Virtual DOM, React Features, Prerequisites
2Environment SetupNode & npm, Create React App, Folder Structure, Dev Server, Basic App
3JSX BasicsJSX Syntax, Embedding Expressions, Babel, JSX Rules, Differences from HTML
4ComponentsFunctional Components, Class Components, Props Basics, Component Reuse, Composition
5Props & StateProps Usage, Passing Data, useState Hook, State Definition, State vs Props
6Event HandlingEvent Basics, Synthetic Events, Event Binding, Passing Params, Event Objects
7Conditional RenderingIf/Else, Ternary, Logical &&, Conditional Component, Fragments
8Lists & KeysDynamic Lists, Array.map(), Key Importance, Nested Lists, List Styling
9FormsControlled Components, Uncontrolled Components, Submit Handler, Text Inputs, Form Validation
10useEffect HookEffects Intro, Dependency Array, Cleanup, API Calls, Multiple Effects
11React RouterRouter Setup, Routes, Link & NavLink, URL Params, Navigate
12Context APICreateContext, Provider, useContext, Avoid Props Drilling, State Sharing
13Custom HooksWhy Custom Hooks, Rules, Business Logic Hook, Reusable Hook, useFetch
14Performance OptimizationReact.memo, useMemo, useCallback, Batching, Re-render Control
15State ManagementLifting State, Global Store, Redux Intro, Reducer, Actions Flow
16Redux ToolkitRTK Install, createSlice, Store Setup, Provider, Dispatch & Selector
17Async OperationsAxios, Fetch API, Async/Await, Error Handling, Loading States
18Error BoundariesFallback UI, Logging, Try/Catch, Boundary Component, Debugging
19Optimization IIProfiler, Pure Components, Code Splitting, Lazy Loading, Tree Shaking
20TestingJest Basics, RTL Intro, Mocking API, Unit Tests, Snapshot Testing
21Advanced PatternsHOC Pattern, Render Props, Compound Components, Provider Pattern, Hooks Composition
22React with TypeScriptTS Setup, Props Typing, State Typing, Custom Types, Interfaces
23StylingCSS Modules, Styled Components, Tailwind CSS, Material UI, Chakra UI
24AuthenticationLogin Flow, JWT Token, Protected Routes, Session Storage, Role-Based UI
25DeploymentBuild App, Netlify, Vercel, GitHub Pages, Environment Config
26Next.js BasicsSSR, SSG, Routing, Layouts, API Routes
27ArchitectureFolder Structure, Atomic Design, Feature Based Structure, Clean Code, Service Layer
28Best PracticesDRY Principle, KISS, Performance Tips, Error Handling, Security
29Project DevelopmentUI Planning, Component Design, Data Flow, State Logic, Router + Redux
30Final ReviewCode Cleanup, Documentation, Testing Coverage, Refactor, Deployment

Interview question

Basic Level

  1. What is ReactJS?
  2. What is the difference between React and Angular?
  3. What is JSX in React?
  4. Why do we use JSX instead of JavaScript?
  5. What is a component in React?
  6. What is the difference between functional and class components?
  7. What are props in React?
  8. What is state in React?
  9. Difference between state and props?
  10. What is Virtual DOM in React?
  11. Explain the concept of one-way data binding.
  12. What is create-react-app?
  13. What is the purpose of render() method?
  14. What are lifecycle methods in React?
  15. What is a controlled component?
  16. What is an uncontrolled component?
  17. How do you handle events in React?
  18. What are fragments in React?
  19. What is the purpose of key in React lists?
  20. What is conditional rendering?
  21. How do you update the state in React?
  22. What is React Router?
  23. What is context API?
  24. What are hooks in React?
  25. What is useState hook?

Intermediate Level

  1. What is useEffect hook used for?
  2. Difference between useEffect and lifecycle methods?
  3. What causes a re-render in React?
  4. What is prop drilling?
  5. How to avoid prop drilling?
  6. What is useContext hook?
  7. What are custom hooks?
  8. What is memoization?
  9. What is React.memo?
  10. What is useMemo hook?
  11. What is useCallback hook?
  12. Difference between useMemo and useCallback?
  13. How do you fetch data in React?
  14. What is axios?
  15. What is lazy loading?
  16. What is error boundary?
  17. What is suspense in React?
  18. Explain code splitting in React.
  19. What is ReactDOM?
  20. Difference between JSX and HTML?
  21. What are controlled inputs?
  22. How do you share data between siblings?
  23. What is Context Provider and Consumer?
  24. What is Redux?
  25. How do you implement routing?

Advanced Level

  1. What is Redux architecture?
  2. What are actions in Redux?
  3. What are reducers in Redux?
  4. What is a Redux store?
  5. What are middleware in Redux?
  6. What is Redux Thunk?
  7. Difference between Redux Thunk and Saga?
  8. What is createSlice in Redux Toolkit?
  9. What is immutability in React?
  10. How do you optimize performance in React?
  11. What is reconciliation algorithm?
  12. What is hydration?
  13. What is Render Props pattern?
  14. What are Higher Order Components (HOC)?
  15. What are compound components?
  16. Context vs Redux?
  17. What is SSR in React?
  18. What is SSG?
  19. What are API routes in Next.js?
  20. What is hydration mismatch?
  21. What is StrictMode in React?
  22. What is priority rendering?
  23. Explain batching in React.
  24. What are portals in React?
  25. What is tree-shaking?

Expert Level

  1. How does React?s Fiber architecture work?
  2. Explain the reconciliation algorithm in depth.
  3. Difference between useLayoutEffect and useEffect?
  4. What is concurrent mode in React?
  5. Explain React render phases (render/commit).
  6. How do you build reusable component libraries?
  7. Explain micro-frontends with React.
  8. What is React Profiler?
  9. How do you debug performance issues?
  10. SSR vs CSR?
  11. Explain static site generation use-cases.
  12. How does React work internally with DOM?
  13. Rules of React Hooks?
  14. How to create custom middleware in Redux?
  15. Explain observer pattern in React.
  16. Difference between context selector and global state?
  17. Explain atomic design architecture.
  18. How to optimize React app for SEO?
  19. How do you avoid unnecessary re-renders?
  20. How does Suspense work internally?
  21. Explain state normalization.
  22. Explain Flux architecture in detail.
  23. How do you handle error logging in production?
  24. How do you structure large enterprise React apps?
  25. Explain distributed state management in complex applications.

Related Topics


22 October 2020

#Spring_AOP

#Spring_AOP

Key Concepts


S.No Topic Sub-Topics
1 AOP AOP, OOP vs AOP, Cross-cutting concerns, Benefits, Real Use Cases
2 Spring AOP Basics AOP Concepts, Proxy Pattern, Join Point, Pointcut, Aspect
3 AOP Terminology Advice, Around Advice, After Advice, Before Advice, Weaving
4 Spring AOP Architecture Proxy Factory, BeanPostProcessor, Weaving Approaches, CGLIB, JDK Proxy
5 AOP Configuration XML Config, @EnableAspectJAutoProxy, AspectJ Support, AOP Proxies, Java Config
6 @Aspect Annotation @Aspect, @Pointcut, @Before, @After, @Around
7 Pointcut Expressions execution(), within(), args(), this(), any Methods
8 Advice Types @Before, @After, @AfterReturning, @AfterThrowing, @Around
9 JoinPoint API JoinPoint Object, MethodSignature, Arguments, Target, ProceedingJoinPoint
10 Returning Value in Advice Returning Advice, Return Type Capture, AfterReturning Advice, Modify Response, Logging
11 Exception Handling in AOP @AfterThrowing, Throwable Capture, Logging Errors, Rethrow Exception, Custom Logic
12 Around Advice Deep Dive ProceedingJoinPoint, Before & After Execution, Time Measurement, Transaction Handling, Performance
13 AOP and Bean Lifecycle AOP Proxy Creation, Bean Initialization, Target Object, Singleton Proxy, Prototype
14 Aspect Ordering @Order, Multiple Aspects, Execution Sequence, Priority, Chaining
15 AOP Logging Use Case Start/End Logs, Arguments Logging, Response Logging, Exception Logging, MDC
16 AOP for Security Auth Interceptor, Permission Check, Method Security, Role Validation, Token Validation
17 AOP for Transactions @Transactional Internals, AOP-based Transaction, Commit/Rollback Logic, Isolation, Propagation
18 AOP for Caching @Cacheable Internals, Proxy Cache, Cache Evicting, Condition, TTL
19 AOP and Performance Method Timing, Profiling, Bottleneck Detection, Latency Tracking, Metrics
20 AspectJ Intro What is AspectJ?, AspectJ Syntax, Compile-time Weaving, Load-time Weaving, Performance
21 AspectJ vs Spring AOP Proxy Dominated, Feature Comparison, Scenarios, Best Practices, Limitations
22 Testing AOP Unit Testing Advice, Test Order, Mock JoinPoint, Integration Test, Verify Behavior
23 AOP in Spring Boot Auto Config, Minimal Setup, Starters, Async Advice, Logback Integration
24 AOP with Annotation Custom Annotation, Interceptor, Metadata, Annotation Processing, Dynamic Logic
25 Distributed Tracing with AOP Tracing Interceptor, Span IDs, Headers Propagation, Zipkin/Sleuth, Monitoring
26 AOP for Data Validation Pre-checks, Parameter Validation, Annotation Driven, DTO Validation, Data Sanitization
27 AOP in Microservices Service Boundary, Log Correlation, Metrics, Retry Handler, Error Recovery
28 AOP Best Practices Selective Pointcut, Avoid Overuse, Clear Intent, Testing, Documentation
29 Performance Optimization AOP vs Manual Code, Overhead Reduction, Proxy Type Choice, Keep Minimal Scope, Benchmark
30 Final Project Custom Aspect, Logging, Transaction Control, Metrics, PDF Report

Interview question

Basic Level

  1. What is AOP in Spring?
  2. What are the advantages of using AOP?
  3. What is a cross-cutting concern?
  4. What is an aspect in Spring AOP?
  5. What is advice in Spring AOP?
  6. What is a join point?
  7. What is a pointcut?
  8. What is weaving in AOP?
  9. What is a proxy in Spring AOP?
  10. Difference between proxy-based and AspectJ AOP?
  11. What is the difference between AOP and OOP?
  12. What are the different types of advice in Spring AOP?
  13. What is @Aspect annotation?
  14. How do you define a pointcut expression?
  15. What is the difference between before and after advice?
  16. What is after returning advice?
  17. What is after throwing advice?
  18. What is around advice?
  19. How do you apply multiple advices to the same join point?
  20. What is the default order of advice execution?
  21. How does Spring AOP integrate with Spring Boot?
  22. What is the difference between JDK dynamic proxy and CGLIB proxy?
  23. What limitations does Spring AOP have compared to AspectJ?
  24. How do you enable Spring AOP in XML configuration?
  25. How do you enable Spring AOP using annotations?

Intermediate Level

  1. How do you write a pointcut expression using execution()?
  2. How do you write a pointcut expression using within()?
  3. How do you write a pointcut expression using args()?
  4. How do you write a pointcut expression using @annotation()?
  5. What is the use of this() and target() pointcut designators?
  6. How do you combine multiple pointcut expressions?
  7. How do you pass method parameters to advice?
  8. How do you access return values in advice?
  9. How do you handle exceptions in advice?
  10. What is the use of JoinPoint object in advice?
  11. What is ProceedingJoinPoint?
  12. How do you implement around advice using ProceedingJoinPoint?
  13. How do you control the execution order of multiple aspects?
  14. How do you apply aspects to specific beans using @Component?
  15. How do you apply aspects using XML configuration?
  16. How do you test Spring AOP aspects?
  17. What are some common use cases for Spring AOP?
  18. How do you log method execution using AOP?
  19. How do you measure performance using AOP?
  20. How do you handle security using AOP?
  21. How do you implement transaction management using AOP?
  22. How do you create custom annotations for pointcuts?
  23. What are some best practices when using Spring AOP?
  24. How does AOP affect application performance?
  25. How do you debug AOP issues in Spring?

Advanced Level

  1. How does Spring AOP create proxies internally?
  2. How does CGLIB proxy differ from JDK dynamic proxy internally?
  3. What is the role of ProxyFactoryBean?
  4. How do you implement introduction (type) advice?
  5. How do you add methods or interfaces to existing beans?
  6. What is the difference between compile-time and runtime weaving?
  7. How do you use AspectJ load-time weaving?
  8. How do you configure AspectJ with Spring Boot?
  9. How do you implement conditional pointcuts?
  10. How do you implement dynamic pointcuts at runtime?
  11. How does Spring handle multiple aspects targeting the same join point?
  12. How do you handle nested aspects?
  13. How do you combine annotations and XML configuration in Spring AOP?
  14. How do you optimize AOP for performance?
  15. How do you avoid proxy overhead in Spring AOP?
  16. How do you handle self-invocation problem in AOP?
  17. How do you implement aspects for private methods?
  18. How do you handle exceptions thrown inside advice?
  19. How do you implement asynchronous advice?
  20. How do you implement retry logic using AOP?
  21. How do you handle method arguments modification in advice?
  22. How do you intercept return values and modify them?
  23. How do you implement caching using AOP?
  24. How do you implement auditing using AOP?
  25. How do you implement validation using AOP?

Expert Level

  1. How does Spring AOP differ from full AspectJ AOP?
  2. How do you configure AspectJ compile-time weaving?
  3. How do you configure AspectJ load-time weaving in a production environment?
  4. How do you integrate Spring AOP with other frameworks like Hibernate?
  5. How do you handle cross-module aspects in large projects?
  6. How do you monitor aspect execution in production?
  7. How do you handle aspect dependencies?
  8. How do you implement aspect prioritization in complex scenarios?
  9. How do you implement pointcut inheritance?
  10. How do you combine annotations and programmatic aspects?
  11. How do you implement custom pointcut designators?
  12. How do you implement security for aspect execution?
  13. How do you implement multi-threaded advice safely?
  14. How do you handle memory leaks with Spring AOP proxies?
  15. How do you implement logging with high-performance constraints?
  16. How do you implement aspect-driven performance metrics?
  17. How do you implement transaction rollback using AOP?
  18. How do you implement aspect-driven exception handling strategies?
  19. How do you implement dynamic proxies programmatically?
  20. How do you integrate Spring AOP with reactive programming?
  21. How do you use aspects in Spring WebFlux?
  22. How do you implement auditing for microservices using AOP?
  23. How do you implement cross-service logging using AOP?
  24. How do you integrate Spring AOP with cloud-native applications?
  25. What are the best practices for maintaining complex AOP configurations?

Related Topics


#Spring_Rest

#Spring_Rest

Key Concepts


S.No Topic Sub-Topics
1 REST REST, REST Constraints, Resources, Stateless, Web Standards
2 HTTP Basics HTTP Methods, Status Codes, Headers, JSON, Idempotency
3 Spring Web MVC Basics DispatcherServlet, Controller, RequestMapping, ResponseBody, Model
4 Spring REST Architecture Controllers, Resources, Services, Repositories, Layers
5 Building REST API @RestController, Path Variables, Request Params, JSON Body, ResponseEntity
6 Request Handling @GetMapping, @PostMapping, @PutMapping, @DeleteMapping, Content-Type
7 Data Binding @RequestBody, @ResponseBody, DTO, Validation, Conversion
8 Validation @Valid, Custom Validator, Constraint, Error Handling, Messages
9 Spring Data Integration JPA, Repository, Pagination, Sorting, Query Methods
10 CRUD API Create, Read, Update, Delete, Pagination
11 Exception Handling Global Exception, Custom Exceptions, @ControllerAdvice, Handler Methods, Response Structure
12 Response Structure Success/Failure, Meta Data, Error Codes, Hypermedia, JSON Formats
13 Spring Security Basics Authentication, Authorization, Filters, UserDetails, Password Encoding
14 JWT Integration Token Create, Validate, Expire, Refresh Token, Authorization Header
15 API Versioning URI Versioning, Header Versioning, Media Type Versioning, Best Practices, Backward Compatibility
16 HAL & HATEOAS Linking Resources, Hateoas Library, Hypermedia, Restful Navigation, Discoverability
17 Pagination & Filtering Pageable, Sort, Filters, Query Params, Page Metadata
18 Content Negotiation Accept Header, XML Support, JSON, Mime Types, Message Converters
19 File Upload/Download Multipart Form, Streaming, Large File, Storage, Headers
20 Logging & Monitoring Log Levels, MDC, HTTP Logs, DevTools, Actuator
21 RestTemplate GET, POST, PUT, Exchange, Interceptors
22 WebClient Reactive Client, Exchange, Retry, Timeout, Streaming
23 CORS Handling Allow Origin, Pre-flight, Headers, Config, Spring Boot
24 Cache for REST Cache-Control, ETag, Last-Modified, Redis Cache, TTL
25 Rate Limiting Bucket4j, API Gateway, Quotas, Retry After, Limits
26 Metrics & Observability Micrometer, Prometheus, Grafana, Trace ID, Span ID
27 API Documentation OpenAPI Spec, Swagger UI, Annotations, Example Values, Codegen
28 Deployment Strategies Docker Container, Reverse Proxy, Load Balancer, Cloud, SSL/TLS
29 Testing REST API JUnit, Mockito, WebMvcTest, MockMvc, Testcontainers
30 Final Project Full CRUD API, JWT Security, Pagination, Swagger, Docker

Interview question

Basic Level

  1. What is REST, and what does it stand for?
  2. What are the key principles of RESTful architecture?
  3. What are the main HTTP methods used in REST APIs?
  4. What is the difference between PUT and POST methods?
  5. What is idempotency in REST, and which methods are idempotent?
  6. What annotations are used to create RESTful web services in Spring?
  7. What is the purpose of @RestController in Spring?
  8. What is the difference between @Controller and @RestController?
  9. What does @RequestMapping do in Spring REST?
  10. How do you map different HTTP methods using annotations?
  11. What is the use of @PathVariable and @RequestParam?
  12. How do you handle JSON request and response in Spring REST?
  13. What is the role of @ResponseBody?
  14. What is ResponseEntity, and when should it be used?
  15. How do you return custom HTTP status codes from a REST endpoint?
  16. What is content negotiation in REST?
  17. What is the default format used by Spring REST for responses?
  18. How do you enable XML support in Spring REST?
  19. What is the function of HttpMessageConverter?
  20. What is the purpose of the @Valid annotation in REST APIs?
  21. What is a DTO in REST, and why is it used?
  22. How do you handle path variables with multiple values?
  23. How do you pass query parameters in a GET request?
  24. What is a REST client? Give examples in Spring.
  25. What are the main advantages of using RESTful APIs?

Intermediate Level

  1. What is exception handling in Spring REST?
  2. How do you use @ExceptionHandler for handling exceptions?
  3. What is @ControllerAdvice, and how does it work?
  4. How do you create a global error handler in Spring REST?
  5. What are the different HTTP status codes commonly used in REST APIs?
  6. How do you implement input validation using Spring Validator?
  7. How can you handle file uploads using Spring REST?
  8. How do you download files using Spring REST?
  9. What is the difference between @RequestBody and @ModelAttribute?
  10. What is CORS, and how do you enable it in Spring REST?
  11. How do you secure a REST API in Spring using Basic Authentication?
  12. How do you secure REST endpoints using JWT?
  13. How do you enable Swagger documentation in a Spring REST project?
  14. What is OpenAPI, and how does it relate to SpringDoc?
  15. How can you test REST endpoints using MockMvc?
  16. What is the use of RestTemplate in Spring?
  17. What are the drawbacks of RestTemplate compared to WebClient?
  18. What is WebClient, and how is it different from RestTemplate?
  19. How do you consume external APIs in Spring REST?
  20. How do you use query parameters with RestTemplate?
  21. What is the use of ResponseEntityExceptionHandler?
  22. How do you enable pagination and sorting in REST APIs?
  23. How do you handle validation errors in REST responses?
  24. What is @JsonIgnore used for in Spring REST?
  25. How do you implement a simple CRUD REST API in Spring Boot?

Advanced Level

  1. What is HATEOAS in Spring REST?
  2. What are the benefits of HATEOAS in RESTful APIs?
  3. How do you add links using RepresentationModel?
  4. What is the HAL format in Spring HATEOAS?
  5. How do you enable content negotiation for different clients?
  6. What are some common REST API design best practices?
  7. How do you handle versioning in REST APIs?
  8. What are the different approaches to versioning APIs in Spring?
  9. How do you implement custom exception responses?
  10. How do you log requests and responses in Spring REST?
  11. How do you implement a retry mechanism for failed REST calls?
  12. How do you implement caching in REST APIs?
  13. What is ETag, and how is it used for caching?
  14. How do you set custom HTTP headers in a response?
  15. How do you use filters or interceptors in Spring REST?
  16. What is the difference between a filter and an interceptor?
  17. How can you improve REST API performance?
  18. How do you implement rate limiting in Spring REST?
  19. What is Spring Data REST, and when should you use it?
  20. How does RepositoryRestResource work in Spring Data REST?
  21. What is the difference between Spring MVC and Spring WebFlux?
  22. How do you make asynchronous REST calls in Spring?
  23. What are functional endpoints in Spring WebFlux?
  24. How do you handle backpressure in reactive REST APIs?
  25. What are the pros and cons of using reactive programming in REST APIs?

Expert Level

  1. How do you design fault-tolerant REST services using Resilience4j?
  2. What is a circuit breaker, and how is it used in REST APIs?
  3. How do you use Retry and Fallback patterns in REST?
  4. How can you integrate Spring REST with an API Gateway?
  5. How do you handle distributed tracing across multiple REST services?
  6. What is Micrometer, and how do you use it to monitor REST endpoints?
  7. How do you integrate Prometheus or Grafana with Spring REST metrics?
  8. How can you log REST request latency and throughput?
  9. What are the strategies to avoid over-fetching and under-fetching in APIs?
  10. What is Richardson Maturity Model (RMM)?
  11. How do you achieve Level 3 of Richardson Maturity Model in REST?
  12. How do you handle long-running REST operations asynchronously?
  13. What is Server-Sent Events (SSE) in Spring?
  14. How do you implement SSE using Spring WebFlux?
  15. How can you implement an event-driven REST API?
  16. How do you design REST APIs for microservices communication?
  17. What is the difference between REST and GraphQL?
  18. How can REST and GraphQL coexist in a single application?
  19. How do you secure REST APIs using OAuth2 in Spring?
  20. What is token introspection, and how does it work in OAuth2?
  21. How do you manage role-based access control in REST APIs?
  22. How can you externalize API configurations using Config Server?
  23. How do you deploy Spring REST microservices in Kubernetes?
  24. What are the best practices for REST API logging and monitoring?
  25. How do you ensure backward compatibility in evolving REST APIs?

Related Topics


#Spring_Batch

#Spring_Batch

Key Concepts


S.No Topic Sub-Topics
1Spring BatchWhat is Spring Batch, Batch vs Real-time, Architecture Overview, Use Cases, Chunk Processing
2Spring Batch ArchitectureJob, Step, ItemReader, ItemProcessor, ItemWriter
3Spring Batch TerminologyJob Instance, Job Execution, Step Execution, Job Parameters, Execution Context
4Setup ProjectMaven Dependencies, Spring Boot Starter Batch, Configuration Files, Annotations, EnableBatchProcessing
5Job ConfigurationJobBuilderFactory, Flow Execution, Deciders, Job Parameters, Listeners
6Step ConfigurationStepBuilderFactory, Tasklet Step, Chunk Step, Commit Interval, Skip Retry
7ItemReader OverviewFlatFileItemReader, JdbcCursorReader, JpaPagingItemReader, XML Reader, JSON Reader
8ItemProcessor OverviewTransformations, Validation, Filtering, Exception Handling, Composite Processor
9ItemWriter OverviewFlatFileWriter, JdbcBatchItemWriter, JpaItemWriter, Custom Writer, Transaction Handling
10Chunk Oriented ProcessingChunk Size, Read Process Write, Rollback, Transactions, Error Handling
11Tasklet ModelWhat is Tasklet, Custom Tasklet, Repeat Status, Step Scope, Simple Job
12Spring Batch DatabaseDataSource Config, JobRepository Schema, Meta Tables, Transaction Manager, Persisting State
13Spring Batch CSVRead CSV File, Tokenizer, FlatFileReader, FlatFileWriter, Multi-line CSV
14Spring Batch XMLXML Reader, StAX Reader, Marshaller, XStream, XML to POJO
15Spring Batch JSONJSON Reader, Jackson Processor, JSON Writer, Custom Mapper, File Writing
16Spring Batch RESTREST Reader, WebClient, Retry, Timeout, Throttling
17Exception HandlingSkip Policy, Retry Policy, Listener, Fatal Exception, Restartability
18Job ParametersJobParameters, JobInstance, Incrementer, Parameter Types, Parameter Validation
19Flow and DecisionFlowBuilder, Split Flow, Decision Step, JobExecutionDecider, Transitions
20Spring Batch ListenersJobExecutionListener, StepListener, ItemProcessListener, ChunkListener, Logging
21Partitioning and ScalingRemote Chunking, PartitionHandler, GridPartitioner, Multi-thread Step, Parallel Steps
22Spring Batch KafkaKafka Reader, Message Listener, Kafka Writer, JSON Events, Stream Processing
23Spring Batch CloudSpring Cloud Task, Cloud Deployer, Kubernetes Batch, Cloud Scheduler, Cloud Deployment
24Monitoring and MetricsBatch UI, Actuator Metrics, Job Status, Prometheus, Alerting
25Spring Batch TestingJobTestUtils, Slice Test, Mock Reader, Mock Processor, Step Execution Test
26Performance OptimizationChunk Size, Paging Reader, Batch Writing, Indexes, Parallelism
27Metadata Tables Deep DiveJob Instance Table, Job Execution Table, Step Execution Table, Job Params Table, Execution Context Table
28Deployment StrategyJar Deployment, Cron Trigger, Spring Scheduler, Docker Build, Cloud Run
29Real Time ProjectETL Pipeline, CSV to DB, Data Validation, Audit Logging, Notification
30Interview PreparationCommon Questions, Architecture Diagrams, Use Cases, Scalability, Failure Recovery

Interview question

Basic

  1. What is Spring Batch?
  2. What are the main components of Spring Batch?
  3. Explain the difference between a Job and a Step.
  4. What is a JobInstance in Spring Batch?
  5. What is JobExecution?
  6. What is StepExecution?
  7. What is the purpose of JobRepository?
  8. What is JobLauncher?
  9. Explain JobParameters in Spring Batch.
  10. What is a Tasklet in Spring Batch?
  11. What is Chunk-oriented processing?
  12. What is the difference between Tasklet and Chunk processing?
  13. What are ItemReader, ItemProcessor, and ItemWriter?
  14. Name some commonly used ItemReader implementations.
  15. Name some commonly used ItemWriter implementations.
  16. Explain the use of ItemProcessor.
  17. How do you configure a Spring Batch job using XML?
  18. How do you configure a Spring Batch job using Java Config?
  19. What is JobExecutionListener?
  20. What is StepExecutionListener?
  21. What is a JobParametersIncrementer?
  22. Explain the difference between stateful and stateless steps.
  23. How do you restart a failed job?
  24. How do you handle simple errors in Spring Batch?
  25. What is Spring Batch Admin?

Intermediate

  1. How does Spring Batch handle transactions?
  2. What is a SkipPolicy?
  3. What is a RetryPolicy?
  4. How do you configure chunk size in Spring Batch?
  5. Explain the difference between synchronous and asynchronous processing in Spring Batch.
  6. How do you implement a custom ItemReader?
  7. How do you implement a custom ItemWriter?
  8. What is CompositeItemProcessor?
  9. Explain the use of JdbcCursorItemReader.
  10. Explain the use of FlatFileItemReader.
  11. What is JpaPagingItemReader?
  12. How do you implement multi-threaded steps?
  13. How do you implement job partitioning?
  14. Explain remote chunking.
  15. How do you handle exceptions in chunk processing?
  16. How do you skip records in case of errors?
  17. How do you configure a Step to be restartable?
  18. How do you monitor job execution in Spring Batch?
  19. What is JobOperator?
  20. What is JobExplorer?
  21. How do you test a Spring Batch step?
  22. How do you test a Spring Batch job?
  23. Explain the use of JobLauncherTestUtils.
  24. How do you integrate Spring Batch with Spring Boot?
  25. What are the key features of Spring Batch Auto-configuration?

Advanced

  1. Explain conditional job flow in Spring Batch.
  2. Explain split flow in Spring Batch.
  3. How do you handle parallel job execution?
  4. How do you implement asynchronous ItemProcessor and ItemWriter?
  5. How do you implement custom retry logic?
  6. How do you implement custom skip logic?
  7. How do you implement job listeners for custom behavior?
  8. How do you implement step listeners for custom behavior?
  9. How do you use ExecutionContext to store data?
  10. Explain the difference between JobExecutionContext and StepExecutionContext.
  11. How do you handle large data sets efficiently?
  12. How do you configure paging for database readers?
  13. Explain the use of JobParametersValidator.
  14. How do you implement a multi-step workflow with conditional logic?
  15. How do you implement job hierarchy and nested jobs?
  16. Explain the use of JobRegistry.
  17. How do you schedule Spring Batch jobs with Quartz?
  18. How do you secure batch jobs?
  19. How do you implement batch job notifications?
  20. Explain how to tune Spring Batch for performance.
  21. How do you monitor long-running batch jobs?
  22. Explain job and step scope beans.
  23. How do you handle late data in batch jobs?
  24. How do you integrate Spring Batch with messaging systems (like Kafka)?
  25. How do you implement partitioned steps with remote workers?

Expert

  1. How do you implement distributed Spring Batch processing?
  2. How do you implement parallel job execution across multiple nodes?
  3. How do you implement dynamic job creation at runtime?
  4. Explain the internal architecture of Spring Batch.
  5. How does Spring Batch ensure data consistency and fault tolerance?
  6. How do you implement checkpointing in batch processing?
  7. Explain restartability and idempotency in batch jobs.
  8. How do you debug complex batch job failures?
  9. How do you handle transactional integrity across multiple steps?
  10. How do you optimize memory usage in large batch jobs?
  11. How do you integrate Spring Batch with cloud services (AWS, Azure)?
  12. How do you implement dynamic partitioning at runtime?
  13. How do you implement conditional skip and retry policies together?
  14. How do you implement composite steps and flows?
  15. How do you extend Spring Batch with custom extensions?
  16. How do you implement a monitoring dashboard for batch jobs?
  17. How do you implement event-driven batch processing?
  18. How do you handle cross-job communication?
  19. How do you implement custom job metrics and reporting?
  20. How do you integrate Spring Batch with Spring Cloud Data Flow?
  21. How do you implement versioning and migration of batch jobs?
  22. How do you implement high availability in Spring Batch?
  23. How do you implement job throttling and load balancing?
  24. How do you migrate legacy batch jobs to Spring Batch?
  25. What are best practices for enterprise-grade Spring Batch architecture?

Related Topics


#Spring_JPA

#Spring_JPA

Key Concepts


S.No Topic Sub-Topics
1Introduction to JPAWhat is JPA, ORM concept, JPA Providers, Hibernate vs JPA, JPA Architecture
2JPA Annotations Basics@Entity, @Table, @Id, @Column, GenerationType
3Entity MappingEntity States, Embedded Types, @Embeddable, Composite Keys, @EmbeddedId
4Primary Key StrategiesIDENTITY, SEQUENCE, TABLE, AUTO, Custom Generators
5Relationships OverviewOneToOne, OneToMany, ManyToOne, ManyToMany, Cascade Types
6OneToOne Mapping@OneToOne, JoinColumn, FetchType, Bidirectional, Lazy Loading
7OneToMany Mapping@OneToMany, mappedBy, Cascade, List vs Set, Lazy vs Eager
8ManyToOne Mapping@ManyToOne, Foreign Key, Join Columns, Owner Side, Cascade Types
9ManyToMany Mapping@ManyToMany, JoinTable, mappedBy, Uni vs Bi Directional, Pitfalls
10Entity LifecycleTransient, Persistent, Detached, Removed, Synchronization
11Persistence ContextEntityManager, Flush, Clear, merge(), persist()
12JPQL QueriesSelect clause, Where clause, Joins, Group By, Named Queries
13Criteria APICriteriaBuilder, Predicate, Select Query, TypedQuery, Dynamic Queries
14Native SQL Queries@Query native, Result Mapping, Limitations, Performance, When to use
15Spring Data JPA IntroRepository Pattern, JpaRepository, CrudRepository, PagingAndSortingRepository
16Derived Query MethodsfindBy, query keywords, Like and Between, Sorting, Custom naming
17Custom JPQL Queries@Query, Positional parameter, Named parameter, DTO Projection, Interface Projection
18Pagination & SortingPageable, PageRequest, Sort by multiple fields, Page vs Slice, Infinite scroll
19Transaction Management@Transactional, Isolation Level, Propagation, Rollback rules, Declarative tx
20Caching in JPA1st Level Cache, 2nd Level Cache, EhCache, HazelCast, Cache strategies
21Locking in JPAOptimistic Lock, Pessimistic Lock, @Version, Deadlocks, Lost updates
22Batch ProcessingBatch inserts, Hibernate properties, JDBC batching, flush size, clear context
23JPA Performance OptimizationN+1 problem, Fetch Joins, Lazy loading tips, DTO projection, Indexing
24Auditing with JPA@CreatedDate, @LastModifiedDate, AuditingEntityListener, Spring Auditing, Tenant info
25Soft Deletes@SQLDelete, @Where, Logical delete, Filtering, global query filters
26Inheritance MappingSingle Table, Joined, Table per class, Pros and Cons, Discriminator
27DTO & Entity ConversionModelMapper, MapStruct, Manual mapping, Record DTO, Validation
28Testing JPAH2 Database, @DataJpaTest, Testcontainers, Repository tests, Mocking
29JPA with MicroservicesDistributed transactions, Saga, Eventual consistency, CDC, Outbox pattern
30Real Project ImplementationCRUD API, Pagination, Filtering, Audit logs, Docker and deployment

Interview question

Basic Level

  1. What is Spring JPA and how does it differ from Hibernate?
  2. What is the role of @Entity annotation?
  3. Difference between CrudRepository, JpaRepository, and PagingAndSortingRepository.
  4. What is the use of @Table annotation?
  5. What is the difference between @Id and @GeneratedValue?
  6. How does JPA support primary key generation strategies?
  7. What is the difference between findById() and getOne()?
  8. Explain the concept of JPA Entity lifecycle.
  9. How does Spring Boot auto-configure JPA?
  10. What are derived queries in Spring Data JPA?
  11. How does query derivation work in Spring JPA?
  12. What is JPQL? How is it different from SQL?
  13. What is the role of @Query annotation?
  14. How do you enable Spring Data JPA in a project?
  15. What is the default fetch type for @OneToMany and @ManyToOne?
  16. Explain the difference between lazy and eager loading.
  17. How do you define relationships between entities?
  18. What is the difference between EntityManager and Session?
  19. How do you configure a datasource in Spring Boot with JPA?
  20. What is @Column annotation used for?
  21. How does pagination work in Spring Data JPA?
  22. Explain the difference between save() and saveAndFlush().
  23. What is the use of Optional in repository methods?
  24. What is an embedded entity in JPA?
  25. What is application.properties role in configuring JPA?

Intermediate Level

  1. How do you implement custom queries in Spring Data JPA?
  2. Difference between nativeQuery = true and JPQL queries.
  3. What is the role of @Modifying annotation?
  4. What are projections in Spring Data JPA?
  5. Difference between interface-based and class-based projections.
  6. How do you use DTO projections in JPA?
  7. What is the purpose of @Transactional in JPA?
  8. Explain transaction propagation types in Spring JPA.
  9. Explain isolation levels in JPA transactions.
  10. What is optimistic locking in JPA?
  11. What is pessimistic locking in JPA?
  12. How does JPA handle entity versioning?
  13. What are entity listeners in JPA?
  14. How do you implement auditing in Spring Data JPA?
  15. What is the purpose of @CreatedDate and @LastModifiedDate?
  16. How do you enable auditing in Spring Boot JPA?
  17. What is the role of @EnableJpaRepositories?
  18. Difference between JPQL and Criteria API.
  19. What is a Specification in Spring Data JPA?
  20. How do you create dynamic queries using Criteria API?
  21. What is the difference between EntityManager.merge() and EntityManager.persist()?
  22. How do you implement batch inserts in JPA?
  23. How does JPA handle relationships in JSON serialization?
  24. What is the N+1 select problem in JPA?
  25. How can you solve the N+1 problem in JPA?

Advanced Level

  1. How do you configure second-level caching in JPA?
  2. Difference between first-level and second-level caching.
  3. Which cache providers can be used with Spring JPA?
  4. How do you integrate Redis/Hazelcast as a cache with JPA?
  5. How does dirty checking work in JPA?
  6. Explain the difference between detach(), clear(), and close() in EntityManager.
  7. What is cascading in JPA? Types of cascade.
  8. What is orphan removal in JPA?
  9. How do you handle composite primary keys in JPA?
  10. Difference between @IdClass and @EmbeddedId.
  11. How do you use fetch joins in JPQL?
  12. How do you tune performance in Spring Data JPA queries?
  13. What are query hints in JPA?
  14. How do you handle multi-tenancy in Spring JPA?
  15. How does JPA support multiple datasources?
  16. What is the difference between JOIN FETCH and normal join?
  17. How do you implement pagination efficiently in large datasets?
  18. Explain the concept of entity graph in JPA.
  19. What is the difference between dynamic and static entity graphs?
  20. How does JPA handle inheritance mapping (SINGLE_TABLE, TABLE_PER_CLASS, JOINED)?
  21. When would you use MappedSuperclass in JPA?
  22. What is the role of @DiscriminatorColumn in inheritance mapping?
  23. How do you use Spring Data JPA with Querydsl?
  24. How do you implement event listeners in JPA (@PrePersist, @PostUpdate)?
  25. Explain lazy loading exceptions and how to avoid them.

Expert Level

  1. How do you design high-performance applications using JPA?
  2. What are the pitfalls of JPA in high-scale systems?
  3. How do you implement distributed transactions in JPA?
  4. Explain JTA and its role with JPA.
  5. What is the difference between XA transactions and local transactions?
  6. How do you use Spring JPA in microservices architecture?
  7. How does Spring JPA integrate with Spring Cloud?
  8. How do you optimize JPA queries for big data systems?
  9. How do you integrate JPA with Kafka for event-driven systems?
  10. How to use JPA with CQRS architecture?
  11. Explain Event Sourcing with JPA.
  12. How to handle schema evolution in Spring JPA applications?
  13. What are advanced strategies for handling large joins in JPA?
  14. How do you ensure zero-downtime deployments with JPA?
  15. What are the best practices for database migrations with JPA (Liquibase/Flyway)?
  16. How do you scale JPA applications with sharding and partitioning?
  17. What is polyglot persistence and how does JPA fit in?
  18. How do you secure JPA repositories in production systems?
  19. What are common anti-patterns in using JPA?
  20. How do you implement domain-driven design with JPA?
  21. How does JPA handle concurrency in distributed environments?
  22. What are advanced caching strategies with JPA?
  23. How do you debug performance bottlenecks in JPA?
  24. How do you profile SQL queries generated by JPA?
  25. How do you combine JPA with reactive programming models?

Related Topics


21 October 2020

#Jenkins


Key Concepts


S.No Topic Sub-Topics
1 Introduction to Jenkins What is Jenkins?, Features, Benefits, Use cases, CI/CD overview
2 Jenkins Architecture Master node, Slave nodes, Build executor, Plugins, Distributed builds
3 Installation & Setup System requirements, Installation steps, WAR file, Docker setup, Plugins installation
4 Jenkins Dashboard Overview UI navigation, Jobs overview, Build history, Manage Jenkins, Dashboard widgets
5 Jobs & Projects Freestyle project, Pipeline project, Multibranch pipeline, Matrix project, Job configuration
6 Build Triggers Poll SCM, Scheduled builds, Webhooks, Remote triggers, Manual triggers
7 Source Code Management Git integration, SVN integration, Branch handling, Credentials, Repository polling
8 Pipeline Basics Pipeline syntax, Declarative pipeline, Scripted pipeline, Stages, Steps
9 Pipeline DSL Groovy basics, Pipeline syntax, Stages, Steps, Scripted vs Declarative
10 Jenkins Plugins Plugin installation, Popular plugins, Plugin management, Compatibility, Updates
11 Build Artifacts Archiving, Storing, Retrieving artifacts, Artifact repositories, Versioning
12 Environment Variables Global variables, Build variables, Injected variables, Usage in pipeline, Security
13 Credentials Management Adding credentials, Secret text, SSH keys, Passwords, Usage in jobs
14 Distributed Builds Master-slave setup, Node configuration, Labeling, Job allocation, Scalability
15 Parallel Execution Parallel stages, Node blocks, Matrix builds, Optimization, Limitations
16 Post-build Actions Email notifications, Deploy artifacts, Trigger downstream jobs, Cleanup, Reports
17 Build Pipelines Integration CI/CD pipeline, GitHub Actions, Bitbucket, Docker integration, Kubernetes integration
18 Parameterized Builds String parameters, Choice parameters, Boolean parameters, Multi-line, File parameters
19 SCM Polling & Webhooks Git polling, SVN polling, Webhooks setup, Triggering builds, Best practices
20 Error Handling & Notifications Build failure handling, Email notifications, Slack integration, Retry builds, Logging
21 Testing Integration Unit testing, Integration testing, Test reporting, JUnit, SonarQube
22 Docker & Jenkins Docker plugin, Build Docker images, Run containers, Docker-compose integration, Best practices
23 Kubernetes & Jenkins Deploy pipelines, Jenkins X, Agents in Kubernetes, Scaling, Monitoring
24 Artifact Repository Integration Nexus, Artifactory, Storing builds, Versioning, Publishing
25 Security Best Practices User roles, Access control, API tokens, Secure pipelines, Secrets management
26 Backup & Restore Configuration backup, Jobs backup, Plugins backup, Restore process, Disaster recovery
27 Monitoring & Logging System logs, Build logs, Monitoring plugins, Dashboard, Alerts
28 Performance Optimization Concurrent builds, Job optimization, Agent allocation, Pipeline tuning, Resource management
29 Hands-on Projects CI/CD pipeline setup, GitHub integration, Docker build automation, Multi-branch pipeline, Automated testing pipeline
30 Certification & Career Path Jenkins certification, DevOps roles, Learning resources, Portfolio projects, Career opportunities

Interview question

What is Jenkins and why is it widely used in CI/CD?
What are the core components of Jenkins architecture?
What is the difference between Jenkins Controller and Jenkins Agent?
How does Jenkins execute a build on an Agent?
What is a Jenkins Job?
What is a Jenkins Pipeline?
What is a Jenkinsfile?
What is the difference between Declarative and Scripted Pipeline?
What are Jenkins Plugins?
How does Jenkins integrate with Git?
How do you configure GitHub integration with Jenkins?
What is webhook-based Jenkins triggering?
What is SCM polling in Jenkins?
What is the difference between webhook and SCM polling?
How do you trigger a Jenkins build automatically?
What is Continuous Integration?
What is Continuous Delivery?
What is Continuous Deployment?
How does Jenkins fit into a DevOps lifecycle?
What are the advantages and disadvantages of Jenkins?
What is the Jenkins workspace?
What is an executor in Jenkins?
How does Jenkins manage concurrent builds?
How do you disable concurrent builds?
How do you configure build retention in Jenkins?
What is the purpose of Jenkins build history?
How do you manually trigger a Jenkins build?
How do you parameterize a Jenkins job?
What are Jenkins build parameters?
How do you pass parameters between Jenkins stages?
What is the structure of a Declarative Jenkins Pipeline?
What is the purpose of the agent directive?
What is the difference between agent any, agent none, and labeled agents?
What is a Jenkins Stage?
What is a Jenkins Step?
What is the purpose of the stages block?
What is the environment directive?
What is the parameters directive?
What is the options directive?
What is the triggers directive?
What is the post section in Jenkins Pipeline?
What are when conditions in Jenkins Pipeline?
How do you implement conditional execution between stages?
How do you execute multiple stages in parallel?
How do you configure sequential stages inside a parallel Pipeline?
How do you handle errors in a Jenkins Pipeline?
What is the try-catch mechanism in Scripted Pipeline?
What is the catchError step?
What is the error step?
What is the unstable step?
How do you retry a failed Jenkins step?
How do you configure a timeout for a Pipeline?
How do you skip a stage under specific conditions?
How do you restart a Jenkins Pipeline from a specific stage?
How do you preserve Pipeline state between stages?
What are Jenkins environment variables?
What are built-in Jenkins environment variables?
How do you define custom environment variables?
How do you access parameters inside a Jenkinsfile?
How do you execute shell commands in Jenkins?
How do you execute Windows batch commands in Jenkins?
How do you execute PowerShell commands in Jenkins?
How do you execute Maven commands in Jenkins?
How do you execute Gradle commands in Jenkins?
How do you execute Python scripts in Jenkins?
How do you execute Docker commands in Jenkins?
What is a Multibranch Pipeline?
What are the advantages of Multibranch Pipeline?
How does Jenkins automatically discover branches?
What is an Organization Folder in Jenkins?
How do you configure branch-based CI/CD?
How do you configure pull request builds in Jenkins?
How do you prevent unnecessary builds for certain branches?
How do you implement branch-specific deployment rules?
How do you manage Jenkinsfiles across multiple repositories?
What is a Jenkins Shared Library?
Why are Shared Libraries important in enterprise Jenkins?
How do you create a reusable Jenkins Shared Library?
What is the vars directory in a Shared Library?
What is the src directory in a Shared Library?
How do you define custom Pipeline steps?
How do you version Jenkins Shared Libraries?
How do you configure a global Shared Library?
How do you test Jenkins Shared Library code?
How do you centralize CI/CD logic using Shared Libraries?
How do you manage Jenkins credentials securely?
What types of credentials can Jenkins store?
What is the credentials() helper in Jenkins?
What is withCredentials() in Jenkins Pipeline?
How do you prevent secrets from appearing in Jenkins logs?
Why should secrets never be hardcoded in a Jenkinsfile?
How do you rotate Jenkins credentials?
How do you integrate Jenkins with HashiCorp Vault?
How do you integrate Jenkins with Azure Key Vault?
How do you integrate Jenkins with AWS Secrets Manager?
How do you implement least-privilege access in Jenkins?
What is Jenkins Role-Based Access Control?
How do you configure project-level permissions?
How do you secure Jenkins endpoints?
How do you enable HTTPS for Jenkins?
How do you secure Jenkins agents?
How do you audit Jenkins user activities?
How do you integrate Jenkins with LDAP or Active Directory?
How do you configure Single Sign-On for Jenkins?
How do you implement Jenkins security best practices?
How do you integrate Jenkins with Maven for Java applications?
How do you configure multiple Java versions in Jenkins?
How do you build a Spring Boot application using Jenkins?
How do you execute unit tests in Jenkins?
How do you publish JUnit test results?
How do you publish code coverage reports?
How do you integrate Jenkins with SonarQube?
What is a SonarQube Quality Gate?
How do you fail a Jenkins Pipeline when a Quality Gate fails?
How do you integrate Jenkins with Checkmarx?
How do you integrate Jenkins with Black Duck?
How do you implement SAST in Jenkins?
How do you implement Software Composition Analysis in Jenkins?
How do you implement container security scanning?
How do you implement dependency vulnerability scanning?
How do you prevent insecure dependencies from reaching production?
How do you integrate Jenkins with Nexus Repository?
How do you integrate Jenkins with JFrog Artifactory?
How do you implement artifact versioning in Jenkins?
How do you promote artifacts between environments?
What is immutable artifact deployment?
How do you build Docker images using Jenkins?
How do you push Docker images to a container registry?
How do you authenticate Jenkins with a Docker registry?
How do you implement Docker image tagging in Jenkins?
How do you scan Docker images for vulnerabilities?
How do you run Jenkins agents dynamically using Docker?
What is Docker-in-Docker and what are its risks?
How do you optimize Docker builds in Jenkins?
How do you implement container-based CI/CD?
How do you clean up Docker resources after Jenkins builds?
How do you integrate Jenkins with Kubernetes?
What is the Jenkins Kubernetes Plugin?
How can Jenkins create ephemeral Kubernetes agents?
What are the advantages of ephemeral Jenkins agents?
How do you configure Kubernetes Pod Templates?
How do you deploy a Spring Boot application to Kubernetes using Jenkins?
How do you deploy Helm charts using Jenkins?
How do you integrate Jenkins with Amazon EKS?
How do you integrate Jenkins with Azure Kubernetes Service?
How do you implement Kubernetes deployment rollback using Jenkins?
How do you implement blue-green deployment using Jenkins?
How do you implement canary deployment using Jenkins?
How do you implement rolling deployment using Jenkins?
How do you implement zero-downtime deployment?
How do you implement production approval gates?
How do you promote an application from Dev to QA to UAT to Production?
How do you implement deployment rollback in Jenkins?
How do you implement automated smoke testing after deployment?
How do you implement post-deployment validation?
How do you integrate Jenkins with AWS services?
How do you integrate Jenkins with Azure services?
How do you deploy applications to Azure App Service using Jenkins?
How do you deploy applications to AWS using Jenkins?
How do you authenticate Jenkins with Azure securely?
How do you authenticate Jenkins with AWS securely?
How do you integrate Jenkins with Azure Container Registry?
How do you integrate Jenkins with Amazon ECR?
How do you trigger Jenkins from Azure DevOps?
How do you integrate Jenkins with ServiceNow?
How do you integrate Jenkins with Jira?
How do you integrate Jenkins with Slack or Microsoft Teams?
How do you send build notifications from Jenkins?
How do you implement Jenkins monitoring?
How do you monitor Jenkins Controller health?
How do you monitor Jenkins Agent utilization?
How do you analyze Jenkins build performance?
How do you troubleshoot a Jenkins build that is stuck?
How do you troubleshoot an offline Jenkins Agent?
How do you troubleshoot Jenkins Pipeline failures?
How do you troubleshoot Jenkins workspace problems?
How do you handle disk-space issues in Jenkins?
How do you backup and restore Jenkins?
How do you scale Jenkins for enterprise workloads?
How do you implement high availability for Jenkins?
How do you reduce Jenkins build execution time?
How do you optimize Jenkins Pipeline performance?
How can AI be integrated into Jenkins CI/CD pipelines?
What are practical AI use cases in Jenkins?
How can an LLM analyze Jenkins build failures?
How can AI automatically summarize Jenkins build logs?
How can AI identify the probable root cause of a failed Jenkins Pipeline?
How can Jenkins securely send build logs to an LLM?
How can AI generate remediation suggestions for failed Jenkins builds?
How can AI generate Jenkinsfile code from natural-language requirements?
How can an LLM review a Jenkinsfile for security and reliability issues?
How can AI optimize Jenkins Pipeline execution time?
How can AI detect flaky tests using Jenkins historical build data?
How can AI predict Jenkins build failures before execution?
How can AI analyze CI/CD metrics and identify bottlenecks?
How can AI detect abnormal Jenkins build behavior?
How can AI classify Jenkins failures into build, test, infrastructure, and deployment categories?
How can AI correlate Jenkins failures with Git commits?
How can AI analyze Git changes and predict affected tests?
How can AI recommend the optimal Jenkins test suite for a code change?
How can AI generate automated test cases from application changes?
How can AI perform intelligent code review as part of Jenkins CI?
How can AI identify security vulnerabilities during a Jenkins Pipeline?
How can an AI Agent autonomously investigate a Jenkins build failure?
How can Jenkins invoke an AI Agent from a Pipeline?
How would you design a Jenkins plus LLM architecture for automated failure analysis?
How would you design a Jenkins plus RAG system for CI/CD troubleshooting?
How can RAG provide an AI Agent with historical Jenkins incidents?
How can RAG retrieve deployment runbooks during Jenkins failures?
How can an AI Agent use Jenkins build history as context?
How can an AI Agent analyze Git commits, Jenkins logs, test results, and deployment events together?
How can MCP provide controlled access to Jenkins tools for an AI Agent?
How would you design a Jenkins MCP integration?
How can an AI Agent safely trigger a Jenkins Pipeline?
How can an AI Agent restart a failed Jenkins build safely?
How can an AI Agent automatically create a Jenkins troubleshooting report?
How can an AI Agent recommend rollback based on deployment health?
How can AI make Jenkins deployment decisions using observability data?
How can Jenkins integrate with Azure OpenAI for build analysis?
How can Jenkins integrate with OpenAI-compatible LLM APIs?
How can Jenkins integrate with local LLMs such as Ollama?
How can AI analyze Jenkins logs while protecting sensitive information?
How do you implement guardrails for AI actions inside Jenkins?
How do you prevent an AI Agent from executing dangerous Jenkins commands?
How do you implement human approval for AI-generated deployment actions?
How do you audit AI Agent actions executed through Jenkins?
How do you implement least privilege for Agentic AI access to Jenkins?
How do you prevent prompt injection attacks through Jenkins build logs?
How do you prevent secrets from being exposed to an LLM during Jenkins execution?
How do you design secure AI-powered CI/CD pipelines?
How would you architect an autonomous AI-powered Jenkins platform for build analysis, testing, security, deployment, monitoring, and rollback?
How can Agentic AI continuously improve Jenkins Pipeline reliability?
How can AI perform autonomous root-cause analysis across Jenkins, Kubernetes, Kafka, and cloud infrastructure?
How can AI agents coordinate build, test, security, deployment, and monitoring activities in Jenkins?
How would you design an enterprise Jenkins platform with AI Agents, RAG, MCP, Kubernetes, and cloud services?

Related Topics


20 October 2020

#Apache Kafka


Key Concepts


Topic Sub-Topics UseCase
Apache Kafka Event Streaming, Messaging, Pub/Sub, Architecture Understand distributed event streaming
Kafka Architecture Broker, Cluster, Topic, Partition, Replica Learn Kafka internals
Installation & Setup Single Node, Multi-Broker, Docker, KRaft Mode Set up a Kafka cluster
Kafka Components Producer, Consumer, Broker, Controller Understand component interactions
Topics Create, Delete, Describe, List Topics Manage event streams
Partitions Partitioning Strategy, Ordering, Scaling Scale message processing
Replication Leader, Follower, ISR, Replication Factor Ensure high availability
Offsets Consumer Offset, Commit, Reset Track message consumption
Producers KafkaProducer API, Configuration, Acknowledgments Publish business events
Producer Configurations acks, retries, batch.size, linger.ms, compression.type Optimize producer performance
Partitioners Default Partitioner, Custom Partitioner Route messages efficiently
Message Keys Key-based Routing, Ordering Preserve customer transaction order
Consumers KafkaConsumer API, Poll Loop Consume event streams
Consumer Groups Group Coordination, Rebalancing Scale event processing
Consumer Configurations auto.offset.reset, enable.auto.commit, max.poll.records Tune consumer behavior
Offset Management Auto Commit, Manual Commit, CommitSync, CommitAsync Reliable message processing
Serialization StringSerializer, JSON, Avro, Protobuf Serialize business objects
Deserialization JSONDeserializer, AvroDeserializer Convert messages into objects
Schema Registry Avro Schema, Compatibility, Versioning Manage evolving message schemas
Message Compression GZIP, Snappy, LZ4, ZSTD Reduce network and storage costs
Retention Policies Time-based, Size-based Retention Store historical events
Log Compaction Cleanup Policy, Tombstone Records Maintain latest entity state
Delivery Guarantees At Most Once, At Least Once, Exactly Once Reliable financial transactions
Idempotent Producer enable.idempotence, Duplicate Prevention Prevent duplicate messages
Transactions Transactional Producer, Atomic Writes Multi-topic financial updates
Error Handling Retries, Dead Letter Topics (DLQ), Exception Handling Handle failed messages
Retry Patterns Retry Topics, Exponential Backoff Recover from transient failures
Dead Letter Queue (DLQ) Failed Event Handling Isolate problematic records
Kafka Streams Streams API, Stateless & Stateful Processing Build streaming applications
KTables Materialized Views, Aggregation Maintain real-time summaries
Stream Joins Stream-Stream, Stream-Table, Table-Table Merge real-time datasets
Windowing Tumbling, Hopping, Sliding, Session Windows Time-based analytics
Interactive Queries Query Local State Stores Build real-time dashboards
Kafka Connect Source Connectors, Sink Connectors Integrate databases and cloud storage
Source Connectors JDBC Source, Debezium, File Source Capture changes from source systems
Sink Connectors JDBC Sink, Elasticsearch, S3, Iceberg Deliver data to downstream systems
CDC Debezium, Database Events Stream database changes
MirrorMaker 2 Cluster Replication, Disaster Recovery Replicate events across regions
Security SSL, SASL, ACLs, Authentication, Authorization Secure Kafka clusters
Monitoring JMX Metrics, Prometheus, Grafana Monitor Kafka health
Performance Tuning Batch Size, Compression, Partition Count Optimize throughput
Capacity Planning Broker Sizing, Storage, Network Design enterprise Kafka clusters
Spring Boot Integration Spring for Apache Kafka, KafkaTemplate, @KafkaListener Build event-driven microservices
Spring Cloud Stream Binder, Functional Programming Model Simplify event-driven applications
Spark Integration Structured Streaming with Kafka Real-time ETL pipelines
Databricks Integration Kafka &†‚’ Delta Lake Lakehouse streaming architecture
Apache Iceberg Integration Kafka Connect Iceberg Sink Build transactional data lakes
Kubernetes Deployment Strimzi, Helm Charts, Operators Run Kafka on Kubernetes
CI/CD & Operations Docker, Kubernetes, Rolling Upgrades Deploy and maintain Kafka clusters

Interview question

What is Apache Kafka, and why is it used in distributed systems?
Explain Kafka architecture and its major components.
What is the difference between Kafka and traditional message queues?
Explain Kafka topics, partitions, and offsets.
Why does Kafka use partitions?
How does Kafka achieve high throughput?
How does Kafka achieve fault tolerance?
What is a Kafka broker?
What happens when a Kafka broker goes down?
What is a Kafka cluster?
What is the role of a Kafka controller?
What is KRaft mode in Kafka?
How is KRaft different from ZooKeeper-based Kafka?
What is a Kafka topic and how should topics be designed?
What is partition count, and how do you decide the number of partitions?
What is replication factor in Kafka?
Explain leader and follower replicas.
What is ISR in Kafka?
What causes a replica to leave the ISR?
What happens when a partition leader fails?
What is an unclean leader election?
What is the difference between leader replica and preferred replica?
What is a Kafka offset?
How does Kafka maintain message ordering?
Can Kafka guarantee ordering across multiple partitions?
How does Kafka partition a message when a key is provided?
What happens when a Kafka producer sends a message without a key?
Explain Kafka producer architecture.
What are Kafka producer acknowledgements?
Explain the difference between acks=0, acks=1, and acks=all.
What is idempotent producer in Kafka?
How does Kafka prevent duplicate messages with an idempotent producer?
What is the role of producer retries?
What is the difference between retries and idempotence?
What are linger.ms and batch.size in Kafka producer?
How does compression improve Kafka producer performance?
Which Kafka compression algorithms are available?
What is max.in.flight.requests.per.connection?
How would you tune a Kafka producer for high throughput?
How would you configure a Kafka producer for strong durability?
Explain Kafka consumer architecture.
What is a Kafka consumer group?
How are partitions assigned to consumers in a consumer group?
What happens when the number of consumers exceeds the number of partitions?
Can two consumers in the same consumer group read the same partition simultaneously?
Can consumers from different consumer groups read the same message?
What is consumer group rebalancing?
What causes Kafka consumer rebalancing?
What is the difference between eager and cooperative rebalancing?
Explain Kafka consumer partition assignment strategies.
What are Range, RoundRobin, Sticky, and CooperativeSticky assignors?
What is consumer lag in Kafka?
How do you monitor and troubleshoot consumer lag?
What causes Kafka consumer lag?
How can consumer lag be reduced?
What is auto.offset.reset?
Explain earliest, latest, and none offset reset policies.
What is enable.auto.commit?
What is the difference between auto commit and manual offset commit?
When should you use commitSync() versus commitAsync()?
What happens if a consumer crashes before committing an offset?
What happens if a consumer commits an offset before processing the message?
How would you implement at-least-once processing in Kafka?
How would you implement at-most-once processing in Kafka?
How can exactly-once processing be achieved in Kafka?
What is Kafka's exactly-once semantics?
What is a Kafka transaction?
What is a transactional.id?
What is read_committed versus read_uncommitted?
How does Kafka handle duplicate messages?
What is Kafka Streams?
What is the difference between Kafka Consumer API and Kafka Streams?
Explain KStream and KTable.
What is a GlobalKTable?
Explain stateful and stateless Kafka Streams processing.
What are state stores in Kafka Streams?
What is a repartition topic in Kafka Streams?
How does Kafka Streams handle failures?
What is Kafka Connect?
What is the difference between Source Connector and Sink Connector?
What are Kafka Connect workers?
Explain standalone and distributed Kafka Connect modes.
How do you implement a Kafka-to-database pipeline using Kafka Connect?
What is Schema Registry and why is it used with Kafka?
Explain Avro, JSON Schema, and Protobuf with Kafka.
What is schema evolution in Kafka?
Explain backward, forward, and full schema compatibility.
How do you secure Kafka in an enterprise environment?
Explain SSL/TLS, SASL, and ACLs in Kafka security.
How do Kafka ACLs control producer and consumer access?
How do you monitor Kafka brokers in production?
Which Kafka metrics are critical for production monitoring?
How would you troubleshoot high broker CPU and disk usage?
How would you troubleshoot high Kafka network utilization?
How do you handle disk failures in a Kafka cluster?
How do you perform Kafka partition reassignment?
How do you increase partitions for an existing Kafka topic, and what are the implications?
How do retention policies and log compaction work in Kafka?
How would you design a highly available Kafka cluster for a banking or financial application?
Design a production-grade Kafka architecture for millions of messages per second with fault tolerance, ordering, security, monitoring, and exactly-once processing.

Related Topics