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Reactive Programming

100 Reactive Programming interview questions

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Reactive Programming Fundamentals


  • 1.

    What is Reactive Programming, and how does it differ from Procedural Programming?

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  • 2.

    Explain the concept of data streams in Reactive Programming.

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  • 3.

    What is the Observer pattern, and how is it fundamental to Reactive Programming?

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  • 4.

    Describe the role of Observables and Observers in Reactive Programming.

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  • 5.

    How do you create an Observable stream?

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  • 6.

    What is backpressure in the context of Reactive Programming?

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  • 7.

    Explain the difference between cold and hot Observables.

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  • 8.

    What is the role of the Subscription in Reactive Programming?

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  • 9.

    How do you unsubscribe from a stream to prevent memory leaks?

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  • 10.

    What are operators in Reactive Programming, and what are they used for?

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Reactive Programming with RxJava


  • 11.

    What is RxJava, and how does it implement Reactive Programming?

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  • 12.

    How does RxJava handle multithreading?

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  • 13.

    Explain how the flatMap operator works in RxJava.

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  • 14.

    What is the purpose of the zip operator in RxJava?

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  • 15.

    How do you handle errors in an RxJava stream?

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  • 16.

    Describe the differences between map and flatMap operators in RxJava.

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  • 17.

    What is a Scheduler in RxJava?

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  • 18.

    Explain the Subject class in RxJava.

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  • 19.

    How can you achieve thread-safety in RxJava?

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  • 20.

    What is the debounce operator in RxJava?

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Reactive Programming with ReactiveX / RxJS


  • 21.

    What is Reactive Extensions (ReactiveX or Rx) and RxJS?

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  • 22.

    Give an example of how to implement a simple RxJS Observable.

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  • 23.

    How does RxJS’s Observable differ from a Promise?

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  • 24.

    Explain the concept of marble diagrams in RxJS.

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  • 25.

    In RxJS, how would you convert an array to an Observable sequence?

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  • 26.

    Describe the switchMap operator in RxJS.

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  • 27.

    How do you handle backpressure in RxJS?

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  • 28.

    What is the BehaviorSubject in RxJS?

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  • 29.

    What are the uses of the scan operator in RxJS?

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  • 30.

    How do you do error recovery in RxJS?

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Reactive Streams and Project Reactor


  • 31.

    What is the Reactive Streams specification?

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  • 32.

    Describe the main interfaces of the Reactive Streams API.

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  • 33.

    How does backpressure work within the Reactive Streams API?

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  • 34.

    What is Project Reactor, and how is it related to Reactive Streams?

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  • 35.

    Compare and contrast Mono and Flux in Project Reactor.

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  • 36.

    How does Project Reactor enable asynchronous and non-blocking operations?

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  • 37.

    What are some strategies for testing Reactor flows?

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  • 38.

    How do you convert blocking code to non-blocking reactive code in Reactor?

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  • 39.

    In Reactor, how is Context used?

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  • 40.

    What is the transform operator and how do you use it in Reactor?

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Reactive Systems and Microservices


  • 41.

    Define ‘Reactive Systems’ and how they relate to Reactive Programming.

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  • 42.

    What role does Reactive Programming play in building microservices?

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  • 43.

    Explain the difference between Reactive Systems and Reactive Programming.

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  • 44.

    How can you ensure that Reactive Systems are resilient?

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  • 45.

    Describe how you would implement backpressure across microservices.

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  • 46.

    In a microservices architecture, how do Reactive Streams help manage resources?

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  • 47.

    Discuss the advantages of using Reactive Programming in microservices communication.

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  • 48.

    What are some challenges you might face when designing Reactive Systems?

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  • 49.

    How does a message-driven system relate to Reactive Microservices?

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  • 50.

    What are some of the most common Reactive libraries and frameworks for microservices?

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Advanced Concepts in Reactive Programming


  • 51.

    Explain the concept of higher-order Observables.

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  • 52.

    How do you implement custom operators in Rx libraries?

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  • 53.

    What are the implications of unicast vs multicast Observables?

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  • 54.

    How do you use combineLatest, withLatestFrom, and zip operators for combining multiple streams?

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  • 55.

    Discuss the concept of side-effects in Reactive Streams and how to avoid them.

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  • 56.

    Explain the difference between takeUntil and takeWhile operators.

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  • 57.

    How does concurrency control work in Reactive Programming?

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  • 58.

    What is the role of virtual time in testing Reactive applications?

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  • 59.

    How do you manage state in Reactive Programming?

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  • 60.

    Describe strategies to handle out-of-order messages in a Reactive system.

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Tools and Frameworks in Reactive Programming


  • 61.

    List several popular Reactive Programming frameworks and their primary use cases.

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  • 62.

    How does Akka Streams fit into the Reactive Programming paradigm?

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  • 63.

    Discuss the integration of Reactive Programming libraries with traditional web frameworks.

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  • 64.

    What are some Reactive Programming utilities provided by the Spring WebFlux framework?

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  • 65.

    How do you debug a complex Reactive streams pipeline?

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  • 66.

    What are the best tools for monitoring and troubleshooting Reactive applications?

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  • 67.

    Explain how Reactive Programming can be used with Kafka Streams.

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  • 68.

    How do you handle load balancing in a Reactive microservices setup?

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  • 69.

    Discuss how Reactive Programming influences event-driven architecture.

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  • 70.

    What is RSocket, and how does it support Reactive Programming patterns?

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Design Patterns and Best Practices


  • 71.

    What are some common design patterns used in Reactive Programming?

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  • 72.

    How do you apply commonly known Gang of Four patterns in Reactive Programming?

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  • 73.

    What are some best practices for error handling in Reactive streams?

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  • 74.

    Describe a scenario where Reactive Programming is not the ideal approach. Why?

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  • 75.

    Explain the use of backpressure strategies, like buffering and dropping.

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  • 76.

    How can you make your Reactive streams more composable and reusable?

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  • 77.

    What are some best practices for scaling Reactive applications?

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  • 78.

    How do you manage configuration changes in a Reactive system?

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  • 79.

    Discuss the CQRS pattern in the context of Reactive Systems.

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  • 80.

    What are the principles of the Reactive Manifesto?

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Reactive Programming in Different Languages


  • 81.

    How is Reactive Programming implemented in languages like JavaScript, Scala, or Java?

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  • 82.

    Compare the Reactor pattern in Java with Reactive Extensions in .NET.

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  • 83.

    How do you use Reactive Programming in modern front-end frameworks like React or Angular?

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  • 84.

    What are some considerations for using Reactive Programming in a functional programming language?

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  • 85.

    How does the async-await pattern in modern languages relate to Reactive Programming?

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Industry Case Studies and Analysis


  • 86.

    Provide examples of real-world use cases where Reactive Programming is applied.

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  • 87.

    Analyze the impact of Reactive Programming on cloud-native application design.

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  • 88.

    Discuss how large-scale streaming platforms benefit from Reactive Programming principles.

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  • 89.

    How can Reactive Programming enhance the performance of IoT systems?

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  • 90.

    Share a case study where the adoption of Reactive Programming solved a scalability issue.

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Reactive Programming Challenges and Trade-offs


  • 91.

    What are the trade-offs of using Reactive Programming over traditional imperative programming models?

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  • 92.

    Discuss some of the complexities and pitfalls that come with adopting Reactive Programming.

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  • 93.

    How do you manage thread exhaustion in a Reactive application?

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  • 94.

    Address the learning curve associated with Reactive Programming. How do you get a team up to speed?

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  • 95.

    What are some known issues with debugging Reactive streams and how do you tackle them?

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Future of Reactive Programming


  • 96.

    Predict how Reactive Programming might evolve in the next few years.

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  • 97.

    How does Reactive Programming interact with AI and machine learning workloads?

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  • 98.

    Discuss the relevance of Reactive Programming in the age of serverless architectures.

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  • 99.

    What role might Reactive Programming play in the future of distributed systems and edge computing?

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  • 100.

    How are current advancements in hardware affecting Reactive Programming paradigms?

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