Lead Software Engineer

100+ Lead Software Engineer Interview Questions and Answers

Updated 23 May 2025
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Q1. Square Root with Decimal Precision Problem Statement

You are provided with two integers, 'N' and 'D'. Your objective is to determine the square root of the number 'N' with a precision up to 'D' decimal places. ...read more

Ans.

Implement a function to find square root of a number with specified decimal precision.

  • Implement a function that takes two integers N and D as input and returns the square root of N with precision up to D decimal places.

  • Ensure that the discrepancy between the computed result and the correct value is less than 10^(-D).

  • Handle multiple test cases efficiently within the given constraints.

  • Consider using mathematical algorithms like Newton's method for square root calculation.

  • Test t...read more

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Q2. If we have two tables with the same schema, where one table has indexes and the other does not, will there be any performance difference when inserting data?

Ans.

Indexes can slow down insert performance due to the overhead of maintaining the index.

  • Inserting data into the table without indexes will be faster than inserting into the table with indexes.

  • The more indexes a table has, the slower the insert performance will be.

  • However, indexes can improve query performance by allowing the database to quickly find the data being searched for.

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Q3. Vertical Order Traversal Problem Statement

You are given a binary tree, and the task is to perform a vertical order traversal of the values of the nodes in the tree.

For a node at position ('X', 'Y'), the posit...read more

Ans.

Perform vertical order traversal of a binary tree based on decreasing 'Y' coordinates.

  • Implement a function to perform vertical order traversal of a binary tree

  • Nodes are added in order from top to bottom based on decreasing 'Y' coordinates

  • Handle cases where two nodes have the same position by adding the node that appears first on the left

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Q4. Power Calculation Problem Statement

Given a number x and an exponent n, compute xn. Accept x and n as input from the user, and display the result.

Note:

You can assume that 00 = 1.

Input:
Two integers separated...read more
Ans.

Calculate x raised to the power of n, accepting x and n as input and displaying the result.

  • Accept two integers x and n as input

  • Compute x^n and display the result

  • Handle special case 0^0 = 1

  • Ensure x is between 0 and 8, and n is between 0 and 9

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Q5. Longest Unique Substring Problem Statement

Given a string input of length 'n', your task is to determine the length of the longest substring that contains no repeating characters.

Explanation:

A substring is a ...read more

Ans.

Find the length of the longest substring with unique characters in a given string.

  • Use a sliding window approach to keep track of the longest substring without repeating characters.

  • Use a hashmap to store the index of each character in the string.

  • Update the start index of the window when a repeating character is encountered.

  • Calculate the maximum length of the window as you iterate through the string.

  • Return the maximum length as the result.

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Q6. Zig-Zag Conversion Problem Statement

You are given a string S and an integer ROW. Your task is to convert the string into a zig-zag pattern on a given number of rows. After the conversion, output the string row...read more

Ans.

Convert a given string into a zig-zag pattern on a specified number of rows and output the result row-wise.

  • Iterate through the string and place characters in the zig-zag pattern based on the row number

  • Keep track of the direction of movement (up or down) to determine the row placement

  • Combine characters from each row to get the final result

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Q7. Regarding functional interfaces, what are the real-time use cases for static and default methods?

Ans.

Static and default methods in functional interfaces provide utility methods and default implementations for interface methods in real-time applications.

  • Static methods in functional interfaces can be used for utility methods that are not tied to a specific instance of the interface.

  • Default methods in functional interfaces provide default implementations for interface methods, allowing for backward compatibility when new methods are added to the interface.

  • In real-time applicati...read more

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Q8. What is pessimistic locking and optimistic locking?

Ans.

Pessimistic locking is when a resource is locked for a long time, while optimistic locking is when a resource is locked only when it is being modified.

  • Pessimistic locking involves locking a resource for a long time to prevent other users from accessing it.

  • Optimistic locking involves locking a resource only when it is being modified, allowing other users to access it in the meantime.

  • Pessimistic locking is useful when conflicts are likely to occur, while optimistic locking is u...read more

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Q9. What is angular? Which language does it use? What is typescript?

Ans.

Angular is a popular front-end web application framework that uses TypeScript as its primary language.

  • Angular is developed and maintained by Google.

  • It is used for building dynamic, single-page web applications.

  • It uses TypeScript, a superset of JavaScript, which adds features like static typing and class-based object-oriented programming.

  • Angular provides a range of features like data binding, dependency injection, and component-based architecture.

  • Some popular websites built wi...read more

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Q10. How do you apply multiple primary keys to an entity in Hibernate?

Ans.

Use @IdClass annotation to apply multiple primary keys to an entity in Hibernate

  • Create a separate class for composite primary key

  • Use @IdClass annotation on the entity class to reference the composite primary key class

  • Define the primary key fields in both the entity class and the composite primary key class

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Q11. How do you ensure a bean is used before it is destroyed?

Ans.

Use a bean before it is destroyed by implementing a pre-destroy method

  • Implement a method annotated with @PreDestroy in the bean class

  • This method will be called before the bean is destroyed

  • Perform any necessary cleanup or final operations in this method

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Q12. How to handle load balancing? What is load balancing?

Ans.

Load balancing is the process of distributing network traffic across multiple servers to avoid overloading a single server.

  • Load balancing helps to improve the performance, availability, and scalability of applications.

  • It can be achieved through hardware or software solutions.

  • Examples of load balancing algorithms include round-robin, least connections, and IP hash.

  • Load balancing can also be combined with other techniques such as caching and compression to further optimize perf...read more

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Q13. What is a Factory design pattern? How do you implement that?

Ans.

Factory design pattern is a creational pattern that provides an interface for creating objects in a superclass, but allows subclasses to alter the type of objects that will be created.

  • Factory pattern is used when we have a superclass with multiple subclasses and based on input, we need to return one of the subclass.

  • It provides a way to delegate the instantiation logic to child classes.

  • Example: java.util.Calendar, java.util.ResourceBundle, java.text.NumberFormat, etc.

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Q14. What tools and languages are you familiar with?

Ans.

I am familiar with a variety of programming languages and tools.

  • Languages: Java, Python, C++, JavaScript, SQL

  • Tools: Git, JIRA, Jenkins, Eclipse, Visual Studio

  • Frameworks: Spring, React, Angular, Node.js

  • Databases: MySQL, MongoDB, Oracle

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Q15. Can you describe the architecture of your current project?
Ans.

The architecture of our current project is a microservices-based system with a combination of RESTful APIs and message queues.

  • Utilizes microservices architecture for scalability and flexibility

  • Uses RESTful APIs for communication between services

  • Incorporates message queues for asynchronous processing

  • Each microservice is responsible for a specific domain or functionality

  • Data is stored in a combination of relational and NoSQL databases

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Q16. What is routing? Types of routing

Ans.

Routing is the process of selecting a path for network traffic to travel from one network to another.

  • Routing is done by routers in a network.

  • Types of routing include static routing, dynamic routing, and default routing.

  • Static routing involves manually configuring the routes.

  • Dynamic routing uses protocols to automatically update the routing table.

  • Default routing is used when there is no specific route for a packet.

  • Examples of routing protocols include OSPF, BGP, and RIP.

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Q17. Stream API: What are intermediate and terminal operators?

Ans.

Intermediate operators transform or filter the stream elements, while terminal operators produce a result or side effect.

  • Intermediate operators include filter(), map(), sorted(), distinct(), etc.

  • Terminal operators include forEach(), collect(), reduce(), count(), etc.

  • Intermediate operators are lazy and do not execute until a terminal operator is called.

  • Terminal operators trigger the stream processing and produce a result or side effect.

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Q18. 1. Explain protractor framework 2. What is package lock file ? 3. Difference between === and == in JS 4. A javascript program to reverse a number

Ans.

Answers to technical questions for Lead Software Engineer position

  • Protractor is an end-to-end testing framework for AngularJS applications

  • Package lock file is used to lock the version of dependencies installed in a project

  • === checks for both value and type equality while == checks for value equality only

  • function reverseNumber(num) { return parseInt(num.toString().split('').reverse().join('')) }

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Q19. Good condition or bad condition on what does it depend.

Ans.

Condition can depend on various factors such as environment, genetics, lifestyle, and medical history.

  • Condition can depend on environmental factors like pollution, climate, and access to healthcare.

  • Genetics play a role in determining one's predisposition to certain conditions.

  • Lifestyle choices such as diet, exercise, and stress management can impact one's overall health.

  • Medical history, including past illnesses and treatments, can also influence current condition.

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Q20. What is the CORS issue? Where does it occur?

Ans.

CORS (Cross-Origin Resource Sharing) is a security feature that restricts web pages from making requests to a different domain.

  • CORS issue occurs when a web page tries to access resources from a different domain

  • It is a security feature implemented by web browsers to prevent cross-site scripting attacks

  • CORS issue can be resolved by configuring the server to allow cross-origin requests or by using JSONP

  • It can occur in AJAX requests, web fonts, images, and videos

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Q21. What is the mean by thread, how many ways we can create thread?

Ans.

A thread is a lightweight sub-process that allows concurrent execution within a process. Threads can be created in multiple ways.

  • Threads can be created by extending the Thread class in Java.

  • Threads can be created by implementing the Runnable interface in Java.

  • Threads can be created using thread pools in Java.

  • Threads can be created using asynchronous functions in JavaScript.

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Q22. What is the difference between synchronous and asynchronous calls?

Ans.

Sync call blocks the execution until the response is received, while asynchronous call allows the program to continue executing without waiting for the response.

  • Sync call blocks the program execution until the response is received

  • Asynchronous call allows the program to continue executing without waiting for the response

  • Sync calls are easier to understand and debug, but can lead to performance issues if used excessively

  • Asynchronous calls are more efficient for handling multipl...read more

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Q23. What is caching? Types of caching

Ans.

Caching is the process of storing frequently accessed data in a temporary storage area for faster access.

  • Caching reduces the time and resources required to access data.

  • Types of caching include browser caching, server caching, and database caching.

  • Browser caching stores web page resources like images, stylesheets, and scripts on the user's device.

  • Server caching stores frequently accessed data on the server to reduce database queries.

  • Database caching stores frequently accessed ...read more

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Q24. How can you use a POJO as a key in a HashMap?

Ans.

Use the POJO's attributes that define equals() and hashCode() methods as the key in the Hashmap.

  • Ensure the POJO class overrides equals() and hashCode() methods.

  • Create an instance of the POJO and use it as the key in the Hashmap.

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Q25. What are interfaces? Why do we need them?

Ans.

Interfaces are contracts that define a set of methods that a class must implement. They help achieve abstraction and loose coupling.

  • Interfaces provide a way to achieve abstraction and loose coupling in code.

  • They define a set of methods that a class must implement, but not how they are implemented.

  • Classes can implement multiple interfaces, allowing for greater flexibility and reusability.

  • Interfaces are commonly used in dependency injection and mocking frameworks.

  • Example: The J...read more

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Q26. 1) Explain AIDL, HIDL ? 2) Android Boot Up Sequence? 3) Android Architecture in detail? 4) Android Components Framework? 5) Android Activity Lifecycle?

Ans.

AIDL and HIDL are communication interfaces used in Android development. Android Boot Up Sequence, Architecture, Components Framework, and Activity Lifecycle are key concepts in Android development.

  • AIDL (Android Interface Definition Language) is used for inter-process communication in Android. It allows different applications to communicate with each other.

  • HIDL (Hardware Interface Definition Language) is used for communication between Android system services and hardware compo...read more

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Q27. What is a View Model in Android? Explain Room DB Steps in Detail? Explain Features of Java 8 ? Write a Code Snippet for Thread ?

Ans.

A View Model in Android is a class that stores and manages UI-related data in a lifecycle-conscious way.

  • View Model helps to separate the UI data from the UI controller logic.

  • It survives configuration changes and can be shared between fragments or activities.

  • Example: ViewModel class in Android Architecture Components.

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Q28. What is the difference between a web application and a web API application?

Ans.

Web application is a complete software program accessed through a web browser, while web API application is a set of programming instructions that allow communication between different software systems.

  • Web application is a complete software program accessed through a web browser

  • Web API application is a set of programming instructions that allow communication between different software systems

  • Web application provides a user interface for the end-user to interact with the softw...read more

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Q29. 1. Program to swap two numbers without using temp 2. Encapsulation in java with example

Ans.

Program to swap two numbers without using temp and encapsulation in Java with example

  • Use XOR operator to swap two numbers without using temp variable

  • Encapsulation is a mechanism to hide data and methods from outside world

  • Example: private variables with public getter and setter methods

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Q30. What is CSV, VP? Difference between 21CFR part 11 and EUannex 11? Gamp5 ?

Ans.

CSV stands for comma-separated values, VP is validation protocol. 21CFR part 11 and EU annex 11 are regulations for electronic records and signatures in the US and EU. Gamp5 is a guideline for validation of computerized systems in the pharmaceutical industry.

  • CSV is a file format used for storing tabular data in plain text, with each line representing a data record and each record separated by commas.

  • VP is a validation protocol used to ensure that a system or process meets pre...read more

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Q31. What is encryption? How to encrypt/decrypt?

Ans.

Encryption is the process of converting plain text into a coded message to prevent unauthorized access.

  • Encryption uses an algorithm and a key to convert plain text into ciphertext.

  • Decryption uses the same algorithm and key to convert ciphertext back into plain text.

  • Common encryption algorithms include AES, RSA, and Blowfish.

  • Encryption is used to protect sensitive data such as passwords, credit card numbers, and personal information.

  • Encryption can be done at different levels s...read more

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Q32. How do you communicate delays and requirements to people?

Ans.

I communicate delays and requirements by providing clear updates, setting realistic expectations, and actively listening to feedback.

  • Provide regular updates on progress and any delays that may impact timelines

  • Clearly communicate any changes in requirements or scope

  • Set realistic expectations for delivery timelines and potential challenges

  • Actively listen to feedback and address any concerns or questions promptly

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Q33. What is a caching system and why is it important in frontend development?

Ans.

Caching system improves performance by storing frequently accessed data in memory.

  • Caching reduces the need to fetch data from the server, improving load times.

  • Common caching systems include Redis, Memcached, and browser caching.

  • Caching can be implemented at various levels such as browser, CDN, and server-side.

  • Examples of cached data in frontend include images, CSS files, and API responses.

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Q34. What is the importance of a design system, and how does it help organizations?

Ans.

Design system is crucial for consistency, efficiency, and scalability in software development.

  • Ensures consistency in UI/UX across products and platforms

  • Promotes reusability of components and patterns

  • Facilitates collaboration between design and development teams

  • Increases efficiency by streamlining the design and development process

  • Helps in scaling the product by providing a structured framework for growth

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Q35. Between Java and .Net, which do you prefer?

Ans.

I prefer Java due to its platform independence, strong community support, and extensive libraries.

  • Java is platform independent, allowing for greater flexibility in deployment.

  • Java has a strong community support and a vast number of libraries available for various functionalities.

  • Java is widely used in enterprise applications and has a proven track record of performance and scalability.

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Q36. What strategies can be employed to ensure that APIs are both optimized and secured?

Ans.

Employ strategies like rate limiting, authentication, and data validation to optimize and secure APIs effectively.

  • Implement rate limiting to control the number of requests a user can make, preventing abuse. For example, allow 100 requests per hour.

  • Use authentication mechanisms like OAuth 2.0 to ensure that only authorized users can access the API.

  • Validate input data rigorously to prevent injection attacks. For instance, use libraries that sanitize inputs.

  • Employ HTTPS to encry...read more

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Q37. What was your favorite coding problem that you enjoyed solving in your previous job?

Ans.

Implementing a real-time chat feature using WebSockets and Redis pub/sub

  • Used WebSockets to establish a persistent connection between clients and server

  • Utilized Redis pub/sub for broadcasting messages to multiple clients in real-time

  • Implemented message queuing to handle high traffic and ensure message delivery

Q38. What are the concepts of Object-Oriented Programming (OOP) in C++?

Ans.

C++ OOP concepts include encapsulation, inheritance, polymorphism, and abstraction, enabling modular and reusable code design.

  • Encapsulation: Bundling data and methods that operate on the data within a single unit (class). Example: class Car { private: int speed; public: void setSpeed(int s) { speed = s; } };

  • Inheritance: Mechanism to create a new class from an existing class, inheriting attributes and behaviors. Example: class Vehicle { }; class Car : public Vehicle { };

  • Polymo...read more

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Q39. What is the function of the Standard Template Library (STL) in C++?

Ans.

The Standard Template Library (STL) in C++ provides a collection of template classes and functions for data structures and algorithms.

  • Containers: STL includes various container types like vector, list, and map, which store collections of data. Example: std::vector<int> numbers;

  • Algorithms: STL provides a range of algorithms such as sort, search, and transform that can be applied to containers. Example: std::sort(numbers.begin(), numbers.end());

  • Iterators: STL uses iterators to ...read more

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Q40. List some REST endpoints for a ticket booking system

Ans.

REST endpoints for a ticket booking system

  • GET /events - get list of available events

  • GET /events/{id} - get details of a specific event

  • POST /events/{id}/tickets - book tickets for an event

  • GET /bookings - get list of all bookings

  • GET /bookings/{id} - get details of a specific booking

  • PUT /bookings/{id} - update a booking

  • DELETE /bookings/{id} - cancel a booking

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Q41. What is the difference between fail-safe and fail-fast?

Ans.

Fail safe focuses on ensuring system stability and preventing catastrophic failures, while fail fast prioritizes quick detection and response to errors.

  • Fail safe is about designing systems to minimize the impact of failures and ensure stability.

  • Fail fast is about quickly detecting and responding to errors to prevent further issues.

  • Fail safe often involves redundancy and error checking mechanisms to prevent catastrophic failures.

  • Fail fast encourages rapid feedback loops and ea...read more

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Q42. Given a nested JavaScript object, how would you print only the values, excluding the keys?

Ans.

Print only values from a nested JS object

  • Use Object.values() to get an array of values

  • Recursively iterate through nested objects

  • Filter out non-object values before iterating

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Q43. Given two strings s and t, return true if t is an anagram of s, and false otherwise.

Ans.

Check if two strings are anagrams of each other

  • Create a character count array for both strings

  • Compare the character count arrays

  • If they are equal, the strings are anagrams

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Q44. 1) CI/CD pipelines 2) How do you architect frontend 3) Testing libraries e2e

Ans.

CI/CD pipelines, frontend architecture, and e2e testing libraries are crucial aspects of software development.

  • CI/CD pipelines automate the process of testing and deploying code changes, ensuring faster and more reliable software delivery.

  • Architecting the frontend involves designing the structure, components, and interactions of the user interface to ensure scalability and maintainability.

  • E2E testing libraries like Selenium or Cypress are used to simulate user interactions and...read more

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Q45. What are Pure Components in React JS?

Ans.

Pure Components in React JS are components that do not re-render unless their props have changed.

  • Pure Components extend React.Component and implement shouldComponentUpdate method for shallow comparison of props and state.

  • Pure Components are more efficient than regular components as they prevent unnecessary re-renders.

  • Example: class MyComponent extends React.PureComponent { // component code here }

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Q46. What are the lifecycle methods of React?

Ans.

React lifecycle methods include componentDidMount, componentDidUpdate, componentWillUnmount, etc.

  • componentDidMount - called after component is rendered for the first time

  • componentDidUpdate - called after component's state or props change

  • componentWillUnmount - called before component is removed from the DOM

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Q47. How do you deploy your service to a production server?

Ans.

Deploying service in production server involves building the application, configuring the server, and monitoring performance.

  • Build the application code into a deployable package (e.g. JAR file for Java applications)

  • Configure the production server with necessary dependencies and environment variables

  • Deploy the application package to the server using tools like Docker, Kubernetes, or manual deployment scripts

  • Monitor the performance of the deployed service using monitoring tools...read more

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Q48. What is SSL? Why do we need it?

Ans.

SSL is a security protocol used to establish an encrypted link between a web server and a browser.

  • SSL stands for Secure Sockets Layer.

  • It is used to protect sensitive information such as login credentials, credit card details, etc.

  • SSL uses encryption to ensure that data transmitted between the server and browser cannot be intercepted by third parties.

  • It is essential for e-commerce websites, online banking, and any website that handles sensitive information.

  • SSL has been replace...read more

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Q49. How do you migrate a monolithic architecture to a microservices architecture?

Ans.

Breaking down a monolith into microservices involves identifying bounded contexts, decoupling components, and implementing communication mechanisms.

  • Identify bounded contexts within the monolith to define the boundaries of microservices.

  • Decouple components by extracting them into separate services with well-defined interfaces.

  • Implement communication mechanisms such as RESTful APIs or message queues to enable interaction between microservices.

  • Use containerization technologies l...read more

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Q50. What is Spring Boot dependency injection?

Ans.

Spring Boot dependency injection is a design pattern where objects are passed their dependencies rather than creating them internally.

  • In Spring Boot, dependency injection is achieved through the use of @Autowired annotation.

  • It helps in achieving loose coupling between classes and promotes easier testing and maintenance.

  • Example: @Autowired private UserService userService; // Injecting UserService dependency

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