Coforge Interview Questions and Answers

Apache Spark is a distributed computing system designed for fast data processing and analytics.

• Spark operates on a master-slave architecture with a Driver and Executors.

• The Driver program coordinates the execution of tasks and maintains the SparkContext.

• Executors are worker nodes that execute tasks and store data in memory for fast access.

• Spark uses Resilient Distributed Datasets (RDDs) for fault tolerance and parallel...read more

Spark optimization techniques enhance performance by improving resource utilization and reducing execution time.

• 1. Catalyst Optimizer: Automatically optimizes query plans in Spark SQL, improving execution efficiency.

• 2. Tungsten Execution Engine: Focuses on memory management and code generation for better performance.

• 3. Data Serialization: Use efficient serialization formats like Kryo to reduce data transfer time.

• 4. Bro...read more

SparkSession is the entry point for Spark SQL, while SparkContext is the entry point for Spark Core functionalities.

• SparkSession encapsulates SparkContext and provides a unified entry point for DataFrame and SQL operations.

• SparkContext is used to connect to a Spark cluster and is the primary interface for Spark Core functionalities.

• You can create a SparkSession using: `SparkSession.builder.appName('example').getOrCreat...read more

Read and write modes define how data is accessed and modified in files or streams, impacting data integrity and performance.

• Read Mode (r): Opens a file for reading only. Example: 'file = open('data.txt', 'r')'

• Write Mode (w): Opens a file for writing, truncating the file if it exists. Example: 'file = open('data.txt', 'w')'

• Append Mode (a): Opens a file for writing, appending data to the end without truncating. Example: ...read more

Faced challenges in data accuracy, stakeholder communication, and adapting to market changes in previous projects.

• Data Accuracy: Encountered discrepancies in historical data which required extensive validation and cleaning before analysis.

• Stakeholder Communication: Misalignment with stakeholders on project goals led to revisions; implemented regular updates to ensure clarity.

• Market Changes: Rapid shifts in market trend...read more

Both Azure and GCP have unique strengths; preference depends on specific project needs and organizational goals.

• Azure offers seamless integration with Microsoft products, ideal for enterprises using Windows Server and SQL Server.

• GCP excels in data analytics and machine learning, with tools like BigQuery and TensorFlow for advanced data processing.

• Azure has a strong hybrid cloud strategy, allowing businesses to integrat...read more

Props are inputs to components, while state is a component's internal data that can change over time.

• Props (short for properties) are read-only and passed from parent to child components.

• State is mutable and managed within the component itself, allowing it to change over time.

• Example of props: <ChildComponent name='John' /> where 'name' is a prop.

• Example of state: this.setState({ count: this.state.count + 1 }) up...read more

The spread operator expands iterable elements into individual elements, simplifying array and object manipulation in JavaScript.

• Syntax: The spread operator is represented by three dots (...).

• Usage with arrays: It can be used to create a new array by combining existing arrays. Example: const newArray = [...array1, ...array2];

• Usage with objects: It allows for shallow copying and merging of objects. Example: const newObje...read more

Optimize React by minimizing re-renders, using memoization, and leveraging code-splitting techniques.

• Use React.memo to prevent unnecessary re-renders of functional components.

• Implement useCallback and useMemo hooks to memoize functions and values.

• Utilize React.lazy and Suspense for code-splitting to load components only when needed.

• Avoid inline functions in render methods to reduce re-creation on each render.

• Use the sh...read more

React hooks can replace Redux for state management in simpler applications, but Redux offers more structure for complex states.

• React's useState and useReducer hooks can manage local state effectively.

• For global state, useContext combined with useReducer can mimic Redux functionality.

• Example: useReducer can handle complex state logic similar to Redux reducers.

• Redux provides middleware support (like redux-thunk) for asyn...read more

ES6 introduces significant improvements to JavaScript, enhancing syntax and functionality for developers.

• Arrow Functions: Shorter syntax for function expressions. Example: const add = (a, b) => a + b;

• Template Literals: Multi-line strings and string interpolation. Example: const greeting = `Hello, ${name}!`;

• Destructuring Assignment: Unpacking values from arrays or properties from objects. Example: const [x, y] = [1, ...read more

Default parameters in ES6 allow functions to initialize parameters with default values if no argument is provided.

• Default parameters are defined in the function signature: `function multiply(a, b = 1) { return a * b; }`.

• If no value is passed for `b`, it defaults to `1`: `multiply(5)` returns `5`.

• Default parameters can be any expression, including function calls: `function greet(name = getDefaultName()) { ... }`.

• They ca...read more

Design principles are fundamental guidelines that inform and shape software architecture and design decisions.

• Separation of Concerns: Different functionalities should be separated into distinct sections, e.g., MVC architecture.

• Single Responsibility Principle: A class should have one reason to change, like a User class managing user data only.

• Open/Closed Principle: Software entities should be open for extension but clos...read more

Liskov Substitution Principle states that objects of a superclass should be replaceable with objects of a subclass without affecting functionality.

• Subtypes must be substitutable for their base types without altering the correctness of the program.

• Example: If 'Bird' is a superclass, 'Sparrow' and 'Penguin' should be subclasses that can replace 'Bird' without issues.

• Violating this principle can lead to unexpected behavio...read more

The Interface Segregation Principle advocates for creating smaller, specific interfaces rather than large, general-purpose ones.

• Clients should not be forced to depend on interfaces they do not use.

• Example: Instead of a single 'Animal' interface with methods like 'fly', 'swim', and 'walk', create separate interfaces like 'Flyable', 'Swimmable', and 'Walkable'.

• This reduces the impact of changes and promotes better code o...read more

A request delegate in ASP.NET Core handles HTTP requests and defines how to process them in middleware.

• Request delegates are functions that take an HttpContext and return a Task.

• They are used in middleware to process requests and responses.

• Example: app.Use(async (context, next) => { await next(); });

• Delegates can be composed to create a pipeline of request processing.

• They allow for separation of concerns in handling...read more