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I applied via Referral and was interviewed before Aug 2023. There were 3 interview rounds.
Codd's rules are a set of 12 rules proposed by Edgar F. Codd to define what is required from a database management system to be considered relational.
Codd's rules were created to ensure that a database management system is truly relational.
Some of the key rules include the rule of data independence, rule of guaranteed access, and rule of comprehensive data sub-language.
An example of a Codd's rule is the rule of view up...
OLAP is used for analyzing and reporting complex data, while OLTP is used for transaction processing.
OLAP stands for Online Analytical Processing, used for data analysis and reporting.
OLTP stands for Online Transaction Processing, used for transactional operations.
OLAP deals with historical data and is read-heavy, while OLTP deals with current data and is write-heavy.
OLAP databases are optimized for complex queries and...
ETL stands for Extract, Transform, Load while ELT stands for Extract, Load, Transform.
ETL involves extracting data from source systems, transforming it, and then loading it into a data warehouse or data lake.
ELT involves extracting data from source systems, loading it into a data lake or data warehouse, and then transforming it as needed.
ETL is suitable for structured data while ELT is suitable for unstructured data.
ET...
DELETE removes specific rows from a table, DROP removes entire table, TRUNCATE removes all rows from a table.
DELETE is a DML command used to remove specific rows from a table based on a condition.
DROP is a DDL command used to remove an entire table along with its structure and data.
TRUNCATE is a DDL command used to remove all rows from a table but keeps the table structure intact.
DELETE is slower than TRUNCATE and DROP...
Windows Functions are built-in functions in SQL Server that perform operations on a set of rows and return a single aggregated value.
Used for performing calculations on a set of rows in a table
Commonly used functions include SUM, AVG, COUNT, MIN, MAX
Can be used with GROUP BY clause to group results based on a specific column
Example: SELECT SUM(sales) FROM sales_table WHERE year = 2021
Agile ceremonies are regular meetings or events in Agile methodology to facilitate communication and collaboration within the team.
Sprint Planning: Plan the work to be done in the upcoming sprint.
Daily Standup: Daily meeting to discuss progress, challenges, and plans for the day.
Sprint Review: Demo of completed work to stakeholders for feedback.
Sprint Retrospective: Reflect on the sprint and identify areas for improvem...
SQL query to find duplicate values in a scenario
Use the GROUP BY clause to group the values
Use the HAVING clause to filter out groups with count greater than 1
Select the columns with duplicate values
Use IS NULL or = '' to find NULL or BLANK values in SQL
Use IS NULL to find NULL values in a column
Use = '' to find BLANK values in a column
Example: SELECT * FROM table_name WHERE column_name IS NULL OR column_name = ''
Normalization is the process of organizing data in a database to reduce redundancy and improve data integrity.
Normalization involves breaking down data into smaller, more manageable parts.
It helps in reducing data redundancy by storing data in a structured manner.
Normalization ensures data integrity by avoiding anomalies like insertion, update, and deletion anomalies.
There are different normal forms like 1NF, 2NF, 3NF,...
The candidate is asked to write the outputs for all joins from a given scenario.
Inner join: Returns rows when there is a match in both tables
Left join: Returns all rows from the left table and the matched rows from the right table
Right join: Returns all rows from the right table and the matched rows from the left table
Full outer join: Returns all rows when there is a match in either table
CRUD stands for Create, Read, Update, Delete - the four basic functions of persistent storage.
Create - testing the ability to create new resources through API calls
Read - testing the ability to retrieve existing resources from the API
Update - testing the ability to modify existing resources through API calls
Delete - testing the ability to remove resources from the API
Set operators are used in SQL to perform operations on sets of data, such as union, intersect, and except.
Union - combines the results of two or more SELECT statements, removing duplicates
Intersect - returns the common rows between two SELECT statements
Except - returns the rows that are in the first SELECT statement but not in the second SELECT statement
Constraints faced in Data Validation with illustrations
1. Format constraints: Ensuring data follows a specific format (e.g. date in MM/DD/YYYY format)
2. Range constraints: Validating data falls within a specified range (e.g. age between 18-65)
3. Mandatory constraints: Ensuring required fields are not empty (e.g. email address field)
4. Consistency constraints: Checking data consistency across multiple fields (e.g. start...
At my previous firm, my daily routine as a Software Test Engineer involved testing new features, reporting bugs, attending meetings, and collaborating with developers.
Testing new features and functionalities of the software
Reporting bugs and issues found during testing
Attending meetings with the development team to discuss progress and issues
Collaborating with developers to ensure smooth integration of new features
Writ
Test Improvement Process is a systematic approach to enhancing the efficiency and effectiveness of software testing.
Identifying areas of improvement in the testing process
Implementing changes to address the identified issues
Measuring the impact of the changes on testing outcomes
Continuously iterating and refining the testing process
Examples: introducing automation, improving test coverage, enhancing test data managemen
Defect Life Cycle is the process of identifying, reporting, fixing, retesting, and closing software defects.
Defect Identification: Defects are identified through testing or user feedback.
Defect Reporting: Defects are reported in a defect tracking tool with details like steps to reproduce, severity, and priority.
Defect Fixing: Developers fix the reported defects based on the information provided.
Defect Retesting: Tester...
Different validations in testing include input validation, boundary validation, error handling validation, and data validation.
Input validation ensures that the system accepts only valid inputs.
Boundary validation checks the system's behavior at the boundaries of valid input ranges.
Error handling validation verifies that the system handles errors gracefully.
Data validation ensures that the data processed by the system
Referential integrity is a database concept that ensures relationships between tables are maintained.
It ensures that foreign key values in one table match primary key values in another table.
It prevents orphaned records by enforcing constraints on relationships.
It helps maintain data consistency and accuracy.
Example: If a customer places an order, the customer ID in the orders table must exist in the customers table.
Data acquisition is the process of collecting and measuring information from various sources for analysis and storage.
Involves capturing data from sensors, instruments, or other devices
Can include sampling, digitizing, and processing data
Common in fields like scientific research, industrial automation, and environmental monitoring
Use SQL query with GROUP BY and HAVING clause to delete duplicate values
Use GROUP BY clause to group the records based on the columns that should not have duplicates
Use HAVING clause to filter out the groups that have more than one record
Use DELETE statement to remove the duplicate records
SQL queries are executed in a specific order to ensure accurate results.
SQL query is parsed to check syntax errors
Query optimizer creates an execution plan
Data is retrieved from tables based on the execution plan
Filters and joins are applied to the retrieved data
Aggregations and sorting are performed on the data
Results are returned to the user
DDL, DML, DCL, and TCL are different types of SQL commands used for database management.
DDL (Data Definition Language) is used to define the structure of database objects like tables, indexes, etc. Examples: CREATE, ALTER, DROP.
DML (Data Manipulation Language) is used to manipulate data in the database. Examples: INSERT, UPDATE, DELETE.
DCL (Data Control Language) is used to control access to data in the database. Examp...
Transactional data refers to real-time data related to business transactions, while Master Data is the core data that is essential to operations.
Transactional data is dynamic and changes frequently, such as sales orders, invoices, and payments.
Master Data is static and remains unchanged over time, such as customer information, product details, and employee records.
Developed a test automation framework for a web application using Selenium and Java
Designed and implemented test cases for various features of the web application
Utilized Selenium WebDriver to automate test scripts
Used Java programming language for writing test scripts
Integrated the test automation framework with continuous integration tools like Jenkins
Collaborated with developers to identify and resolve bugs in the a
Developed a test automation framework using Selenium for web application testing
Created test scripts in Java to automate regression testing
Integrated with Jenkins for continuous integration
Used Page Object Model design pattern for better code maintenance
Top trending discussions
I appeared for an interview before Mar 2021.
Round duration - 60 minutes
Round difficulty - Medium
Technical round with questions based on DSA were discussed.
Ninja is tasked with merging two given sorted integer arrays ARR1
and ARR2
of sizes 'M' and 'N', respectively, such that the merged result is a single sorted array w...
Merge two sorted arrays into one sorted array within the first array.
Create a pointer for the last index of ARR1 and ARR2 to start merging from the end.
Compare elements from both arrays and place the larger element at the end of ARR1.
Continue this process until all elements are merged in sorted order within ARR1.
Given a perfect binary tree consisting of 'N' nodes, reverse the nodes at alternate levels in the tree (i.e., reverse level 2, level 4, ...
Reverse alternate levels of a perfect binary tree by reversing nodes at even levels starting from level 2.
Traverse the tree in level order and store nodes at even levels in a separate list.
Reverse the list of nodes at even levels.
Update the tree with the reversed nodes at even levels.
Repeat the process for alternate levels starting from level 2.
Round duration - 60 minutes
Round difficulty - Medium
Technical round with questions based on OS, Java were discussed.
Characteristics of distributed file systems include scalability, fault tolerance, and data replication.
Scalability: Distributed file systems can easily scale to accommodate a large amount of data and users.
Fault tolerance: They are designed to continue functioning even if some components fail, ensuring high availability.
Data replication: Data is often replicated across multiple nodes to ensure reliability and performan...
Design a file sharing mechanism between two users.
Implement a secure login system for both users.
Allow users to upload files to a shared server.
Provide a way for users to view and download files shared by the other user.
Implement access control to ensure only authorized users can access the shared files.
ConcurrentHashMap is a thread-safe implementation of the Map interface in Java.
ConcurrentHashMap allows multiple threads to read and write to the map concurrently without causing any issues like deadlocks or data corruption.
It achieves thread-safety by dividing the map into segments, each of which can be locked independently.
ConcurrentHashMap is more efficient than using synchronized maps for concurrent access.
Example:...
Analyzing usage history involves tracking user interactions, patterns, and trends to improve application performance.
Collect and store user interaction data such as clicks, page views, and time spent on each feature.
Use analytics tools to generate reports and visualize usage patterns.
Identify popular features, user preferences, and areas for improvement based on usage data.
Implement A/B testing to compare different ver...
Tip 1 : Must do Previously asked Interview as well as Online Test Questions.
Tip 2 : Go through all the previous interview experiences from Codestudio and Leetcode.
Tip 3 : Do at-least 2 good projects and you must know every bit of them.
Tip 1 : Have at-least 2 good projects explained in short with all important points covered.
Tip 2 : Every skill must be mentioned.
Tip 3 : Focus on skills, projects and experiences more.
I appeared for an interview before Mar 2021.
Round duration - 60 minutes
Round difficulty - Medium
Technical interview round with questions based on DSA.
Your task is to compute the In-Order, Pre-Order, and Post-Order traversals for a given Binary Tree with 'N' nodes, where each node has an integer value.
T
For each test cas...
Compute In-Order, Pre-Order, and Post-Order traversals for a given Binary Tree with 'N' nodes.
Implement tree traversal algorithms: In-Order, Pre-Order, and Post-Order.
Use recursion to traverse the binary tree efficiently.
Handle null nodes represented by -1 in the input.
Follow the order of nodes as they appear in the level order traversal.
Ensure the output is space-separated lists for each traversal type.
Design a data structure for a Least Recently Used (LRU) cache that supports the following operations:
1. get(key)
- Return the value of the key if it exists in the cache; otherw...
Design a Least Recently Used (LRU) cache data structure that supports get and put operations with capacity constraint.
Use a combination of hashmap and doubly linked list to implement the LRU cache.
Keep track of the least recently used item and update it accordingly.
Ensure to handle cache capacity by evicting the least recently used item when the cache is full.
Round duration - 60 minutes
Round difficulty - Medium
Technical Interview round with questions on DSA, OS etc.
You have a 2D grid of dimensions 'N' rows by 'M' columns, initially filled with water. You are given 'Q' queries, where each query contains two integers 'X' and 'Y'....
The task is to determine the number of islands present on a 2D grid after each query of converting water to land.
Create a function that takes the grid dimensions, queries, and coordinates as input.
For each query, convert the water at the given coordinates to land and update the grid.
Use depth-first search (DFS) to find connected lands and count the number of islands.
Return the number of islands after each query.
Synchronized blocks are needed in Java to ensure thread safety by allowing only one thread to access a block of code at a time.
Prevents multiple threads from accessing critical sections of code simultaneously
Ensures data consistency and prevents race conditions
Improves performance by reducing contention for shared resources
Example: synchronized block in a method that updates a shared variable
Tip 1 : Must do Previously asked Interview as well as Online Test Questions.
Tip 2 : Go through all the previous interview experiences from Codestudio and Leetcode.
Tip 3 : Do at-least 2 good projects and you must know every bit of them.
Tip 1 : Have at-least 2 good projects explained in short with all important points covered.
Tip 2 : Every skill must be mentioned.
Tip 3 : Focus on skills, projects and experiences more.
I appeared for an interview before Mar 2021.
Round duration - 90 minutes
Round difficulty - Easy
This test has 2 sections :
Section 1 ( Technical objective questions)
– 25 mcq’s mainly focusing on c , c++ , os , data structures , algorithms
Section 2 ( 2 Coding questions )
– Code was supposed to be written on paper.
Given a string S
which represents a number, determine the smallest number strictly greater than the original number composed of the same digits. Each digit's frequenc...
Given a number represented as a string, find the smallest number greater than the original with the same set of digits.
Sort the digits in non-increasing order to find the next greater number.
Swap the last two digits to get the smallest greater number.
If no greater number exists, return -1.
You are given a string of length N
. Your task is to reverse the string word by word. The input may contain multiple spaces between words and may have leading o...
Reverse words in a string by reversing the order of words while maintaining spaces.
Split the input string by spaces to get individual words
Reverse the order of the words
Join the reversed words with a single space in between
Round duration - 60 minutes
Round difficulty - Easy
First round of interview was based on basic data structures. Concepts related to binary search tree , uses and comparing complexity were asked. He also asked about Hashing , Collisions.
Given an unsorted array containing 'N' integers, you are required to find 'K' largest elements from the array and return them in non-decreasing order.
The fir...
Find K largest elements in an unsorted array and return them in non-decreasing order.
Sort the array in non-decreasing order
Return the last K elements of the sorted array
Round duration - 60 minutes
Round difficulty - Medium
The interview started with a programming question. Then he asked me a puzzle. There was a small discussion about my projects then .Then he started asking questions about operating system. The interviewer wanted to test my understanding about semaphores and asked some tricky and confusing questions .
Given a binary tree of integers, return the level order traversal of the binary tree.
The first line contains an integer 'T', representing the number of te...
Return the level order traversal of a binary tree given in level order with null nodes represented by -1.
Parse the input to create the binary tree using level order traversal
Use a queue to perform level order traversal and print the nodes in the order visited
Handle null nodes represented by -1 appropriately
Producer-Consumer problem involves multiple threads sharing a common buffer. Producers add items to the buffer while consumers remove them.
Producers and consumers need to synchronize their access to the shared buffer to avoid race conditions.
Semaphores can be used to control access to the buffer. Two semaphores are used - one to track the empty slots in the buffer and one to track the filled slots.
Producers increment t...
Round duration - 60 minutes
Round difficulty - Medium
Technical Interview round with questions based on DSA.
For a given array of integers arr
, identify the peak element. A peak element is an element that is greater than its neighboring elements. Specifically, if arr[i]
is the peak, then both...
Find the peak element in an array of integers.
Iterate through the array and check if the current element is greater than its neighbors.
Handle edge cases for the first and last elements of the array.
Return the peak element found.
Round duration - 60 minutes
Round difficulty - Easy
This round was a telephonic interview with the CTO of the company. The he started with a small discussion about my projects and research paper .He then moved on to data structures and asked me how to choose a relevant data structure for a given problem. I gave him advantages of every data structure and certain problems where specific data structures could be useful .Then he gave a question and asked me for what data structure should be used keeping time complexity in mind. He asked me a few HR questions in the end .
Given the initial letter of a student's name and three integer marks for that student, calculate and display the student's initial letter followed by the integer part of th...
Calculate and display the student's initial letter followed by the integer part of their average marks.
Calculate the average of the three marks provided for each student.
Display the initial letter of the student's name followed by the integer part of the average marks.
Round down the average to the nearest integer to get the integer part.
Tip 1 : Must do Previously asked Interview as well as Online Test Questions.
Tip 2 : Go through all the previous interview experiences from Codestudio and Leetcode.
Tip 3 : Do at-least 2 good projects and you must know every bit of them.
Tip 1 : Have at-least 2 good projects explained in short with all important points covered.
Tip 2 : Every skill must be mentioned.
Tip 3 : Focus on skills, projects and experiences more.
I appeared for an interview before Mar 2021.
Round duration - 60 minutes
Round difficulty - Medium
Technical Interview round with questions on DSA.
Given a stream of integers, calculate and print the median after each new integer is added to the stream.
Output only the integer part of the median.
N = 5
Stre...
Calculate and print the median after each new integer is added to the stream.
Use two heaps - a max heap to store the smaller half of the numbers and a min heap to store the larger half.
Keep the sizes of the two heaps balanced to efficiently calculate the median.
If the total number of elements is odd, the median will be the top element of the max heap.
If the total number of elements is even, the median will be the avera
Given a Binary Search Tree (BST) and a target value 'K', determine if there exist two unique elements in the BST such that their sum equals the target 'K'.
A ...
Given a BST and a target value, determine if there exist two unique elements in the BST such that their sum equals the target.
Traverse the BST in-order to get a sorted array of elements.
Use two pointers approach to find the pair sum in the sorted array.
Keep track of visited elements to ensure uniqueness.
Handle edge cases like null nodes and empty tree.
Example: For input BST [20, 10, 35, 5, 15, 30, 42, -1, 13, -1, -1, -
Calculate various statistical measures given a large sample of integers in the range [0, 255]. For efficiency, you are provided with an array 'count' where the i-th ele...
Calculate various statistical measures given a large sample of integers in the range [0, 255] using the provided frequency array.
Iterate through the 'count' array to calculate minimum and maximum values.
Calculate the mean by summing up all values and dividing by the total count.
Find the median by sorting the sample and determining the middle element(s).
Identify the mode by finding the element with the highest frequency...
Round duration - 60 minutes
Round difficulty - Medium
Technical Interview round with questions on DSA. A puzzle was also asked.
Design a data structure for a Least Recently Used (LRU) cache that supports the following operations:
1. get(key)
- Return the value of the key if it exists in the cache; otherw...
Design a Least Recently Used (LRU) cache data structure that supports get and put operations with capacity constraint.
Use a combination of hashmap and doubly linked list to efficiently implement the LRU cache.
Keep track of the least recently used item and update it accordingly when inserting new items.
Ensure to handle the capacity constraint by evicting the least recently used item when the cache is full.
You are provided with a rotated sorted array of size N
. Your task is to sort the given array in increasing order.
N = 4
Array = [2, 3,...
Implement a function to sort a rotated sorted array in increasing order without using the sort() function.
Find the pivot element in the rotated sorted array.
Split the array into two subarrays based on the pivot element.
Sort each subarray separately.
Merge the sorted subarrays to get the final sorted array.
Round duration - 30 minutes
Round difficulty - Easy
HR round with typical behavioral problems.
Tip 1 : Must do Previously asked Interview as well as Online Test Questions.
Tip 2 : Go through all the previous interview experiences from Codestudio and Leetcode.
Tip 3 : Do at-least 2 good projects and you must know every bit of them.
Tip 1 : Have at-least 2 good projects explained in short with all important points covered.
Tip 2 : Every skill must be mentioned.
Tip 3 : Focus on skills, projects and experiences more.
I applied via Campus Placement and was interviewed before Oct 2021. There were 2 interview rounds.
Scaling refers to increasing capacity of a system. Horizontal scaling adds more machines, while vertical scaling adds more resources to a machine.
Horizontal scaling involves adding more machines to a system to increase capacity
Vertical scaling involves adding more resources to a machine to increase capacity
Use cases for horizontal scaling include handling increased traffic or adding redundancy
Use cases for vertical sca...
I appeared for an interview in Oct 2021.
Round duration - 50 minutes
Round difficulty - Medium
First round was a basic javascript problem-solving round. The interviewer judged my grasp on fundamental javascript concepts like objects, closures, polyfills, etc. It was during the afternoon and was conducted on google meet and leetcode playground.
The interviewer was very calm. I was first asked some general questions like why I'm applying for this role and what are the projects I've done.
You are given an N * N matrix of integers where each row and each column is sorted in increasing order. Your task is to find the positi...
This question asks to find the position of a target integer in a row-wise and column-wise sorted matrix.
Iterate through each row and column of the matrix
Compare the target integer with the current element
If the target integer is found, return the position as {i, j}
If the target integer is not found, return {-1, -1}
Round duration - 40 minutes
Round difficulty - Easy
One DSA Question along with some javascript questions were asked like hoisting, difference between JSX and Javascript etc.
You are given a long type array/list ARR
of size N
, representing an elevation map. The value ARR[i]
denotes the elevation of the ith
bar. Your task is to determine th...
The question asks to find the total amount of rainwater that can be trapped in the given elevation map.
Iterate through the array and find the maximum height on the left and right of each bar.
Calculate the amount of water that can be trapped at each bar by taking the minimum of the maximum heights on the left and right.
Sum up the trapped water for all bars and return the total amount.
Tip 1 : Focus on core Javascript fundamentals before becoming a framework ninja
Tip 2 : Have at least one (or more) good project(s) which shows your experience in frontend development
Tip 3 : Practice fundamental javascript questions and machine coding
Tip 1 : Clearly highlight the skills you have which match with the role you are applying for.
Tip 2 : Mention the work you have done in your internships related to your role (frontend in my case), work experience matters
Tip 3 : Mention some really good projects in your resume.
Tip 4 : Having some special achievements like SIH, Gsoc, etc. certainly helps but isn't compulsory.
I appeared for an interview in Apr 2021.
Round duration - 45 Minutes
Round difficulty - Easy
It was a DSA round where I was asked 2 coding questions and optimised approaches for both.
Ninja has started a new startup with a single conference room available for meetings. Given an array/list MEETINGS
of consecutive appointment requests, Ninja must ...
Find the maximum total booked minutes possible in a conference room for all meetings with a 15-minute break between meetings.
Iterate through the list of meeting durations and calculate the maximum total booked minutes considering the 15-minute break constraint.
Keep track of the total booked minutes and skip consecutive meetings that violate the break constraint.
Return the maximum total booked minutes for each test case
Given an M * N matrix where each cell's value represents its height in a 2-D elevation map, calculate the total volume of water that can be trapped after rainfall.
...Calculate the total volume of water that can be trapped in a 2-D elevation map after rainfall.
Iterate through each cell in the matrix and calculate the trapped water based on the surrounding heights.
Use a stack or queue to keep track of the cells to be processed.
Consider edge cases such as when the matrix is empty or has only one row or column.
Round duration - 45 Minutes
Round difficulty - Medium
It was more of discussion around my projects and resume. Also asked some questions related to me. What are your hobbies? Willing to relocate?
Given an array A
consisting of N
integers, your task is to find the smallest subarray of A
that contains exactly K
distinct integers.
If multiple such subarrays...
Find the smallest subarray with exactly K distinct elements in an array.
Use a sliding window approach to keep track of the subarray with K distinct elements.
Maintain a hashmap to count the frequency of each element in the window.
Update the window size based on the number of distinct elements.
Return the smallest subarray with K distinct elements.
Tip 1 : Be consistent, you might not get success in the starting but if you are consistent with your prep, then in the end you will get offers from most companies
Tip 2 : Do participate in contests on leetcode
Tip 3 : Have a good resume
Tip 1 : Good projects
Tip 2 : Includes achievements in coding contests like ACM ICPC or Google kickstart, Hashcode.
I applied via Campus Placement and was interviewed in Feb 2024. There were 2 interview rounds.
We have given 12 puzzles on hackerearth based on probability and statistics and have to solve in 45 minutes
The probability of rolling an even number on a biased dice with 25% chance for 1 and 2 is 50%.
The biased dice has a 25% chance for rolling a 1 and a 25% chance for rolling a 2, totaling 50% for odd numbers.
Since there are only two odd numbers on a dice (1 and 2), the probability of rolling an even number is 50%.
The probability of rolling an even number on a standard dice is 50% as well, since there are 3 even numbers o
PDF stands for Probability Density Function and PMF stands for Probability Mass Function.
PDF is used for continuous random variables while PMF is used for discrete random variables.
PDF represents the probability distribution of a continuous random variable.
PMF represents the probability distribution of a discrete random variable.
Example: PDF can be used to calculate the probability of a random variable falling within a...
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