PayPal Data Engineer 2 Interview Questions and Answers

It was overall an easy test. It had Aptitude , logical reasoning and technical questions.

It had 2 coding questions. , Both were moderate level questions

Q1. It was overall a good technical round
Add your answer
Q2. Be clear with whatever you write in your resume.
Add your answer

Q1. Tell me something about yourself
Add your answer

Round duration - 90 Minutes
Round difficulty - Medium

The test was organized online on Amcat and there were 3 coding problems. There were no MCQs in this round.

Q1. 
Ninja Technique Problem Statement
Implement a function that determines whether a given numeric string contains any substring whose integer value equals the product of two consecutive integers. The functio...read more
Ans. 
Implement a function to determine if a numeric string contains a substring whose value equals the product of two consecutive integers.
• Iterate through all substrings of the input string and check if their integer value equals the product of two consecutive integers.

• Use nested loops to generate all possible substrings efficiently.

• Check if the product of two consecutive integers matches the integer value of the substring.

• ...read more
Answered by AI
Add your answer
Q2. 
Find Nodes at a Specific Distance from Target in a Binary Tree
Given a binary tree, a target node within this tree, and an integer K, identify and return all nodes that are exactly K edges away from the t...read more
Ans. 
Find nodes at a specific distance from a target node in a binary tree.
• Traverse the binary tree to find the target node.

• Perform a depth-first search to identify nodes at distance K from the target node.

• Return the values of nodes found at distance K in an array.
Answered by AI
Add your answer

Round duration - 50 Minutes
Round difficulty - Medium

This round was scheduled by the college Training and Placement team virtually. The interviewer asked me questions pertaining mainly to DSA and we discussed my projects.

Q1. 
Segregate Even and Odd Nodes in a Linked List
You are given the head node of a singly linked list head. Your task is to modify the linked list so that all the even-valued nodes appear before all the odd-v...read more
Ans. 
Reorder a singly linked list so that all even-valued nodes appear before odd-valued nodes while preserving the original order.
• Create two separate linked lists for even and odd nodes

• Traverse the original list and move nodes to respective even or odd lists

• Merge the even and odd lists while maintaining the original order
Answered by AI
Add your answer

Round duration - 60 Minutes
Round difficulty - Easy

Again, the round was virtual. This was a Tech + Managerial round organized by the college T & P cell. The interviewer asked questions related to fundamental subjects such as Operating Systems, Object-oriented programming, and DBMS. There was one coding round at the end.

Q1. 
Diagonal Traversal of a Binary Tree
Given a binary tree of integers, find its diagonal traversal. Refer to the example for clarification on diagonal traversal.
Example:
Explanation:
Consider lines at a...read more
Ans. 
Diagonal traversal of a binary tree involves printing nodes at 135 degree angle in between lines.
• Traverse the tree in a diagonal manner, starting from the root node.

• Maintain a map to store nodes at each diagonal level.

• Print the nodes at each diagonal level in the order of traversal.
Answered by AI
Add your answer

Round duration - 40 Minutes
Round difficulty - Easy

The round was virtual and was organized by the T & P cell of the college. The interviewer asked some behavioural and situation-based questions. There was one puzzle at the end.

Round duration - 70 minutes
Round difficulty - Medium

It consisted of three coding questions varying from easy to medium.

Q1. 
Distributing Coins in a Binary Tree
You are provided with the root of a binary tree that consists of 'N' nodes. Each node in this tree contains coins, and the total number of coins across all nodes is equ...read more
Ans. 
Determine the minimum number of moves required to distribute coins in a binary tree so that every node has exactly one coin.
• Traverse the binary tree in a bottom-up manner to distribute coins efficiently.

• Keep track of the excess or deficit of coins at each node to calculate the minimum moves required.

• Transfer coins from nodes with excess coins to nodes with deficits to balance the distribution.

• Example: For the input ROO...read more
Answered by AI
Add your answer
Q2. 
Distinct Subsets Count
Given an array arr of N integers that may include duplicates, determine the number of subsets of this array containing only distinct elements.
The result should be returned modulo ...read more
Ans. 
Count the number of distinct-element subsets in an array modulo 10^9+7.
• Iterate through the array and keep track of distinct elements using a set.

• Calculate the number of subsets using the formula 2^distinct_count - 1.

• Return the result modulo 10^9+7 for each test case.
Answered by AI
Add your answer
Q3. 
0-1 Knapsack Problem Statement
A thief is robbing a store and can carry a maximal weight 'W' in his knapsack. There are 'N' items, where the i-th item has a weight 'wi' and value 'vi'. Consider the maximu...read more
Ans. 
The 0-1 Knapsack Problem involves maximizing the value of items a thief can steal within a weight limit.
• Use dynamic programming to solve the problem efficiently.

• Create a 2D array to store the maximum value that can be achieved at each weight limit.

• Iterate through the items and weights to fill the array with optimal values.

• Return the maximum value achievable at the given weight limit.
Answered by AI
Add your answer

Round duration - 60 minutes
Round difficulty - Medium

The interview was focused on data structures as well as computer fundamentals along with puzzles.

Q1. 
Sort an Array in Wave Form
You are given an unsorted array ARR. Your task is to sort it so that it forms a wave-like array.
Input:
The first line contains an integer 'T', the number of test cases.
For ea...read more
Ans. 
Sort an array in wave form where each element is greater than or equal to its adjacent elements.
• Iterate through the array and swap adjacent elements to form a wave pattern.

• Ensure that the first element is greater than or equal to the second element.

• There can be multiple valid wave arrays, so any valid wave array is acceptable.
Answered by AI
Add your answer
Q2. 
Reverse a Linked List Problem Statement
You are given a Singly Linked List of integers. Your task is to reverse the Linked List by changing the links between nodes.
Input:
The first line of input contai...read more
Ans. 
Reverse a given singly linked list by changing the links between nodes.
• Iterate through the linked list and reverse the links between nodes

• Use three pointers to keep track of the current, previous, and next nodes

• Update the links between nodes to reverse the list

• Return the head of the reversed linked list
Answered by AI
Add your answer

Round duration - 90 minutes
Round difficulty - Easy

The Round was mainly focused on resume+ dsa + system design +computer fundamentals

Q1. 
Running Median Problem
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.
Example:
Input:
N = 5  
Stre...read more
Ans. 
Calculate and print the median after each new integer is added to the stream.
• Use a min heap to store the larger half of the numbers and a max heap to store the smaller half.

• Keep the two heaps balanced by ensuring the size difference is at most 1.

• If the total number of elements is odd, the median is the top of the larger heap. If even, average the tops of both heaps.
Answered by AI
Add your answer
Q2. Can you explain the implementation of an LRU (Least Recently Used) Cache in a database management system?
Ans. 
LRU cache in a database management system stores most recently used data and removes least recently used data when full.
• LRU cache is implemented using a doubly linked list and a hash map.

• Each node in the linked list represents a key-value pair.

• When a key is accessed, it is moved to the front of the linked list.

• If the cache is full, the least recently used node at the end of the list is removed.

• Example: If cache size is...read more
Answered by AI
Add your answer
Q3. Design a stack that supports the getMin() operation in O(1) time and O(1) extra space.
Ans. 
Use two stacks - one to store actual values and one to store minimum values.
• Use two stacks - one to store actual values and one to store minimum values

• When pushing a new value, check if it is smaller than the current minimum and push it to the min stack if so

• When popping a value, check if it is the current minimum and pop from min stack if so

• getMin() operation can be done by peeking at the top of the min stack
Answered by AI
Add your answer

Round duration - 70 minutes
Round difficulty - Medium

Q1. 
Subtree of Another Tree Problem Statement
Given two binary trees, T and S, determine whether S is a subtree of T. The tree S should have the same structure and node values as a subtree of T.
Explanation:
...read more
Ans. 
Given two binary trees T and S, determine if S is a subtree of T with the same structure and node values.
• Traverse through tree T and check if any subtree matches tree S

• Use recursion to compare nodes of both trees

• Handle edge cases like null nodes and empty trees
Answered by AI
Add your answer
Q2. 
Generate Binary Strings with No Consecutive 1s
Given an integer K, your task is to produce all binary strings of length 'K' that do not contain consecutive '1's.
Input:
The input begins with an integer ...read more
Ans. 
Generate all binary strings of length 'K' with no consecutive '1's in lexicographically increasing order.
• Use backtracking to generate all possible binary strings without consecutive '1's.

• Start with an empty string and recursively add '0' or '1' based on the condition.

• Keep track of the current string and its length to ensure no consecutive '1's are added.

• Sort the generated strings in lexicographically increasing order b...read more
Answered by AI
Add your answer

Round duration - 60 minutes
Round difficulty - Medium

This was a data structures round.

Q1. 
Longest Consecutive Sequence Problem Statement
You are provided with an unsorted array/list ARR of N integers. Your task is to determine the length of the longest consecutive sequence present in the array...read more
Ans. 
The task is to find the length of the longest consecutive sequence in an unsorted array of integers.
• Iterate through the array and store all elements in a set for constant time lookup.

• For each element, check if it is the start of a sequence by looking for element-1 in the set.

• If it is the start, keep incrementing the count until the next element is not found in the set.
Answered by AI
View 1 more answer
Q2. 
Permutations Problem Statement
Given an array of distinct integers, find all possible permutations of the array.
Explanation:
A permutation is a mathematical way of determining the number of possible ar...read more
Ans. 
Find all possible permutations of an array of distinct integers.
• Use backtracking to generate all possible permutations

• Swap elements to create different permutations

• Return the permutations as an array of arrays of integers
Answered by AI
Add your answer

Round duration - 60 minutes
Round difficulty - Easy

This was a data structures round.

Q1. 
Subsequence Determination Problem
Your task is to verify if the given string STR1 is a subsequence of the string STR2. A subsequence means characters from STR2 are retained in their original order but som...read more
Ans. 
Verify if a string is a subsequence of another string by checking if characters are retained in order.
• Iterate through both strings simultaneously, checking if characters match in order.

• If a character in STR1 matches a character in STR2, move to the next character in STR2.

• If all characters in STR1 are found in STR2 in order, return True; otherwise, return False.
Answered by AI
Add your answer
Q2. 
Minimum Falling Path Sum Problem Statement
Given a square array VEC of integers with N rows and N columns, you need to determine the minimum sum of a falling path through this square array. The array has ...read more
Ans. 
Find the minimum sum of a falling path through a square array by selecting one element from each row with constraints on column selection.
• Iterate through the array from the second row, updating each element with the minimum sum of the element and its adjacent elements from the previous row.

• The minimum sum path will end in the last row with the minimum value.

• Use dynamic programming to efficiently calculate the minimum f...read more
Answered by AI
Add your answer

Round duration - 25 minutes
Round difficulty - Easy

This round was all about OS/DBMS questions.

Q1. Basic questions on myself and introduction Last project questions and skilled questions
Add your answer
Q2. Skills questionnaire
Add your answer