Amazon SDE-2 Interview Questions, Process, and Tips

Round duration - 60 Minutes
Round difficulty - Medium

Timing: 10AM-11AM
Interviewer was quite supportive and helpful.
Environment was normal as usual and it was morning time

Round duration - 60 Minutes
Round difficulty - Medium

Timing: 11AM-12PM
The interviewer was SDE2
He was checking the code for edge cases and was hinting if required

Q1. 
Implementing a Priority Queue Using Heap
Ninja has been tasked with implementing a priority queue using a heap data structure. However, he is currently busy preparing for a tournament and has requested yo...read more
Ans. 
Implement a priority queue using a heap data structure with push, pop, getMaxElement, and isEmpty functions.
• Implement a priority queue using a max heap data structure.

• Use the provided class structure and complete the push, pop, getMaxElement, and isEmpty functions.

• For push operation, insert the element into the heap and maintain the heap property.

• For pop operation, remove the largest element from the heap.

• For getMaxEle...read more
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Q2. 
Ninja and the Bulbs Challenge
Ninja owns an electronic shop and possesses 'N' bulbs. To verify the quality of the bulbs, Ninja performs a unique technique. After 'N' rounds of this process, bulbs that rem...read more
Ans. 
Determine the number of good quality bulbs remaining after 'N' rounds of a unique technique.
• Start with all bulbs on in the first round

• Toggle every 'i' bulb in 'i' round

• Count the bulbs that remain on after 'N' rounds
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Round duration - 60 Minutes
Round difficulty - Medium

Timing: 6PM-7PM
The interviewer was not interactive and didn't gave any feedback whatsoever.
It was Hiring Manager Round
Interviewer was Software Development Manager at Amazon

Q1. 
Maximize the Sum Through Two Arrays
You are given two sorted arrays of distinct integers, ARR1 and ARR2. If there is a common element in both arrays, you can switch from one array to the other.
Your task...read more
Ans. 
Find the maximum sum by traversing through common elements in two sorted arrays.
• Start with the array containing the smaller first common element

• Switch arrays at common elements to maximize the sum

• Continue adding elements until the end of the arrays
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Round duration - 60 minutes
Round difficulty - Easy

Started with brief intro(5 mins) about interviewer.
Problem solving question, question was already there in the codelink shared by the interviewer. He explained the problem again with sample testcase. 
The Interviewer was friendly.

Q1. 
Course Schedule II Problem Statement
You are provided with a number of courses 'N', some of which have prerequisites. There is a matrix named 'PREREQUISITES' of size 'M' x 2. This matrix indicates that fo...read more
Ans. 
Given courses with prerequisites, determine a valid order to complete all courses.
• Create a graph with courses as nodes and prerequisites as edges.

• Use topological sorting to find a valid order to complete all courses.

• Return an empty list if it's impossible to complete all courses.
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Q2. Design a live video broadcast platform.
Ans. 
Design a live video broadcast platform.
• Implement video streaming functionality using protocols like RTMP or WebRTC

• Include features for live chat, reactions, and audience engagement

• Ensure scalability and reliability by using cloud services like AWS or Azure

• Provide analytics for viewership data and user engagement

• Integrate monetization options such as ads or subscriptions
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Round duration - 90 minutes
Round difficulty - Medium

There were 2 interviewers(India HM and Seattle HM), India HM was just shadowing and didn't ask any questions. Started with intro, he asked in detail about what I do at current company(10 mins). Again, jumped into LP's(25 mins).

Q1. 
Distance Between Two Nodes in a Binary Tree
Given a binary tree and the values of two distinct nodes, determine the distance between these two nodes in the tree. The distance is defined as the minimum num...read more
Ans. 
Calculate the distance between two nodes in a binary tree.
• Traverse the tree to find the paths from the root to each node

• Find the lowest common ancestor of the two nodes

• Calculate the distance by summing the distances from each node to the common ancestor
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Q2. 
Median in a Stream Problem Statement
Your task is to determine the median of integers as they are read from a data stream. The median is the middle value in the ordered list of numbers. If the list length...read more
Ans. 
Find median of integers in a data stream as they are read.
• Use two heaps - max heap for lower half of numbers and min heap for upper half.

• Keep the size of two heaps balanced to find the median efficiently.

• Handle even and odd number of elements separately to calculate median.

• Return vector of medians after each element is read from the stream.
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Round duration - 60 minutes
Round difficulty - Medium

There was only 1 interviewer in this round and We had no video sharing in this round so it was becoming difficult to understand each other.

Round duration - 45 minutes
Round difficulty - Medium

This round was scheduled in the evening hours and all the participants were required to fill a form which was shared 15 minutes prior to the start of the online coding round. This form was filled out probably for the security reasons and to ensure that no one disinterested participant gives the test.

Q1. 
Ways To Make Coin Change
Given an infinite supply of coins of varying denominations, determine the total number of ways to make change for a specified value using these coins. If it's not possible to make...read more
Ans. 
The task is to find the total number of ways to make change for a specified value using given denominations.
• Use dynamic programming to solve this problem efficiently.

• Create a 2D array to store the number of ways to make change for each value using different denominations.

• Iterate through each denomination and update the array based on the number of ways to make change for each value.

• Return the value at the last cell of
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Q2. 
Validate Binary Search Tree (BST)
You are given a binary tree with 'N' integer nodes. Your task is to determine whether this binary tree is a Binary Search Tree (BST).
BST Definition:
A Binary Search Tr...read more
Ans. 
Validate if a given binary tree is a Binary Search Tree (BST) or not.
• Check if the left subtree of a node contains only nodes with data less than the node's data

• Check if the right subtree of a node contains only nodes with data greater than the node's data

• Recursively check if both left and right subtrees are also binary search trees
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Round duration - 60 minutes
Round difficulty - Hard

This round was on call where I was just supposed to answer the tech questions that were asked. It started with a brief interview with one another and then moved to questions on DBMS, operating systems, computer networks and all. Almost 20-25 questions were asked and I probably answered 90% of them correctly.

Q1. 
Reverse Linked List Problem Statement
Given a Singly Linked List of integers, your task is to reverse the Linked List by altering the links between the nodes.
Input:
The first line of input is an intege...read more
Ans. 
Reverse a singly linked list by altering 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
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Round duration - 30 minutes
Round difficulty - Hard

There was only one interviewer for this round. He continuously interacted with me and was giving me some good situational problems that were not very easy to answer. Basically those were open-minded questions which can be answered oth ways and that's why I found it quiet hard as per my nature but at the end things went well for me.

Round duration - 90 minutes
Round difficulty - Easy

I got a call from an Amazon recruiter regarding the schedule of the test . She sent me the coding test link which I had to complete within a week. we can attempt the online test anytime, when we have time for a period of 90 minutes at a stretch.Once I completed the test, I got a call to schedule the interviews in two weeks.

Q1. 
Shopping Options Problem Statement
Given arrays representing the costs of pants, shirts, shoes, and skirts, and a budget amount 'X', determine the total number of valid combinations that can be purchased ...read more
Ans. 
Determine total number of valid shopping combinations within budget
• Iterate through all possible combinations of items from each array

• Check if the total cost of the combination is within the budget

• Return the count of valid combinations
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Q2. 
Max Submatrix Problem Statement
You are provided with a matrix MAT consisting of integers, with dimensions N x M (i.e., N rows and M columns). Your objective is to determine the maximum sum submatrix with...read more
Ans. 
Find the maximum sum submatrix in a given matrix.
• Iterate over all possible submatrices and calculate their sums

• Use Kadane's algorithm to find the maximum sum subarray in each row

• Combine the sums of rows to find the maximum sum submatrix
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Round duration - 60 minutes
Round difficulty - Medium

Virtual interview occured in amazon chime.The interviewer gave his introduction, asked me a bit on the kind of projects I’ve worked on. Then he started with a data structure problem.

Q1. 
Clone a Binary Tree with Random Pointers
Given a binary tree where each node has pointers to its left, right, and a random node, create a deep copy of the binary tree.
Input:
The first line contains an ...read more
Ans. 
Clone a binary tree with random pointers and verify if cloning was successful by printing inorder traversal.
• Create a deep copy of the binary tree with random pointers.

• Print the inorder traversal of the cloned binary tree.

• Verify cloning success by printing '1' if successful, '0' otherwise.
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Q2. 
The Ninja Port Problem
Ninja is in a city with 'N' colonies, where each colony contains 'K' houses. He starts at house number "sourceHouse" in colony number "sourceColony" and wants to reach house number ...read more
Ans. 
The Ninja Port Problem involves finding the minimum time for a ninja to travel between colonies and houses using secret paths and teleportation.
• Calculate the minimum time considering teleportation within colonies, traveling between colonies, and secret paths.

• Keep track of the number of secret paths used and ensure they are one-way.

• Consider the constraints provided to optimize the solution.

• Example: N=2, K=3, S=1, P=1, s...read more
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Round duration - 75 Minutes
Round difficulty - Easy

This was taken by an engineering manager who asked me regarding my projects for around 10-15 mins and then we moved to a system design problem. He asked me to design Slack messenger.
I started by listing the functional and non-functional requirements(on which he questioned me a bit), then I moved to draw the high-level architecture. The components which I drew were the clients, gateway service(LB + authentication, etc), Messaging Service, User Service, Web Socket Manager service, Fan Out service(I added this for the group messages thing, but he didn’t interrogate much on that).

He asked me what would be the schema of my messages table and the scenarios in which the recipient user is online/offline.Also asked about the partitioning key and primary key of the 2-3 tables which I had made

Round duration - 60 minutes
Round difficulty - Hard

BarRaiser Round

This was again taken by an engineering manager who discussed my projects in depth for around 20-25 mins. In the remaining time he asked me 2 dsa questions. (Yes I too was surprised that he didn’t ask anything regarding design).

In almost all the rounds, I was asked questions related to Amazon Leadership principles, so do make sure you go through those before sitting for the interview process. You can refer to this link(https://www.codingninjas.com/codestudio/problem-lists/top-amazon-coding-interview-questions) for practicing the same, I found it useful. 
In the design rounds, interviewer doesn’t expect the most ideal answer from you and unless your choice of technology is outrageously wrong, he won’t pinpoint that.

Q1. 
Group Anagrams Together
Given an array/list of strings STR_LIST, group the anagrams together and return each group as a list of strings. Each group must contain strings that are anagrams of each other.
E...read more
Ans. 
Group anagrams together in a list of strings.
• Iterate through the list of strings and sort each string to group anagrams together.

• Use a hashmap to store the sorted string as key and the original string as value.

• Return the values of the hashmap as the grouped anagrams.
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Q2. 
Add Two Numbers Represented by Linked Lists
Your task is to find the sum list of two numbers represented by linked lists and return the head of the sum list.
Explanation:
The sum list should be a linked...read more
Ans. 
Add two numbers represented by linked lists and return the head of the sum list.
• Traverse both linked lists simultaneously while keeping track of carry from previous sum

• Create a new linked list to store the sum of the two numbers

• Handle cases where one linked list is longer than the other by padding with zeros

• Update the sum and carry values accordingly while iterating through the linked lists
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Round duration - 90 minutes
Round difficulty - Medium

Q1. 
Number of Islands Problem Statement
You are provided with a 2D array or list containing 'N' rows and 'M' columns, filled with 1s and 0s. Here, 1 indicates land, and 0 indicates water.
Your task is to ide...read more
Ans. 
Count the number of islands in a 2D matrix filled with 1s and 0s.
• Iterate through the matrix and perform depth-first search (DFS) to find connected islands.

• Use a visited array to keep track of visited cells to avoid redundant calculations.

• Increment the island count whenever a new island is encountered.

• Consider all eight directions (horizontal, vertical, and diagonal) while exploring the island.

• Handle edge cases like out
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Q2. 
Add First and Second Half Problem Statement
You are provided with a Singly Linked List having 'N' nodes, where each node contains a single digit.
Your task is to return a node 'X', which serves as the he...read more
Ans. 
Return a node representing the head of a new Linked List with the sum of the 1st and 2nd half of the given Linked List.
• Split the Linked List into two halves

• Reverse the 2nd half of the Linked List

• Add the corresponding digits from both halves while considering carry

• Create a new Linked List with the sum digits
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Round duration - 60 minutes
Round difficulty - Medium

Q1. 
Next Greater Element Problem Statement
You are given an array arr of length N. For each element in the array, find the next greater element (NGE) that appears to the right. If there is no such greater ele...read more
Ans. 
The task is to find the next greater element for each element in an array to its right, if no greater element exists, return -1.
• Use a stack to keep track of elements for which the next greater element is not found yet.

• Iterate through the array from right to left, popping elements from the stack until a greater element is found.

• Store the next greater element for each element in a separate array.

• If the stack is empty aft...read more
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Round duration - 60 Minutes
Round difficulty - Hard

Q1. 
Word Break Problem Statement
You are given a non-empty string without spaces, referred to as 'sentence', and a list of non-empty strings representing a dictionary. Your task is to construct and return all...read more
Ans. 
Given a sentence and a dictionary, construct and return all possible sentences by inserting spaces to form words from the dictionary.
• Use backtracking to generate all possible combinations of words from the dictionary to form sentences.

• Check if a substring of the sentence matches any word in the dictionary, if so, recursively call the function with the remaining substring.

• Continue this process until the entire sentence ...read more
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Q2. 
Valid Parenthesis Problem Statement
Given a string str composed solely of the characters "{", "}", "(", ")", "[", and "]", determine whether the parentheses are balanced.
Input:
The first line contains ...read more
Ans. 
Check if given string of parentheses is balanced or not.
• Use a stack to keep track of opening parentheses and pop when a closing parenthesis is encountered.

• If stack is empty at the end and all parentheses are matched, the string is balanced.

• If stack is not empty at the end or mismatched parentheses are encountered, the string is not balanced.
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Round duration - 60 minutes
Round difficulty - Easy

Q1. Design a local transport system similar to BMTC.
Ans. 
Design a local transport system similar to BMTC
• Introduce a fleet of buses covering various routes within the city

• Implement a smart card system for easy payment and tracking

• Include different types of buses like regular, AC, and Volvo for passenger comfort

• Have designated bus stops with real-time information on bus arrivals

• Offer discounted fares for students and senior citizens
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Round duration - 60 minutes
Round difficulty - Easy

Round duration - 60 mins
Round difficulty - Medium

3 Questions were asked : 2- Trees and 1- Stack.
Interviewer was not receptive at all, I think this was a stress interview.

Q1. 
Validate Binary Search Tree Problem Statement
Given a binary tree with 'N' nodes, determine if it is a Binary Search Tree (BST). Return true if the tree is a BST, otherwise return false.
Example:
Input:
...read more
Ans. 
Validate if a given binary tree is a Binary Search Tree (BST) or not.
• Check if the left subtree of a node contains only nodes with values less than the node's value.

• Check if the right subtree of a node contains only nodes with values greater than the node's value.

• Ensure that both the left and right subtrees are also binary search trees.

• Traverse the tree in-order and check if the elements are in sorted order.

• Use a recurs...read more
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Q2. 
Binary Tree Conversion to Greater Tree
Given a binary tree with 'N' nodes, transform it into a Greater Tree. In this transformation, each node's value should be updated to the sum of its original value and...read more
Ans. 
Convert a binary tree into a Greater Tree by updating each node's value to the sum of its original value and the values of all nodes greater than or equal to it.
• Traverse the tree in reverse inorder (right, root, left) to update the nodes' values.

• Keep track of the sum of nodes visited so far to update each node's value.

• Recursively update the node's value by adding the sum of greater nodes to it.
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Q3. 
Check for Valid Parentheses
You are given a string STR containing only the characters "{", "}", "(", ")", "[", and "]". Your task is to determine if the parentheses in the string are balanced.
Input:
Th...read more
Ans. 
Check if the given string containing only parentheses is balanced or not.
• Use a stack to keep track of opening parentheses.

• Iterate through the string and push opening parentheses onto the stack.

• When a closing parenthesis is encountered, pop from the stack and check if it matches the corresponding opening parenthesis.

• If at the end the stack is empty, return 'YES' else return 'NO'.
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Round duration - 60 mins
Round difficulty - Hard

2 Coding Questions were asked, both were of Medium to Hard Difficulty.

Q1. 
Flatten Multi-Level Linked List
You are given a multi-level linked list containing 'N' nodes. Each node has 'next' and 'child' pointers that may or may not point to other nodes. Your task is to flatten th...read more
Ans. 
Flatten a multi-level linked list into a single linked list by rearranging the pointers.
• Traverse the linked list and whenever a node has a child, flatten the child list and append it after the current node.

• Update the 'next' and 'child' pointers accordingly while flattening the list.

• Continue this process until all nodes are rearranged into a single linked list.
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Q2. 
Rain Water Trapping Problem Statement
Given an array/list ARR of size N, representing an elevation map where each element ARR[i] denotes the elevation of the i-th bar. Your task is to calculate and print ...read more
Ans. 
Calculate the total amount of rainwater that can be trapped between given elevations in an elevation map.
• Use two-pointer approach to keep track of left and right boundaries.

• Calculate the trapped water by finding the minimum of left_max and right_max for each bar.

• Subtract the current bar's height from the minimum of left_max and right_max to get the trapped water.

• Keep updating the left_max and right_max as you iterate t
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Round duration - 90 minutes
Round difficulty - Medium

Timing : It was late night.
How the interviewer was? He was very tired and I had to lead the discussion.
1 System Design Question was asked, had to provide - HLD, LLD, APIs.

Round duration - 60 minutes
Round difficulty - Medium

Timing : Afternoon
How was the environment? Home
Interviewer : Hiring Manager

Q1. Hiring Manager Discussion
Discussed about past Projects, challenges faced, disagreements with manager, why looking for job switch,  leadership principle questions were asked.
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Round duration - 60 minutes
Round difficulty - Medium

Timing - Afternoon
How was the environment? Home
How the interviewer was? Very Helpful Interviewer
Bar raiser Round - Coding + System Design + Leadership principle