Amazon Python Developer Interview Questions, Process, and Tips

Round duration - 60 Minutes
Round difficulty - Medium

This was a Data Structures and Algorithms round with preety good questions . I was expected to come up with an efficient approach and code it as well .

Q1. 
K Closest Points to Origin Problem Statement
Your house is located at the origin (0,0) of a 2-D plane. There are N neighbors living at different points on the plane. Your goal is to visit exactly K neighb...read more
Ans. 
Find the K closest points to the origin in a 2-D plane using Euclidean Distance.
• Calculate the Euclidean Distance of each point from the origin

• Sort the points based on their distances

• Return the first K points as the closest neighbors
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Q2. 
Power Set Generation
Given a sorted array of 'N' integers, your task is to generate the power set for this array. Each subset of this power set should be individually sorted.
A power set of a set 'ARR' i...read more
Ans. 
Generate the power set of a sorted array of integers with individually sorted subsets.
• Use recursion to generate all possible subsets by including or excluding each element in the array.

• Sort each subset before adding it to the power set.

• Handle base cases for empty array and single element array.

• Ensure the subsets are unique by using a set data structure.

• Time complexity can be exponential due to the nature of generating
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Round duration - 50 Minutes
Round difficulty - Hard

This was also a DSA round where I was asked to code only one of the questions but I eventually ended up coding both as I had some spare time and explained my approches very smoothly to the interviewer . This round went preety well .

Q1. 
Roman Numeral to Integer Conversion
Convert a string representing a Roman numeral into its integer equivalent and return the result.
Explanation:
Roman numerals are represented by seven different symbol...read more
Ans. 
Convert a Roman numeral string to its integer equivalent.
• Create a mapping of Roman numeral symbols to their integer values.

• Iterate through the input string and add the corresponding integer values.

• Handle cases where subtraction is needed (e.g., IV = 4, IX = 9).
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Q2. 
Pair Sum Problem Statement
You are given an integer array 'ARR' of size 'N' and an integer 'S'. Your task is to find and return a list of all pairs of elements where each sum of a pair equals 'S'.
Note:
...read more
Ans. 
Find pairs of elements in an array that sum up to a given value, sorted in a specific order.
• Iterate through the array and for each element, check if the complement (S - current element) exists in a hash set.

• If the complement exists, add the pair to the result list.

• Sort the result list based on the criteria mentioned in the question.

• Return the sorted list of pairs.
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Round duration - 50 Minutes
Round difficulty - Medium

This was also a DSA round with 2 questions . One was implementation heavy and the other was related to recursion and so I handled it carefully so that my code does not run into TLE or Segmentation Fault.

Q1. 
Arithmetic Expression Evaluation Problem Statement
You are provided with a string expression consisting of characters '+', '-', '*', '/', '(', ')' and digits '0' to '9', representing an arithmetic express...read more
Ans. 
Evaluate arithmetic expressions in infix notation with given operators and precedence rules.
• Parse the infix expression to postfix using a stack.

• Evaluate the postfix expression using a stack.

• Handle operator precedence and parentheses while evaluating.

• Ensure no division by zero cases and operands fit in 32-bit integer.
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Q2. 
Remove Duplicates from Sorted Array Problem Statement
You are given a sorted integer array ARR of size N. Your task is to remove the duplicates in such a way that each element appears only once. The outpu...read more
Ans. 
Remove duplicates from a sorted array in-place with O(1) extra memory.
• Use two pointers - one for iterating through the array and another for placing unique elements.

• Compare current element with next element to identify duplicates and skip them.

• Update array in-place by moving unique elements to the front.

• Return the length of the array after removal of duplicates.
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Round duration - 50 Minutes
Round difficulty - Medium

This was a typical System Design round where I was asked about the various features of Facebook and what sort of data structures and algorithms are used in implementing them .

Q1. How does Facebook store likes and dislikes?
Ans. 
Facebook stores likes and dislikes using a combination of databases and algorithms.
• Likes and dislikes are stored in databases such as MySQL or Cassandra.

• Algorithms are used to analyze user behavior and recommend content based on likes and dislikes.

• User interactions with posts, pages, and ads are tracked to determine likes and dislikes.

• Likes and dislikes may also be used to personalize the user's feed and target ads mor
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Q2. How does Facebook implement graph search?
Ans. 
Facebook implements graph search using a graph database to efficiently search for connections between users and their interests.
• Facebook uses a graph database to store connections between users, pages, groups, etc.

• The graph search algorithm traverses the graph to find relevant connections based on user queries.

• It takes into account factors like user relationships, interests, and interactions to provide personalized sea
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Round duration - 50 Minutes
Round difficulty - Medium

This was a preety intense round as I was grilled more on my System Design concepts but eventually I was able to asnwers all the questions with some help from the interviewer.

Q1. What is Hadoop and why is it used?
Ans. 
Hadoop is a framework for distributed storage and processing of large data sets.
• Hadoop is used for storing and processing big data across a distributed network of computers.

• It is based on the MapReduce programming model, which allows for parallel processing of data.

• Hadoop consists of HDFS for storage and YARN for resource management.

• It is used for tasks like data warehousing, log processing, recommendation systems, and...read more
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Q2. How does Facebook Chat work?
Ans. 
Facebook Chat works by using a combination of websockets, long polling, and push technology to deliver real-time messaging.
• Facebook Chat uses websockets for real-time communication between the client and server.

• Long polling is used to check for new messages when websockets are not supported.

• Push technology is used to notify users of new messages even when the chat window is not open.

• Messages are stored in a database an...read more
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Round duration - 60 minutes
Round difficulty - Medium

This was a 1 hour online coding round on hackerrank platform. 3 DSA questions were given.

Q1. 
Stock Trading Maximum Profit Problem
Given the stock prices for 'N' days, your goal is to determine the maximum profit that can be achieved. You can buy and sell the stocks any number of times but can onl...read more
Ans. 
The goal is to determine the maximum profit that can be achieved by buying and selling stocks on different days.
• Iterate through the stock prices and buy on days when the price is lower than the next day, and sell on days when the price is higher than the next day.

• Calculate the profit by summing up the differences between buying and selling prices.

• Repeat the process for each test case and output the maximum profit possi
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Q2. 
Ninja's Complement Problem Statement
Every day, Ninja dreams of a number but does not understand its significance. Upon investigation, Ninja discovers that converting this number to binary, taking its com...read more
Ans. 
Convert a number to binary, take its complement, and convert back to decimal.
• Convert the given number to binary representation

• Take the complement of the binary number by swapping '1's and '0's

• Convert the complement back to decimal representation

• Return the complement number for each test case
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Q3. 
Bit Majority Number Generation
You are given an array arr consisting of N integers. Construct a number from these integers such that, for each bit position, if the quantity of set bits (1s) is greater tha...read more
Ans. 
Generate a number based on majority set bits in given integers array.
• Iterate through each bit position and count set and unset bits

• Construct the resulting number based on majority set bits at each position

• Return the final constructed number
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Round duration - 60 minutes
Round difficulty - Easy

In this round, a DSA question was first asked. Then a lot of discussion regarding the various test cases around this question took place. (e.g, handing of -ve numbers , decimals , overflow etc).
Main concentration was just to get as many as test cases possible and an efficient solution as well.
And Some common question like why you coding in C++?

Q1. 
Sum of Digits Problem Statement
Given an integer 'N', continue summing its digits until the result is a single-digit number. Your task is to determine the final value of 'N' after applying this operation ...read more
Ans. 
Given an integer, sum its digits until a single-digit number is obtained.
• Iteratively sum the digits of the integer until a single-digit number is reached

• Output the final single-digit integer for each test case

• Handle multiple test cases efficiently
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Q2. What are the advantages of Object-Oriented Programming (OOP)?
Ans. 
OOP allows for code reusability, modularity, and easier maintenance.
• Encapsulation: Bundling data and methods together to protect data from outside interference.

• Inheritance: Allows for the creation of new classes based on existing classes, promoting code reuse.

• Polymorphism: Objects can be treated as instances of their parent class, allowing for flexibility and extensibility.

• Modularity: Breaking down a program into small...read more
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Round duration - 60 minutes
Round difficulty - Easy

Again one coding question to be done on shared screen

Q1. 
Counting Triangles in Graphs
Given two graphs – a directed graph DIR_GRAPH and an undirected graph UNDIR_GRAPH – you are tasked with counting the number of triangles in each of the graphs.
Example:
In t...read more
Ans. 
Count the number of triangles in a directed and undirected graph.
• Parse the input to extract vertices, edges, and edges between vertices.

• Implement a function to count triangles in both directed and undirected graphs.

• Return the counts of triangles for each test case.
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Round duration - 60 minutes
Round difficulty - Easy

Technical Interview round with questions based on DSA, UNIX commands , Web Security etc.

Q1. 
Find The Repeating And Missing Number Problem Statement
You are provided with an array nums which contains the first N positive integers. In this array, one integer appears twice, and one integer is missi...read more
Ans. 
Identify the repeating and missing number in an array of first N positive integers.
• Iterate through the array and keep track of the sum of elements and sum of squares to find the missing and repeating numbers.

• Use a set to identify the repeating number and calculate the missing number using the sum formula.

• Handle multiple test cases by looping through each case and applying the same logic.

• Example: For nums = [1, 2, 3, 4,...read more
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Q2. What is the difference between the 'ps' and 'top' commands?
Ans. 
ps displays a snapshot of current processes, while top provides real-time information and allows for interactive management.
• ps displays a static list of processes, while top continuously updates the list

• top allows for interactive management of processes (e.g. killing, renicing), while ps does not

• ps is useful for a quick snapshot of processes, while top is useful for monitoring real-time system activity
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Q3. What is cross-site scripting (XSS)?
Ans. 
Cross-site scripting (XSS) is a type of security vulnerability that allows attackers to inject malicious scripts into web pages viewed by other users.
• XSS occurs when a web application allows users to input unvalidated data that is then displayed on the page without proper encoding.

• There are three main types of XSS: stored XSS, reflected XSS, and DOM-based XSS.

• An example of XSS is when a user inputs a script into a sear...read more
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Q4. How can you prevent SQL injection?
Ans. 
Prevent SQL injection by using parameterized queries, input validation, and escaping user input.
• Use parameterized queries to separate SQL code from user input.

• Validate and sanitize user input to prevent malicious code injection.

• Escape special characters in user input before executing SQL queries.
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Q5. What is the command to kill all running Java processes?
Ans. 
The command to kill all running Java processes is 'pkill -f java'
• Use the 'pkill' command followed by the '-f' flag and 'java' keyword to kill all Java processes

• Be cautious when using this command as it will terminate all running Java processes

• Make sure to have the necessary permissions to kill processes on the system
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Round duration - 60 minutes
Round difficulty - Medium

Questions based on designing. My first project as it was related to Image processing, so he also asked questions related to it.

Q1. Design a complete system for a traffic enforcement camera.
Ans. 
Design a system for a traffic enforcement camera.
• 1. Install cameras at strategic locations to monitor traffic violations.

• 2. Use image recognition software to detect violations such as speeding or running red lights.

• 3. Store captured images and violation data in a secure database.

• 4. Generate automated tickets and send them to violators.

• 5. Implement a user interface for law enforcement to review violations and approve ti
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Q2. How does JSON (JavaScript Object Notation) work?
Ans. 
JSON is a lightweight data interchange format that is easy for humans to read and write and easy for machines to parse and generate.
• JSON is based on key-value pairs, where keys are always strings enclosed in double quotes.

• Data is organized in a hierarchical structure using objects and arrays.

• Example: {"name": "John", "age": 30}

• Example: [{"name": "Alice", "age": 25}, {"name": "Bob", "age": 35}]
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Q3. What software testing frameworks are you familiar with?
Ans. 
I am familiar with testing frameworks such as JUnit, Selenium, and TestNG.
• JUnit

• Selenium

• TestNG
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Q4. What is the best protocol for storing images?
Ans. 
The best protocol for storing images is JPEG (Joint Photographic Experts Group).
• JPEG is a widely used format for storing images due to its high compression ratio and good image quality.

• It supports millions of colors and is compatible with most devices and software.

• Other options include PNG (Portable Network Graphics) for lossless compression and GIF (Graphics Interchange Format) for animations.
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Round duration - 30 minutes
Round difficulty - Easy

This was a typical HR round with questions related to my final year project and some behavioral problems.

Round duration - 60 minutes
Round difficulty - Medium

Technical round with questions based on DSA. Also, there was a discussion on my BTP project.

Q1. 
Longest Palindromic Subsequence Problem Statement
Given a string A consisting of lowercase English letters, determine the length of the longest palindromic subsequence within A.
Explanation:
• A subsequ...read more
Ans. 
Find the length of the longest palindromic subsequence in a given string of lowercase English letters.
• Use dynamic programming to solve this problem efficiently.

• Create a 2D array to store the lengths of palindromic subsequences for different substrings.

• Fill the array diagonally based on the characters in the string.

• Return the length of the longest palindromic subsequence for each test case.
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Q2. 
Binary Tree to Doubly Linked List
Transform a given Binary Tree into a Doubly Linked List.
Ensure that the nodes in the Doubly Linked List follow the Inorder Traversal of the Binary Tree.
Input:
The fi...read more
Ans. 
Convert a Binary Tree into a Doubly Linked List following Inorder Traversal.
• Perform Inorder Traversal of the Binary Tree to get the nodes in order.

• Create a Doubly Linked List by linking the nodes in the order obtained from Inorder Traversal.

• Return the head of the Doubly Linked List as the output.
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Q3. 
Palindrome Permutation - Problem Statement
Determine if a permutation of a given string S can form a palindrome.
Example:
Input:
string S = "aab"
Output:
"True"
Explanation:
The permutation "aba" o...read more
Ans. 
Check if a permutation of a string can form a palindrome.
• Create a frequency map of characters in the string.

• Count the number of characters with odd frequencies.

• If there is at most one character with an odd frequency, return true.

• Otherwise, return false.
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Round duration - 60 minutes
Round difficulty - Medium

Technical interview round where the interviewer asked me questions based on DSA , algorithms and my project. Large set of questions pertaining to DBMS.

Q1. 
Serialize and Deserialize Binary Tree Problem Statement
Given a binary tree of integers, your task is to implement serialization and deserialization methods. You can choose any algorithm for serialization...read more
Ans. 
Implement serialization and deserialization methods for a binary tree of integers.
• Use any algorithm for serialization and deserialization.

• Ensure the serialized string can be correctly decoded back to form the original binary tree.

• Nodes are separated by spaces, and -1 is used to depict a null node.

• Output the level order traversal of the deserialized binary tree with nodes separated by single spaces.
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Q2. 
Shuffle Two Strings
You are provided with three strings: A, B, and C. Your task is to determine if C is formed by interleaving A and B. A string C is considered an interleaving of A and B if:
• The lengt...read more
Ans. 
Determine if a string C is formed by interleaving two strings A and B.
• Check if the length of C is equal to the sum of lengths of A and B.

• Ensure all characters of A and B are present in C.

• Verify that the order of characters in C matches the order in A and B.
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Round duration - 60 minutes
Round difficulty - Medium

This was a design round where I was grilled on my internship , projects and some new design questions were also asked.
Q1. Design a work flow model of the entire work done in your internship.
Q2. Design a workflow model of any one of the projects you did.

Q1. Describe a map-based design for implementing a code that checks for isomorphic words in a file.
Ans. 
Using a map-based design to check for isomorphic words in a file.
• Create a map where the key is the sorted characters of a word and the value is a list of words with the same sorted characters.

• Iterate through the file, for each word, sort its characters and check if it exists in the map. If it does, add the word to the list. If not, create a new entry in the map.

• After processing the file, iterate through the map and out
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Q2. 
Stack with getMin Operation
Create a stack data structure that supports not only the usual push and pop operations but also getMin(), which retrieves the minimum element, all in O(1) time complexity witho...read more
Ans. 
Implement a stack with push, pop, top, isEmpty, and getMin operations in O(1) time complexity without using extra space for storing additional stack data structures.
• Use two stacks - one to store the actual elements and another to store the minimum element at each level of the main stack.

• When pushing an element, compare it with the current minimum and update the minimum stack accordingly.

• For getMin operation, simply ret...read more
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Round duration - 60 minutes
Round difficulty - Hard

3 DSA based questions were given to be solved within 60 minutes.

Q1. 
Optimal BST Problem Statement
You are given a sorted array representing keys of a BST and an array of frequency counts showing how often each key is searched. Your task is to construct a binary search tre...read more
Ans. 
Construct a BST with minimum search cost based on keys and frequencies.
• Create a recursive function to construct the BST by considering all possible root nodes.

• Calculate the cost for each possible BST and return the minimum total cost.

• Optimize the solution by using dynamic programming to store intermediate results.

• Ensure that the keys are sorted and frequencies are provided for each key.

• Example: For keys [1, 3, 5] and f...read more
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Q2. 
Number of Distinct Substrings Problem Statement
Given a string WORD containing lowercase English alphabets and having length N, determine the number of distinct substrings in WORD.
Input:
The first line...read more
Ans. 
Count the number of distinct substrings in a given string.
• Iterate through all possible substrings and store them in a set to avoid duplicates.

• Use nested loops to generate all substrings efficiently.

• Consider using a hash set to store unique substrings.

• Example: For input 'abcd', generate substrings 'a', 'ab', 'abc', 'abcd', 'b', 'bc', 'bcd', 'c', 'cd', 'd'.
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Q3. 
Find Distinct Palindromic Substrings
Given a string 'S', identify and print all distinct palindromic substrings within it. A palindrome reads the same forwards and backwards. For example, 'bccb' is a pali...read more
Ans. 
Find and print all distinct palindromic substrings in a given string.
• Iterate through all possible substrings of the input string.

• Check if each substring is a palindrome.

• Store distinct palindromic substrings in a set to avoid duplicates.

• Sort the set of palindromic substrings and print them space-separated.
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Round duration - 60 minutes
Round difficulty - Medium

Technical Interview round where the interviewer asked 2 DSA problems.

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 adding the distances from each node to the common ancestor
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Q2. 
Decode Ways Problem Statement
Given a string strNum that represents a number, the task is to determine the number of ways to decode it using the following encoding: 'A' - 1, 'B' - 2, ..., 'Z' - 26.
Input...read more
Ans. 
The task is to determine the number of ways to decode a given number string using a specific encoding.
• Use dynamic programming to solve the problem efficiently.

• Consider different cases like single digit decoding, double digit decoding, and invalid cases.

• Handle edge cases like leading zeros and empty string inputs.

• Implement a recursive function with memoization to avoid redundant calculations.
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Round duration - 60 minutes
Round difficulty - Medium

Technical interview round where I was given 2 DSA problems to solve.

Q1. 
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 the left and right subtrees are also binary search trees.
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Q2. 
Number of Islands Problem Statement
You are given a non-empty grid that consists of only 0s and 1s. Your task is to determine the number of islands in this grid.
An island is defined as a group of 1s (re...read more
Ans. 
Count the number of islands in a grid of 0s and 1s connected horizontally, vertically, or diagonally.
• Iterate through the grid and perform depth-first search (DFS) to mark visited land cells as water.

• Increment the island count each time a new island is encountered during DFS.

• Consider all adjacent cells (horizontally, vertically, and diagonally) while exploring the island.

• Ensure to handle boundary conditions and check fo...read more
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Round duration - 30 minutes
Round difficulty - Easy

Typical HR round where he asked questions on my resume and challenges faced in my project.