Amazon Interview Questions & Answers

Get expert-crafted questions to excel in your Amazon interview. Whether you're applying for engineering, data, product, or business roles, tackle realistic technical and behavioral challenges to boost your chances of success.

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Google, Amazon, Microsoft

What criteria do you use to assess product design quality?

Medium

Behavioral

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Google, Amazon, Microsoft

What criteria do you use to assess product design quality?

Medium

Behavioral

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Amazon, Google, Meta

What key factors do you consider when developing product roadmaps?

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Behavioral

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Amazon, Google, Meta

What key factors do you consider when developing product roadmaps?

Medium

Behavioral

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Google, Microsoft, Amazon

What is the bias-variance tradeoff in machine learning, and why is it important for model performance?

Hard

Technical

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Google, Microsoft, Amazon

What is the bias-variance tradeoff in machine learning, and why is it important for model performance?

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Technical

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Google, Amazon, Microsoft

What is overfitting in machine learning, and what strategies can be used to prevent it?

Medium

Technical

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Google, Amazon, Microsoft

What is overfitting in machine learning, and what strategies can be used to prevent it?

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Google, Microsoft, Amazon

What is cross-validation, and what is its purpose in model evaluation?

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Google, Microsoft, Amazon

What is cross-validation, and what is its purpose in model evaluation?

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Amazon, Microsoft, Google

What are the key steps in a typical machine learning project?

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Amazon, Microsoft, Google

What are the key steps in a typical machine learning project?

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Google, Amazon, Microsoft

What is feature scaling, and what are common techniques used?

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Technical

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Google, Amazon, Microsoft

What is feature scaling, and what are common techniques used?

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Technical

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Amazon, Google, IBM

What is the significance of the learning rate in training machine learning models?

Medium

Technical

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Amazon, Google, IBM

What is the significance of the learning rate in training machine learning models?

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Technical

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Google, Microsoft, Amazon

What is regularization in machine learning, and why is it important?

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Technical

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What is regularization in machine learning, and why is it important?

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Technical

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Google, Amazon, Microsoft

What are the key differences between L1 and L2 regularization in machine learning?

Medium

Technical

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Google, Amazon, Microsoft

What are the key differences between L1 and L2 regularization in machine learning?

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Amazon, Google, IBM

What are support vector machines (SVM), and how do they function in machine learning?

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Amazon, Google, IBM

What are support vector machines (SVM), and how do they function in machine learning?

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Google, Amazon, Microsoft

Explain the random forest algorithm and its key advantages

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Google, Amazon, Microsoft

Explain the random forest algorithm and its key advantages

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Google, Microsoft, Amazon

What is a neural network, and what are its key components?

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Technical

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Google, Microsoft, Amazon

What is a neural network, and what are its key components?

Medium

Technical

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Google, Microsoft, Amazon

Explain backpropagation in neural networks and its significance in training models

Hard

Technical

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Google, Microsoft, Amazon

Explain backpropagation in neural networks and its significance in training models

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Technical

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Google, Amazon, IBM

What are the key differences between generative and discriminative models in machine learning?

Medium

Technical

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Google, Amazon, IBM

What are the key differences between generative and discriminative models in machine learning?

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Google, Amazon, Microsoft

What is hyperparameter tuning, and what steps are involved in the tuning process?

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Technical

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Google, Amazon, Microsoft

What is hyperparameter tuning, and what steps are involved in the tuning process?

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Google, Amazon, Meta

What is ensemble learning, and how does it improve model performance in machine learning?

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Technical

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Google, Amazon, Meta

What is ensemble learning, and how does it improve model performance in machine learning?

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Google, Amazon, Microsoft

What is feature selection, and why is it important in the modeling process?

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Technical

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Google, Amazon, Microsoft

What is feature selection, and why is it important in the modeling process?

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Technical

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Google, IBM, Amazon

What techniques can be used to address imbalanced datasets in machine learning?

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Technical

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Google, IBM, Amazon

What techniques can be used to address imbalanced datasets in machine learning?

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Technical

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Google, IBM, Amazon

What is the difference between precision and recall in data analysis?

Medium

Technical

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Google, IBM, Amazon

What is the difference between precision and recall in data analysis?

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Technical

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Google, Microsoft, Amazon

What is Principal Component Analysis (PCA) and its purpose in data analysis?

Medium

Technical

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Google, Microsoft, Amazon

What is Principal Component Analysis (PCA) and its purpose in data analysis?

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Google, Amazon, Microsoft

What techniques can you use to handle missing data in datasets?

Medium

Technical

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Google, Amazon, Microsoft

What techniques can you use to handle missing data in datasets?

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Technical

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Google, Amazon, Microsoft

What is the role of a validation set in machine learning?

Medium

Technical

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Google, Amazon, Microsoft

What is the role of a validation set in machine learning?

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Technical

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Google, Microsoft, Amazon

What are the common techniques for interpreting machine learning models?

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Technical

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Google, Microsoft, Amazon

What are the common techniques for interpreting machine learning models?

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Technical

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Google, Amazon, Microsoft

What is the role of the cost function in machine learning models?

Medium

Technical

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Google, Amazon, Microsoft

What is the role of the cost function in machine learning models?

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Technical

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Google, Amazon, Microsoft

What techniques are commonly used to handle categorical data in data analysis?

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Technical

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Google, Amazon, Microsoft

What techniques are commonly used to handle categorical data in data analysis?

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Technical

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Google, Meta, Amazon

What distinguishes shallow neural networks from deep neural networks?

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Technical

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Google, Meta, Amazon

What distinguishes shallow neural networks from deep neural networks?

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Google, Microsoft, Amazon

What are effective techniques for evaluating machine learning model performance?

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Technical

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Google, Microsoft, Amazon

What are effective techniques for evaluating machine learning model performance?

Medium

Technical

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Google, Amazon, Microsoft

What is the model deployment process, and what challenges are commonly faced during deployment?

Hard

Technical

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Google, Amazon, Microsoft

What is the model deployment process, and what challenges are commonly faced during deployment?

Hard

Technical

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Google, Meta, Amazon

What is time series forecasting, and how is it applied in various industries?

Medium

Technical

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Google, Meta, Amazon

What is time series forecasting, and how is it applied in various industries?

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Google, Amazon, Meta

What are the pros and cons of using a pre-trained model in machine learning?

Medium

Hypothetical

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Google, Amazon, Meta

What are the pros and cons of using a pre-trained model in machine learning?

Medium

Hypothetical

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IBM, Amazon, Netflix

Can you explain what data analysis entails?

Easy

Definition

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IBM, Amazon, Netflix

Can you explain what data analysis entails?

Easy

Definition

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Amazon, Apple

What is Data Wrangling, and why is it important in data analysis?

Easy

Technical

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Amazon, Apple

What is Data Wrangling, and why is it important in data analysis?

Easy

Technical

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Amazon, Google, IBM

What is data cleaning, and why is it important in data analysis?

Easy

Technical

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Amazon, Google, IBM

What is data cleaning, and why is it important in data analysis?

Easy

Technical

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IBM, Netflix, Amazon

What are the key differences between structured and unstructured data?

Medium

Technical

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IBM, Netflix, Amazon

What are the key differences between structured and unstructured data?

Medium

Technical

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Amazon, Meta, Google

What are the key differences between a pandas Series and a pandas DataFrame?

Medium

Technical

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Amazon, Meta, Google

What are the key differences between a pandas Series and a pandas DataFrame?

Medium

Technical

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Amazon, Netflix

What are the measures of central tendency in statistics?

Easy

Technical

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Amazon, Netflix

What are the measures of central tendency in statistics?

Easy

Technical

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Amazon

What are the different measures of dispersion in statistics?

Medium

Technical

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Amazon

What are the different measures of dispersion in statistics?

Medium

Technical

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Amazon, IBM

What are the null hypothesis and alternative hypothesis in statistical analysis?

Easy

Hypothetical

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Amazon, IBM

What are the null hypothesis and alternative hypothesis in statistical analysis?

Easy

Hypothetical

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Amazon

What are Type I and Type II errors in hypothesis testing?

Medium

Technical

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Amazon

What are Type I and Type II errors in hypothesis testing?

Medium

Technical

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Amazon, Google, Meta

What is ANOVA in statistics, and how is it used in data analysis?

Easy

Technical

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Amazon, Google, Meta

What is ANOVA in statistics, and how is it used in data analysis?

Easy

Technical

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Apple, Netflix, Amazon

What are the key differences between a Z-test and a T-test?

Medium

Technical

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Apple, Netflix, Amazon

What are the key differences between a Z-test and a T-test?

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Technical

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Amazon, Google, Apple

How do you use SQL aggregate functions such as SUM, COUNT, and MAX/MIN?

Medium

Technical

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Amazon, Google, Apple

How do you use SQL aggregate functions such as SUM, COUNT, and MAX/MIN?

Medium

Technical

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Amazon, Apple

How do you write an SQL query to join and retrieve data from multiple related tables?

Medium

Technical

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Amazon, Apple

How do you write an SQL query to join and retrieve data from multiple related tables?

Medium

Technical

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Google, Apple, Amazon

What is the purpose of the HAVING clause in SQL, and how does it differ from the WHERE clause?

Medium

Technical

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Google, Apple, Amazon

What is the purpose of the HAVING clause in SQL, and how does it differ from the WHERE clause?

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Technical

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Amazon, Netflix

What is a database transaction, and why is maintaining data integrity important?

Medium

Technical

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Amazon, Netflix

What is a database transaction, and why is maintaining data integrity important?

Medium

Technical

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Google, Amazon, Meta

What are the differences between a dashboard, worksheet, and workbook in Tableau?

Easy

Technical

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Google, Amazon, Meta

What are the differences between a dashboard, worksheet, and workbook in Tableau?

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Technical

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Amazon, IBM, Netflix

What is the difference between joining and blending data in Tableau?

Medium

Technical

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Amazon, IBM, Netflix

What is the difference between joining and blending data in Tableau?

Medium

Technical

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Nike, Apple, Amazon

What recent marketing tactic have you implemented, and what were your reasons and key takeaways from it?

Medium

Behavioral

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Nike, Apple, Amazon

What recent marketing tactic have you implemented, and what were your reasons and key takeaways from it?

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Behavioral

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Google, Meta, Amazon

What are the most significant changes currently impacting the marketing industry?

Medium

Hypothetical

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Google, Meta, Amazon

What are the most significant changes currently impacting the marketing industry?

Medium

Hypothetical

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Google, Meta, Amazon

How do you view the growing significance of digital marketing in today's business landscape?

Medium

Hypothetical

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Google, Meta, Amazon

How do you view the growing significance of digital marketing in today's business landscape?

Medium

Hypothetical

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Google, Tesla, Amazon

How would you develop a marketing strategy for a hypothetical product?

Medium

Hypothetical

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Google, Tesla, Amazon

How would you develop a marketing strategy for a hypothetical product?

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Hypothetical

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Google, Amazon, Microsoft

What is your management style?

Medium

Behavioral

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Google, Amazon, Microsoft

What is your management style?

Medium

Behavioral

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Amazon, Google, Meta

How can a new Product Manager effectively build relationships with development and engineering teams?

Medium

Behavioral

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Amazon, Google, Meta

How can a new Product Manager effectively build relationships with development and engineering teams?

Medium

Behavioral

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Amazon, Microsoft, Google

Are you comfortable with managing an in-house project after previously relying on an external company for this service?

Medium

Behavioral

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Amazon, Microsoft, Google

Are you comfortable with managing an in-house project after previously relying on an external company for this service?

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Behavioral

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Google, Amazon, Microsoft

Can you share an example of a technical solution you or your team developed that was successfully transformed into a commercial application?

Medium

Behavioral

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Google, Amazon, Microsoft

Can you share an example of a technical solution you or your team developed that was successfully transformed into a commercial application?

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Behavioral

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Meta, Amazon, Google

What key lesson did you learn from your most recent product launch?

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Behavioral

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Meta, Amazon, Google

What key lesson did you learn from your most recent product launch?

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Behavioral

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Google, Amazon, Microsoft

Select a city and estimate the number of piano tuners working there

Medium

Case

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Google, Amazon, Microsoft

Select a city and estimate the number of piano tuners working there

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Case

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Amazon, Meta, Google

Select a digital app or product and explain how you would enhance its features or user experience

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Hypothetical

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Amazon, Meta, Google

Select a digital app or product and explain how you would enhance its features or user experience

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Pinterest, Google, Amazon

How would you encourage Pinterest users to convert their saved ideas into purchases?

Medium

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Pinterest, Google, Amazon

How would you encourage Pinterest users to convert their saved ideas into purchases?

Medium

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Amazon, Meta, Microsoft

Can you provide an example of a situation where you had to decline an idea or project? What was your reasoning?

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Behavioral

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Amazon, Meta, Microsoft

Can you provide an example of a situation where you had to decline an idea or project? What was your reasoning?

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Behavioral

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Google, Amazon, Microsoft

Can you provide an example of how you collaborated with a design team to successfully launch a product or feature?

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Behavioral

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Google, Amazon, Microsoft

Can you provide an example of how you collaborated with a design team to successfully launch a product or feature?

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Behavioral

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Meta, Amazon, Google

How would you collect team feedback on a new or updated process?

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Behavioral

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Meta, Amazon, Google

How would you collect team feedback on a new or updated process?

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Behavioral

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Can you describe a failure you've experienced, the reasons behind it, and what you would do differently?

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Behavioral

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Google, Amazon, Meta

Can you describe a failure you've experienced, the reasons behind it, and what you would do differently?

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Amazon, Google, Microsoft

What is your ideal product management process?

Medium

Behavioral

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Amazon, Google, Microsoft

What is your ideal product management process?

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Behavioral

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Meta, Amazon, Google

What steps do you take to identify and improve a declining metric?

Medium

Behavioral

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Meta, Amazon, Google

What steps do you take to identify and improve a declining metric?

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Behavioral

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Can you describe a situation where you made a decision without relying on data?

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Amazon, Google, Meta

Can you describe a situation where you made a decision without relying on data?

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Google, Microsoft, Amazon

Describe your approach to managing product features from conception to launch

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Google, Microsoft, Amazon

Describe your approach to managing product features from conception to launch

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Amazon, Google, Meta

Have you or your team ever developed a technical solution that was successfully turned into a commercial product?

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Behavioral

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Amazon, Google, Meta

Have you or your team ever developed a technical solution that was successfully turned into a commercial product?

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Behavioral

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Google, Amazon, Microsoft

Can you describe a time you faced failure as a Product Manager? What lessons did you learn from that experience?

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Google, Amazon, Microsoft

Can you describe a time you faced failure as a Product Manager? What lessons did you learn from that experience?

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Can you describe a challenging decision you've made while balancing input from various sources, such as customers, stakeholders, and team members? What was your decision-making process?

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Amazon, Meta, Google

Can you describe a challenging decision you've made while balancing input from various sources, such as customers, stakeholders, and team members? What was your decision-making process?

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Google, Microsoft, Amazon

What is your approach to managing software releases?

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Google, Microsoft, Amazon

What is your approach to managing software releases?

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Amazon, Google, Microsoft

How do you ensure that technical objectives support business goals?

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Amazon, Google, Microsoft

How do you ensure that technical objectives support business goals?

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Meta, Amazon, Google

How do you gather user feedback, and how does it influence your product roadmap and timeline?

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Meta, Amazon, Google

How do you gather user feedback, and how does it influence your product roadmap and timeline?

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Google, Amazon, Meta

How do you incorporate user feedback in your role as a Technical Product Manager?

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Google, Amazon, Meta

How do you incorporate user feedback in your role as a Technical Product Manager?

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Amazon, Google, Microsoft

How do you prioritize tasks among competing requests from executive stakeholders?

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Amazon, Google, Microsoft

How do you prioritize tasks among competing requests from executive stakeholders?

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Meta, Amazon, Google

How do you work with marketing and sales teams to launch a product?

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Meta, Amazon, Google

How do you work with marketing and sales teams to launch a product?

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Google, Microsoft, Amazon

How do you effectively communicate and secure buy-in for your roadmap from team members?

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Google, Microsoft, Amazon

How do you effectively communicate and secure buy-in for your roadmap from team members?

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Amazon, Google, Meta

How do you effectively communicate opportunities to engineering teams?

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Amazon, Google, Meta

How do you effectively communicate opportunities to engineering teams?

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Behavioral

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Google, Amazon, Microsoft

How do you conduct user research, and how frequently do you perform it?

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Google, Amazon, Microsoft

How do you conduct user research, and how frequently do you perform it?

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Meta, Google, Amazon

How do you ensure collaboration between technical and design teams?

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Behavioral

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Meta, Google, Amazon

How do you ensure collaboration between technical and design teams?

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Behavioral

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Amazon, Google, Microsoft

How do you prioritize features for development?

Medium

Hypothetical

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Amazon, Google, Microsoft

How do you prioritize features for development?

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Hypothetical

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Google, Amazon, Meta

What criteria do you use to prioritize product features?

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Behavioral

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Google, Amazon, Meta

What criteria do you use to prioritize product features?

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Microsoft, Amazon, Google

What is your definition of market opportunity in a business plan?

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Microsoft, Amazon, Google

What is your definition of market opportunity in a business plan?

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Google, Meta, Amazon

What steps do you take to create an effective product strategy?

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Google, Meta, Amazon

What steps do you take to create an effective product strategy?

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Amazon, Google, Microsoft

What is your process for creating a product roadmap?

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Amazon, Google, Microsoft

What is your process for creating a product roadmap?

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Meta, Amazon, Google

How do you involve customers in the product development process?

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Meta, Amazon, Google

How do you involve customers in the product development process?

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Google, Microsoft, Amazon

How do you help market-oriented teams understand technical challenges?

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Google, Microsoft, Amazon

How do you help market-oriented teams understand technical challenges?

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Amazon, Google, Meta

How do you communicate technical concepts to non-technical teams effectively?

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Amazon, Google, Meta

How do you communicate technical concepts to non-technical teams effectively?

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Google, Amazon, Microsoft

How do you incorporate new features into an existing product roadmap?

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Google, Amazon, Microsoft

How do you incorporate new features into an existing product roadmap?

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Meta, Amazon, Google

What criteria do you use to evaluate a product's design?

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Behavioral

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Meta, Amazon, Google

What criteria do you use to evaluate a product's design?

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Google, Amazon, Microsoft

What metrics do you use to evaluate the success of a product launch?

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What metrics do you use to evaluate the success of a product launch?

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Amazon, Meta, Google

How do you measure user satisfaction with your product?

Medium

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Amazon, Meta, Google

How do you measure user satisfaction with your product?

Medium

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Google, Amazon, Microsoft

When is it appropriate to prioritize speed over quality in product delivery?

Medium

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Google, Amazon, Microsoft

When is it appropriate to prioritize speed over quality in product delivery?

Medium

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Amazon, Google, Meta

How do you prioritize tasks when faced with difficult decisions?

Medium

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Amazon, Google, Meta

How do you prioritize tasks when faced with difficult decisions?

Medium

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Google, Amazon, Microsoft

How do you handle conflicts with team members?

Medium

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Google, Amazon, Microsoft

How do you handle conflicts with team members?

Medium

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Amazon, Google, Meta

What key metrics do you use to evaluate a product's success?

Medium

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Amazon, Google, Meta

What key metrics do you use to evaluate a product's success?

Medium

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Google, Microsoft, Amazon

What metrics do you use to assess the effectiveness of a user interface?

Medium

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Google, Microsoft, Amazon

What metrics do you use to assess the effectiveness of a user interface?

Medium

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Meta, Google, Amazon

What is your process for onboarding new product managers?

Medium

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Meta, Google, Amazon

What is your process for onboarding new product managers?

Medium

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Amazon, Google, Microsoft

How do you plan software releases, and which development methodology does your company use?

Medium

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Amazon, Google, Microsoft

How do you plan software releases, and which development methodology does your company use?

Medium

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Google, Amazon, Meta

How do you prioritize your tasks effectively?

Medium

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Google, Amazon, Meta

How do you prioritize your tasks effectively?

Medium

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Microsoft, Amazon, Google

What are your career goals for the next five years?

Medium

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Microsoft, Amazon, Google

What are your career goals for the next five years?

Medium

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Google, Amazon, Meta

What is your approach to onboarding new users to your product?

Medium

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Google, Amazon, Meta

What is your approach to onboarding new users to your product?

Medium

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Amazon, Google, Microsoft

How do Product Managers collaborate with engineers?

Medium

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Amazon, Google, Microsoft

How do Product Managers collaborate with engineers?

Medium

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Google, Amazon, Meta

How did we determine our product pricing?

Medium

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Google, Amazon, Meta

How did we determine our product pricing?

Medium

Hypothetical

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Amazon, Google, Microsoft

How do you leverage AI in your role as a product manager?

Medium

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Amazon, Google, Microsoft

How do you leverage AI in your role as a product manager?

Medium

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Meta, Amazon, Google

How do product managers collaborate with executive leadership?

Medium

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Meta, Amazon, Google

How do product managers collaborate with executive leadership?

Medium

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Google, Amazon, Microsoft

How does this role align with your career goals in Product Management?

Medium

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Google, Amazon, Microsoft

How does this role align with your career goals in Product Management?

Medium

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Amazon, Google, Meta

Can you describe a time when you successfully managed customer expectations?

Medium

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Amazon, Google, Meta

Can you describe a time when you successfully managed customer expectations?

Medium

Behavioral

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Google, Amazon, Microsoft

Can you describe a time when you faced a product failure or received negative feedback, and how you addressed it?

Medium

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Google, Amazon, Microsoft

Can you describe a time when you faced a product failure or received negative feedback, and how you addressed it?

Medium

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Apple, Google, Amazon

What is the annual sales figure for iPads in the USA?

Medium

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Asked at

Apple, Google, Amazon

What is the annual sales figure for iPads in the USA?

Medium

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Google, Microsoft, Amazon

What is the current number of online users in Europe?

Medium

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Google, Microsoft, Amazon

What is the current number of online users in Europe?

Medium

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Amazon, Google, Meta

What is the estimated number of windows in New York City?

Hard

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Amazon, Google, Meta

What is the estimated number of windows in New York City?

Hard

Hypothetical

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Google, Microsoft, Amazon

What is the annual expenditure on gasoline in the USA?

Medium

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Google, Microsoft, Amazon

What is the annual expenditure on gasoline in the USA?

Medium

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Google, Amazon, Microsoft

How would you assess the market value of the Segway market in the United States?

Hard

Case

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Google, Amazon, Microsoft

How would you assess the market value of the Segway market in the United States?

Hard

Case

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Meta, Google, Amazon

How would you estimate Meta's daily user registrations?

Medium

Case

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Asked at

Meta, Google, Amazon

How would you estimate Meta's daily user registrations?

Medium

Case

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Amazon, Google, Microsoft

How would you explain our product to a potential customer?

Medium

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Amazon, Google, Microsoft

How would you explain our product to a potential customer?

Medium

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Google, Amazon, Meta

How would you create an improved metric to evaluate seller success?

Medium

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Google, Amazon, Meta

How would you create an improved metric to evaluate seller success?

Medium

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Amazon, Google, Meta

How would you design a platform to promote user engagement with underutilized tools and features?

Medium

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Amazon, Google, Meta

How would you design a platform to promote user engagement with underutilized tools and features?

Medium

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Google, Amazon, Microsoft

How would you design a mobile Sudoku game?

Medium

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Google, Amazon, Microsoft

How would you design a mobile Sudoku game?

Medium

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Meta, Amazon, Google

How do you measure the success of a specific feature?

Medium

Behavioral

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Meta, Amazon, Google

How do you measure the success of a specific feature?

Medium

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Google, Amazon, Meta

How would you describe Product Management in simple terms for a child?

Easy

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Google, Amazon, Meta

How would you describe Product Management in simple terms for a child?

Easy

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Amazon, Google, Microsoft

How would you describe product management to someone without a technical background?

Easy

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Amazon, Google, Microsoft

How would you describe product management to someone without a technical background?

Easy

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Meta, Google, Amazon

How would you describe product management to someone unfamiliar with the field?

Medium

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Meta, Google, Amazon

How would you describe product management to someone unfamiliar with the field?

Medium

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Google, Amazon, Microsoft

How would you approach a technical challenge you haven't faced before? Please outline your step-by-step methodology

Medium

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Google, Amazon, Microsoft

How would you approach a technical challenge you haven't faced before? Please outline your step-by-step methodology

Medium

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Amazon, Google, Microsoft

How would you implement cross-domain authentication?

Medium

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Amazon, Google, Microsoft

How would you implement cross-domain authentication?

Medium

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LinkedIn, Google, Amazon

How would you encourage sales professionals to share more links on LinkedIn, and what metrics would you use to measure their engagement?

Medium

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LinkedIn, Google, Amazon

How would you encourage sales professionals to share more links on LinkedIn, and what metrics would you use to measure their engagement?

Medium

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Google, Microsoft, Amazon

What steps would you take to determine the number of red cars in China?

Medium

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Google, Microsoft, Amazon

What steps would you take to determine the number of red cars in China?

Medium

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Amazon, Google, Meta

How would you address a situation where a vendor fails to meet their deadline, causing delays in your project timeline with a customer?

Medium

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Amazon, Google, Meta

How would you address a situation where a vendor fails to meet their deadline, causing delays in your project timeline with a customer?

Medium

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Google, Amazon, Microsoft

How would you enhance the product's functionality?

Medium

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Google, Amazon, Microsoft

How would you enhance the product's functionality?

Medium

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Amazon, Google, Meta

What improvements would you make to your favorite product?

Medium

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Amazon, Google, Meta

What improvements would you make to your favorite product?

Medium

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Google, Microsoft, Amazon

How would you boost adoption of feature X?

Medium

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Asked at

Google, Microsoft, Amazon

How would you boost adoption of feature X?

Medium

Hypothetical

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Amazon, Google, Meta

How do you effectively manage a remote team across different time zones?

Medium

Behavioral

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Amazon, Google, Meta

How do you effectively manage a remote team across different time zones?

Medium

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Google, Amazon, Microsoft

How do you prioritize tasks when faced with two equally important deadlines?

Medium

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Asked at

Google, Amazon, Microsoft

How do you prioritize tasks when faced with two equally important deadlines?

Medium

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Amazon, Google, Meta

How do you handle a situation where a team member is unable to manage competing priorities due to limited bandwidth?

Medium

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Amazon, Google, Meta

How do you handle a situation where a team member is unable to manage competing priorities due to limited bandwidth?

Medium

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Google, Amazon, Microsoft

How do you resolve disagreements with engineers regarding project requirements?

Medium

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Asked at

Google, Amazon, Microsoft

How do you resolve disagreements with engineers regarding project requirements?

Medium

Behavioral

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Asked at

Meta, Google, Amazon

How would you estimate the annual network bandwidth usage for a mobile messaging app aimed at becoming the world's most popular?

Medium

Case

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Meta, Google, Amazon

How would you estimate the annual network bandwidth usage for a mobile messaging app aimed at becoming the world's most popular?

Medium

Case

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Asked at

Amazon, Google, Meta

How did you engage with users in your previous role?

Medium

Behavioral

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Asked at

Amazon, Google, Meta

How did you engage with users in your previous role?

Medium

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Google, Amazon, Microsoft

Is achieving consensus your primary objective in team discussions?

Medium

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Asked at

Google, Amazon, Microsoft

Is achieving consensus your primary objective in team discussions?

Medium

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Meta, Google, Amazon

Can you share a life experience that demonstrates your eagerness to learn new skills or techniques?

Medium

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Meta, Google, Amazon

Can you share a life experience that demonstrates your eagerness to learn new skills or techniques?

Medium

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Amazon, Google, Microsoft

What product would you improve, and what specific changes would you implement?

Medium

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Asked at

Amazon, Google, Microsoft

What product would you improve, and what specific changes would you implement?

Medium

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Google, Meta, Amazon

Choose a product you like or dislike. What are your reasons, and what changes would you make?

Medium

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Asked at

Google, Meta, Amazon

Choose a product you like or dislike. What are your reasons, and what changes would you make?

Medium

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Amazon, Google, Microsoft

Can you provide an example of a mistake you made at work and explain how you addressed it?

Medium

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Amazon, Google, Microsoft

Can you provide an example of a mistake you made at work and explain how you addressed it?

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Google, Amazon, Meta

Can you provide an example of a time when you used data-driven decision-making to achieve success?

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Google, Amazon, Meta

Can you provide an example of a time when you used data-driven decision-making to achieve success?

Medium

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Asked at

Amazon, Google, Microsoft

How did you manage a product roadmap in your previous role?

Medium

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Asked at

Amazon, Google, Microsoft

How did you manage a product roadmap in your previous role?

Medium

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Asked at

Google, Microsoft, Amazon

What is a current tech trend to watch and why?

Easy

Hypothetical

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Asked at

Google, Microsoft, Amazon

What is a current tech trend to watch and why?

Easy

Hypothetical

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Practice with AI

Asked at

Amazon, Google, Meta

What is the best product idea you've ever developed as a Product Manager, and what was the worst idea you implemented?

Medium

Behavioral

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Asked at

Amazon, Google, Meta

What is the best product idea you've ever developed as a Product Manager, and what was the worst idea you implemented?

Medium

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Asked at

Google, Microsoft, Amazon

Can you describe a time when you had to decline a project or idea?

Medium

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Asked at

Google, Microsoft, Amazon

Can you describe a time when you had to decline a project or idea?

Medium

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Asked at

Amazon, Google, Microsoft

What new feature would you suggest for Amazon, and which metrics would you use to evaluate its success?

Medium

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Asked at

Amazon, Google, Microsoft

What new feature would you suggest for Amazon, and which metrics would you use to evaluate its success?

Medium

Hypothetical

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Asked at

Google, Amazon, Meta

Can you describe your process for managing a feature from conception to launch?

Medium

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Asked at

Google, Amazon, Meta

Can you describe your process for managing a feature from conception to launch?

Medium

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Asked at

Amazon, Google, Microsoft

Can you describe a specific instance where you utilized data to inform a product decision?

Medium

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Asked at

Amazon, Google, Microsoft

Can you describe a specific instance where you utilized data to inform a product decision?

Medium

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Google, Amazon, Meta

Can you describe a situation where you had to make a decision in a highly ambiguous environment?

Medium

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Asked at

Google, Amazon, Meta

Can you describe a situation where you had to make a decision in a highly ambiguous environment?

Medium

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Asked at

Amazon, Google, Microsoft

Describe a company known for excellent customer service. What practices contribute to their success?

Medium

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Asked at

Amazon, Google, Microsoft

Describe a company known for excellent customer service. What practices contribute to their success?

Medium

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Asked at

Google, Meta, Amazon

As the merchandise producer for the upcoming NBA championships, how would you decide what items to create and in what quantities to ensure fans are adequately outfitted, regardless of the winning team?

Medium

Hypothetical

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Asked at

Google, Meta, Amazon

As the merchandise producer for the upcoming NBA championships, how would you decide what items to create and in what quantities to ensure fans are adequately outfitted, regardless of the winning team?

Medium

Hypothetical

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Asked at

Uber, Google, Amazon

Why do you think there are more Uber drop-offs than pick-ups at the airport, and what changes would you implement in the product to address this imbalance?

Medium

Case

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Practice with AI

Asked at

Uber, Google, Amazon

Why do you think there are more Uber drop-offs than pick-ups at the airport, and what changes would you implement in the product to address this imbalance?

Medium

Case

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Practice with AI

Asked at

Google, Amazon, Microsoft

Describe a product you used today. What did you like about it, and what improvements would you suggest?

Medium

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Asked at

Google, Amazon, Microsoft

Describe a product you used today. What did you like about it, and what improvements would you suggest?

Medium

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Google, Amazon, Meta

Can you provide a recent example of a competitive strategy implemented by a company and share your perspective on its effectiveness?

Medium

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Asked at

Google, Amazon, Meta

Can you provide a recent example of a competitive strategy implemented by a company and share your perspective on its effectiveness?

Medium

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Practice with AI

Asked at

Amazon, Google, Microsoft

What support do you need from your manager to succeed in a product management role?

Medium

Behavioral

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Practice with AI

Asked at

Amazon, Google, Microsoft

What support do you need from your manager to succeed in a product management role?

Medium

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Practice with AI

Asked at

Google, Meta, Amazon

What inputs do you consider when creating a product roadmap?

Medium

Hypothetical

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Asked at

Google, Meta, Amazon

What inputs do you consider when creating a product roadmap?

Medium

Hypothetical

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Asked at

Amazon, Google, Microsoft

Can you share your mentoring experience in training product managers on the technical aspects of the business?

Medium

Behavioral

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Asked at

Amazon, Google, Microsoft

Can you share your mentoring experience in training product managers on the technical aspects of the business?

Medium

Behavioral

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Practice with AI

Asked at

Google, Amazon, Meta

What are your favorite products and why? If you were the Product Manager for one of them, what improvements would you suggest and why?

Medium

Behavioral

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Asked at

Google, Amazon, Meta

What are your favorite products and why? If you were the Product Manager for one of them, what improvements would you suggest and why?

Medium

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Asked at

Amazon, Google, Microsoft

What are effective communication strategies for engaging with senior management?

Medium

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Asked at

Amazon, Google, Microsoft

What are effective communication strategies for engaging with senior management?

Medium

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Asked at

Google, Meta, Amazon

What key components should be included in a competitive analysis?

Medium

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Asked at

Google, Meta, Amazon

What key components should be included in a competitive analysis?

Medium

Hypothetical

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Practice with AI

Asked at

Amazon, Google, Microsoft

What are the main conflicts between development and business teams, and how have you successfully resolved them in your previous roles?

Hard

Behavioral

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Asked at

Amazon, Google, Microsoft

What are the main conflicts between development and business teams, and how have you successfully resolved them in your previous roles?

Hard

Behavioral

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Practice with AI

Asked at

Google, Amazon, Meta

What key qualities define an effective Product Manager?

Medium

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Asked at

Google, Amazon, Meta

What key qualities define an effective Product Manager?

Medium

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Asked at

Amazon, Google, Microsoft

Can you describe the use cases you have worked on in your previous roles?

Medium

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Asked at

Amazon, Google, Microsoft

Can you describe the use cases you have worked on in your previous roles?

Medium

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Practice with AI

Asked at

Google, Amazon, Microsoft

What variable costs are involved in shipping physical products to customers?

Medium

Technical

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Asked at

Google, Amazon, Microsoft

What variable costs are involved in shipping physical products to customers?

Medium

Technical

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Asked at

Amazon, Google, Meta

What are your two primary principles for effective product management?

Medium

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Asked at

Amazon, Google, Meta

What are your two primary principles for effective product management?

Medium

Behavioral

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Asked at

Google, Amazon, Microsoft

What are your preferred methods for conducting customer research?

Medium

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Asked at

Google, Amazon, Microsoft

What are your preferred methods for conducting customer research?

Medium

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Practice with AI

Asked at

Amazon, Google, Meta

What parts of Product Management do you find least engaging?

Medium

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Asked at

Amazon, Google, Meta

What parts of Product Management do you find least engaging?

Medium

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Asked at

Google, Microsoft, Amazon

What aspects of Product Management excite you the most?

Medium

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Asked at

Google, Microsoft, Amazon

What aspects of Product Management excite you the most?

Medium

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Asked at

Amazon, Google, Meta

What interests you most about this project: our product or our company?

Medium

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Asked at

Amazon, Google, Meta

What interests you most about this project: our product or our company?

Medium

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Practice with AI

Asked at

Google, Microsoft, Amazon

What improvements would you suggest for our product, and what is your reasoning behind them?

Medium

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Practice with AI

Asked at

Google, Microsoft, Amazon

What improvements would you suggest for our product, and what is your reasoning behind them?

Medium

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Asked at

Amazon, Google, Meta

What key factors would you consider when developing a mobile app?

Medium

Hypothetical

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Asked at

Amazon, Google, Meta

What key factors would you consider when developing a mobile app?

Medium

Hypothetical

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Asked at

Amazon, Google, Netflix

How can you write a function to identify the missing integer in an array containing numbers from 1 to n?

Medium

Coding

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Asked at

Amazon, Google, Netflix

How can you write a function to identify the missing integer in an array containing numbers from 1 to n?

Medium

Coding

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Asked at

Netflix, Microsoft, Amazon

Write a function to calculate the number of distinct ways to construct a specified string

Medium

Coding

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Asked at

Netflix, Microsoft, Amazon

Write a function to calculate the number of distinct ways to construct a specified string

Medium

Coding

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Asked at

Amazon

Write a function to execute an inorder traversal of a binary tree

Medium

Coding

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Asked at

Amazon

Write a function to execute an inorder traversal of a binary tree

Medium

Coding

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Asked at

Apple, Intel, Amazon

How would you implement a function to perform integer division without using the division operator?

Hard

Coding

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Asked at

Apple, Intel, Amazon

How would you implement a function to perform integer division without using the division operator?

Hard

Coding

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Asked at

Amazon, Netflix, Apple

Write a function to solve the job scheduling problem that maximizes profit

Hard

Coding

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Asked at

Amazon, Netflix, Apple

Write a function to solve the job scheduling problem that maximizes profit

Hard

Coding

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Asked at

IBM, Amazon

How would you implement a function to find the maximum product of a contiguous subarray in an array of integers?

Hard

Coding

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Asked at

IBM, Amazon

How would you implement a function to find the maximum product of a contiguous subarray in an array of integers?

Hard

Coding

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Asked at

Google, Amazon

How would you implement a function to solve the Russian doll envelopes problem?

Hard

Coding

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Asked at

Google, Amazon

How would you implement a function to solve the Russian doll envelopes problem?

Hard

Coding

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Asked at

Amazon, Google, Netflix

How can you write an efficient program to swap odd and even bits in an integer, minimizing the number of instructions used (e.g., swapping bit 0 with bit 1, bit 2 with bit 3, etc.)?

Hard

Coding

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Asked at

Amazon, Google, Netflix

How can you write an efficient program to swap odd and even bits in an integer, minimizing the number of instructions used (e.g., swapping bit 0 with bit 1, bit 2 with bit 3, etc.)?

Hard

Coding

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Asked at

Netflix, Tesla, Amazon

How would you implement an algorithm to detect a cycle in a linked list?

Hard

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How would you implement an algorithm to detect a cycle in a linked list?

Hard

Coding

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Intel, Amazon

How would you write an algorithm to evaluate a postfix expression?

Hard

Coding

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Intel, Amazon

How would you write an algorithm to evaluate a postfix expression?

Hard

Coding

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Describe an algorithm to determine the minimum spanning tree of a given graph

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Technical

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Describe an algorithm to determine the minimum spanning tree of a given graph

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How would you implement an algorithm to merge two binary heaps efficiently?

Hard

Technical

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How would you implement an algorithm to merge two binary heaps efficiently?

Hard

Technical

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How would you design an algorithm to efficiently solve the N-Queens problem?

Hard

Coding

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Amazon, Google, Microsoft

How would you design an algorithm to efficiently solve the N-Queens problem?

Hard

Coding

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How would you merge k sorted linked lists into a single sorted linked list?

Medium

Coding

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How would you merge k sorted linked lists into a single sorted linked list?

Medium

Coding

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What does the code `((n & (n-1)) == 0)` do?

Medium

Technical

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What does the code `((n & (n-1)) == 0)` do?

Medium

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Why is digital marketing essential for modern businesses?

Medium

Hypothetical

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Why is digital marketing essential for modern businesses?

Medium

Hypothetical

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Why is omnichannel marketing important?

Medium

Hypothetical

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Why is omnichannel marketing important?

Medium

Hypothetical

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How has marketing evolved in the digital age?

Medium

Behavioral

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How has marketing evolved in the digital age?

Medium

Behavioral

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What challenges do businesses face in multi-channel marketing, and how can they effectively address these challenges?

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What challenges do businesses face in multi-channel marketing, and how can they effectively address these challenges?

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What distinguishes performance marketing from traditional marketing?

Medium

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What distinguishes performance marketing from traditional marketing?

Medium

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What is affiliate marketing, and what are its key benefits?

Medium

Technical

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What is affiliate marketing, and what are its key benefits?

Medium

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What is programmatic advertising and how is it transforming the marketing landscape?

Medium

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What is programmatic advertising and how is it transforming the marketing landscape?

Medium

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How has e-commerce influenced marketing strategies?

Medium

Hypothetical

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How has e-commerce influenced marketing strategies?

Medium

Hypothetical

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How does voice search impact digital marketing strategies?

Medium

Hypothetical

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How does voice search impact digital marketing strategies?

Medium

Hypothetical

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Can you describe a recent challenging problem you faced and the steps you took to solve it?

Medium

Behavioral

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Can you describe a recent challenging problem you faced and the steps you took to solve it?

Medium

Behavioral

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How can you write a function to determine the minimum number of jumps required to reach the end of an array?

Medium

Coding

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How can you write a function to determine the minimum number of jumps required to reach the end of an array?

Medium

Coding

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Apple, Amazon

How would you implement an algorithm to generate all valid combinations of n pairs of parentheses?

Hard

Coding

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Apple, Amazon

How would you implement an algorithm to generate all valid combinations of n pairs of parentheses?

Hard

Coding

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Apple, Amazon, Tesla

How would you implement an algorithm to solve the minimum window substring problem?

Hard

Coding

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Apple, Amazon, Tesla

How would you implement an algorithm to solve the minimum window substring problem?

Hard

Coding

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Microsoft, Amazon, Google

How would you implement an algorithm to solve the N-Queens problem?

Hard

Coding

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Microsoft, Amazon, Google

How would you implement an algorithm to solve the N-Queens problem?

Hard

Coding

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Amazon

How would you implement a genetic algorithm to solve the traveling salesman problem?

Hard

Technical

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Amazon

How would you implement a genetic algorithm to solve the traveling salesman problem?

Hard

Technical

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How do you write a function to determine the maximum width of a binary tree?

Medium

Coding

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How do you write a function to determine the maximum width of a binary tree?

Medium

Coding

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How do you write a function to determine if one binary tree is a subtree of another binary tree?

Medium

Coding

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How do you write a function to determine if one binary tree is a subtree of another binary tree?

Medium

Coding

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How do you write a function to validate a Sudoku solution?

Medium

Coding

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How do you write a function to validate a Sudoku solution?

Medium

Coding

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How can you write a function to check if a given number is a power of three?

Medium

Coding

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How can you write a function to check if a given number is a power of three?

Medium

Coding

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IBM, Amazon, Apple

How would you write a function to find all paths in a binary tree that equal a specified sum?

Hard

Coding

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IBM, Amazon, Apple

How would you write a function to find all paths in a binary tree that equal a specified sum?

Hard

Coding

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IBM, Amazon, Intel

Write a function to calculate the distance between two nodes in a binary tree

Medium

Coding

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IBM, Amazon, Intel

Write a function to calculate the distance between two nodes in a binary tree

Medium

Coding

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How do you write a function to find the k-th smallest element in a binary search tree (BST)?

Medium

Coding

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How do you write a function to find the k-th smallest element in a binary search tree (BST)?

Medium

Coding

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How would you write a function to find the k-th smallest element in a sorted matrix?

Medium

Coding

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Amazon

How would you write a function to find the k-th smallest element in a sorted matrix?

Medium

Coding

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How can you write a function to calculate the minimum cost of merging stones?

Hard

Coding

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How can you write a function to calculate the minimum cost of merging stones?

Hard

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How can you write a function to determine the minimum number of deletions required to convert a string into a palindrome?

Hard

Coding

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How can you write a function to determine the minimum number of deletions required to convert a string into a palindrome?

Hard

Coding

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How can you determine if a graph is bipartite?

Medium

Technical

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How can you determine if a graph is bipartite?

Medium

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How would you modify the system to allow users to create custom rules for categorizing transactions from specific sellers, overriding default settings?

Medium

Hypothetical

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How would you modify the system to allow users to create custom rules for categorizing transactions from specific sellers, overriding default settings?

Medium

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How would you design a file system for a new operating system?

Hard

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How would you design a file system for a new operating system?

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Amazon

How would you design an effective real-time recommendation engine?

Hard

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Amazon

How would you design an effective real-time recommendation engine?

Hard

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How would you design a system for real-time notifications?

Hard

Design

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How would you design a system for real-time notifications?

Hard

Design

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Amazon, Intel

How would you design a system for distributed tracing management?

Hard

Design

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How would you design a system for distributed tracing management?

Hard

Design

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How would you design a real-time anomaly detection system?

Hard

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How would you design a real-time anomaly detection system?

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How would you design a real-time data classification system?

Hard

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How would you design a real-time data classification system?

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How would you design a system for real-time data enrichment?

Hard

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How would you design a system for real-time data enrichment?

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What steps would you take to design a system for real-time data reconciliation?

Hard

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IBM, Netflix, Amazon

What steps would you take to design a system for real-time data reconciliation?

Hard

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Amazon

How would you design a system for real-time data visualization? Please outline your approach, key considerations, and any technologies you would use

Hard

Hypothetical

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Amazon

How would you design a system for real-time data visualization? Please outline your approach, key considerations, and any technologies you would use

Hard

Hypothetical

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Amazon, IBM

How would you implement API rate limiting?

Hard

Technical

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Amazon, IBM

How would you implement API rate limiting?

Hard

Technical

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Amazon, Google, Microsoft

How do you detect a cycle in a linked list?

Medium

Technical

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Amazon, Google, Microsoft

How do you detect a cycle in a linked list?

Medium

Technical

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Amazon

How do you approach data rebalancing in a distributed system?

Hard

Technical

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Amazon

How do you approach data rebalancing in a distributed system?

Hard

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Amazon

What strategies would you use to manage data replication in a distributed database?

Hard

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Amazon

What strategies would you use to manage data replication in a distributed database?

Hard

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How do you manage data versioning in distributed systems?

Hard

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How do you manage data versioning in distributed systems?

Hard

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Amazon, Google, Apple

How would you address latency issues in a distributed system?

Hard

Technical

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Amazon, Google, Apple

How would you address latency issues in a distributed system?

Hard

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Amazon, Netflix

What strategies would you use to manage multi-tenancy in a large web application?

Hard

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Amazon, Netflix

What strategies would you use to manage multi-tenancy in a large web application?

Hard

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Meta, Apple, Amazon

How do you manage partitioning in a distributed database?

Hard

Technical

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Meta, Apple, Amazon

How do you manage partitioning in a distributed database?

Hard

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Amazon, Meta, Microsoft

How would you address scalability challenges in a distributed system?

Hard

Technical

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Amazon, Meta, Microsoft

How would you address scalability challenges in a distributed system?

Hard

Technical

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Microsoft, IBM, Amazon

What steps would you take to implement an effective distributed logging system?

Hard

Technical

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Microsoft, IBM, Amazon

What steps would you take to implement an effective distributed logging system?

Hard

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IBM, Amazon, Tesla

How would you design and implement a load balancer for a distributed system?

Hard

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IBM, Amazon, Tesla

How would you design and implement a load balancer for a distributed system?

Hard

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Amazon

What are the key security concerns in web development?

Medium

Technical

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Amazon

What are the key security concerns in web development?

Medium

Technical

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How do you convert a non-negative integer (less than 2^31 - 1) into its English words representation?

Medium

Technical

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How do you convert a non-negative integer (less than 2^31 - 1) into its English words representation?

Medium

Technical

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Tesla, Amazon

How would you design a hash table from scratch without utilizing any built-in libraries?

Hard

Technical

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Tesla, Amazon

How would you design a hash table from scratch without utilizing any built-in libraries?

Hard

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Amazon, Intel, Netflix

How would you design an efficient method to calculate the frequency of a specific word in a book, considering the need to run this algorithm multiple times?

Medium

Technical

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Amazon, Intel, Netflix

How would you design an efficient method to calculate the frequency of a specific word in a book, considering the need to run this algorithm multiple times?

Medium

Technical

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Google, Netflix, Amazon

How would you design an algorithm to find all positive integer solutions for the equation a³ + b³ = c³ + d³, where a, b, c, and d range from 1 to 1000?

Hard

Coding

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How would you design an algorithm to find all positive integer solutions for the equation a³ + b³ = c³ + d³, where a, b, c, and d range from 1 to 1000?

Hard

Coding

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Intel, Amazon, Google

Design a data structure for a Least Recently Used (LRU) cache that efficiently supports 'get' and 'put' operations

Hard

Technical

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Intel, Amazon, Google

Design a data structure for a Least Recently Used (LRU) cache that efficiently supports 'get' and 'put' operations

Hard

Technical

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Tesla, Amazon, Meta

How would you design and implement a stack that supports the operations: push, pop, top, and retrieving the minimum element in constant time?

Hard

Technical

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Tesla, Amazon, Meta

How would you design and implement a stack that supports the operations: push, pop, top, and retrieving the minimum element in constant time?

Hard

Technical

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Amazon, Apple

Describe an efficient algorithm to find the maximum sum of a contiguous subarray in a given array of integers

Medium

Technical

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Amazon, Apple

Describe an efficient algorithm to find the maximum sum of a contiguous subarray in a given array of integers

Medium

Technical

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Google, Amazon, Apple

How would you implement an algorithm to find the starting node of a loop in a circular linked list?

Hard

Coding

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Google, Amazon, Apple

How would you implement an algorithm to find the starting node of a loop in a circular linked list?

Hard

Coding

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How can you design an algorithm to find all permutations of a smaller string within a larger string, and print the indices of each permutation?

Medium

Coding

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Netflix, Amazon, Apple

How can you design an algorithm to find all permutations of a smaller string within a larger string, and print the indices of each permutation?

Medium

Coding

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Meta, Amazon, Netflix

How can you create a minimal height binary search tree from a sorted array of unique integers?

Medium

Coding

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Meta, Amazon, Netflix

How can you create a minimal height binary search tree from a sorted array of unique integers?

Medium

Coding

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Google, Amazon

Given a string s (maximum length 1000), identify the longest palindromic substring within it

Medium

Coding

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Asked at

Google, Amazon

Given a string s (maximum length 1000), identify the longest palindromic substring within it

Medium

Coding

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Write a function to determine if a given string is a permutation of a palindrome, where a palindrome reads the same forwards and backwards

Medium

Coding

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Asked at

Netflix, Amazon

Write a function to determine if a given string is a permutation of a palindrome, where a palindrome reads the same forwards and backwards

Medium

Coding

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Amazon, Netflix

How would you write a method to rotate an NxN image matrix by 90 degrees in place, considering each pixel is 4 bytes?

Medium

Coding

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Amazon, Netflix

How would you write a method to rotate an NxN image matrix by 90 degrees in place, considering each pixel is 4 bytes?

Medium

Coding

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Amazon, Tesla, Intel

How would you implement a function to verify if a given binary tree is a binary search tree?

Medium

Coding

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Amazon, Tesla, Intel

How would you implement a function to verify if a given binary tree is a binary search tree?

Medium

Coding

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Amazon

How can you implement a function to determine if a graph is connected?

Medium

Technical

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Asked at

Amazon

How can you implement a function to determine if a graph is connected?

Medium

Technical

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Amazon, Intel

How would you implement a function to determine if a linked list is a palindrome?

Medium

Coding

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Amazon, Intel

How would you implement a function to determine if a linked list is a palindrome?

Medium

Coding

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Amazon, IBM, Tesla

How would you implement a function to find all anagrams of a given string within a larger text?

Medium

Coding

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Amazon, IBM, Tesla

How would you implement a function to find all anagrams of a given string within a larger text?

Medium

Coding

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Amazon, Netflix

How would you implement a function to find the lowest common ancestor of two nodes in a binary tree?

Medium

Technical

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Amazon, Netflix

How would you implement a function to find the lowest common ancestor of two nodes in a binary tree?

Medium

Technical

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Amazon, IBM

How do you implement a function for matrix multiplication?

Medium

Coding

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Amazon, IBM

How do you implement a function for matrix multiplication?

Medium

Coding

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IBM, Amazon, Tesla

How can you determine if two binary trees are identical?

Medium

Coding

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IBM, Amazon, Tesla

How can you determine if two binary trees are identical?

Medium

Coding

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Microsoft, Apple, Amazon

How would you implement a method to identify common elements in three sorted arrays?

Medium

Coding

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Microsoft, Apple, Amazon

How would you implement a method to identify common elements in three sorted arrays?

Medium

Coding

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Amazon

How would you implement a method to find the minimum path sum in a grid?

Medium

Coding

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Amazon

How would you implement a method to find the minimum path sum in a grid?

Medium

Coding

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Amazon

How would you implement an algorithm to find the smallest substring in a given string that contains all the characters of another string?

Hard

Coding

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Amazon

How would you implement an algorithm to find the smallest substring in a given string that contains all the characters of another string?

Hard

Coding

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Amazon

How would you implement a method to find a specific range of values within a sorted array?

Medium

Technical

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Amazon

How would you implement a method to find a specific range of values within a sorted array?

Medium

Technical

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Amazon, IBM

How would you implement a recursive function to reverse a linked list?

Medium

Coding

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Amazon, IBM

How would you implement a recursive function to reverse a linked list?

Medium

Coding

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Netflix, IBM, Amazon

How would you implement an algorithm to add two numbers represented as linked lists?

Medium

Coding

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Netflix, IBM, Amazon

How would you implement an algorithm to add two numbers represented as linked lists?

Medium

Coding

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Netflix, Amazon

How would you implement an algorithm to determine if a binary tree is symmetric?

Medium

Technical

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Netflix, Amazon

How would you implement an algorithm to determine if a binary tree is symmetric?

Medium

Technical

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Amazon, Apple, IBM

How would you implement an algorithm to transform a binary search tree into a greater tree?

Medium

Technical

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Amazon, Apple, IBM

How would you implement an algorithm to transform a binary search tree into a greater tree?

Medium

Technical

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Amazon, Microsoft, Meta

How would you implement an algorithm to delete a middle node from a singly linked list when given only access to that specific node?

Medium

Coding

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Amazon, Microsoft, Meta

How would you implement an algorithm to delete a middle node from a singly linked list when given only access to that specific node?

Medium

Coding

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Amazon, Intel

How would you implement an algorithm to identify all duplicate subtrees in a binary tree?

Hard

Coding

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Amazon, Intel

How would you implement an algorithm to identify all duplicate subtrees in a binary tree?

Hard

Coding

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Amazon

How would you implement an algorithm to calculate the average value of each level in a binary tree?

Medium

Coding

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Amazon

How would you implement an algorithm to calculate the average value of each level in a binary tree?

Medium

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Amazon, Meta, Intel

How would you implement an algorithm to find the bottom left value in a binary tree?

Medium

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Amazon, Meta, Intel

How would you implement an algorithm to find the bottom left value in a binary tree?

Medium

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Amazon, Meta

How would you implement an algorithm to determine the maximum number of non-overlapping events that can be attended?

Medium

Coding

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Amazon, Meta

How would you implement an algorithm to determine the maximum number of non-overlapping events that can be attended?

Medium

Coding

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Amazon, Tesla, Intel

How would you implement an algorithm to maximize the points obtained from a set of cards?

Medium

Coding

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Amazon, Tesla, Intel

How would you implement an algorithm to maximize the points obtained from a set of cards?

Medium

Coding

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IBM, Amazon

How would you implement an algorithm to determine the minimum cost of painting a house?

Medium

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How would you implement an algorithm to determine the minimum cost of painting a house?

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How would you implement an algorithm to determine the minimum number of arrows needed to burst all balloons in a given array?

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Coding

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Amazon, Google

How would you implement an algorithm to determine the minimum number of arrows needed to burst all balloons in a given array?

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Coding

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Google, Amazon, Microsoft

What is the largest budget you have managed in your previous roles?

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Behavioral

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Google, Amazon, Microsoft

What is the largest budget you have managed in your previous roles?

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Google, Amazon, Microsoft

What is the probability that the first day of the month falls on a Monday?

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Google, Amazon, Microsoft

What is the probability that the first day of the month falls on a Monday?

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Google, Amazon, Microsoft

What strategies do you use to effectively multitask in a professional setting?

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Google, Amazon, Microsoft

What strategies do you use to effectively multitask in a professional setting?

Medium

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Google, Amazon, Microsoft

Can you describe your favorite project and what made it meaningful to you?

Easy

Behavioral

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Google, Amazon, Microsoft

Can you describe your favorite project and what made it meaningful to you?

Easy

Behavioral

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Google, Amazon, Microsoft

What metrics do you use to assess the organization's progress?

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Behavioral

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Google, Amazon, Microsoft

What metrics do you use to assess the organization's progress?

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Can you describe the research you have conducted relevant to this position?

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Google, Amazon, Microsoft

Can you describe the research you have conducted relevant to this position?

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Behavioral

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What strategies do you recommend for effectively budgeting a new project?

Medium

Behavioral

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What strategies do you recommend for effectively budgeting a new project?

Medium

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What are the key differences between budgeting and forecasting?

Medium

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What are the key differences between budgeting and forecasting?

Medium

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What is the most impressive experience listed on your resume?

Medium

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Google, Amazon, Microsoft

What is the most impressive experience listed on your resume?

Medium

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How do you prioritize and manage multiple tasks effectively?

Medium

Behavioral

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Google, Amazon, Microsoft

How do you prioritize and manage multiple tasks effectively?

Medium

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Google, Amazon, Microsoft

What are your career goals for the next five years?

Medium

Behavioral

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Google, Amazon, Microsoft

What are your career goals for the next five years?

Medium

Behavioral

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Google, Amazon, Microsoft

Which is more crucial for business success: IQ or EQ?

Medium

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Google, Amazon, Microsoft

Which is more crucial for business success: IQ or EQ?

Medium

Hypothetical

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Google, Amazon, Microsoft

What attracts you to this position?

Easy

Behavioral

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Google, Amazon, Microsoft

What attracts you to this position?

Easy

Behavioral

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Google, Amazon, Microsoft

What factors could lead to a high-tech company having a higher price-to-earnings (P/E) ratio compared to a grocery retailer?

Medium

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Google, Amazon, Microsoft

What factors could lead to a high-tech company having a higher price-to-earnings (P/E) ratio compared to a grocery retailer?

Medium

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Amazon

How do you delete a node in a binary search tree?

Medium

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Amazon

How do you delete a node in a binary search tree?

Medium

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IBM, Amazon, Meta

How do you implement a breadth-first search (BFS) algorithm in a graph?

Medium

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IBM, Amazon, Meta

How do you implement a breadth-first search (BFS) algorithm in a graph?

Medium

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Amazon

How would you design a file-sharing system like Dropbox?

Hard

Case

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Amazon

How would you design a file-sharing system like Dropbox?

Hard

Case

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IBM, Amazon, Apple

How would you design a real-time stock price tracking and display system?

Hard

Case

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IBM, Amazon, Apple

How would you design a real-time stock price tracking and display system?

Hard

Case

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Netflix, Amazon

How would you design and implement a distributed data deduplication system?

Hard

Technical

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Netflix, Amazon

How would you design and implement a distributed data deduplication system?

Hard

Technical

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Amazon, Netflix

How would you go about implementing a distributed hash table?

Hard

Technical

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Amazon, Netflix

How would you go about implementing a distributed hash table?

Hard

Technical

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Apple, Amazon, Microsoft

How would you implement a distributed load testing tool?

Hard

Technical

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Apple, Amazon, Microsoft

How would you implement a distributed load testing tool?

Hard

Technical

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Amazon, Netflix

How would you design and implement a distributed metadata service?

Hard

Technical

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Amazon, Netflix

How would you design and implement a distributed metadata service?

Hard

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Google, Microsoft, Amazon

How would you implement a distributed service mesh in a cloud environment?

Hard

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Google, Microsoft, Amazon

How would you implement a distributed service mesh in a cloud environment?

Hard

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Amazon, Apple, Intel

How would you implement a distributed tracing solution in a microservices architecture?

Hard

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Amazon, Apple, Intel

How would you implement a distributed tracing solution in a microservices architecture?

Hard

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Meta, Amazon, IBM

How would you implement a priority queue?

Medium

Technical

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Meta, Amazon, IBM

How would you implement a priority queue?

Medium

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Netflix, Amazon, Microsoft

How would you design and implement a system for managing API gateways?

Hard

Technical

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Netflix, Amazon, Microsoft

How would you design and implement a system for managing API gateways?

Hard

Technical

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Amazon, Netflix, IBM

How would you reverse a linked list?

Medium

Coding

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Amazon, Netflix, IBM

How would you reverse a linked list?

Medium

Coding

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Microsoft, Amazon

What is the difference between recursion and iteration in programming?

Medium

Technical

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Microsoft, Amazon

What is the difference between recursion and iteration in programming?

Medium

Technical

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Microsoft, Amazon

What is the process for removing the nth node from the end of a linked list?

Medium

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Microsoft, Amazon

What is the process for removing the nth node from the end of a linked list?

Medium

Technical

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Amazon

How would you merge two sorted linked lists into one sorted linked list?

Medium

Coding

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Amazon

How would you merge two sorted linked lists into one sorted linked list?

Medium

Coding

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Google, Amazon, Meta

What are the key benefits and challenges of implementing serverless architecture?

Medium

Hypothetical

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Google, Amazon, Meta

What are the key benefits and challenges of implementing serverless architecture?

Medium

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Meta, Apple, Amazon

What is deadlock in operating systems, and how does it affect resource allocation?

Medium

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Meta, Apple, Amazon

What is deadlock in operating systems, and how does it affect resource allocation?

Medium

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Apple, Intel, Amazon

What is overfitting in machine learning, and how does it impact model performance?

Medium

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Apple, Intel, Amazon

What is overfitting in machine learning, and how does it impact model performance?

Medium

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Amazon, Microsoft

What is a distributed consensus protocol, and how does it function in ensuring agreement among multiple nodes in a network?

Hard

Technical

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Amazon, Microsoft

What is a distributed consensus protocol, and how does it function in ensuring agreement among multiple nodes in a network?

Hard

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Tesla, Amazon, Apple

What is a sharded counter and how does it work in distributed systems?

Medium

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Tesla, Amazon, Apple

What is a sharded counter and how does it work in distributed systems?

Medium

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Apple, Netflix, Amazon

What is eventual consistency in distributed systems?

Medium

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Apple, Netflix, Amazon

What is eventual consistency in distributed systems?

Medium

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Google, Amazon

What is the significance of idempotency in distributed systems?

Medium

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Google, Amazon

What is the significance of idempotency in distributed systems?

Medium

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Amazon, Tesla, Apple

What is the process of topological sorting in a directed graph?

Medium

Technical

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Amazon, Tesla, Apple

What is the process of topological sorting in a directed graph?

Medium

Technical

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Workday, Amazon

Can you share an example of when you set a positive example for your team? What prompted you to do this, what actions did you take, and what was the outcome for your staff?

Medium

Behavioral

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Workday, Amazon

Can you share an example of when you set a positive example for your team? What prompted you to do this, what actions did you take, and what was the outcome for your staff?

Medium

Behavioral

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Amazon, Adobe

Can you describe a significant decision you made that impacted others? What factors did you consider, how did you evaluate your options, and what was the outcome?

Medium

Behavioral

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Asked at

Amazon, Adobe

Can you describe a significant decision you made that impacted others? What factors did you consider, how did you evaluate your options, and what was the outcome?

Medium

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Asked at

Twitter, Amazon, Procter & Gamble

Can you describe a time you utilized technology to enhance a project? What steps did you take, what was the outcome, and how do you stay updated on new technology trends?

Medium

Behavioral

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Twitter, Amazon, Procter & Gamble

Can you describe a time you utilized technology to enhance a project? What steps did you take, what was the outcome, and how do you stay updated on new technology trends?

Medium

Behavioral

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Asked at

Meta, Amazon, Twitter

Describe a situation where you led a team project. What was the objective, who participated, and how did you assign tasks? How did you provide feedback on their progress? What challenges did you face, and how did you address them?

Medium

Behavioral

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Asked at

Meta, Amazon, Twitter

Describe a situation where you led a team project. What was the objective, who participated, and how did you assign tasks? How did you provide feedback on their progress? What challenges did you face, and how did you address them?

Medium

Behavioral

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Amazon

What key qualities do you seek in a job, and how do you envision your career in the next decade?

Easy

Behavioral

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Amazon

What key qualities do you seek in a job, and how do you envision your career in the next decade?

Easy

Behavioral

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Nike, Amazon, Spotify

What is your expected salary range for this position?

Easy

Behavioral

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Nike, Amazon, Spotify

What is your expected salary range for this position?

Easy

Behavioral

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Apple, Netflix, Amazon

What would you do with your time if you were a billionaire?

Medium

Hypothetical

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Apple, Netflix, Amazon

What would you do with your time if you were a billionaire?

Medium

Hypothetical

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Google, Amazon

Do you consider yourself more motivated by winning or by the fear of losing?

Medium

Behavioral

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Google, Amazon

Do you consider yourself more motivated by winning or by the fear of losing?

Medium

Behavioral

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Adobe, Amazon, Coca-Cola

How would you manage a situation where a new client interrupts your current meeting with another client?

Medium

Behavioral

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Adobe, Amazon, Coca-Cola

How would you manage a situation where a new client interrupts your current meeting with another client?

Medium

Behavioral

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Nike, Amazon, Meta

Describe a situation where you implemented a creative solution to a challenging problem

Medium

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Nike, Amazon, Meta

Describe a situation where you implemented a creative solution to a challenging problem

Medium

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Nike, Amazon, Salesforce

How do you respond when a team member presents a new idea?

Medium

Behavioral

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Nike, Amazon, Salesforce

How do you respond when a team member presents a new idea?

Medium

Behavioral

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Amazon, Adobe

What do you believe is essential for fostering a positive workplace culture?

Medium

Behavioral

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Amazon, Adobe

What do you believe is essential for fostering a positive workplace culture?

Medium

Behavioral

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Amazon, Uber, Google

How do you motivate team members to achieve their best performance?

Medium

Behavioral

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Amazon, Uber, Google

How do you motivate team members to achieve their best performance?

Medium

Behavioral

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Amazon, Microsoft, Slack

What are three essential qualities of effective leadership?

Easy

Behavioral

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Amazon, Microsoft, Slack

What are three essential qualities of effective leadership?

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Behavioral

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Amazon, Twitter, Adobe

How would you estimate the total number of red cars in Boston?

Medium

Case

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Amazon, Twitter, Adobe

How would you estimate the total number of red cars in Boston?

Medium

Case

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Google, Amazon, Goldman Sachs

You have three identical light bulbs in a windowless room, each connected to one of three switches outside. All bulbs are currently off. You can flip any of the switches only once before entering the room to identify which switch controls which bulb. How can you determine the correct switch for each bulb?

Medium

Case

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Google, Amazon, Goldman Sachs

You have three identical light bulbs in a windowless room, each connected to one of three switches outside. All bulbs are currently off. You can flip any of the switches only once before entering the room to identify which switch controls which bulb. How can you determine the correct switch for each bulb?

Medium

Case

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Google, Microsoft, Amazon

Can you provide an example of a situation where you used logical reasoning to solve a problem?

Medium

Behavioral

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Asked at

Google, Microsoft, Amazon

Can you provide an example of a situation where you used logical reasoning to solve a problem?

Medium

Behavioral

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Google, Amazon, Microsoft

What does success mean to you?

Medium

Behavioral

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Google, Amazon, Microsoft

What does success mean to you?

Medium

Behavioral

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Asked at

Google, Amazon, Microsoft

How do you manage stress during challenging situations?

Medium

Behavioral

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Google, Amazon, Microsoft

How do you manage stress during challenging situations?

Medium

Behavioral

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Google, Amazon, Microsoft

How do you manage organization and prioritize tasks when working on multiple projects simultaneously?

Medium

Behavioral

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Asked at

Google, Amazon, Microsoft

How do you manage organization and prioritize tasks when working on multiple projects simultaneously?

Medium

Behavioral

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Asked at

Google, Amazon, Microsoft

What is your estimate of the number of hairstylists or barbers in this city, and what rationale do you use to support your estimate?

Medium

Case

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Asked at

Google, Amazon, Microsoft

What is your estimate of the number of hairstylists or barbers in this city, and what rationale do you use to support your estimate?

Medium

Case

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Asked at

Google, Amazon, Microsoft

How do you manage stress when working on challenging projects?

Medium

Behavioral

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Asked at

Google, Amazon, Microsoft

How do you manage stress when working on challenging projects?

Medium

Behavioral

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Asked at

Google, Amazon, Microsoft

How would you encourage staff to adopt new processes instead of relying on traditional methods?

Medium

Behavioral

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Asked at

Google, Amazon, Microsoft

How would you encourage staff to adopt new processes instead of relying on traditional methods?

Medium

Behavioral

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Asked at

Google, Amazon, Microsoft

What is your ideal budgeting process for our company?

Medium

Hypothetical

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Asked at

Google, Amazon, Microsoft

What is your ideal budgeting process for our company?

Medium

Hypothetical

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Asked at

Google, Amazon, Microsoft

As CFO of our company, what would be your top concerns?

Medium

Hypothetical

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Asked at

Google, Amazon, Microsoft

As CFO of our company, what would be your top concerns?

Medium

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Google, Amazon, Microsoft

How would you evaluate whether the company should continue offering a specific product or service?

Medium

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Google, Amazon, Microsoft

How would you evaluate whether the company should continue offering a specific product or service?

Medium

Hypothetical

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Asked at

Google, Amazon, Microsoft

How many days does it take for the pond to be half covered if a lily pad doubles in size every day and completely covers the pond on the 30th day?

Medium

Hypothetical

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Asked at

Google, Amazon, Microsoft

How many days does it take for the pond to be half covered if a lily pad doubles in size every day and completely covers the pond on the 30th day?

Medium

Hypothetical

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Asked at

Google, Amazon, Microsoft

What are three key challenges currently facing our company?

Medium

Hypothetical

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Asked at

Google, Amazon, Microsoft

What are three key challenges currently facing our company?

Medium

Hypothetical

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Asked at

Google, Amazon, Microsoft

How would you resolve a conflict between two executives in your company?

Medium

Behavioral

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Asked at

Google, Amazon, Microsoft

How would you resolve a conflict between two executives in your company?

Medium

Behavioral

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Asked at

Google, Amazon, Microsoft

What are stock options, and how do they work in the context of employee compensation?

Medium

Technical

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Asked at

Google, Amazon, Microsoft

What are stock options, and how do they work in the context of employee compensation?

Medium

Technical

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Asked at

Amazon, Nike

Can you describe a time when you had to maintain a positive attitude and keep others calm during a crisis? Why was this important, and what actions did you take? What was the outcome?

Medium

Behavioral

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Asked at

Amazon, Nike

Can you describe a time when you had to maintain a positive attitude and keep others calm during a crisis? Why was this important, and what actions did you take? What was the outcome?

Medium

Behavioral

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Asked at

Amazon, Uber

Can you describe a situation where you struggled to gain cooperation from a colleague? How did you address the challenge, and what was the outcome?

Medium

Behavioral

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Asked at

Amazon, Uber

Can you describe a situation where you struggled to gain cooperation from a colleague? How did you address the challenge, and what was the outcome?

Medium

Behavioral

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Asked at

Amazon, Adobe, Tesla

Can you describe a recent situation where you had to make a quick decision? What were the reasons for the urgency, what factors did you consider, and what was the outcome?

Medium

Behavioral

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Asked at

Amazon, Adobe, Tesla

Can you describe a recent situation where you had to make a quick decision? What were the reasons for the urgency, what factors did you consider, and what was the outcome?

Medium

Behavioral

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Asked at

Uber, Amazon

Can you describe a time you successfully negotiated an agreement? What steps did you take to reach the agreement, and were both parties satisfied? What would you do differently in future negotiations?

Medium

Behavioral

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Asked at

Uber, Amazon

Can you describe a time you successfully negotiated an agreement? What steps did you take to reach the agreement, and were both parties satisfied? What would you do differently in future negotiations?

Medium

Behavioral

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Asked at

Amazon, Twitter, LinkedIn

Can you share an experience where you faced a knowledge gap while working on a task or project? How did you address this challenge, and who or what resources did you seek for assistance? What was the result?

Medium

Behavioral

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Practice with AI

Asked at

Amazon, Twitter, LinkedIn

Can you share an experience where you faced a knowledge gap while working on a task or project? How did you address this challenge, and who or what resources did you seek for assistance? What was the result?

Medium

Behavioral

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Asked at

Uber, Amazon, Microsoft

Can you describe a situation where your knowledge of the organization helped you obtain a crucial resource or support? How did you acquire this understanding, and how did you apply it? What was the outcome, and what would you change in your approach for future situations?

Hard

Behavioral

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Asked at

Uber, Amazon, Microsoft

Can you describe a situation where your knowledge of the organization helped you obtain a crucial resource or support? How did you acquire this understanding, and how did you apply it? What was the outcome, and what would you change in your approach for future situations?

Hard

Behavioral

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Asked at

Spotify, Apple, Amazon

Can you describe a situation where you had to defend an organizational decision, even if you disagreed with it? What motivated you to support that decision?

Hard

Behavioral

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Asked at

Spotify, Apple, Amazon

Can you describe a situation where you had to defend an organizational decision, even if you disagreed with it? What motivated you to support that decision?

Hard

Behavioral

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