Meta Interview Questions & Answers

Ace your Meta interview with expert-curated questions for engineering, data science, product management, and marketing roles. Tackle realistic technical and behavioral challenges to get interview-ready.

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Asked at

Amazon, Google, Meta

What key factors do you consider when developing product roadmaps?

Medium

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, Meta, IBM

What are the key differences between supervised, unsupervised, and reinforcement learning in machine learning?

Medium

Technical

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Google, Meta, IBM

What are the key differences between supervised, unsupervised, and reinforcement learning in machine learning?

Medium

Technical

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Google, Meta, Microsoft

What are the key differences between classification and regression in machine learning?

Medium

Technical

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Asked at

Google, Meta, Microsoft

What are the key differences between classification and regression in machine learning?

Medium

Technical

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Asked at

Google, Meta, Microsoft

Explain the gradient descent process and its variants in detail

Hard

Technical

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Asked at

Google, Meta, Microsoft

Explain the gradient descent process and its variants in detail

Hard

Technical

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Google, Microsoft, Meta

Explain the k-nearest neighbors (KNN) algorithm and its practical applications in machine learning

Medium

Technical

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Google, Microsoft, Meta

Explain the k-nearest neighbors (KNN) algorithm and its practical applications in machine learning

Medium

Technical

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Google, Meta, IBM

What are the key differences between bagging and boosting in ensemble learning?

Medium

Technical

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Google, Meta, IBM

What are the key differences between bagging and boosting in ensemble learning?

Medium

Technical

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Google, Meta, NVIDIA

What are convolutional neural networks (CNNs), and what are their common applications?

Medium

Technical

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Google, Meta, NVIDIA

What are convolutional neural networks (CNNs), and what are their common applications?

Medium

Technical

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Google, Microsoft, Meta

What is a recurrent neural network (RNN), and what are its key applications?

Medium

Technical

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Google, Microsoft, Meta

What is a recurrent neural network (RNN), and what are its key applications?

Medium

Technical

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Google, Meta, Microsoft

What is transfer learning in deep learning, and how is it applied in practice?

Medium

Technical

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Google, Meta, Microsoft

What is transfer learning in deep learning, and how is it applied in practice?

Medium

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Google, Amazon, Meta

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

Medium

Technical

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Google, Amazon, Meta

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

Medium

Technical

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Google, Meta, Microsoft

What is the function of an activation function in a neural network?

Medium

Technical

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Google, Meta, Microsoft

What is the function of an activation function in a neural network?

Medium

Technical

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Google, Microsoft, Meta

What is a ROC curve, and why is it important in evaluating model performance?

Medium

Technical

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Google, Microsoft, Meta

What is a ROC curve, and why is it important in evaluating model performance?

Medium

Technical

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Google, Meta, Microsoft

What is the clustering process, and what are its key applications?

Medium

Technical

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Google, Meta, Microsoft

What is the clustering process, and what are its key applications?

Medium

Technical

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Google, Meta, Microsoft

What is dimensionality reduction, and why is it important in data analysis?

Medium

Technical

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Google, Meta, Microsoft

What is dimensionality reduction, and why is it important in data analysis?

Medium

Technical

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Google, Microsoft, Meta

What is anomaly detection, and how is it applied in various industries?

Medium

Technical

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Google, Microsoft, Meta

What is anomaly detection, and how is it applied in various industries?

Medium

Technical

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Asked at

Google, Meta, Microsoft

What is reinforcement learning, and what are its key applications?

Medium

Technical

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Google, Meta, Microsoft

What is reinforcement learning, and what are its key applications?

Medium

Technical

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Google, NVIDIA, Meta

What is a generative adversarial network (GAN) and how does it work?

Medium

Technical

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Google, NVIDIA, Meta

What is a generative adversarial network (GAN) and how does it work?

Medium

Technical

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Google, Meta, Amazon

What distinguishes shallow neural networks from deep neural networks?

Medium

Technical

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Google, Meta, Amazon

What distinguishes shallow neural networks from deep neural networks?

Medium

Technical

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Google, NVIDIA, Meta

What is batch normalization in deep learning, and how does it improve model performance?

Medium

Technical

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Google, NVIDIA, Meta

What is batch normalization in deep learning, and how does it improve model performance?

Medium

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?

Medium

Technical

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Google, Meta, Microsoft

What is the process of natural language processing (NLP) in machine learning?

Medium

Technical

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Google, Meta, Microsoft

What is the process of natural language processing (NLP) in machine learning?

Medium

Technical

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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

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Asked at

Apple, Meta, Netflix

What are the key differences between data analysts and data scientists?

Medium

Hypothetical

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Asked at

Apple, Meta, Netflix

What are the key differences between data analysts and data scientists?

Medium

Hypothetical

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Asked at

Google, Meta

What are the primary tools used for data analysis?

Medium

Technical

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Google, Meta

What are the primary tools used for data analysis?

Medium

Technical

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Meta, Apple

What steps do you follow to analyze a dataset?

Medium

Technical

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Asked at

Meta, Apple

What steps do you follow to analyze a dataset?

Medium

Technical

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Asked at

Meta

What is data normalization, and why is it essential in database management?

Medium

Technical

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Asked at

Meta

What is data normalization, and why is it essential in database management?

Medium

Technical

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Meta

How can pandas be utilized for effective data analysis?

Medium

Technical

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Meta

How can pandas be utilized for effective data analysis?

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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Asked at

Google, Meta, IBM

What are the key differences between descriptive and inferential statistics?

Medium

Technical

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Asked at

Google, Meta, IBM

What are the key differences between descriptive and inferential statistics?

Medium

Technical

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Asked at

Apple, Meta

What is a normal distribution?

Easy

Technical

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Asked at

Apple, Meta

What is a normal distribution?

Easy

Technical

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Meta, Microsoft

What is the Central Limit Theorem and why is it important in statistics?

Medium

Technical

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Asked at

Meta, Microsoft

What is the Central Limit Theorem and why is it important in statistics?

Medium

Technical

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Asked at

Amazon, Google, Meta

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

Easy

Technical

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Asked at

Amazon, Google, Meta

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

Easy

Technical

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Asked at

Netflix, Meta, Google

How do you use the WHERE clause in SQL to filter records?

Easy

Technical

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Asked at

Netflix, Meta, Google

How do you use the WHERE clause in SQL to filter records?

Easy

Technical

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Asked at

Meta, Netflix

What is database normalization, and why is it important in database design?

Medium

Technical

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Asked at

Meta, Netflix

What is database normalization, and why is it important in database design?

Medium

Technical

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Asked at

Meta, Netflix

How are NULL values managed in SQL queries, and how can you utilize the IS NULL and IS NOT NULL functions?

Medium

Technical

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Asked at

Meta, Netflix

How are NULL values managed in SQL queries, and how can you utilize the IS NULL and IS NOT NULL functions?

Medium

Technical

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Asked at

Google, Netflix, Meta

What is the difference between normalization and denormalization in database design?

Medium

Technical

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Asked at

Google, Netflix, Meta

What is the difference between normalization and denormalization in database design?

Medium

Technical

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Asked at

IBM, Meta, Microsoft

What is the difference between a dimension and a measure in Tableau?

Medium

Technical

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Asked at

IBM, Meta, Microsoft

What is the difference between a dimension and a measure in Tableau?

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?

Easy

Technical

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Asked at

Meta, Google

What are the different Tableau products and their significance?

Medium

Technical

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Asked at

Meta, Google

What are the different Tableau products and their significance?

Medium

Technical

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Asked at

Microsoft, Meta

What is a recurrent neural network (RNN), and what are its common applications?

Medium

Technical

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Asked at

Microsoft, Meta

What is a recurrent neural network (RNN), and what are its common applications?

Medium

Technical

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Asked at

Google, Meta, Adobe

What metrics do you use to evaluate the success of a marketing campaign?

Medium

Behavioral

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Asked at

Google, Meta, Adobe

What metrics do you use to evaluate the success of a marketing campaign?

Medium

Behavioral

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Asked at

Meta, Twitter, LinkedIn

What steps would you take to create an effective social media marketing campaign?

Medium

Behavioral

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Asked at

Meta, Twitter, LinkedIn

What steps would you take to create an effective social media marketing campaign?

Medium

Behavioral

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Asked at

Google, Meta, Microsoft

Can you describe your experience with pay-per-click (PPC) advertising and your approach to managing campaigns?

Medium

Behavioral

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Asked at

Google, Meta, Microsoft

Can you describe your experience with pay-per-click (PPC) advertising and your approach to managing campaigns?

Medium

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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Asked at

Google, Meta, Amazon

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

Medium

Hypothetical

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Google, Meta, LinkedIn

What marketing trend excites you the most, and why?

Medium

Behavioral

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Asked at

Google, Meta, LinkedIn

What marketing trend excites you the most, and why?

Medium

Behavioral

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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, Meta, LinkedIn

How do you keep up with changes in advertising and privacy laws?

Medium

Behavioral

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Asked at

Google, Meta, LinkedIn

How do you keep up with changes in advertising and privacy laws?

Medium

Behavioral

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Google, Meta, Microsoft

What key metrics do you use to evaluate the success of a PPC campaign?

Medium

Behavioral

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Asked at

Google, Meta, Microsoft

What key metrics do you use to evaluate the success of a PPC campaign?

Medium

Behavioral

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Google, Meta, Adobe

What key performance indicators (KPIs) do you use to evaluate the success of a marketing campaign?

Medium

Behavioral

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Asked at

Google, Meta, Adobe

What key performance indicators (KPIs) do you use to evaluate the success of a marketing campaign?

Medium

Behavioral

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Google, Meta, LinkedIn

What criteria do you use to identify the most effective marketing channels for your target audience?

Medium

Behavioral

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Practice with AI

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Google, Meta, LinkedIn

What criteria do you use to identify the most effective marketing channels for your target audience?

Medium

Behavioral

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Google, Meta, Adobe

What metrics do you use to evaluate the success of your marketing campaigns?

Medium

Behavioral

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Asked at

Google, Meta, Adobe

What metrics do you use to evaluate the success of your marketing campaigns?

Medium

Behavioral

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Google, Meta, Adobe

What metrics demonstrate your marketing successes?

Medium

Behavioral

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Google, Meta, Adobe

What metrics demonstrate your marketing successes?

Medium

Behavioral

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Google, Meta, LinkedIn

What digital marketing tactics and strategies have you implemented in previous roles?

Medium

Behavioral

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Google, Meta, LinkedIn

What digital marketing tactics and strategies have you implemented in previous roles?

Medium

Behavioral

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Meta, Twitter, LinkedIn

What specific experience do you have with social media marketing strategies and tools?

Medium

Behavioral

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Meta, Twitter, LinkedIn

What specific experience do you have with social media marketing strategies and tools?

Medium

Behavioral

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Meta, Twitter, LinkedIn

How do you decide which social media platforms to utilize for your marketing strategy?

Medium

Behavioral

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Meta, Twitter, LinkedIn

How do you decide which social media platforms to utilize for your marketing strategy?

Medium

Behavioral

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Google, Meta, Adobe

What metrics do you use to measure marketing success?

Medium

Behavioral

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Google, Meta, Adobe

What metrics do you use to measure marketing success?

Medium

Behavioral

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Google, LinkedIn, Meta

What hobby are you passionate about, and how do you engage in it?

Easy

Behavioral

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Google, LinkedIn, Meta

What hobby are you passionate about, and how do you engage in it?

Easy

Behavioral

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Google, Meta, LinkedIn

Given data suggests our potential customers do not use social media. Should we still invest in social media marketing? Why or why not?

Medium

Hypothetical

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Asked at

Google, Meta, LinkedIn

Given data suggests our potential customers do not use social media. Should we still invest in social media marketing? Why or why not?

Medium

Hypothetical

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Google, Meta, LinkedIn

What strategies do you use to effectively reach your target audience?

Medium

Behavioral

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Google, Meta, LinkedIn

What strategies do you use to effectively reach your target audience?

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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Google, Microsoft, Meta

What metrics do you use to define success in a Product Manager role?

Medium

Behavioral

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Asked at

Google, Microsoft, Meta

What metrics do you use to define success in a Product Manager role?

Medium

Behavioral

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Meta, Amazon, Google

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

Medium

Behavioral

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Meta, Amazon, Google

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

Medium

Behavioral

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Amazon, Meta, Google

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

Medium

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

Medium

Hypothetical

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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?

Medium

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?

Medium

Behavioral

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Meta, Amazon, Google

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

Medium

Behavioral

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Meta, Amazon, Google

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

Medium

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?

Medium

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?

Medium

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?

Medium

Behavioral

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Amazon, Google, Meta

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

Medium

Behavioral

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Amazon, Google, Meta

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

Medium

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?

Medium

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?

Medium

Behavioral

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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?

Medium

Behavioral

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Asked at

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?

Medium

Behavioral

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Meta, Amazon, Google

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

Medium

Behavioral

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Meta, Amazon, Google

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

Medium

Behavioral

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Google, Amazon, Meta

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

Medium

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Google, Amazon, Meta

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

Medium

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Meta, Amazon, Google

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

Medium

Behavioral

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Meta, Amazon, Google

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

Medium

Behavioral

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Amazon, Google, Meta

How do you effectively communicate opportunities to engineering teams?

Medium

Behavioral

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Amazon, Google, Meta

How do you effectively communicate opportunities to engineering teams?

Medium

Behavioral

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Meta, Google, Amazon

How do you ensure collaboration between technical and design teams?

Medium

Behavioral

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Meta, Google, Amazon

How do you ensure collaboration between technical and design teams?

Medium

Behavioral

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Google, Amazon, Meta

What criteria do you use to prioritize product features?

Medium

Behavioral

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Google, Amazon, Meta

What criteria do you use to prioritize product features?

Medium

Behavioral

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Google, Meta, Amazon

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

Medium

Behavioral

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Google, Meta, Amazon

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

Medium

Behavioral

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Meta, Amazon, Google

How do you involve customers in the product development process?

Medium

Behavioral

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Meta, Amazon, Google

How do you involve customers in the product development process?

Medium

Behavioral

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Amazon, Google, Meta

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

Medium

Behavioral

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Amazon, Google, Meta

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

Medium

Behavioral

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Meta, Amazon, Google

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

Medium

Behavioral

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Meta, Amazon, Google

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

Medium

Behavioral

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Amazon, Meta, Google

How do you measure user satisfaction with your product?

Medium

Behavioral

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Amazon, Meta, Google

How do you measure user satisfaction with your product?

Medium

Behavioral

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Amazon, Google, Meta

How do you prioritize tasks when faced with difficult decisions?

Medium

Behavioral

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Amazon, Google, Meta

How do you prioritize tasks when faced with difficult decisions?

Medium

Behavioral

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Amazon, Google, Meta

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

Medium

Behavioral

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Amazon, Google, Meta

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

Medium

Behavioral

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Meta, Google, Amazon

What is your process for onboarding new product managers?

Medium

Behavioral

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Meta, Google, Amazon

What is your process for onboarding new product managers?

Medium

Behavioral

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Google, Amazon, Meta

How do you prioritize your tasks effectively?

Medium

Behavioral

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Google, Amazon, Meta

How do you prioritize your tasks effectively?

Medium

Behavioral

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Google, Amazon, Meta

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

Medium

Behavioral

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Google, Amazon, Meta

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

Medium

Behavioral

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Google, Amazon, Meta

How did we determine our product pricing?

Medium

Hypothetical

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Google, Amazon, Meta

How did we determine our product pricing?

Medium

Hypothetical

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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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Amazon, Google, Meta

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

Medium

Behavioral

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Amazon, Google, Meta

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

Medium

Behavioral

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Amazon, Google, Meta

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

Hard

Hypothetical

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Amazon, Google, Meta

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

Hard

Hypothetical

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Asked at

Meta, Google, Amazon

How would you estimate Meta's daily user registrations?

Medium

Case

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Meta, Google, Amazon

How would you estimate Meta's daily user registrations?

Medium

Case

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Google, Amazon, Meta

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

Medium

Hypothetical

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Google, Amazon, Meta

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

Medium

Hypothetical

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Asked at

Amazon, Google, Meta

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

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

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How do you measure the success of a specific feature?

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How do you measure the success of a specific feature?

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

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

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

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

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

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

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What improvements would you make to your favorite product?

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What improvements would you make to your favorite product?

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

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

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

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

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

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How did you engage with users in your previous role?

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How did you engage with users in your previous role?

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

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

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

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

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

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

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

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

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

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

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

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

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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?

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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?

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

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

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What inputs do you consider when creating a product roadmap?

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What inputs do you consider when creating a product roadmap?

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

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

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What key components should be included in a competitive analysis?

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What key components should be included in a competitive analysis?

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What key qualities define an effective Product Manager?

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What key qualities define an effective Product Manager?

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What are your two primary principles for effective product management?

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What are your two primary principles for effective product management?

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What parts of Product Management do you find least engaging?

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What parts of Product Management do you find least engaging?

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

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

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

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

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What function can you write to determine the minimum number of steps required to convert two strings into anagrams of each other?

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What function can you write to determine the minimum number of steps required to convert two strings into anagrams of each other?

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How would you write a function to determine the count of longest increasing subsequences in a given sequence?

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How would you write a function to determine the count of longest increasing subsequences in a given sequence?

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How do you write a function to count the number of unique paths in a grid that includes obstacles?

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How do you write a function to count the number of unique paths in a grid that includes obstacles?

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How do you write a function to calculate the number of ways to cut a pizza?

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How do you write a function to calculate the number of ways to cut a pizza?

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How do you write a function to merge two binary trees in a programming language of your choice?

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How do you write a function to merge two binary trees in a programming language of your choice?

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How do you implement a binary search function for a sorted array?

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How do you implement a binary search function for a sorted array?

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How do you write a function to reverse a linked list in programming?

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How do you write a function to reverse a linked list in programming?

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How do you write a function to find the minimum path sum in a grid?

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How do you write a function to find the minimum path sum in a grid?

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How would you implement a function to solve the palindrome partitioning problem?

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How would you implement a function to solve the palindrome partitioning problem?

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How can you implement a method to generate all permutations of a string containing unique characters?

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How can you implement a method to generate all permutations of a string containing unique characters?

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How do you implement a method to rotate an NxN matrix by 90 degrees clockwise?

Medium

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How do you implement a method to rotate an NxN matrix by 90 degrees clockwise?

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How would you write an algorithm to calculate the greatest common divisor (GCD) of two integers?

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How would you write an algorithm to calculate the greatest common divisor (GCD) of two integers?

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

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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

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

Hard

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How would you write an algorithm to efficiently merge two sorted arrays into a single sorted array?

Medium

Coding

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How would you write an algorithm to efficiently merge two sorted arrays into a single sorted array?

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How would you write an algorithm to find and print all paths from the root to the leaf nodes in a binary tree?

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How would you write an algorithm to find and print all paths from the root to the leaf nodes in a binary tree?

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

Hard

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

Hard

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How would you write an algorithm to eliminate duplicates from a sorted array?

Medium

Coding

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How would you write an algorithm to eliminate duplicates from a sorted array?

Medium

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How would you implement an algorithm to rotate a given matrix by 90 degrees clockwise?

Medium

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How would you implement an algorithm to rotate a given matrix by 90 degrees clockwise?

Medium

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How do you write code to detect a cycle in a directed graph?

Hard

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How do you write code to detect a cycle in a directed graph?

Hard

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Meta

How can you write code to check if a binary tree is a binary search tree?

Hard

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Meta

How can you write code to check if a binary tree is a binary search tree?

Hard

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Meta

How can you write a function to determine the longest common subsequence between two strings?

Hard

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How can you write a function to determine the longest common subsequence between two strings?

Hard

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How would you write code to generate all subsets of a given set?

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How would you write code to generate all subsets of a given set?

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How would you implement a hash table in code?

Medium

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How would you implement a hash table in code?

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How would you implement the Rabin-Karp string matching algorithm in code?

Hard

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How would you implement the Rabin-Karp string matching algorithm in code?

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How do you write code to eliminate duplicates from an unsorted linked list?

Medium

Coding

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How do you write code to eliminate duplicates from an unsorted linked list?

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How do you implement a function to remove the nth node from the end of a linked list?

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How do you implement a function to remove the nth node from the end of a linked list?

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How would you write a function to reverse a linked list in your preferred programming language?

Medium

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How would you write a function to reverse a linked list in your preferred programming language?

Medium

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

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

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

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

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Given a positive integer, find and print the next smallest and next largest integers with the same number of 1 bits in their binary representation

Medium

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Given a positive integer, find and print the next smallest and next largest integers with the same number of 1 bits in their binary representation

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What methods can be used to measure the effectiveness of a marketing campaign?

Medium

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What methods can be used to measure the effectiveness of a marketing campaign?

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Why is digital marketing essential for modern businesses?

Medium

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Why is digital marketing essential for modern businesses?

Medium

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What is PPC advertising and how does it work?

Easy

Technical

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What is PPC advertising and how does it work?

Easy

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What are the benefits of social media platforms for marketing?

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What are the benefits of social media platforms for marketing?

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What is mobile marketing, and why is it important in today’s digital landscape?

Medium

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What is mobile marketing, and why is it important in today’s digital landscape?

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How has marketing evolved in the digital age?

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How has marketing evolved in the digital age?

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What is the importance of video marketing in today's digital landscape?

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What is the importance of video marketing in today's digital landscape?

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What distinguishes performance marketing from traditional marketing?

Medium

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What distinguishes performance marketing from traditional marketing?

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

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

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What are the key components of a successful mobile marketing campaign?

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What are the key components of a successful mobile marketing campaign?

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What metrics do you use to evaluate the success of a marketing campaign?

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What metrics do you use to evaluate the success of a marketing campaign?

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How would you implement an algorithm to serialize and deserialize an N-ary tree?

Hard

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How would you implement an algorithm to serialize and deserialize an N-ary tree?

Hard

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How would you implement an algorithm to set entire rows and columns to zero in an MxN matrix if any element is zero?

Medium

Coding

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How would you implement an algorithm to set entire rows and columns to zero in an MxN matrix if any element is zero?

Medium

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How would you implement a dynamic programming algorithm to solve the coin change problem?

Hard

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How would you implement a dynamic programming algorithm to solve the coin change problem?

Hard

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How would you implement an algorithm to sort a stack data structure?

Medium

Coding

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How would you implement an algorithm to sort a stack data structure?

Medium

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Given two strings, write a function to determine if they are zero or one edit away. An edit is defined as inserting, removing, or replacing a single character

Medium

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Intel, Microsoft, Meta

Given two strings, write a function to determine if they are zero or one edit away. An edit is defined as inserting, removing, or replacing a single character

Medium

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How do you implement a function to calculate the minimum spanning tree of a graph using Kruskal's algorithm?

Hard

Technical

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How do you implement a function to calculate the minimum spanning tree of a graph using Kruskal's algorithm?

Hard

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How do you write a function that calculates the product of all elements in an array, excluding the current element?

Medium

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How do you write a function that calculates the product of all elements in an array, excluding the current element?

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

Medium

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

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How do you write a function to convert a sorted array into a binary search tree?

Medium

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How do you write a function to convert a sorted array into a binary search tree?

Medium

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How can you implement a function to detect if a linked list contains a cycle?

Medium

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How can you implement a function to detect if a linked list contains a cycle?

Medium

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How can you write a function to check if a number is a perfect square?

Easy

Coding

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How can you write a function to check if a number is a perfect square?

Easy

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

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

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How do you write a function to find the k-th missing positive integer?

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How do you write a function to find the k-th missing positive integer?

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How would you implement a function to find the maximum value in a binary tree?

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How would you implement a function to find the maximum value in a binary tree?

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

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

Medium

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How do you implement a function to determine the maximum flow in a flow network?

Hard

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How do you implement a function to determine the maximum flow in a flow network?

Hard

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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 calculate the minimum cost of merging stones?

Hard

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How do you write a function to determine the minimum depth of a binary tree?

Medium

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How do you write a function to determine the minimum depth of a binary tree?

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What is the method to determine if a linked list is a palindrome?

Medium

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What is the method to determine if a linked list is a palindrome?

Medium

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How can you determine if a graph is bipartite?

Medium

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How can you determine if a graph is bipartite?

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What is the method to calculate the height of a binary tree?

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What is the method to calculate the height of a binary tree?

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Explain the garbage collection process in Java

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Explain the garbage collection process in Java

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 real-time bidding platform for digital advertising?

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Case

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How would you design a real-time bidding platform for digital advertising?

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Case

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How would you architect a scalable event streaming platform?

Hard

Case

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How would you architect a scalable event streaming platform?

Hard

Case

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How would you design a distributed configuration management system?

Hard

Design

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How would you design a distributed configuration management system?

Hard

Design

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How would you design a system to manage distributed logging effectively?

Hard

Technical

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How would you design a system to manage distributed logging effectively?

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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 anomaly detection system?

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

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

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How would you design a system for real-time data correlation? Please explain your approach and the technologies you would use

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Hypothetical

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How would you design a system for real-time data correlation? Please explain your approach and the technologies you would use

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Hypothetical

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

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

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Can you describe your approach to designing a real-time fraud detection system?

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Case

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Can you describe your approach to designing a real-time fraud detection system?

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Case

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How would you design a URL shortening service?

Hard

Case

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How would you design a URL shortening service?

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Case

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How would you design a component to categorize items effectively?

Medium

Design

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How would you design a component to categorize items effectively?

Medium

Design

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How do you manage concurrency in a multi-threaded application?

Hard

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How do you manage concurrency in a multi-threaded application?

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How do you ensure consistency in a distributed ledger system?

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Google, Meta, Microsoft

How do you ensure consistency in a distributed ledger system?

Hard

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How do you ensure consistency in a distributed system?

Hard

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How do you ensure consistency in a distributed system?

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How do you manage cross-region replication in a distributed system?

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How do you manage cross-region replication in a distributed system?

Hard

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How do you ensure data security in a distributed system?

Hard

Hypothetical

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How do you ensure data security in a distributed system?

Hard

Hypothetical

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Meta

How do you manage exceptions in your preferred programming language?

Medium

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Meta

How do you manage exceptions in your preferred programming language?

Medium

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Meta

How do you manage multi-region deployments in a distributed system?

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Meta

How do you manage multi-region deployments in a distributed system?

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How do you manage partitioning in a distributed database?

Hard

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How do you manage partitioning in a distributed database?

Hard

Technical

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Amazon, Meta, Microsoft

How would you address scalability challenges in a distributed system?

Hard

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Amazon, Meta, Microsoft

How would you address scalability challenges in a distributed system?

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Apple, Meta

What strategies would you use for session management in a distributed web application?

Hard

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Apple, Meta

What strategies would you use for session management in a distributed web application?

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What steps would you take to implement a distributed caching system?

Hard

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What steps would you take to implement a distributed caching system?

Hard

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Meta

How would you design and implement a priority queue?

Medium

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Meta

How would you design and implement a priority queue?

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How would you design and implement a search autocomplete feature?

Medium

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How would you design and implement a search autocomplete feature?

Medium

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How would you improve the performance of a slow database query?

Medium

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How would you improve the performance of a slow database query?

Medium

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What is a mutex, and how is it used in concurrent programming?

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What is a mutex, and how is it used in concurrent programming?

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What is the difference between synchronous and asynchronous programming paradigms?

Medium

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What is the difference between synchronous and asynchronous programming paradigms?

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What does the keyword 'volatile' mean in C, and why is it important?

Medium

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What does the keyword 'volatile' mean in C, and why is it important?

Medium

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How would you create a deep copy of a linked list where each node contains a random pointer that may point to any node in the list or null?

Hard

Coding

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Meta

How would you create a deep copy of a linked list where each node contains a random pointer that may point to any node in the list or null?

Hard

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

Medium

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

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How would you design an algorithm and write code to remove duplicate characters from a string without using any additional memory?

Hard

Coding

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How would you design an algorithm and write code to remove duplicate characters from a string without using any additional memory?

Hard

Coding

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

Hard

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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

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How would you write a function to insert a value into a sorted circular linked list, given a reference to any node in the list? Ensure the list remains sorted after the insertion

Hard

Coding

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How would you write a function to insert a value into a sorted circular linked list, given a reference to any node in the list? Ensure the list remains sorted after the insertion

Hard

Coding

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

Medium

Coding

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

Medium

Coding

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Design a system to suggest up to three product names from an array of strings based on a given searchWord. After each character is typed in searchWord, return a list of suggestions that share a common prefix with it. If more than three products match, return the three lexicographically smallest options. Provide the output as a list of lists corresponding to each character typed in searchWord

Medium

Coding

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Meta, Tesla, Intel

Design a system to suggest up to three product names from an array of strings based on a given searchWord. After each character is typed in searchWord, return a list of suggestions that share a common prefix with it. If more than three products match, return the three lexicographically smallest options. Provide the output as a list of lists corresponding to each character typed in searchWord

Medium

Coding

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IBM, Meta

Given two integer arrays, find the pair of values (one from each array) that have the smallest non-negative difference and return that difference

Medium

Coding

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IBM, Meta

Given two integer arrays, find the pair of values (one from each array) that have the smallest non-negative difference and return that difference

Medium

Coding

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Meta

How would you implement a function to divide two numbers without using the division operator?

Medium

Coding

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Meta

How would you implement a function to divide two numbers without using the division operator?

Medium

Coding

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IBM, Meta, Netflix

How would you implement a function to find the k-th smallest element in a Binary Search Tree (BST)?

Medium

Coding

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IBM, Meta, Netflix

How would you implement a function to find the k-th smallest element in a Binary Search Tree (BST)?

Medium

Coding

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Meta

How do you implement a function to find the longest prefix that is also a suffix in a given string?

Medium

Coding

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Meta

How do you implement a function to find the longest prefix that is also a suffix in a given string?

Medium

Coding

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IBM, Meta, Intel

How can you implement a function to determine the smallest difference between two arrays?

Medium

Coding

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IBM, Meta, Intel

How can you implement a function to determine the smallest difference between two arrays?

Medium

Coding

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Meta

How do you find the intersection point of two linked lists?

Hard

Coding

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Meta

How do you find the intersection point of two linked lists?

Hard

Coding

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Intel, IBM, Meta

How would you implement a method to generate all permutations of a given string?

Medium

Coding

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Intel, IBM, Meta

How would you implement a method to generate all permutations of a given string?

Medium

Coding

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How would you implement a method for basic string compression that counts repeated characters? For instance, given the string "aabcccccaaa", the output should be "a2b1c5a3". If the compressed string is not shorter than the original, return the original string

Hard

Coding

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How would you implement a method for basic string compression that counts repeated characters? For instance, given the string "aabcccccaaa", the output should be "a2b1c5a3". If the compressed string is not shorter than the original, return the original string

Hard

Coding

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How do you implement an algorithm to build a binary tree using its preorder and inorder traversal arrays?

Medium

Coding

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How do you implement an algorithm to build a binary tree using its preorder and inorder traversal arrays?

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, 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, Meta, Intel

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

Medium

Coding

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Amazon, Meta, Intel

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

Medium

Coding

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Meta

How would you implement an algorithm to find the k-th largest element in a data stream?

Medium

Coding

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Meta

How would you implement an algorithm to find the k-th largest element in a data stream?

Medium

Coding

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Meta, IBM

How would you implement an algorithm to determine the longest palindromic subsequence in a given string?

Hard

Coding

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Meta, IBM

How would you implement an algorithm to determine the longest palindromic subsequence in a given string?

Hard

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, 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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Meta, Apple

How would you implement an algorithm to determine the minimum number of coins required to make a specified amount of change?

Medium

Coding

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Meta, Apple

How would you implement an algorithm to determine the minimum number of coins required to make a specified amount of change?

Medium

Coding

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IBM, Microsoft, Meta

How would you implement an algorithm to determine the minimum number of operations required to make all elements in an array equal?

Medium

Coding

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IBM, Microsoft, Meta

How would you implement an algorithm to determine the minimum number of operations required to make all elements in an array equal?

Medium

Coding

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Meta, Intel, Apple

How would you implement an algorithm to calculate the minimum time required to complete all tasks while adhering to a cooldown period?

Hard

Algorithm

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Meta, Intel, Apple

How would you implement an algorithm to calculate the minimum time required to complete all tasks while adhering to a cooldown period?

Hard

Algorithm

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Intel, Meta

How would you implement an algorithm to calculate the number of unique binary search trees that can be formed with 'n' distinct nodes?

Hard

Algorithm

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Intel, Meta

How would you implement an algorithm to calculate the number of unique binary search trees that can be formed with 'n' distinct nodes?

Hard

Algorithm

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Netflix, Meta, IBM

How would you implement an algorithm to count the number of valid combinations of parentheses?

Medium

Coding

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Netflix, Meta, IBM

How would you implement an algorithm to count the number of valid combinations of parentheses?

Medium

Coding

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Apple, Netflix, Meta

How can you implement an algorithm to determine the number of ways to partition a given set?

Hard

Coding

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Apple, Netflix, Meta

How can you implement an algorithm to determine the number of ways to partition a given set?

Hard

Coding

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IBM, Microsoft, Meta

How do you construct a binary tree using its preorder and inorder traversal arrays?

Hard

Technical

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IBM, Microsoft, Meta

How do you construct a binary tree using its preorder and inorder traversal arrays?

Hard

Technical

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Meta, Apple, Netflix

How can you identify all strongly connected components in a directed graph?

Medium

Technical

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Meta, Apple, Netflix

How can you identify all strongly connected components in a directed graph?

Medium

Technical

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IBM, Amazon, Meta

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

Medium

Technical

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IBM, Amazon, Meta

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

Medium

Technical

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How would you design and implement a distributed file storage system?

Hard

Case

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Tesla, IBM, Meta

How would you design and implement a distributed file storage system?

Hard

Case

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Microsoft, Apple, Meta

How would you implement a distributed machine learning model?

Hard

Technical

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Microsoft, Apple, Meta

How would you implement a distributed machine learning model?

Hard

Technical

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Apple, Meta, IBM

How would you design and implement a distributed query processing engine?

Hard

Technical

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Asked at

Apple, Meta, IBM

How would you design and implement a distributed query processing engine?

Hard

Technical

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Meta

How would you design and implement a distributed search engine?

Hard

Hypothetical

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Asked at

Meta

How would you design and implement a distributed search engine?

Hard

Hypothetical

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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

Technical

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Meta

How would you implement a stack data structure using an array?

Medium

Technical

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Meta

How would you implement a stack data structure using an array?

Medium

Technical

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Meta, Intel

How would you design and implement a web crawler?

Medium

Technical

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Meta, Intel

How would you design and implement a web crawler?

Medium

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Meta, Intel, Netflix

Can you explain your approach to implementing the Floyd-Warshall algorithm?

Medium

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Meta, Intel, Netflix

Can you explain your approach to implementing the Floyd-Warshall algorithm?

Medium

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Meta

What is the process of normalization in database design?

Hard

Technical

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Meta

What is the process of normalization in database design?

Hard

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Intel, Microsoft, Meta

How do you calculate the diameter of a binary tree?

Medium

Technical

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Intel, Microsoft, Meta

How do you calculate the diameter of a binary tree?

Medium

Technical

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Meta, IBM, Apple

How do you find the shortest path in an unweighted graph?

Medium

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Meta, IBM, Apple

How do you find the shortest path in an unweighted graph?

Medium

Technical

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Apple, Meta, IBM

What are the benefits and challenges of implementing a distributed data lake?

Medium

Hypothetical

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Apple, Meta, IBM

What are the benefits and challenges of implementing a distributed data lake?

Medium

Hypothetical

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Meta, Microsoft, Google

What are the key benefits and challenges of implementing edge computing?

Medium

Hypothetical

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Meta, Microsoft, Google

What are the key benefits and challenges of implementing edge computing?

Medium

Hypothetical

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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

Hypothetical

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Intel, Meta

What is the CAP theorem in distributed systems, and how does it impact system design?

Hard

Technical

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Intel, Meta

What is the CAP theorem in distributed systems, and how does it impact system design?

Hard

Technical

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Meta, Apple, Amazon

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

Medium

Technical

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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, IBM, Meta

What is polymorphism in object-oriented programming, and how does it enhance code flexibility?

Medium

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Apple, IBM, Meta

What is polymorphism in object-oriented programming, and how does it enhance code flexibility?

Medium

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Google, Meta

What is a Bloom filter, and what are its common use cases?

Medium

Technical

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Google, Meta

What is a Bloom filter, and what are its common use cases?

Medium

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What is a distributed stream processing engine, and how does it work?

Medium

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Tesla, Meta

What is a distributed stream processing engine, and how does it work?

Medium

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Google, Meta, Intel

What is a distributed transaction log, and how does it function in data management systems?

Medium

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Google, Meta, Intel

What is a distributed transaction log, and how does it function in data management systems?

Medium

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Meta, Apple

What is consistent hashing, and why is it important in distributed systems?

Hard

Technical

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Meta, Apple

What is consistent hashing, and why is it important in distributed systems?

Hard

Technical

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Meta, Tesla

What is the significance of data partitioning in distributed databases?

Medium

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Meta, Tesla

What is the significance of data partitioning in distributed databases?

Medium

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Workday, Nike, Meta

Can you provide an example of a time you led a diverse team with differing styles and ideas? How did you unify the team, and what was the outcome?

Medium

Behavioral

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Workday, Nike, Meta

Can you provide an example of a time you led a diverse team with differing styles and ideas? How did you unify the team, and what was the outcome?

Medium

Behavioral

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Meta, Spotify

Describe a situation where you witnessed unprofessional or unethical behavior in the workplace. What actions did you take, and what were the outcomes of your intervention?

Medium

Behavioral

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Meta, Spotify

Describe a situation where you witnessed unprofessional or unethical behavior in the workplace. What actions did you take, and what were the outcomes of your intervention?

Medium

Behavioral

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Procter & Gamble, Nike, Meta

Can you share an example of a significant change you implemented in your organization? What strategy did you use, what challenges did you face, and how did you overcome them?

Medium

Behavioral

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Asked at

Procter & Gamble, Nike, Meta

Can you share an example of a significant change you implemented in your organization? What strategy did you use, what challenges did you face, and how did you overcome them?

Medium

Behavioral

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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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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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Meta, Apple, Uber

How do you effectively manage conflict in the workplace?

Medium

Behavioral

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Meta, Apple, Uber

How do you effectively manage conflict in the workplace?

Medium

Behavioral

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Asked at

Meta, Microsoft, Slack

What motivates you most in your work?

Medium

Behavioral

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Asked at

Meta, Microsoft, Slack

What motivates you most in your work?

Medium

Behavioral

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Asked at

Twitter, Tesla, Meta

What prompted you to leave your previous position?

Easy

Behavioral

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Asked at

Twitter, Tesla, Meta

What prompted you to leave your previous position?

Easy

Behavioral

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Asked at

Procter & Gamble, Meta

How would you address an employee who is not collaborating effectively with the team?

Medium

Behavioral

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Asked at

Procter & Gamble, Meta

How would you address an employee who is not collaborating effectively with the team?

Medium

Behavioral

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Asked at

Meta

What makes you the ideal candidate for this position?

Medium

Behavioral

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Asked at

Meta

What makes you the ideal candidate for this position?

Medium

Behavioral

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Asked at

Slack, Meta, Shopify

How do you express dissatisfaction in a professional setting?

Medium

Behavioral

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Asked at

Slack, Meta, Shopify

How do you express dissatisfaction in a professional setting?

Medium

Behavioral

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Asked at

Twitter, Meta

What makes you a strong candidate for this position?

Medium

Behavioral

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Asked at

Twitter, Meta

What makes you a strong candidate for this position?

Medium

Behavioral

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Asked at

Meta, Tesla, Adobe

How do you prioritize work-life balance in your professional life?

Medium

Behavioral

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Asked at

Meta, Tesla, Adobe

How do you prioritize work-life balance in your professional life?

Medium

Behavioral

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Practice with AI

Asked at

Google, Meta, Nike

How would you manage a project that was originally scheduled for a few months if you suddenly had only a few days to complete it?

Hard

Behavioral

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Asked at

Google, Meta, Nike

How would you manage a project that was originally scheduled for a few months if you suddenly had only a few days to complete it?

Hard

Behavioral

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Asked at

Meta, Apple

Can you provide an example of when you failed to meet a deadline or expectations for a task?

Medium

Behavioral

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Practice with AI

Asked at

Meta, Apple

Can you provide an example of when you failed to meet a deadline or expectations for a task?

Medium

Behavioral

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Asked at

Nike, Amazon, Meta

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

Medium

Behavioral

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Practice with AI

Asked at

Nike, Amazon, Meta

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

Medium

Behavioral

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Practice with AI

Asked at

Microsoft, Meta, Google

Can you describe a situation where you led a team and faced unexpected challenges? What was the outcome?

Medium

Behavioral

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Asked at

Microsoft, Meta, Google

Can you describe a situation where you led a team and faced unexpected challenges? What was the outcome?

Medium

Behavioral

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Asked at

Meta, Netflix, Slack

Describe a leadership challenge you encountered and how you successfully addressed it

Medium

Behavioral

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Practice with AI

Asked at

Meta, Netflix, Slack

Describe a leadership challenge you encountered and how you successfully addressed it

Medium

Behavioral

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Practice with AI

Asked at

Uber, Meta, Salesforce

What actions do you take to address the performance issues of an underperforming team member?

Medium

Behavioral

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Practice with AI

Asked at

Uber, Meta, Salesforce

What actions do you take to address the performance issues of an underperforming team member?

Medium

Behavioral

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Practice with AI

Asked at

Google, Meta, Airbnb

How do you deliver constructive criticism effectively?

Medium

Behavioral

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Practice with AI

Asked at

Google, Meta, Airbnb

How do you deliver constructive criticism effectively?

Medium

Behavioral

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Practice with AI

Asked at

Twitter, Meta

How do you decide who qualifies for professional development or training opportunities?

Medium

Behavioral

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Asked at

Twitter, Meta

How do you decide who qualifies for professional development or training opportunities?

Medium

Behavioral

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Practice with AI

Asked at

Spotify, Slack, Meta

Describe a situation where you successfully led a meeting. What was the outcome?

Medium

Behavioral

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Asked at

Spotify, Slack, Meta

Describe a situation where you successfully led a meeting. What was the outcome?

Medium

Behavioral

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Practice with AI

Asked at

Meta, Slack

Describe a challenging group you worked with to gain cooperation. How did you approach the situation, and what was the result?

Medium

Behavioral

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Asked at

Meta, Slack

Describe a challenging group you worked with to gain cooperation. How did you approach the situation, and what was the result?

Medium

Behavioral

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Practice with AI

Asked at

Meta, Coca-Cola, Apple

Can you share an example of when you provided constructive feedback to a colleague? What prompted you to give this feedback, how did they respond, and was there any change in their behavior afterward?

Medium

Behavioral

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Practice with AI

Asked at

Meta, Coca-Cola, Apple

Can you share an example of when you provided constructive feedback to a colleague? What prompted you to give this feedback, how did they respond, and was there any change in their behavior afterward?

Medium

Behavioral

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Practice with AI

Asked at

Meta

Can you describe a time when you went above and beyond to ensure high-quality work? What steps did you take, and how did you measure the quality of your output?

Medium

Behavioral

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Practice with AI

Asked at

Meta

Can you describe a time when you went above and beyond to ensure high-quality work? What steps did you take, and how did you measure the quality of your output?

Medium

Behavioral

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Practice with AI

Asked at

Google, Meta, Nike

Can you provide an example of a situation where you effectively communicated with team members and supervisors? What was the outcome, and what factors contributed to the success of your communication?

Medium

Behavioral

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Practice with AI

Asked at

Google, Meta, Nike

Can you provide an example of a situation where you effectively communicated with team members and supervisors? What was the outcome, and what factors contributed to the success of your communication?

Medium

Behavioral

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Practice with AI

Asked at

Netflix, Spotify, Meta

Can you describe a time when you successfully negotiated a win-win outcome for both parties? What strategies did you use, what factors did you consider, and what feedback did you receive? How did your approach differ from that of your coworkers?

Hard

Behavioral

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Asked at

Netflix, Spotify, Meta

Can you describe a time when you successfully negotiated a win-win outcome for both parties? What strategies did you use, what factors did you consider, and what feedback did you receive? How did your approach differ from that of your coworkers?

Hard

Behavioral

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Asked at

LinkedIn, Meta

Describe a situation where you had to resolve a conflict between two parties by allowing one side to prevail. Why was compromise not an option? What did you communicate to the party that did not win, and how did they respond?

Hard

Behavioral

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Asked at

LinkedIn, Meta

Describe a situation where you had to resolve a conflict between two parties by allowing one side to prevail. Why was compromise not an option? What did you communicate to the party that did not win, and how did they respond?

Hard

Behavioral

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Practice with AI

Asked at

Meta, Coca-Cola, Netflix

Can you share an experience where you had to make a quick decision despite limited information? How did you assess the adequacy of the information available, what decision did you make, and what were the outcomes?

Medium

Behavioral

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Practice with AI

Asked at

Meta, Coca-Cola, Netflix

Can you share an experience where you had to make a quick decision despite limited information? How did you assess the adequacy of the information available, what decision did you make, and what were the outcomes?

Medium

Behavioral

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Practice with AI

Asked at

Apple, Meta

Can you provide an example of how you utilized your understanding of an organization's mission and policies to enhance a project? What was the outcome for the project and the organization?

Hard

Behavioral

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Practice with AI

Asked at

Apple, Meta

Can you provide an example of how you utilized your understanding of an organization's mission and policies to enhance a project? What was the outcome for the project and the organization?

Hard

Behavioral

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Practice with AI

Asked at

Meta

Can you describe a time when you had to prepare for a meeting or project? What steps did you take, how much time did you have, and what would you improve for future preparations?

Medium

Behavioral

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Practice with AI

Asked at

Meta

Can you describe a time when you had to prepare for a meeting or project? What steps did you take, how much time did you have, and what would you improve for future preparations?

Medium

Behavioral

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Practice with AI

Asked at

Meta

Describe a situation where you decided not to follow a policy or directive. What was the outcome? Additionally, how do you define business ethics?

Medium

Behavioral

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Practice with AI

Asked at

Meta

Describe a situation where you decided not to follow a policy or directive. What was the outcome? Additionally, how do you define business ethics?

Medium

Behavioral

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Practice with AI

Asked at

Meta, Twitter, LinkedIn

Describe a situation where you disagreed with a team decision. What prompted your disagreement, how did you express your concerns, and what was the outcome?

Medium

Behavioral

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Practice with AI

Asked at

Meta, Twitter, LinkedIn

Describe a situation where you disagreed with a team decision. What prompted your disagreement, how did you express your concerns, and what was the outcome?

Medium

Behavioral

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Practice with AI

Asked at

Meta, Slack, Airbnb

Describe a time when you had to make a decision with incomplete information. Why was it crucial to act, and how did you handle the uncertainty?

Medium

Behavioral

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Practice with AI

Asked at

Meta, Slack, Airbnb

Describe a time when you had to make a decision with incomplete information. Why was it crucial to act, and how did you handle the uncertainty?

Medium

Behavioral

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Practice with AI

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