Experience Level

3-5 Years

Real interview questions with expert answers, plain-English explanations, and practical examples. (200 questions)

ServiceNow Backend Developer Concurrency

Beyond Mutexes: How do semaphores differ from mutexes, and when would a backend developer choose one over the other for resource management?

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PayPal DevOps Engineer Monitoring

Explain the differences between metrics, logs, and traces, and how they contribute to observability in a distributed system?

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Mphasis Linux Administrator Security

How would you secure a Linux server, covering essential hardening steps and ongoing monitoring for threats?

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Tech Mahindra Data Engineer Data Structures & Algorithms

How would you choose the optimal data structure for real-time analytics on a high-velocity data stream?

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Mphasis Frontend Developer Performance Optimization

How do you ensure smooth animations and responsiveness in a complex frontend application?

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Capgemini AI Engineer Machine Learning

How do you ensure fairness and mitigate bias in AI/ML models throughout their lifecycle?

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Wipro SRE Monitoring

How would you design a proactive monitoring and alerting solution to detect performance degradation in a critical microservice?

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Zomato Full Stack Developer Concurrency

How do you handle concurrent updates to shared resources in a full-stack application to prevent data corruption or race conditions?

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ServiceNow Security Engineer Firewalls & Network Security

How do Web Application Firewalls (WAFs) protect web applications, and what are the key considerations for deploying and managing one effectively?

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Tech Mahindra Backend Developer Concurrency

How do distributed locks work in a microservices environment, and what are their challenges?

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