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100+ Senior Technical Lead Interview Questions and Answers

Updated 7 Mar 2025

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Q1. What is containerization (Docker)? what are steps to create container, till it gets deploy on server.

Ans.

Containerization is a lightweight, portable, and self-sufficient way to package applications and their dependencies.

  • Create a Dockerfile with instructions on how to build the container

  • Build the Docker image using the Dockerfile

  • Run the Docker image to create a container

  • Deploy the container on a server using Docker Engine

Q2. What are the standards use in fire protection system?

Ans.

Standards used in fire protection system

  • NFPA (National Fire Protection Association) standards

  • UL (Underwriters Laboratories) standards

  • FM (Factory Mutual) standards

  • IBC (International Building Code) standards

  • NFSA (National Fire Sprinkler Association) standards

Q3. which html control is not programmable in asp.net what does this mean saas,pass,Iaas in technology what is design pattern what is Singleton what is multicast delegates

Ans.

Answering technical questions related to ASP.NET and design patterns

  • The HTML control that is not programmable in ASP.NET is the control

  • SaaS stands for Software as a Service, PaaS stands for Platform as a Service, and IaaS stands for Infrastructure as a Service

  • Design patterns are reusable solutions to common software development problems

  • Singleton is a design pattern that restricts the instantiation of a class to one object

  • Multicast delegates are delegates that can have multip...read more

Q4. How can a program be written that utilizes three threads running in parallel while ensuring that they complete their tasks in a serial order?

Ans.

Use synchronization mechanisms to control thread execution order while allowing parallel processing.

  • Utilize CountDownLatch in Java to ensure threads complete in order.

  • Example: Thread 1 completes, then Thread 2 starts, followed by Thread 3.

  • Use semaphores to control access and execution order.

  • Example: Semaphore initialized to 0 for Thread 2, allowing it to start only after Thread 1 completes.

  • Implement Future and ExecutorService to manage task completion and enforce order.

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Q5. How does a HashMap work in Java, and what are the implications of overriding the hashCode method without overriding the equals method, and vice versa?

Ans.

A HashMap in Java uses key-value pairs and relies on hashCode and equals for object storage and retrieval.

  • HashMap stores data in an array of buckets, where each bucket corresponds to a hash code.

  • The hashCode method determines the bucket index for storing an object.

  • If two objects have the same hash code, they are stored in the same bucket (collision handling).

  • Overriding hashCode without equals can lead to inconsistent behavior when retrieving objects.

  • Overriding equals without ...read more

Q6. How do we do hydraulic calculate?

Ans.

Hydraulic calculations involve determining fluid flow rates, pressures, and forces in a hydraulic system.

  • Hydraulic calculations are performed using mathematical formulas and principles.

  • Factors such as fluid viscosity, pipe diameter, pressure drop, and flow rate are considered.

  • Formulas like Bernoulli's equation, Darcy-Weisbach equation, and Hazen-Williams equation are commonly used.

  • Software tools like hydraulic modeling software can also be used for complex calculations.

  • Exampl...read more

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Q7. How will you optimize the performance while reading a huge file with more than 100 columns and 1 lac rows?

Ans.

Use efficient file reading techniques like memory mapping, parallel processing, and columnar storage.

  • Utilize memory mapping to directly access file data without loading it into memory

  • Implement parallel processing to read and process data concurrently for faster performance

  • Consider using columnar storage to optimize data retrieval for specific columns

  • Use appropriate data structures and algorithms for efficient data processing

Q8. What are Dependency Injection and the Inversion of Control (IoC) container in Spring?

Ans.

Dependency Injection (DI) and Inversion of Control (IoC) are core concepts in Spring for managing object creation and dependencies.

  • Dependency Injection allows objects to receive their dependencies from an external source rather than creating them internally.

  • Inversion of Control (IoC) is a design principle where the control of object creation and management is transferred to a container.

  • Spring IoC container manages the lifecycle of beans and their dependencies, promoting loose...read more

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Q9. What is AWS Redshift ? Give 2 examples of the solution you provided for AWS Redshift

Ans.

AWS Redshift is a fully managed, petabyte-scale data warehouse service in the cloud.

  • Redshift allows for easy scaling of data storage and processing power

  • It is optimized for high performance analytics and complex queries

Q10. What type of Nodes you used to spin up the Redshift cluster ?

Ans.

I used dc2.large nodes to spin up the Redshift cluster.

  • dc2.large nodes are optimized for compute-intensive workloads.

  • These nodes have 2 vCPUs, 15.25 GiB memory, and 160 GB SSD storage.

  • They are suitable for small to medium-sized Redshift clusters.

Q11. API Testing: Different http requests, difference between get/post, post/put, patch, http error codes

Ans.

API Testing: Understanding different http requests and error codes

  • GET request is used to retrieve data from the server

  • POST request is used to submit data to the server

  • PUT request is used to update existing data on the server

  • PATCH request is used to partially update existing data on the server

  • HTTP error codes indicate the status of the request/response

  • 200 OK - successful request

  • 400 Bad Request - invalid request

  • 401 Unauthorized - authentication required

  • 404 Not Found - requested...read more

Q12. What are the classes of steel pipes?

Ans.

The classes of steel pipes include carbon steel, alloy steel, stainless steel, and duplex steel.

  • Carbon steel pipes are the most common type and are used in various industries.

  • Alloy steel pipes contain additional elements like chromium, nickel, and molybdenum for enhanced properties.

  • Stainless steel pipes are corrosion-resistant and widely used in applications requiring hygiene and durability.

  • Duplex steel pipes have a combination of austenitic and ferritic stainless steel, offe...read more

Q13. What is the difference between call_form, open_form and new form in Oracle forms 12c?

Ans.

call_form is used to call a form module from another form module, open_form is used to open a form module in a new window, and new_form is used to open a new form module in the same window.

  • call_form is used to call a form module from another form module

  • open_form is used to open a form module in a new window

  • new_form is used to open a new form module in the same window

Q14. What are the components of an Azure Kubernetes Service (AKS) cluster?

Ans.

Components of an Azure Kubernetes Service (AKS) cluster

  • Master nodes

  • Worker nodes

  • Node pools

  • Networking components (Virtual Network, Load Balancer)

  • Storage components (Azure Disk, Azure Files)

  • RBAC (Role-Based Access Control)

  • Monitoring and logging components (Azure Monitor, Azure Log Analytics)

Q15. What is cloud watch? and how it works.

Ans.

CloudWatch is a monitoring and management service provided by AWS to monitor resources and applications in the cloud.

  • CloudWatch collects and tracks metrics, logs, and events from various AWS services and resources.

  • It provides real-time monitoring, alerting, and dashboards to help users visualize and understand their cloud environment.

  • Users can set up alarms to notify them of changes in their environment or resource usage.

  • CloudWatch can be used to monitor EC2 instances, S3 buc...read more

Q16. How will you scale-up and scale-down Kubernetes pods?

Ans.

Scaling Kubernetes pods involves adjusting the number of replicas based on demand.

  • Use Kubernetes Horizontal Pod Autoscaler (HPA) to automatically adjust the number of replicas based on CPU or memory usage

  • Manually scale pods using kubectl commands like 'kubectl scale deployment --replicas='

  • Implement Cluster Autoscaler to automatically adjust the number of nodes in a cluster based on resource usage

Q17. What are the steps involved in designing a chatbot application?

Ans.

Designing a chatbot involves defining objectives, selecting technology, creating conversation flows, and testing for user experience.

  • Define the purpose: Determine what the chatbot will do, e.g., customer support, booking appointments.

  • Choose the platform: Decide whether to build on platforms like Facebook Messenger, Slack, or a custom website.

  • Select technology: Choose between rule-based systems or AI-driven solutions like NLP frameworks (e.g., Rasa, Dialogflow).

  • Design conversa...read more

Q18. What keywords in threading can lead to a deadlock situation?

Ans.

Keywords like 'lock', 'synchronized', and 'wait' can contribute to deadlock in threading by causing resource contention.

  • 1. 'lock': Acquiring a lock on a resource can lead to deadlock if multiple threads try to acquire locks in different orders.

  • 2. 'synchronized': Using synchronized blocks can cause deadlock if two threads hold locks on two resources and wait for each other.

  • 3. 'wait': If a thread calls wait on an object while holding a lock, it can lead to deadlock if another t...read more

Q19. What problems does the Java Collections Framework address?

Ans.

The Java Collections Framework provides data structures and algorithms for efficient data management and manipulation.

  • Standardized data structures: Offers common interfaces like List, Set, and Map for consistent usage.

  • Dynamic sizing: Collections can grow or shrink dynamically, unlike arrays which have fixed sizes.

  • Rich API: Provides a wide range of utility methods for sorting, searching, and manipulating data.

  • Thread-safe collections: Offers concurrent collections like CopyOnWr...read more

Q20. Write a program to find a prime number from 1 to n, where n is integer.?

Ans.

Program to find prime numbers from 1 to n

  • Iterate from 2 to n and check if each number is prime

  • Use a nested loop to check divisibility by numbers less than the current number

  • A prime number is only divisible by 1 and itself

Q21. What is difference between forms personalization & customization in Oracle form 12c.

Ans.

Forms personalization allows users to customize their own forms without modifying the underlying code, while customization involves making changes to the form's code.

  • Forms personalization is done by end users without technical knowledge.

  • Customization involves modifying the form's code by developers.

  • Forms personalization is limited to changing the behavior of existing form elements.

  • Customization allows for more extensive changes to the form's functionality.

  • Forms personalizatio...read more

Q22. what are the differences between http2 vs http1.1

Ans.

HTTP2 is faster, more efficient, and supports multiplexing and server push.

  • HTTP2 uses binary instead of text format for better performance.

  • HTTP2 supports multiplexing, allowing multiple requests to be sent and received at the same time.

  • HTTP2 also supports server push, where the server can send resources to the client before they are requested.

  • HTTP2 has header compression, reducing the amount of data that needs to be sent.

  • HTTP2 requires SSL/TLS encryption for security.

  • HTTP1.1 ...read more

Q23. What deep copy and shallow copy write pollyfil for the same

Ans.

Deep copy creates a new copy of an object with all nested objects also copied, while shallow copy creates a new object with references to the original nested objects.

  • Deep copy involves recursively copying all nested objects, while shallow copy only copies the top-level object

  • Deep copy ensures that changes to the original object do not affect the copied object, while shallow copy may have shared references

  • In JavaScript, deep copy can be achieved using JSON.parse(JSON.stringify...read more

Q24. Which one is more preferable RTOS and bare Mattel ! For 32 bit controller

Ans.

RTOS is more preferable for 32-bit controllers due to its real-time capabilities and task scheduling.

  • RTOS provides real-time capabilities for time-sensitive applications

  • RTOS offers task scheduling for efficient multitasking

  • Bare metal programming may be suitable for simple applications with minimal overhead

Q25. What is Elastic Kubernetes Service?

Ans.

Elastic Kubernetes Service (EKS) is a managed Kubernetes service provided by AWS.

  • Fully managed Kubernetes service

  • Automatically scales based on workload

  • Integrates with other AWS services like EC2, S3, and IAM

Q26. Why dependency inversion principle is important to implement in project?

Ans.

The dependency inversion principle is important to implement in a project because it promotes loose coupling, flexibility, and testability.

  • Dependency inversion principle helps in decoupling high-level modules from low-level modules.

  • It allows for easier maintenance and modification of code.

  • By depending on abstractions rather than concrete implementations, it enables flexibility and extensibility.

  • It facilitates unit testing by allowing the use of mock objects.

  • Example: Instead o...read more

Q27. Write java program perform addition operation on string. String1 ="0123XXXXXXXXXX6789"; String2 ="0123XXXXXXXXXX6789"

Q28. Docker image building using docker compose

Ans.

Docker Compose simplifies building Docker images by defining services and dependencies in a YAML file.

  • Docker Compose allows defining multiple services and their dependencies in a single YAML file

  • Each service can have its own Dockerfile or use an existing image

  • Dependencies between services can be defined using the 'depends_on' keyword

  • Images can be built using the 'docker-compose build' command

  • Example: docker-compose.yml file defining a web service and a database service

Q29. Give 2 example of the most complex problem you solved using AWS Redshift.

Ans.

Migrating a large on-premise data warehouse to AWS Redshift and optimizing query performance.

  • Developed a migration plan to move terabytes of data from on-premise data warehouse to Redshift.

  • Implemented data partitioning and distribution keys to optimize query performance.

  • Utilized Redshift's query optimization features to improve overall system performance.

Q30. Difference between MVVM and VIPER. Advantages of both with real experience.

Ans.

MVVM and VIPER are architectural patterns used in iOS development. MVVM focuses on data binding while VIPER emphasizes modularity.

  • MVVM separates the view, model, and view model layers. It allows for easy testing and maintenance. Example: RxSwift library.

  • VIPER separates the view, interactor, presenter, entity, and router layers. It promotes scalability and flexibility. Example: Uber app.

  • MVVM advantages: easy to understand, maintain, and test. It also allows for reusability of ...read more

Q31. What type of configuration management you have done

Ans.

I have experience with various configuration management tools such as Ansible, Puppet, and Chef.

  • Implemented Ansible playbooks to automate server configuration

  • Managed Puppet manifests to ensure consistent server configurations

  • Utilized Chef cookbooks to deploy applications across multiple environments

Q32. Features added in Java 11 from Java 8?

Ans.

Java 11 introduced several new features and enhancements compared to Java 8.

  • Local-Variable Syntax for Lambda Parameters

  • HTTP Client API (standardized in java.net.http package)

  • Nest-Based Access Control

  • Dynamic Class-File Constants

  • Epsilon: A No-Op Garbage Collector

  • Flight Recorder

  • ZGC: A Scalable Low-Latency Garbage Collector

Q33. What is output of below query based on all 4 joins

Ans.

The output of the query will depend on the specific data in the tables being joined.

  • The result will be a combination of data from all 4 tables based on the join conditions specified in the query.

  • Make sure to check for any filtering conditions in the query that may limit the output.

  • The final result will include columns from all 4 tables, with rows that meet the join criteria.

Q34. CTC not a issue, we are always first in Global Market. Are you ok?

Ans.

Yes, I am okay with CTC not being an issue as long as we are leading in the global market.

  • I prioritize being part of a successful and globally competitive company over CTC.

  • I believe in the importance of contributing to a company's growth and success.

  • I am motivated by the opportunity to work on challenging projects and make a significant impact.

  • I value the recognition and reputation that comes with being part of a leading global company.

  • I am open to discussing other non-moneta...read more

Q35. What have you done in python?

Ans.

I have developed web applications, automation scripts, data analysis tools, and machine learning models in Python.

  • Developed web applications using Django and Flask frameworks

  • Created automation scripts for repetitive tasks

  • Built data analysis tools using pandas and numpy libraries

  • Implemented machine learning models with scikit-learn and TensorFlow

Q36. What are the build tools used for Java projects?

Ans.

Build tools commonly used for Java projects include Maven, Gradle, and Ant.

  • Maven is a popular build automation tool that manages dependencies and builds projects using XML configuration files.

  • Gradle is another build automation tool that uses a Groovy-based DSL for defining build scripts.

  • Ant is a Java-based build tool that uses XML files for configuration and is known for its flexibility.

Q37. What is ble mesh ::::;;:;:::::;::?

Ans.

BLE Mesh is a wireless communication protocol that allows multiple devices to communicate with each other in a mesh network.

  • BLE Mesh is based on Bluetooth Low Energy (BLE) technology.

  • It allows devices to communicate with each other in a mesh network, where each device can act as a node and relay messages to other nodes.

  • This enables large-scale IoT deployments, where devices can communicate with each other over long distances.

  • BLE Mesh is designed to be secure and reliable, wit...read more

Q38. Difference between primary and unique key?

Ans.

Primary key uniquely identifies a record in a table, while unique key ensures that all values in a column are distinct.

  • Primary key can't have null values, while unique key can have one null value.

  • A table can have only one primary key, but multiple unique keys.

  • Primary key is automatically indexed, while unique key may or may not be indexed.

Q39. What to do for cost management on a cloud

Ans.

For cost management on a cloud, monitor usage, optimize resources, use cost allocation tags, leverage reserved instances, and consider spot instances.

  • Monitor usage regularly to identify any inefficiencies or unused resources

  • Optimize resources by right-sizing instances and using auto-scaling

  • Use cost allocation tags to track spending by project or department

  • Leverage reserved instances for predictable workloads to save costs

  • Consider using spot instances for non-critical workload...read more

Q40. How variables are being passed in JAVA?

Ans.

Variables in JAVA are passed by value, meaning a copy of the variable's value is passed to a method.

  • In JAVA, primitive data types are passed by value, while objects are passed by reference.

  • When a primitive data type is passed to a method, a copy of the value is passed, so changes made to the parameter inside the method do not affect the original variable.

  • When an object is passed to a method, the reference to the object is passed by value, meaning changes to the object's state...read more

Q41. Write a sample JAVA program to parse and validate mail-id

Ans.

A sample JAVA program to parse and validate mail-id

  • Use regular expressions to validate the email format

  • Check for the presence of '@' symbol and domain name

  • Utilize try-catch blocks for error handling

  • Use Java libraries like javax.mail.internet.InternetAddress for validation

Q42. How to implement forms authentication in MVC

Ans.

Forms authentication in MVC is implemented by configuring the web.config file and using the Authorize attribute in controllers.

  • Configure forms authentication in web.config file

  • Use Authorize attribute in controllers to restrict access to authenticated users

  • Set authentication cookie upon successful login

Q43. Design batch which creates and sends report

Ans.

Design a batch process to create and send reports

  • Create a script to generate the report based on specified criteria

  • Schedule the script to run at regular intervals using a batch scheduler like cron

  • Configure the script to send the report via email or save it to a shared location

  • Include error handling and logging in the batch process

Q44. What is Wi-Fi mesh ::::::::::::;::?

Ans.

Wi-Fi mesh is a network topology where multiple Wi-Fi access points work together to provide seamless coverage.

  • Wi-Fi mesh networks use multiple access points to create a single, seamless network

  • Each access point in a mesh network communicates with the others to provide coverage

  • Mesh networks are self-healing, meaning if one access point fails, the others can still provide coverage

  • Mesh networks can be used to extend Wi-Fi coverage in large homes or outdoor areas

  • Popular Wi-Fi me...read more

Q45. What is data skewness. How you ahve resolved it.

Ans.

Data skewness refers to the imbalance in the distribution of data values within a dataset.

  • Data skewness occurs when certain values or categories appear more frequently than others in a dataset.

  • It can lead to performance issues in data processing and analysis.

  • To resolve data skewness, techniques like data partitioning, shuffling, and using appropriate algorithms can be employed.

  • For example, in a dataset of customer transactions, if a few customers have significantly more trans...read more

Q46. Provide your implemented example of open-close principle in your project?

Ans.

Implemented open-close principle in a project

  • Used interfaces to define abstract behavior

  • Implemented concrete classes that adhere to the interface

  • New functionality added by creating new classes that implement the interface

  • Existing code remains untouched and doesn't need modification

  • Example: Created an interface 'Shape' with methods like 'calculateArea' and 'draw'. Implemented classes like 'Circle' and 'Rectangle' that implement the 'Shape' interface. Later added a new class 'T...read more

Q47. What is the Kubernetes architecture? Write a azure pipeline script.

Ans.

Kubernetes architecture is a container orchestration platform that uses a master-slave architecture to manage containerized applications.

  • Kubernetes has a master node that manages the cluster and worker nodes that run the applications.

  • The master node has several components such as API server, etcd, scheduler, and controller manager.

  • Worker nodes have kubelet, kube-proxy, and container runtime components.

  • Kubernetes uses labels and selectors to group and manage containers.

  • Kuberne...read more

Q48. Iics architecture with naming conventions to be precise

Ans.

IICS architecture involves components like agents, connections, and tasks with specific naming conventions for clarity and consistency.

  • IICS architecture includes components like agents, connections, and tasks

  • Naming conventions help maintain clarity and consistency in the design

  • Examples of naming conventions: AgentName_AgentType, ConnectionName_ConnectionType, TaskName_TaskType

Q49. What is difference between RTOS and real time OS

Ans.

RTOS and real-time OS are the same thing, both referring to operating systems designed for real-time applications.

  • RTOS is an acronym for Real-Time Operating System.

  • Real-time OS is an alternative term for RTOS.

  • Both RTOS and real-time OS refer to operating systems designed for real-time applications.

  • Examples of RTOS include VxWorks, FreeRTOS, and QNX.

Q50. Mention trigger firing sequence in oracle forms 12c.

Ans.

Trigger firing sequence in Oracle Forms 12c involves pre-insert, pre-update, pre-delete, post-insert, post-update, and post-delete triggers.

  • Pre-insert trigger fires before a new record is inserted.

  • Pre-update trigger fires before an existing record is updated.

  • Pre-delete trigger fires before a record is deleted.

  • Post-insert trigger fires after a new record is inserted.

  • Post-update trigger fires after an existing record is updated.

  • Post-delete trigger fires after a record is delete...read more

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