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Indexing in a database is a technique to improve the speed of data retrieval by creating a data structure that allows for quick lookup.
Indexing involves creating a separate data structure that contains pointers to the actual data in the database.
Common data structures used for indexing include B-trees, hash tables, and binary search trees.
Indexes can be created on one or multiple columns in a database table to spe...
Factory design pattern is a creational pattern that provides an interface for creating objects in a superclass, but allows subclasses to alter the type of objects that will be created.
Factory method pattern defines an interface for creating objects, but lets subclasses decide which class to instantiate.
It promotes loose coupling by eliminating the need to bind application-specific classes into the code.
Example: A ...
Database disaster recovery involves strategies to restore data and maintain operations after a failure or data loss.
Regular backups: Schedule daily or weekly backups to ensure data can be restored.
Redundancy: Use replication to maintain copies of the database in different locations.
Testing recovery plans: Regularly test disaster recovery plans to ensure they work effectively.
Use of cloud services: Leverage cloud-b...
SQL query to fetch data from two tables using joins
Use the JOIN keyword to combine rows from two tables based on a related column
Specify the columns to select from each table in the SELECT statement
Use the ON keyword to specify the join condition
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Distributed transactions in microservices involve using compensating transactions and event-driven architecture.
Microservices typically use compensating transactions to maintain consistency across multiple services.
Event-driven architecture can help in coordinating distributed transactions by using events to trigger actions in different services.
Implementing distributed transactions in microservices requires caref...
Exception handling is crucial in programming to handle errors and ensure proper execution. The 'finally' block is used to clean up resources, and throwing exceptions allows for error propagation.
Exception handling is used to manage errors and unexpected situations in a program.
The 'finally' block is used to execute code that should always run, regardless of whether an exception is thrown or not.
Throwing exceptions...
In an emergency, I prioritize assessment, communication, and swift action to ensure safety and effective resolution.
Assess the situation quickly to understand the severity and type of emergency.
Communicate clearly with all involved parties to ensure everyone is informed.
Implement a plan of action based on the assessment, such as evacuating if necessary.
Coordinate with emergency services if the situation requires p...
I would address the issue by coordinating with the engineering team to identify and rectify the parameter mismanagement.
Communicate with the engineering team to understand the root cause of the parameter mismanagement
Work with the client to gather specific details about the issue and its impact on their operations
Collaborate with the engineering team to implement a solution and ensure proper testing before deploym...
Sequence to sequence models are used in natural language processing to convert input sequences into output sequences.
Sequence to sequence models are commonly used in machine translation tasks, where the input is a sentence in one language and the output is the translated sentence in another language.
Transformers are a type of sequence to sequence model that use self-attention mechanisms to weigh the importance of ...
XGBoost is a popular machine learning algorithm known for its speed and performance in handling large datasets.
XGBoost stands for eXtreme Gradient Boosting.
It is an implementation of gradient boosted decision trees designed for speed and performance.
XGBoost is widely used in machine learning competitions and real-world applications.
It can handle missing data, regularization, and parallel processing efficiently.
XGB...
I appeared for an interview in Jan 2025.
ACID properties ensure data integrity in transactions. CAP Theorem states that a distributed system can only guarantee two out of three: Consistency, Availability, Partition Tolerance.
ACID properties: Atomicity, Consistency, Isolation, Durability
Example: In a banking application, a transfer of funds should be atomic, consistent, isolated, and durable
CAP Theorem: Consistency, Availability, Partition Tolerance - a distri...
Database disaster recovery involves strategies to restore data and maintain operations after a failure or data loss.
Regular backups: Schedule daily or weekly backups to ensure data can be restored.
Redundancy: Use replication to maintain copies of the database in different locations.
Testing recovery plans: Regularly test disaster recovery plans to ensure they work effectively.
Use of cloud services: Leverage cloud-based ...
Comparable is an interface used for natural ordering, while Comparator is used for custom ordering in Java Collections.
Comparable interface is used to define the natural ordering of objects. It is implemented by the class whose objects are to be sorted.
Comparator interface is used to define custom ordering of objects. It is implemented by a separate class.
To implement Comparable, the class needs to override the compare...
Generics in Java allow for creating classes, interfaces, and methods that operate on types parameterized at compile time.
Generics provide type safety by allowing compile-time type checking.
They enable code reusability and reduce the need for casting.
Example: List<String> list = new ArrayList<>();
Code to reverse a string using recursion
Create a recursive function that takes a string as input
Base case: if the string is empty or has only one character, return the string
Recursive case: return the last character of the string concatenated with the result of calling the function on the substring excluding the last character
Object comparison with specific fields involves comparing values of selected fields between two objects.
Object comparison can be done by comparing the values of specific fields in two objects.
Fields can be selected based on unique identifiers or criteria for comparison.
Example: Comparing the 'name' field of two person objects to check if they are the same.
Distributed transactions in microservices involve using compensating transactions and event-driven architecture.
Microservices typically use compensating transactions to maintain consistency across multiple services.
Event-driven architecture can help in coordinating distributed transactions by using events to trigger actions in different services.
Implementing distributed transactions in microservices requires careful de...
Aggregator pattern is used in microservices architecture to combine multiple service responses into a single response.
Aggregator pattern helps in reducing the number of client requests by combining multiple service responses.
It can be implemented using a separate service or within an existing service.
Example: A shopping website aggregating product information from different microservices like inventory, pricing, and re...
Factory design pattern is a creational pattern that provides an interface for creating objects in a superclass, but allows subclasses to alter the type of objects that will be created.
Factory method pattern defines an interface for creating objects, but lets subclasses decide which class to instantiate.
It promotes loose coupling by eliminating the need to bind application-specific classes into the code.
Example: A car m...
Indexing in a database is a technique to improve the speed of data retrieval by creating a data structure that allows for quick lookup.
Indexing involves creating a separate data structure that contains pointers to the actual data in the database.
Common data structures used for indexing include B-trees, hash tables, and binary search trees.
Indexes can be created on one or multiple columns in a database table to speed up...
My approach involves using load balancing, caching, asynchronous processing, and horizontal scaling.
Implement load balancing to distribute requests evenly across multiple servers.
Utilize caching mechanisms to store frequently accessed data and reduce response times.
Use asynchronous processing for long-running tasks to free up resources for handling more requests.
Implement horizontal scaling by adding more servers to ha...
CQRS pattern in microservices separates read and write operations for improved scalability and performance.
CQRS stands for Command Query Responsibility Segregation
It separates the read and write operations into two different models
Write operations update the data store, while read operations query a separate data store
CQRS can improve performance and scalability by allowing each model to be optimized for its specific t...
API Gateway acts as a single entry point for all client requests in a microservices architecture.
API Gateway handles authentication, authorization, rate limiting, and routing of requests to appropriate microservices.
It helps in decoupling client applications from individual microservices, providing a more flexible and scalable architecture.
API Gateway can also perform tasks like request/response transformation, logging...
SQL query to fetch data from two tables using joins
Use the JOIN keyword to combine rows from two tables based on a related column
Specify the columns to select from each table in the SELECT statement
Use the ON keyword to specify the join condition
I appeared for an interview in Mar 2025, where I was asked the following questions.
Effective mentoring and conflict resolution are key to fostering a productive team environment.
Identify skill gaps through assessments and feedback, then create tailored training sessions.
Encourage peer-to-peer learning by pairing less experienced members with skilled ones.
Use real-world projects to apply new skills, enhancing both learning and team collaboration.
Address conflicts early by facilitating open discussions...
Key criteria for dataset selection, SQL aggregation, and JOIN queries for data analysis.
1. Relevance: Ensure the dataset aligns with the analysis objectives. Example: Analyzing sales trends requires sales data.
2. Quality: Check for missing values, duplicates, and inconsistencies. Example: A dataset with many null values may skew results.
3. Size: Consider the dataset's size for performance. Example: Large datasets may r...
I applied via Indeed and was interviewed in Dec 2024. There was 1 interview round.
Yes, I had a disagreement with a coworker over project priorities.
Miscommunication led to conflicting priorities
Discussed the issue calmly and found a compromise
Implemented better communication strategies to prevent future disagreements
I applied via Job Portal
I appeared for an interview in Jun 2025, where I was asked the following questions.
Find the maximum value in a sliding window of an array with a specified threshold.
Use a deque to maintain indices of useful elements in the current window.
Remove elements from the front of the deque if they are out of the current window.
Pop elements from the back of the deque if they are less than the current element.
Check if the maximum value exceeds the threshold before adding to results.
Example: For array [1, 3, -1,...
Uploading 1 GB of data via API requires chunking, error handling, and efficient data transfer methods.
Use chunked uploads: Split the 1 GB file into smaller chunks (e.g., 10 MB each) to facilitate easier uploads.
Implement resumable uploads: Allow users to resume uploads from the last successfully uploaded chunk in case of interruptions.
Use a reliable transfer protocol: Consider using HTTP/2 or WebSocket for better perfo...
I applied via Company Website and was interviewed in Nov 2024. There was 1 interview round.
I would address the issue by coordinating with the engineering team to identify and rectify the parameter mismanagement.
Communicate with the engineering team to understand the root cause of the parameter mismanagement
Work with the client to gather specific details about the issue and its impact on their operations
Collaborate with the engineering team to implement a solution and ensure proper testing before deployment
Pr...
I applied via Company Website and was interviewed in Aug 2024. There was 1 interview round.
I appeared for an interview in Jul 2024.
Advance excel... Will check your logical thinking skills.
I actively listen, seek common ground, and collaborate to find solutions.
Actively listen to understand their perspective
Seek common ground and areas of agreement
Collaborate to find mutually beneficial solutions
Respectfully communicate and discuss differences
Focus on the end goal and shared objectives
I conduct thorough research, gather feedback, and collaborate with stakeholders to propose solutions that meet the needs of guests and team members.
Conduct research to understand the needs and preferences of guests and team members
Gather feedback from various stakeholders to identify pain points and areas for improvement
Collaborate with cross-functional teams to brainstorm and develop solutions that address the identif...
Array-based question
Sequence to sequence models are used in natural language processing to convert input sequences into output sequences.
Sequence to sequence models are commonly used in machine translation tasks, where the input is a sentence in one language and the output is the translated sentence in another language.
Transformers are a type of sequence to sequence model that use self-attention mechanisms to weigh the importance of diffe...
I applied via Campus Placement and was interviewed in Oct 2024. There were 3 interview rounds.
Its quit easy round in which its contain very easy question in the process
Ita contain average coding question level of leetcode.. If constantly solving leetcode question it get more chances to select.
Experienced Senior SDET with a strong background in automation testing, CI/CD, and a passion for quality assurance in software development.
Over 8 years of experience in software testing and development, focusing on automation frameworks.
Proficient in tools like Selenium, TestNG, and JUnit for creating robust test scripts.
Led a team to implement CI/CD pipelines using Jenkins, reducing deployment time by 30%.
Worked close...
I bring extensive experience in automation, a strong understanding of testing methodologies, and a passion for quality assurance.
Proven track record of developing robust automated test frameworks, such as using Selenium and TestNG for web applications.
Experience in leading QA teams, mentoring junior engineers, and fostering a culture of quality within the organization.
Strong analytical skills that enable me to identify...
Some qualities that enhance myself include adaptability, problem-solving skills, and continuous learning.
Adaptability: I am able to quickly adjust to new situations and environments, allowing me to thrive in dynamic work settings.
Problem-solving skills: I excel at analyzing complex problems and finding effective solutions, which is crucial in the field of software testing.
Continuous learning: I am committed to staying ...
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The duration of Target interview process can vary, but typically it takes about less than 2 weeks to complete.
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