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Use Floyd's Tortoise and Hare algorithm to detect cycle in a linked list.
Initialize two pointers, slow and fast, at the head of the linked list.
Move slow pointer by one step and fast pointer by two steps.
If they meet at any point, there is a cycle in the linked list.
ReactQuery is a library for managing server state in React applications.
Provides hooks for fetching, caching, and updating data from APIs
Automatically handles caching, background refetching, and stale data management
Improves performance by reducing unnecessary network requests
Yes, I have used useMemo and useCallback in React applications.
Used useMemo to memoize expensive calculations and prevent unnecessary re-renders.
Used useCallback to memoize functions and prevent unnecessary re-creations.
Example: const memoizedValue = useMemo(() => calculateValue(a, b), [a, b]);
Example: const memoizedFunction = useCallback(() => { doSomething(a, b); }, [a, b]);
Anomaly detection in unstructured data involves using techniques like clustering, outlier detection, and natural language processing.
Use clustering algorithms like k-means or DBSCAN to group similar data points together.
Apply outlier detection methods such as isolation forests or one-class SVM to identify anomalies.
Utilize natural language processing techniques like word embeddings or topic modeling for text data.
...
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Prepare OKRs for a product spread over 4 quarters
Define key objectives for each quarter based on product strategy
Set measurable key results for each objective to track progress
Align OKRs with overall company goals and priorities
Regularly review and adjust OKRs based on performance and market changes
I am fascinated by the ability of analytics to uncover insights and drive informed decision-making.
I enjoy the challenge of working with large datasets and finding patterns within them
I am passionate about using data to solve complex problems and improve processes
I find it rewarding to see the impact of data-driven decisions on business outcomes
Google Ads setup involves creating campaigns, ad groups, keywords, and ad copies to reach target audience.
Start by setting up a Google Ads account
Create campaigns based on goals (e.g. brand awareness, lead generation)
Set budget, targeting options, and bidding strategy
Research and select relevant keywords
Write compelling ad copies with clear call-to-action
Monitor performance and optimize campaigns regularly
Step-by-step problem-solving with unit tests, focusing on time and space complexity.
Identify the problem clearly, e.g., finding the maximum number in an array.
Choose an efficient algorithm, e.g., O(n) time complexity for a linear search.
Implement the solution in code, ensuring clarity and maintainability.
Write unit tests to cover edge cases, e.g., empty array, single element.
Analyze space complexity, ensuring mini...
I have decision making power within my designated role and responsibilities.
My decision making power is limited to my job description and company policies
I have the authority to make decisions within my area of expertise
I consult with my superiors for major decisions that are beyond my scope
I prioritize tasks and make decisions based on the urgency and importance of the situation
I am accountable for the decisions ...
Rearrange a list to move all positive numbers to one side and negative numbers to the other.
Use two pointers: one for positives and one for negatives.
Iterate through the list and swap elements when necessary.
Example: For [1, -2, 3, -4], result could be [1, 3, -2, -4] or [-2, -4, 1, 3].
Maintain the order of positives and negatives if required.
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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