Dunnhumby
20+ Reliance Retail Interview Questions and Answers
Q1. You are working in a project, where your approach towards problem is more innovative while the rest of the team is following conventional approach. how will you convince them to follow your approach.
I would showcase the potential benefits and results of my innovative approach to convince the team.
Highlight the advantages of the innovative approach such as improved efficiency, accuracy, or cost-effectiveness.
Provide real-world examples or case studies where similar innovative approaches have led to successful outcomes.
Encourage open discussion and collaboration within the team to explore the potential of combining conventional and innovative approaches for a more comprehe...read more
Q2. Who is more valuable a customer who is making small transactions everyday or the customer who makes big transactions in a month
It depends on the business model and goals of the company.
Small transactions everyday can lead to consistent revenue streams and customer engagement.
Big transactions in a month can indicate high purchasing power and potential for larger profits.
Consider customer lifetime value, retention rates, and overall business strategy when determining value.
Q3. A Big Bazaar store had low profits for the last two months. Whats going on?
Low profits in Big Bazaar store for last two months.
Check if there is a decrease in footfall or sales.
Analyze the competition in the area.
Check if there are any supply chain issues.
Evaluate the marketing strategies and promotions.
Assess the economic conditions of the area.
Consider the impact of COVID-19 on consumer behavior.
Review the store's inventory management and pricing strategies.
Q4. You have two brands of milk that you can sell in your store,. Which one would you pick?
I would pick the brand that has a higher quality and better taste.
Check the quality and taste of both brands
Consider the price of each brand
Look at the expiration date of both brands
Consider the popularity of each brand among customers
Q5. How will you find loyal customers for a store like DMart , SmartBazar
Utilize customer transaction data and behavior analysis to identify loyal customers for DMart and SmartBazar.
Use customer transaction history to identify frequent shoppers
Analyze customer behavior patterns such as repeat purchases and average spend
Implement loyalty programs to incentivize repeat purchases
Utilize customer feedback and reviews to gauge loyalty
Segment customers based on their shopping habits and preferences
Q6. What will you do as a data scientist if the sales of a store is declining
I would conduct a thorough analysis of the sales data to identify trends and potential causes of the decline.
Review historical sales data to identify patterns or seasonality
Conduct customer surveys or interviews to gather feedback
Analyze competitor data to understand market dynamics
Implement predictive modeling to forecast future sales
Collaborate with marketing team to develop targeted strategies
Q7. SQL: How to find duplicate in a table Testing: Diff between regression and sanity What is exhaustive testing What is load, peak and stress testing API: Difference between post and put method Diff API status cod...
read moreSQL query to find duplicates in a table
Use GROUP BY and HAVING clause
SELECT column_name, COUNT(*) FROM table_name GROUP BY column_name HAVING COUNT(*) > 1;
Can be used to find duplicates in a single column or multiple columns
Q8. What is DAG? how a spark job works how the dag gets created
DAG stands for Directed Acyclic Graph. It is a finite directed graph with no cycles.
DAG is a collection of nodes connected by edges where each edge goes from one node to another, but no cycles are allowed.
In the context of Spark, a DAG represents the sequence of transformations that need to be applied to the input data to get the final output.
When a Spark job is submitted, Spark creates a DAG of the transformations specified in the code. This DAG is optimized and executed by ...read more
Q9. What is RDD and how its different from DF and Datasets
RDD stands for Resilient Distributed Dataset and is the fundamental data structure of Apache Spark.
RDD is a distributed collection of objects that can be operated on in parallel.
DataFrames and Datasets are higher-level abstractions built on top of RDDs.
RDDs are more low-level and offer more control over data processing compared to DataFrames and Datasets.
Q10. Diff between test plan and test strategy Diff between test case and test scenario How to find the quality of a software Diff between defect, bug , error and failure etc
Answers to common interview questions for Senior Tester position
Test plan outlines the scope, approach, resources, and schedule for testing while test strategy defines the testing approach and techniques to be used
Test case is a specific input and expected output while test scenario is a sequence of test cases
Quality of software can be measured through various metrics such as defect density, code coverage, and user satisfaction
Defect is a deviation from expected behavior, bug...read more
Q11. what is Partitioning and how to use colease and repartition
Partitioning is the process of dividing data into smaller chunks for better organization and processing in distributed systems.
Partitioning helps in distributing data across multiple nodes for parallel processing.
Coalesce is used to reduce the number of partitions without shuffling data, while repartition is used to increase the number of partitions by shuffling data.
Example: coalesce(5) will merge partitions into 5 partitions, repartition(10) will create 10 partitions by shu...read more
Q12. Ensemble technique, difference between bagging and boosting and all their models
Bagging and boosting are ensemble techniques used to improve model performance by combining multiple models.
Bagging involves training multiple models on different subsets of the data and combining their predictions through averaging or voting.
Boosting involves iteratively training models on the same data, with each subsequent model focusing on the misclassified samples of the previous model.
Examples of bagging models include Random Forest and Extra Trees, while examples of bo...read more
Q13. What is Spark and explian its architecture
Spark is a distributed computing framework that provides an interface for programming entire clusters with implicit data parallelism and fault tolerance.
Spark has a master-slave architecture with a driver program that communicates with a cluster manager to distribute work across worker nodes.
It uses Resilient Distributed Datasets (RDDs) for fault-tolerant distributed data processing.
Spark supports various programming languages like Scala, Java, Python, and R.
It includes compo...read more
Q14. How do you prioritise features? Give an example
I prioritize features based on customer needs, business goals, and impact on user experience.
Identify customer needs and pain points through user research and feedback
Align features with business goals and objectives
Consider impact on user experience and usability
Use frameworks like MoSCoW method or Kano model for prioritization
Regularly review and adjust priorities based on feedback and data
Example: Prioritizing a new search feature based on customer requests and potential i...read more
Q15. Single responsibility principle
Single responsibility principle states that a class should have only one reason to change.
Each class should have only one responsibility
Helps in making code more maintainable and easier to understand
Promotes separation of concerns
Example: A class that handles user authentication should not also handle file management
Q16. What is product lifecycle?
Product lifecycle refers to the stages a product goes through from introduction to withdrawal from the market.
Introduction stage - product is launched into the market
Growth stage - sales and market share increase
Maturity stage - sales peak and competition intensifies
Decline stage - sales decrease and product is eventually withdrawn
Examples: iPhone (introduction), Coca-Cola (maturity), Blackberry (decline)
Q17. What is regression analysis?
Regression analysis is a statistical method used to examine the relationship between two or more variables.
It helps in understanding how the value of a dependent variable changes when one or more independent variables are varied.
It is used to predict the value of the dependent variable based on the values of the independent variables.
There are different types of regression analysis such as linear regression, logistic regression, and polynomial regression.
Q18. Fibonacci using DP
Fibonacci using Dynamic Programming
Use an array to store calculated Fibonacci numbers to avoid redundant calculations
Start with base cases of 0 and 1, then iterate to calculate subsequent Fibonacci numbers
Time complexity can be reduced from exponential to linear using DP
Q19. How to create VPN
To create a VPN, you need to set up a VPN server and configure client devices to connect to it securely.
Choose a VPN protocol (e.g. OpenVPN, L2TP/IPsec, IKEv2)
Set up a VPN server on a dedicated machine or cloud service
Configure firewall rules to allow VPN traffic
Generate and distribute VPN client certificates or credentials
Install VPN client software on devices and connect to the VPN server
Q20. What is CI and CD
CI stands for Continuous Integration and CD stands for Continuous Delivery/Continuous Deployment.
CI is the practice of merging code changes into a shared repository frequently, which triggers automated builds and tests.
CD is the practice of automating the delivery of applications to various environments, such as staging or production, after passing tests in CI.
CI/CD pipelines help streamline the software development process by automating testing, building, and deployment task...read more
Q21. Loop in linked list
Loop in linked list is a situation where a node points to a previous node in the list, creating an infinite loop.
Check for loops using Floyd's cycle detection algorithm
Use two pointers, one moving twice as fast as the other, to detect a loop
If the fast pointer catches up to the slow pointer, there is a loop
Top HR Questions asked in Reliance Retail
Interview Process at Reliance Retail
Top Interview Questions from Similar Companies
Reviews
Interviews
Salaries
Users/Month