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Ques:- What are the different components of the ARM toolchain
Right Answer:
The different components of the ARM toolchain are:

1. **Compiler** (e.g., ARM GCC)
2. **Assembler** (e.g., ARM Assembler)
3. **Linker** (e.g., ARM Linker)
4. **Debugger** (e.g., ARM Debugger)
5. **Libraries** (e.g., ARM Standard Libraries)
6. **Build Tools** (e.g., Make, CMake)
Ques:- What is microservices architecture and how does it differ from monolithic architecture
Right Answer:
Microservices architecture is a software design approach where an application is built as a collection of small, independent services that communicate over APIs. Each service is responsible for a specific function and can be developed, deployed, and scaled independently.

In contrast, monolithic architecture is a traditional approach where an application is built as a single, unified unit. All components are tightly integrated and run as one process, making it harder to scale and update individual parts without affecting the whole system.
Ques:- How do you implement custom workflows in AEM
Right Answer:
To implement custom workflows in AEM, follow these steps:

1. **Create a Workflow Model**: Use the AEM Workflow Model Editor to design your workflow. Define the steps and the order in which they will execute.

2. **Add Workflow Steps**: Include custom workflow processes by creating Java classes that extend `WorkflowProcess`. Implement the `execute` method to define the logic for each step.

3. **Register the Workflow Process**: Use the OSGi configuration to register your custom workflow process in AEM.

4. **Create a Workflow Launchers**: Set up workflow launchers to trigger the workflow based on specific events or conditions, such as content creation or modification.

5. **Test the Workflow**: Deploy your workflow and test it to ensure it functions as expected.

6. **Monitor and Debug**: Use the AEM Workflow console to monitor the execution and debug any issues that arise.
Ques:- What is the difference between RTE and BSW communication
Right Answer:
RTE (Runtime Environment) facilitates communication between application software components (SWCs) in an AUTOSAR system, while BSW (Basic Software) provides the underlying services and drivers for hardware interaction and system management. RTE focuses on the interaction between SWCs, whereas BSW handles the communication with hardware and system resources.
Ques:- What is your process for resolving integration issues between software components
Right Answer:
To resolve integration issues between software components, I follow these steps:

1. **Identify the Issue**: Gather logs and error messages to understand the problem.
2. **Isolate Components**: Test each component individually to determine where the issue lies.
3. **Check Interfaces**: Verify that the interfaces and communication protocols between components are correctly implemented.
4. **Review Configuration**: Ensure that all configuration settings are correct and compatible with AUTOSAR standards.
5. **Debugging**: Use debugging tools to trace the execution flow and identify discrepancies.
6. **Consult Documentation**: Refer to AUTOSAR specifications and component documentation for guidance.
7. **Collaborate**: Work with team members or component owners to discuss findings and solutions.
8. **Implement Fixes**: Apply necessary code changes or configuration adjustments.
9. **Retest**: Conduct thorough testing to ensure the issue is resolved and no new issues are introduced.
10. **Document**: Record the issue, resolution
Ques:- What is the difference between a user story, a task, and an epic in Agile
Right Answer:
* **Epic:** A large, high-level user story that is too big to complete in a single iteration. It's usually broken down into smaller user stories.
* **User Story:** A small, self-contained requirement that represents a valuable piece of functionality for the end-user. It follows the format: "As a [user type], I want [goal] so that [benefit]".
* **Task:** A small, actionable item that needs to be done to complete a user story. It's a technical breakdown of the work required by the development team.
Ques:- What are the benefits and challenges of continuous delivery in an Agile environment
Right Answer:
**Benefits:** Faster time to market, reduced risk, improved quality, faster feedback, happier teams.

**Challenges:** Requires high automation, strong collaboration, cultural shift, investment in infrastructure, and robust testing.
Ques:- How do you ensure that Agile processes are being followed consistently
Right Answer:
We ensure consistent Agile processes through:

* **Training and coaching:** Ensuring the team understands Agile principles and practices.
* **Regular audits and retrospectives:** Identifying deviations and areas for improvement.
* **Using tools and templates:** Standardizing processes and providing guidelines.
* **Defining clear roles and responsibilities:** Ensuring everyone knows their part in the process.
* **Promoting open communication and feedback:** Encouraging early detection of issues.
Ques:- Can you describe a time when an Agile project didn’t go as planned and how you handled it
Right Answer:
"In one project, we underestimated the complexity of integrating a new third-party API. This caused us to miss our sprint goal. To address this, we immediately re-estimated the remaining work, broke down the integration into smaller, more manageable tasks, and increased communication with the API vendor. We also temporarily shifted team focus to prioritize the integration, delaying a lower-priority feature for the next sprint. Finally, in the sprint retrospective, we implemented a better vetting process for third-party integrations to avoid similar issues in the future."
Ques:- What are Agile ceremonies (like sprint planning, daily stand-ups, sprint reviews, retrospectives), and how do they work
Right Answer:
Agile ceremonies are recurring meetings within a sprint to facilitate communication, planning, and continuous improvement.

* **Sprint Planning:** The team decides what work to complete in the upcoming sprint. They discuss user stories, estimate effort, and define the sprint goal.

* **Daily Stand-up:** A brief daily meeting where the team shares progress, identifies roadblocks, and coordinates efforts. Each member typically answers: What did I do yesterday? What will I do today? Are there any impediments?

* **Sprint Review:** The team demonstrates the completed work to stakeholders, gathering feedback and ensuring alignment with expectations.

* **Sprint Retrospective:** The team reflects on the past sprint, identifying what went well, what could be improved, and defining action items to enhance future performance.
Ques:- What are HTTP methods and how are they used in APIs
Right Answer:
HTTP methods are standardized request types used in APIs to perform actions on resources. The main methods are:

1. **GET**: Retrieve data from a server.
2. **POST**: Send data to a server to create a new resource.
3. **PUT**: Update an existing resource on the server.
4. **DELETE**: Remove a resource from the server.
5. **PATCH**: Apply partial modifications to a resource.

These methods define the action to be performed on the specified resource in the API.
Ques:- What is the difference between GET, POST, PUT, and DELETE in HTTP
Right Answer:
GET is used to retrieve data from a server, POST is used to send data to a server to create a resource, PUT is used to update an existing resource on the server, and DELETE is used to remove a resource from the server.
Ques:- What is rate limiting in APIs and how is it implemented
Right Answer:
Rate limiting in APIs is a technique used to control the number of requests a user can make to an API within a specific time period. It is implemented by setting thresholds (e.g., requests per minute) and using mechanisms like tokens, counters, or IP address tracking to monitor and restrict access when the limit is exceeded.
Ques:- What is API versioning and why is it important
Right Answer:
API versioning is the practice of managing changes to an API by assigning version numbers to different iterations of the API. It is important because it allows developers to introduce new features or make changes without breaking existing client applications that rely on older versions, ensuring backward compatibility and a smoother transition for users.
Ques:- What are Webhooks and how do they differ from APIs
Right Answer:
Webhooks are user-defined HTTP callbacks that are triggered by specific events in a web application, allowing real-time data transfer. They differ from APIs in that APIs require a request to be made to receive data, while webhooks automatically send data when an event occurs without needing a request.
Ques:- What is clustering in data analysis and how is it different from classification
Right Answer:
Clustering in data analysis is the process of grouping similar data points together based on their characteristics, without prior labels. It is an unsupervised learning technique. In contrast, classification involves assigning predefined labels to data points based on their features, using a supervised learning approach.
Ques:- What is data analysis and why is it important
Right Answer:
Data analysis is the process of inspecting, cleaning, and modeling data to discover useful information, draw conclusions, and support decision-making. It is important because it helps organizations make informed decisions, identify trends, improve efficiency, and solve problems based on data-driven insights.
Ques:- What are the steps involved in data cleaning
Right Answer:
1. Remove duplicates
2. Handle missing values
3. Correct inconsistencies
4. Standardize formats
5. Filter out irrelevant data
6. Validate data accuracy
7. Normalize data if necessary
Ques:- What is the role of SQL in data analysis
Right Answer:
SQL (Structured Query Language) is used in data analysis to query, manipulate, and manage data stored in relational databases. It allows analysts to retrieve specific data, perform calculations, filter results, and aggregate information to derive insights from large datasets.
Ques:- What are the different types of data analysis
Right Answer:
The different types of data analysis are:

1. Descriptive Analysis
2. Diagnostic Analysis
3. Predictive Analysis
4. Prescriptive Analysis
5. Exploratory Analysis
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