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#reliability

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Can you explain what ACID stands for in the context of database transactions and why it’s important?

ACID stands for Atomicity, Consistency, Isolation, and Durability. It is important because it ensures that database transactions are processed reliably and help maintain the integrity of the data.

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How would you handle failures when processing a webhook event in an event-driven architecture? What strategies would you employ to ensure reliable delivery?

To handle failures when processing webhook events, I would implement a retry mechanism with exponential backoff. Additionally, I would log failures and potentially send a notification if an event fails…

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What is hallucination in LLMs and why does it happen?

Hallucination is when an LLM generates confident-sounding but factually incorrect or fabricated information. It happens because LLMs are trained to produce plausible next tokens based on patterns — not to…

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Can you explain how message acknowledgment works in RabbitMQ and why it’s important?

In RabbitMQ, message acknowledgment is a mechanism that ensures messages are processed reliably. When a consumer processes a message, it sends an acknowledgment back to RabbitMQ, confirming that the message…

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Can you explain how to design a webhook system that is resilient to failure and ensure message delivery in an event-driven architecture?

To design a resilient webhook system, implement retries with exponential backoff, idempotency to handle duplicate requests, and logging for monitoring delivery status. Additionally, consider a queue or buffer to manage…

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Can you explain what ACID stands for in the context of database transactions and why each component is important?

ACID stands for Atomicity, Consistency, Isolation, and Durability. Atomicity ensures that transactions are all-or-nothing, Consistency ensures that databases remain in a valid state, Isolation prevents transactions from interfering with each…

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How do you ensure that your test strategy supports both rapid deployment and high reliability in a continuous integration/continuous deployment (CI/CD) environment?

To support rapid deployment and high reliability, I prioritize automated testing at multiple levels, including unit, integration, and end-to-end tests. Additionally, I implement a robust test coverage policy and leverage…

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Can you describe a situation where you used webhooks in a project and how you handled any challenges that arose?

In a project, I used webhooks to facilitate communication between our application and a third-party service. A challenge arose when the third-party service experienced downtime, so I implemented a retry…

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Can you explain how you would design a webhook system for a payment processing service, including considerations for reliability and security?

To design a reliable webhook system for a payment processing service, I would ensure that callbacks have idempotency, implement retry logic for failures, and validate incoming requests for authenticity using…

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