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BCSE406L NoSQL Databases (Theory) Fall 2025-26 (A1+TA1) [VL2025260101970]

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You’re modeling IoT sensor data in Cassandra. Each sensor sends readings every minute.Which modeling strategies are recommended?

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You’re storing ephemeral session data in Cassandra. Which features help manage expiry and cleanup?

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A company stores customer orders in a MongoDB collection `orders`, using `customer_id` as the shard key. Most customers place only a few orders per day, but one enterprise customer places thousands of orders per minute.

What are the most likely issues this workload will cause?

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You’re considering secondary indexes in Cassandra for filtering on non-key fields. What are the limitations of secondary indexes?

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Which join operations are typically unsupported or discouraged in most NoSQL document stores due to architectural and performance constraints?

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Which of the following MongoDB queries would fail to utilize an index efficiently?

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You store product reviews in a document database. Each review includes `user_id`, `product_id`, `rating`, and `comment`. You frequently query by `product_id` and sort by `rating`.Which design choices improve query performance?

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You’re building a real-time messaging app using a document database. Messages must be stored quickly and retrieved reliably. What tradeoffs are typical when choosing a document database for this use case?

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You’re designing a user activity dashboard in Cassandra. Which practices align with Cassandra’s data modeling philosophy?

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You’re deploying Cassandra across multiple data centers. Which consistency-related features are available?

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