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Database / Azure Cosmos DB interview questions

What are the five consistency levels in Azure Cosmos DB?

Consistency levels in Cosmos DB define the tradeoff between data freshness and system availability/latency when data is replicated across multiple regions or replicas. Azure Cosmos DB offers five levels, from strongest to weakest:

Cosmos DB Consistency Levels
LevelGuaranteeLatency Impact
StrongReads always return the most recent committed version. Linearizability guaranteed.Highest — writes must be acknowledged by all replicas before returning
Bounded StalenessReads lag behind writes by at most K versions or T time interval (you configure both)High — similar to Strong within a region; slower for cross-region reads
SessionMonotonic reads, monotonic writes, read-your-own-writes, and write-follows-reads — within a single client sessionLow — the default and most practical level for most applications
Consistent PrefixReads never see out-of-order writes. If writes are A, B, C you will never read B without A.Low — reads may be stale but always see a causally consistent prefix
EventualNo ordering guarantees. Reads may return stale or out-of-order values temporarily.Lowest — maximum throughput, minimum latency

Session consistency is the default and the most widely used level. It gives strong consistency guarantees within a session token scope (a single user or client connection) while keeping cross-replica latency low. The session token is passed in request headers, and any replica that has caught up to that token can serve reads. This covers the most important correctness requirement for most apps: a user immediately sees their own writes.

Cosmos DB lets you relax consistency per request (weaken it, not strengthen it), so you can request eventual reads for a reporting query while keeping session consistency for writes.

Which Cosmos DB consistency level is the default and guarantees read-your-own-writes within a session?
What does Bounded Staleness consistency allow you to configure?

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What is Azure Cosmos DB and what problems does it solve? What are the different APIs available in Azure Cosmos DB? What is a partition key in Azure Cosmos DB and why is choosing it correctly so important? What are Request Units (RU/s) in Azure Cosmos DB? What are the five consistency levels in Azure Cosmos DB? How does global distribution work in Azure Cosmos DB? What is the Cosmos DB Change Feed and what are its main use cases? What is provisioned throughput vs autoscale vs serverless in Cosmos DB? How does indexing work in Azure Cosmos DB? What is Time to Live (TTL) in Cosmos DB and how do you configure it? What is a stored procedure in Cosmos DB and what are its limitations? What is the difference between a point read and a query in Cosmos DB? What is the Cosmos DB NoSQL query language and how does it differ from standard SQL? What is the Cosmos DB transactional batch API? What is Cosmos DB Integrated Cache and how does it reduce RU consumption? How does optimistic concurrency work in Azure Cosmos DB? What is hierarchical partition keys in Cosmos DB and when do you use it? What is the Cosmos DB Bulk Executor and how do you use bulk operations in the SDK? What are Cosmos DB triggers and user-defined functions (UDFs)? How does Cosmos DB handle conflicts in multi-region write (multi-master) setups? What is the Cosmos DB Emulator and how is it used in development? What is Cosmos DB for MongoDB API and what version compatibility does it provide? What is the Cosmos DB analytical store and Azure Synapse Link? What are Cosmos DB materialized views and how do they differ from containers? How does Cosmos DB pricing work and what are the key cost drivers? What is the Cosmos DB Gremlin API and what is it optimized for? How does Cosmos DB backup and restore work? What is the Cosmos DB Patch API and how does it differ from Replace? What is the Cosmos DB Cassandra API and how does CQL map to Cosmos DB concepts? How do you model one-to-many relationships in Cosmos DB? What is the Cosmos DB free tier and what does it include? What is the Cosmos DB SDK and what are the key client configuration options? What is the Cosmos DB Table API and when would you migrate from Azure Table Storage to it? How does Cosmos DB handle security and access control?
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