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Database / Azure Cosmos DB interview questions

What are Request Units (RU/s) in Azure Cosmos DB?

Request Units (RU/s) are the currency of throughput in Azure Cosmos DB. Rather than expressing capacity in CPU cores, memory, or IOPS — which are hard to reason about at the application level — Cosmos DB normalizes all database operations into a single unit. One RU is defined as the cost of reading a 1 KB item by its partition key and ID (a point read). Every operation has an RU cost computed from CPU, memory, and I/O it consumes.

Typical RU costs to internalize:

  • Point read (GET by id + partition key): ~1 RU per 1 KB
  • Write (upsert/insert): ~5 RU per 1 KB (writes cost more because they update indexes)
  • Query with filter on partition key: varies — simple filters may be 2-3 RU; complex cross-partition queries can be 10-100+ RU
  • Cross-partition fan-out query: multiplied by number of physical partitions scanned

Provisioned throughput is set in RU/s at either the container level (dedicated throughput) or the database level (shared throughput distributed across all containers in that database). When your workload exceeds the provisioned RU/s, Cosmos DB returns HTTP 429 (Too Many Requests) responses and includes a x-ms-retry-after-ms header indicating how long to back off before retrying.

The Cosmos DB SDKs handle 429 retries automatically with exponential backoff, but you will see increased latency. To avoid this: provision adequate RU/s, use autoscale to handle peaks automatically, or distribute workload more evenly across time.

You can check the actual RU cost of any operation via the x-ms-request-charge response header or via the SDK's response diagnostics, which is the primary way to identify expensive queries and optimize them.

What HTTP status code does Cosmos DB return when a request exceeds provisioned RU/s?
Approximately how many RU/s does a point read of a 1 KB item cost in Cosmos DB?

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More Related questions...

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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