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Database / Azure Cosmos DB interview questions

How does optimistic concurrency work in Azure Cosmos DB?

Cosmos DB uses ETags for optimistic concurrency control. Every item in Cosmos DB has a system-generated _etag property that changes on every write. When you read an item, you get its current ETag. When you want to update that item, you include the ETag in the write request using the If-Match HTTP header (or the SDK equivalent ifMatchEtag option). Cosmos DB compares your ETag against the item's current ETag on the server.

  • If they match — no one else has modified the item since you read it — the write succeeds and a new ETag is assigned.
  • If they do not match — someone else modified the item in between — the server returns HTTP 412 Precondition Failed and your write is rejected.

This prevents the lost-update problem in concurrent environments without holding any locks, which would block reads. The calling code is expected to handle the 412 by re-reading the item with its new ETag and re-applying the business logic before retrying the write.

// C# SDK example
ItemResponse<Product> readResponse = await container.ReadItemAsync<Product>(
    "product-42", new PartitionKey("electronics"));

Product product = readResponse.Resource;
string etag = readResponse.ETag;

product.Price = 29.99m;

try
{
    await container.ReplaceItemAsync(
        product, product.Id,
        new PartitionKey("electronics"),
        new ItemRequestOptions { IfMatchEtag = etag });
}
catch (CosmosException ex) when (ex.StatusCode == HttpStatusCode.PreconditionFailed)
{
    // Retry: re-read, re-apply business logic, retry write
}

ETags are also used in Change Feed processing — you can use the ETag to detect whether an item has changed since you last processed it, avoiding redundant processing of unchanged items.

What HTTP status code does Cosmos DB return when an optimistic concurrency ETag check fails?
What property on a Cosmos DB item stores the current ETag value?

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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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