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Database / Azure Cosmos DB interview questions

What is the Cosmos DB transactional batch API?

The transactional batch API is the way to execute multiple operations (up to 100) atomically on items that share the same partition key. Unlike stored procedures (which also provide ACID atomicity but require JavaScript and have size limits), the transactional batch runs from the client SDK and does not require any server-side registration.

A batch groups read, write, replace, delete, and patch operations together. The entire batch either commits or fails together — no partial success. If any single operation in the batch fails (e.g., a precondition check fails), the entire batch rolls back and the response contains which operation failed and why.

// C# example: atomic batch for same partition key "order-456"
TransactionalBatch batch = container.CreateTransactionalBatch(
    new PartitionKey("order-456"));

batch.CreateItem(new OrderItem { id = "item-1", orderId = "order-456", sku = "ABC" });
batch.ReplaceItem("order-456", new Order { id = "order-456", status = "processing" });
batch.DeleteItem("temp-hold-456");

TransactionalBatchResponse response = await batch.ExecuteAsync();
if (!response.IsSuccessStatusCode)
{
    // Check response[0].StatusCode, response[1].StatusCode, etc. for failure details
}

The batch API is the preferred way to handle multi-document transactions in modern Cosmos DB applications because it is cleaner than stored procedures, supports all SDK languages (no JavaScript constraint), and has a defined 100-operation limit per batch. It is ideal for patterns like: update an order header + insert multiple line items atomically, or implement optimistic concurrency by checking an item's ETag in a batch precondition before updating it.

The one constraint that matches stored procedures: all items in the batch must share the same partition key value. Cross-partition multi-document atomicity is not supported in Cosmos DB.

What is the maximum number of operations allowed in a single Cosmos DB transactional batch?
Can a Cosmos DB transactional batch include operations targeting items with different partition key values?

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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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