Câu hỏi phỏng vấn NoSQL
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Explain use of tra...

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Transactions in NoSQL databases are used to ensure data integrity and consistency during operations that involve multiple steps or changes. While traditionally associated with relational databases, transactions are increasingly supported in NoSQL databases to meet the needs of applications requiring reliable and consistent data handling. Here’s a detailed explanation of how transactions work in NoSQL databases:

ACID Properties in NoSQL Transactions

NoSQL transactions often adhere to the ACID properties, which stand for Atomicity, Consistency, Isolation, and Durability:

  1. Atomicity: This ensures that a transaction is treated as a single unit of work. It either completes entirely or fails entirely, with no partial completion. For example, if a transaction involves transferring money from one account to another, both the debit and credit operations must succeed or both must fail[1][3][4].

  2. Consistency: This property ensures that a transaction brings the database from one valid state to another, maintaining database rules such as constraints and triggers. If any part of the transaction violates these rules, the entire transaction is rolled back[1][3][4].

  3. Isolation: Isolation ensures that transactions are executed in isolation from one another. This means that the intermediate state of a transaction is not visible to other transactions until it is completed. This prevents issues like dirty reads and ensures that concurrent transactions do not interfere with each other[1][3][4].

  4. Durability: Once a transaction is committed, its changes are permanent, even in the event of a system failure. This ensures that the results of the transaction are reliably stored and can be recovered[1][3][4].

Types of NoSQL Databases and Transaction Support

NoSQL databases come in various types, each with different levels of transaction support:

  1. Key-Value Stores: These databases, such as Redis, typically offer limited transaction support, often at the single key level. They are optimized for simplicity and speed, making them suitable for use cases where complex transactions are not required[6][20].

  2. Document Stores: Databases like MongoDB and Couchbase support transactions at the document level. MongoDB, for instance, supports multi-document ACID transactions, allowing for more complex operations across multiple documents[1][5][9].

  3. Wide-Column Stores: Databases like Apache Cassandra offer limited transaction support, often focusing on eventual consistency rather than strict ACID compliance. However, they are designed for high scalability and performance[1][5][6].

  4. Graph Databases: These databases, such as Neo4j, support transactions that ensure the integrity of relationships between nodes and edges. They are particularly useful for applications that require complex querying of relationships[1][6][20].

Use Cases for NoSQL Transactions

NoSQL transactions are particularly useful in scenarios where data integrity and consistency are critical:

  1. Financial Services: Transactions ensure that operations like money transfers, payments, and account updates are...
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