how to creating ACID Transaction Hive Table:

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7/18/2023
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how to creating ACID Transaction Hive Table:

Step-by-step guide to creating transactional tables in Apache Hive

Apache Hive supports ACID (Atomicity, Consistency, Isolation, Durability) transactions, enabling more reliable data processing in data warehouses. To create an ACID transaction table in Hive, certain configuration parameters and table properties must be set correctly. This article outlines the steps and best practices to achieve this.


Pre-requisites for Creating ACID Transaction Tables

Before creating an ACID transaction table in Hive, ensure the following configurations are set:

Configuration Parameters

Run these Hive commands to enable ACID transaction support:

SET hive.support.concurrency=true;
SET hive.enforce.bucketing=true;
SET hive.exec.dynamic.partition.mode=nonstrict;
SET hive.txn.manager=org.apache.hadoop.hive.ql.lockmgr.DbTxnManager;

Explanation of Configuration Parameters

  • hive.support.concurrency=true: Enables concurrency in Hive, which is essential for transactions.

  • hive.enforce.bucketing=true: Enforces bucketing, a prerequisite for transactional tables.

  • hive.exec.dynamic.partition.mode=nonstrict: Allows dynamic partitioning in the table.

  • hive.txn.manager=org.apache.hadoop.hive.ql.lockmgr.DbTxnManager: Configures Hive to use the DbTxnManager for transaction management.


Steps to Create an ACID Transaction Table

Once the configurations are set, follow these steps to create a transactional table:

  1. Set the Table Property: Use the transactional table property and set it to true.

  2. Use ORC File Format: ACID tables require the ORC file format for optimal performance and compatibility.

  3. Ensure Proper Bucketing: Specify the bucket count when creating the table, as it is mandatory for transactional tables.

Example Hive Query

Here is an example query to create an ACID transaction table:

CREATE TABLE employee_details (
    employee_id INT,
    employee_name STRING,
    department STRING,
    salary FLOAT
)
CLUSTERED BY (employee_id) INTO 4 BUCKETS
STORED AS ORC
TBLPROPERTIES (
    'transactional'='true'
);

Explanation of the Query

  • CLUSTERED BY (employee_id) INTO 4 BUCKETS: Defines bucketing for the table based on the employee_id column.

  • STORED AS ORC: Specifies the ORC file format for storage.

  • TBLPROPERTIES ('transactional'='true'): Marks the table as transactional.


Benefits of ACID Transaction Tables in Hive

  • Data Integrity: Ensures consistency and reliability of data.

  • Support for Updates and Deletes: Enables transactional operations like updates and deletes.

  • Concurrency: Supports multiple users and queries without conflicts.

  • Durability: Ensures data is not lost during failures.


Conclusion

Creating ACID transaction tables in Apache Hive involves configuring specific parameters, using the ORC file format, and enabling bucketing. These steps ensure efficient data management with transactional capabilities, making Hive a robust tool for modern data warehouses.

Feel free to reach out if you have any questions or need further assistance with Hive ACID transactions!