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03-06-2024
12:31 AM
Hive typically relies on the schema definition provided during table creation, and it doesn't perform automatic type conversion while loading data. If there's a mismatch between the data type in the CSV file and the expected data type in the Hive table, it may result in null or incorrect values. Use the CAST function to explicitly convert the data types during the INSERT statement. INSERT INTO TABLE target_table
SELECT
CAST(column1 AS INT),
CAST(column2 AS STRING),
...
FROM source_table; Preprocess your CSV data before loading it into Hive. You can use tools like Apache NiFi or custom scripts to clean and validate the data before ingestion. Remember to thoroughly validate and clean your data before loading it into Hive to avoid unexpected issues. Also, the choice of method depends on your specific use case and the level of control you want over the data loading process.
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