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Answer: A data lakehouse supports ACID-compliant transactions.
## Explanation ACID-compliant transactions are a key feature of data lakehouses that significantly improve data quality compared to traditional data lakes. Here's why: **Traditional Data Lakes**: - Typically lack ACID (Atomicity, Consistency, Isolation, Durability) guarantees - Multiple concurrent writes can lead to data corruption or inconsistent reads - No transaction management means partial writes can leave data in an inconsistent state **Data Lakehouses with ACID Compliance**: 1. **Atomicity**: Ensures all operations in a transaction complete successfully or none do 2. **Consistency**: Guarantees data remains in a valid state before and after transactions 3. **Isolation**: Prevents concurrent transactions from interfering with each other 4. **Durability**: Ensures committed transactions persist even in case of system failures **Why this improves data quality**: - Prevents data corruption from concurrent writes - Ensures data consistency during ETL/ELT processes - Enables reliable data updates and deletes - Supports time travel and data versioning - Allows for reliable data governance and compliance While the other options describe features of data lakehouses: - **A**: Open formats are important for interoperability but don't directly improve data quality - **B**: SQL query capability improves accessibility but not inherent data quality - **C**: Multi-modal storage is a feature but doesn't guarantee data quality ACID transactions directly address the data quality challenges that plague traditional data lakes by providing the reliability guarantees needed for production data workloads.
Author: Keng Suppaseth
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Which data lakehouse feature results in improved data quality over a traditional data lake?
A
A data lakehouse stores data in open formats.
B
A data lakehouse allows the use of SQL queries to examine data.
C
A data lakehouse provides storage solutions for structured and unstructured data.
D
A data lakehouse supports ACID-compliant transactions.