To remove rows from an existing Delta table where the value in a specific column meets a condition, you need to use the DELETE statement. In this case, using 'DELETE FROM my_table WHERE age > 25;' will delete all rows where the age is greater than 25, thereby updating the table with only the rows where the age value is 25 or less.
A data lakehouse supports ACID-compliant transactions. ACID stands for Atomicity, Consistency, Isolation, and Durability, which are crucial properties for maintaining data integrity and consistency. These properties ensure that data operations are processed reliably and completely, even in the face of concurrent transactions or failures. This level of transactional reliability and consistency helps to improve data quality significantly over a traditional data lake, which often lacks such guarantees.