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Core
Transactions, ACID, and Isolation Levels
A transaction groups several reads and writes so they either all commit or all roll back, with the ACID guarantees of atomicity, consistency, isolation, and durability. Isolation level is the dial that trades concurrency anomalies (dirty reads, non-repeatable reads, phantoms) against throughput, and most databases default to a weaker level than engineers assume. Applied AI and data interviews probe it because pipelines that ignore isolation produce silent, intermittent corruption that no unit test catches.
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RELATED CONCEPTS
PRACTICE THIS IN REAL QUESTIONS
Coding & DSAImplement a thread-safe token-bucket rate limiter for concurrent API and tool-calling traffic.→SQL & Data EngineeringSCD Type 2 in Delta Lake: track history with one atomic MERGE.→SQL & Data EngineeringGroup a stream of user events into sessions in SQL (30-minute inactivity gap) using window functions.→Coding & DSALRU cache in O(1): hashmap plus doubly linked list, TTL, locking.→SQL & Data EngineeringTop-N per group in SQL: ROW_NUMBER vs RANK vs DENSE_RANK.→SQL & Data EngineeringA SQL query is slow. How do you diagnose and optimize it?→
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