PRIMITIVE #21Core Distributed Systems Component
Database Isolation Levels, ACID & Concurrency Anomalies
1. What It Is & Why It Exists
The Core Problem: Concurrency vs. Consistency Trade-off
In high-throughput transactional systems (e.g., banking transfers, inventory reservations, ride dispatch), thousands of concurrent database transactions execute simultaneously. Without isolation controls, interleaving read and write operations creates data corruption anomalies:
- Dirty Reads: Reading uncommitted data that is subsequently rolled back.
- Non-Repeatable Reads: Reading different values for the same row within a single transaction because another transaction modified and committed it.
- Phantom Reads: A query scanning a range of rows receives different row sets because another transaction inserted or deleted matching rows.
- Write Skew: Concurrent transactions read overlapping data sets, satisfy business constraints independently, and write disjoint data sets that collectively violate a global invariant.
- Lost Updates: Two concurrent transactions read a balance (10 and 110 and $120, losing one transaction's increment.
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2. Concurrency Anomalies & ANSI SQL Lattice
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Comprehensive Isolation Levels Matrix
| Isolation Level | Dirty Read | Non-Repeatable Read | Lost Update | Phantom Read | Write Skew | Implementation Engine |
|---|---|---|---|---|---|---|
| Read Uncommitted | ⚠️ Occurs | ⚠️ Occurs | ⚠️ Occurs | ⚠️ Occurs | ⚠️ Occurs | Dirty page memory reads |
| Read Committed | ❌ Prevented | ⚠️ Occurs | ⚠️ Occurs | ⚠️ Occurs | ⚠️ Occurs | MVCC (New snapshot per SQL query statement) |
| Repeatable Read | ❌ Prevented | ❌ Prevented | ❌ Prevented | ⚠️ Occurs (Postgres fixes via SI) | ⚠️ Occurs | MVCC (Snapshot taken at transaction start) |
| Snapshot Isolation (SI) | ❌ Prevented | ❌ Prevented | ❌ Prevented | ❌ Prevented | ⚠️ Occurs | Multi-version timestamp ordering |
| Serializable | ❌ Prevented | ❌ Prevented | ❌ Prevented | ❌ Prevented | ❌ Prevented | Strict 2PL (Pessimistic) or SSI (Optimistic) |
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