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Eventual Consistency and Trade-offs
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Definition of Eventual Consistency
Eventual consistency is a consistency model used in distributed computing to achieve high availability that informally guarantees that, if no new updates are made to a given data item, eventually all accesses to that item will return the last updated value.
Eventual vs. Strong Consistency
Eventual consistency allows for temporary data inconsistencies and tends to prioritize availability and partition tolerance, whereas strong consistency requires data to be consistent immediately across all nodes in a system, which can result in decreased availability or performance.
Eventual Consistency and User Experience
User experience can be affected by eventual consistency due to visible data inconsistency; however, this can be mitigated by UI strategies, explaining consistency behavior to users, or by using consistency at a more granular level, such as strong consistency for critical operations.
Consistency Mechanisms
To enforce eventual consistency, various mechanisms such as read-repair, anti-entropy processes, and write propagation are used to gradually propagate and reconcile updates across distributed nodes.
Conflict Resolution Strategies
Systems employing eventual consistency must use conflict resolution strategies like version vectors, CRDTs (Conflict-free Replicated Data Types), or last-writer-wins to handle data discrepancies that result from concurrent updates.
Trade-offs of Eventual Consistency
Eventual consistency involves trade-offs such as increased complexity in handling data conflicts, potential temporary data inconsistencies, and the need for conflict resolution mechanisms, but it benefits from improved system availability and partition tolerance.
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