Middle
Do you remember the CAP theorem?
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Answer from AI
The CAP theorem states that a distributed system cannot simultaneously guarantee all three properties:
- Consistency — all nodes see the same data at the same time.
- Availability — every request receives a response, even if part of the system is unavailable.
- Partition tolerance — the system continues to operate despite network partitions.
According to the theorem, during a network partition, the system can guarantee either consistency or availability, but not both at the same time.
For example, in a database during a network failure, one can choose to:
- Ensure consistency by denying responses to some nodes (losing availability).
- Ensure availability by allowing writes on different nodes with possible data inconsistency.
In real systems, compromises are often made, choosing an appropriate CAP balance depending on requirements.