Understanding the CAP Theorem in Practice
Sysiq Engineering
July 5, 2026
6 min read
Understanding the CAP Theorem in Practice
The CAP theorem is a fundamental concept in distributed systems. It states that a distributed data store can only guarantee two out of the following three characteristics:
1. Consistency: Every read receives the most recent write or an error. 2. Availability: Every request receives a (non-error) response, without the guarantee that it contains the most recent write. 3. Partition Tolerance: The system continues to operate despite an arbitrary number of messages being dropped (or delayed) by the network between nodes.
The Reality of Networks
Because networks are unreliable, network partitions *will* happen. Therefore, you must always choose Partition Tolerance (P). The real choice is between Consistency (C) and Availability (A).Choosing the right database depends entirely on your application's business requirements. A banking app might need CP, while a social media feed is perfectly fine with AP.