We examine the CAP theorem (PACELC) and its impact on the design of distributed business systems.

CAP Theorem: Choosing Two out of Three

When building distributed systems, we always face the limitations of CAP theory: Consistency, Availability, and Partition Tolerance.

What Should a Business Choose?

  • CP (Consistency + Partition Tolerance): Important for banking and financial systems, where data must be accurate everywhere and always, even at the cost of temporary unavailability.
  • AP (Availability + Partition Tolerance): Ideal for social networks and catalogs, where it is more important for the user to quickly see at least some result than perfectly fresh data.

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Frequently Asked Questions

Identify one customer problem and formulate a measurable value proposition that can be tested through real sales.
Launch a narrow MVP for one segment, measure conversion, acquisition cost and deal cycle before scaling.
Track revenue in USD, CAC, gross margin, paid conversion and payback period. These are the baseline metrics for idea viability.
Usually 2-6 weeks: formulate the hypothesis, launch an MVP for a narrow segment and get the first demand and unit-economics numbers.
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16 июля