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Posts with tag "consistency"

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The Logical Tax — Consistency is a Loan You Repay in Round Trips

Every consistency guarantee is a loan taken against latency: you borrow ordering and pay back in round trips. The consistency spectrum from strict serializability to eventual consistency is a price list — every level has a denominated RTT cost. Every consensus protocol sets a coherency coefficient beta that determines where N_max sits. Right-sizing the loan means choosing the minimum guarantee the application requires, implemented with the protocol that delivers it at the lowest beta the team can operate. This post prices each level, compares the protocols, and adds the read-path merge tax that conflict-free merge structures defer from writes to reads.

Why Consistency Bugs Destroy Trust Faster Than Latency

Users tolerate slow loads. They don't tolerate lost progress. A 16-day streak reset at midnight costs more than 300ms of latency ever could. At 3M DAU, eventual consistency creates 10.7M user-incidents per year, putting $6.5M in annual revenue at risk through the Loss Aversion Multiplier. Client-side resilience with 25x ROI prevents trust destruction that no support ticket can repair. This is the fifth constraint in the sequence.