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All issues › Volume 344, Issue 1 › IT News › Big Data

How Fixing Our Data Infrastructure Before It Broke Us Gave Back 6,200 Engineering Hours

InfoWorld, Monday, November 2nd, 2026

A contact center observability startup CTO explains how moving off flaky self-run data infrastructure ahead of a big bank deal saved 6,200 hours.

The author, from a contact center observability platform that processes large volumes of real-time interaction data, describes how a five-engineer team ran its own data infrastructure on a hosted Elasticsearch setup that had become unreliable.

A large UK bank customer expecting five times the usual traffic forced the company to confront the problem.

The author argues that CTOs at growth-stage companies often ignore infrastructure risks until a customer deadline forces an expensive decision under pressure.

The piece recounts running the numbers on onboarding the bank in-house and the decision to fix the infrastructure, which the title says returned 6,200 engineering hours.

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