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Case study

Every Dashboard Said Green. Researchers in 28 Countries Said Otherwise.

How an outside-in performance baseline gave engineering, operations, and vendor teams one shared view of the customer experience.

A global scientific instruments company served researchers, laboratories, and distributors in 28 countries through a multi-cloud digital platform. Four cloud providers delivered the experience. Internal dashboards showed green — availability was high, SLOs were met, and no single team had reason to escalate. But no one had an independent view of what a customer actually experienced loading a product page in São Paulo, searching the catalog in Seoul, or starting a cart in Dubai.

Outside-in synthetic monitoring across 110+ nodes exposed what internal dashboards could not: page load times varied nearly 3× between the fastest and slowest markets, 84% of transaction-page latency sat in backend processing, and cloud provider quality diverged dramatically at tail percentiles — even though every provider cleared every SLO at the median.

What you will learn

How outside-in monitoring exposed a nearly 3× regional page load gap hidden by aggregate SLOs
Why backend processing — not network paths — dominated transaction-page latency
How cloud provider quality diverged at p95 even when every provider cleared every SLO at the median
The operational outcomes: an edge optimization roadmap, backend tuning priorities, and vendor accountability grounded in shared data

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