ByteBrief
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Silent data failures occur when applications stay available but information flow breaks. Five signals help detect them: freshness, progression, connectivity, latency, and validation. Monitoring should track data through the entire pipeline, not just final application health. Degraded states communicate uncertainty without unnecessary downtime.
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