Most enterprises lack a complete, unified view of their network infrastructure due to decades of siloed point solutions — a problem HyperFRAME Research calls the 'legacy tax.' The real bottleneck for AI and automation isn't compute; it's data quality. Over 70% of industry leaders cite data integration as the primary constraint in their AI stack. The post argues that infrastructure modernization requires a unified, active source of truth with automated drift detection, observability, and API-first design — positioning NetBox Labs as that solution.

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