Strong technical fluency across edge to cloud architectures, networking, APIs, authentication, observability, cybersecurity, and operational data systems, including experience troubleshooting connectivity, security, data quality, and integration issues in distributed OT and IT environments. Validate end to end data flows, connectivity, access, authentication, security, monitoring, and operational handoff requirements across edge systems, networks, cloud services, APIs, partner platforms, and customer environments.