





Tier-1 brand, metro locations, and mid-level generalist infra role increase candidate competition.
Network and cloud skills are transferable but require vendor and security knowledge, so medium sensitivity.
Explicit 3+ years plus required network/cloud tooling implies moderate shortlisting strictness.
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Owns end-to-end monitoring and capacity management of applications and network systems at scale.
Utilizes AI-assisted methods to identify, validate, and remediate infrastructure capacity risks ensuring resiliency and security compliance.
Makes significant project decisions involving multiple technologies and applications within infrastructure engineering.
Formal training or certification in infrastructure engineering plus 3+ years of applied experience.
Proficiency in network infrastructure technologies and programming/scripting languages such as Python and Ansible.
Experience using enterprise-authorized AI tools in infrastructure workflows with strong validation and data sensitivity awareness.
Operating knowledge in areas such as software-defined networks, SD-WAN, fabric switching, Wi-Fi, and network security technologies.
Experienced in multi-technology infrastructure environments including cloud (public/private) and network security operations.
Comfortable working with AI-assisted tools for monitoring, capacity planning, and remediation workflows, skilled at validating AI outputs.
Capable of taking ownership of complex projects involving network devices and cloud infrastructure from vendors like Cisco, Arista, Juniper, Fortinet, aligned with resiliency and security standards.