Led the benchmarking work that decided whether latency-sensitive IVR telecom systems could safely move from dedicated hardware to VMware on Cisco UCS — a multi-million-dollar infrastructure call: Why the chosen direction fit the constraint better than patching around the edges.
Led the benchmarking work that decided whether latency-sensitive IVR telecom systems could safely move from dedicated hardware to VMware on Cisco UCS — a multi-million-dollar infrastructure call: How the problem surfaced, what the evidence showed, and why the old path stopped holding up.
Built the billing and capacity data warehouse for a telecom routing operation where routing, trunk, and IVR performance directly drove cost and revenue at large scale: Why the chosen direction fit the constraint better than patching around the edges.
Led the benchmarking work that decided whether latency-sensitive IVR telecom systems could safely move from dedicated hardware to VMware on Cisco UCS — a multi-million-dollar infrastructure call: A practical overview of the system, the constraint that shaped it, and the work flow behind the build.
Built the billing and capacity data warehouse for a telecom routing operation where routing, trunk, and IVR performance directly drove cost and revenue at large scale: How the problem surfaced, what the evidence showed, and why the old path stopped holding up.
Built the billing and capacity data warehouse for a telecom routing operation where routing, trunk, and IVR performance directly drove cost and revenue at large scale: A practical overview of the system, the constraint that shaped it, and the work flow behind the build.