• Your Data Lake Is Where Telemetry Goes to Die

    Every carrier I have talked to in the last five years has more data than they have ever had. Telemetry from every device on the network, every interface, every optical span, every customer premise. SNMP traps, syslog streams, NETCONF notifications, API feeds from every platform in the OSS/BSS stack. Petabytes of operational data, accumulating around…

  • You’re Leaking 3–5% of Your Revenue and Nobody Has a Ticket Open for It

    There is a category of financial loss that does not show up on a damage report, does not generate an incident ticket, and does not appear on anyone’s weekly ops review. It is not a security breach. It is not a billing fraud. It is not a customer dispute that your team is aware of…

  • When the Fiber Goes Down, You Have 37 Seconds

    You know the call. Every VP of Operations and CTO in telecom knows the call. It comes in on a Saturday morning, or at 2 a.m. on a Tuesday, or in the middle of a board presentation. The fiber is down. A node is unreachable. Alarms are cascading across the dashboard faster than anyone can…

  • 85% of Your Outages Are Self-Inflicted

    That number deserves a moment to land. Not 85% of minor incidents. Not 85% of the low-severity events that close themselves in ten minutes. Eighty-five percent of human-error-related network outages — the ones that trigger bridge calls, SLA penalties, customer complaints, and emergency overtime — are caused by staff failing to follow or misinterpreting complex…

  • You’re Paying Senior Engineers to Clean the Network

    Think about the last time you looked at your NOC team’s actual workload — not the job descriptions, not the org chart, but what they spent their hours doing last Tuesday. Alarm triage. Ticket routing. Configuration verification. Scheduled health checks. Escalation bridges for events that turned out to be nothing. Manual correlation of fault data…

  • Your Maintenance Is Growing Out-of-Control

    Your Revenue Is Growing at 1.6%. Your Maintenance Costs Are Growing at 4.7% Those two numbers are not a footnote. They are the entire story of where telecom operating margins are going — and why every efficiency initiative, headcount freeze, and vendor renegotiation your finance team has run in the last three years has not…

  • We Tried AI on Our Integrations. Here’s What Happened.

    You probably already tried it. Somewhere in the last 18 months, someone on your team — or maybe you — pointed a large language model at an OSS/BSS integration problem. Maybe it was a NETCONF adapter for a Nokia 7750 SR. Maybe it was an SNMP trap receiver for a Calix GPON platform. Maybe it…

  • The Engineer Who Leaves Takes the Integration With Him

    There is a senior network architect at nearly every carrier I have worked with over the past 25 years. He — and it is almost always a he, in his mid-to-late fifties — has been with the company for a long time. He was there when the Nokia NMS was installed. He was there when…

  • The $180,000 Firmware Update

    Calix pushed a firmware update. Standard release cadence — nothing unusual. Somewhere in the release notes, buried in a changelog that nobody had time to read that week, was a line about a YANG model change for GPON OLTs.Six weeks later, a carrier I know well was cutting a check to their systems integrator for…

  • A 25-year industry veteran with a proven record of building, scaling, and exiting enterprise software companies joins Rapax to lead its next chapter — bringing AI-native network automation to network operators at scale. A Leader Built for This Moment Rapax is proud to announce that Shawn Ennis has joined as Chief Executive Officer, effective immediately.…