Completeness is not just a platform setting or a discovery-team task: it depends on data producers, configuration management database (CMDB) stewards and the teams that rely on the records to do their jobs.
This session will outline a practical operating model for clarifying who owns data sources, quality checks, reconciliation and escalation when records are missing or conflicting. Attendees will leave with questions to help define accountability without assuming one team can solve every completeness issue alone.
Why attend
- Understand why CMDB completeness is a shared responsibility, not just a platform or discovery-team issue.
- Clarify ownership for data sources, quality checks, reconciliation and escalation.
- Identify where accountability gaps lead to missing, stale or conflicting records.
- Take away practical questions for defining responsibilities across teams.
- Learn how to improve confidence in CMDB data without placing the entire burden on one group.
- Use our visibility report to identify gaps and guide a follow-up assessment.
Meet the Presenters

Lemna Manoharan
Staff Product Marketing Manager, Infoblox
Lemna Manoharan is a Staff Product Marketing Manager at Infoblox, where she focuses on Infoblox Visibility solutions, including Universal Asset Insights™. She brings 12+ years of experience across product marketing and product management, with expertise in go-to-market strategy, demand generation, product positioning, analyst relations, and ecosystem marketing. At Infoblox, she has also led marketing initiatives for networking ecosystem partnerships, hyperscaler co-build solutions, and value-added services for DNS, DHCP, and IP Address Management (DDI). Prior to joining Infoblox, Lemna led product marketing for network monitoring, network automation and orchestration, and PKI management solutions at Auvik Networks and AppViewX. She holds an Executive MBA (EPYM) from the Indian Institute of Management Calcutta and a degree in Electronics and Communications Engineering.

Jim Frey
Chief Analyst, Networking, Omdia
Principal Analyst Jim Frey has over 30 years of experience in networking and network management tools, technologies, best practices, software product development, management, and marketing. Jim was formerly VP Partner Marketing for Kentik Technologies, where he held senior leadership roles related to channel and technology alliance ecosystems and business development. Prior to joining Kentik, he held positions in industry research, marketing, product management, and software engineering, including roles at the executive level for the past 23 years. Jim holds a BSc in Engineering from the Colorado School of Mines in Golden and an MSc in Computer and Information Sciences from Rensselaer Polytechnic Institute in Troy, New York.

Steven St. Germain
Principal Consultant Lead, Ahead
Steven is a consulting leader in AHEAD’s Intelligent Operations (IO) practice. He brings 30+ years of IT and consulting leadership, with Fortune 25 through 1000 companies, guiding organizations through complex transformation, operational maturity, and service management excellence.



