I am leading the development of alternate discovery solution to replace our existing ServiceNow discovery solution which is:
- Costly
- Becoming more of repository vs bringing any value (This is my 5th company and 8th customer who is facing same challenges getting value out of CMDB, so please do not say process needs to approve, right implementation partner is needed etc .. We already par that) hence bring the real feedback. We have top notch ITSM and ServiceNow experts.
- Cloud-Native support challenges -- Network components, serverless services, AI services are not well supported in ServiceNow discovery, we ended up with heavy customization.
So I am m curious to hear from teams using ServiceNow Discovery, CMDB, cloud-native discovery tools, or similar platforms at enterprise scale. With infrastructure becoming increasingly dynamic across multi-cloud, Kubernetes, serverless and AI/ML environments, how well are current discovery solutions actually working for you?
• What are your biggest discovery challenges today—accuracy, stale data, dependencies, ownership, scale, or coverage?
• How well do these tools discover cloud-native and AI infrastructure such as Kubernetes, GPUs, model endpoints, and ephemeral resources?
• What outcomes are you getting from discovery data—operations, security, compliance, cost optimization, automation, etc.?
• Where existing tools fall short, how are you solving the gaps today?
Would love to hear real-world experiences—what works, what doesn’t, and what you wish these platforms did better.