Fast Python-based host enumeration and system reconnaissance for admins

Fast Python-based host enumeration and system reconnaissance for admins targets a $2.4B = 800K organizations × $3K ACV total addressable market with medium saturation and a year-over-year growth rate of 10% YoY (Gartner / IDC estimates for security tools and vulnerability management growth).

Key trends driving demand: Shift-left security — integrating reconnaissance into CI/CD creates demand for scriptable, pipeline-friendly tools that run fast and provide machine-readable output.; Rise of cloud and ephemeral hosts — transient infrastructure increases need for automated, repeatable enumeration to maintain an accurate asset inventory.; API-first security tooling — teams favor SDKs and APIs that can be embedded into automation and SOAR workflows, which benefits a Python-based product..