devsecops concept - integration of security testing throughout the development and operations it lifecycle - 3d

agile analysis apis applications automation cloud code compliance computing containers continuous cybersecurity delivery design development devops devsecops iac illustration implementation incident infrastructure integration lifecycle management microservices modeling observability operations pipeline platform prevention production release review scaled secure security service software stack testing threat toolchain tools vulnerabilities vulnerability workflow