pipelines, and infrastructure as code across major cloud providers. LINEFNDATION IT also advises on IT operating models, security posture, vendor selection, and compliance-oriented policies. Its data and AI offering covers analytics, data pipelines, lightweight machine learning, and dashboards. In addition, it delivers support services including monitoring, backups, patch management, and incident response for organisations and home or small-office environments.