application infrastructure , change management, Problem Management, Application Lifecycle Management, Servers, Incident Management, System Architecture, Memory, PAS-X, validation requirements, system capacity, Siemens Opcenter, IT-OT integration, industrial IoT platforms, ERP integrations, Hardware, data historians

data warehouses , Agile Development Methodologies, Pyspark, Sql, Scalability, Devops, Performance, MLops, Databricks, Python, AI solution design, GenAI solution patterns, Relational Databases, ML engineering, Resilience

operational support , production readiness , Prometheus, Grafana, Terraform, MySQL, AWS, Redis, Systems Administration, Gcp, Ansible, Incident Management, Cloud Infrastructure, automated deployment, site reliability practices, Disaster Recovery, CI CD, alerting, access management, technical tools, observability, cloud platforms, IT setup, Monitoring, centralized logging, Root Cause Analysis, GitLab CI CD, infrastructure as code