Version control tools e.g. Git, Backup And Recovery, Identity and Access Management IAM, Cloud application deployment and management, Microsoft Azure or Government-approved cloud platforms, Domain and DNS management, REST API integration, Application deployment and hosting, DevSecOps practices, Application monitoring and troubleshooting, Cloud platform fundamentals, Microsoft Power Platform administration, Basic networking concepts, Python or PowerShell scripting

change data capture , Java, Amazon Web Services, Kotlin, Python, Kubernetes, Spark, Multi region data architectures, Pinot, Batch and streaming architectures, ClickHouse, Druid, Delta Lake, dbt, Event driven ingestion, Iceberg, StarRocks

Powershell, Maven, Cloudformation, Bash, Jenkins, Git, Gradle, Terraform, Perl, Ansible, Bamboo, Python, AWS

unstructured data , operational support , Databases, Apis, Testing, Sql, Data Quality, Python, Orchestration, Data Services, Machine Learning, versioning, data pipelines, cloud-based environments, access controls, metadata provenance, complex scientific data, knowledge graphs, Ai, semantic models, lakehouses, imaging laboratory, Healthcare, biological OMICS, structured data, Analytics, data lakes, FAIR data practices, ontologies

Apis, Python, Context memory management, Cloud-native platforms, Secure coding practices, Vector databases, Agent loops, Governance frameworks, Microservices architecture, System integration patterns, Cloud automation scripts, LLM orchestration, Backend services

Kubernetes, Openshift, identity platforms, enterprise APIs, distributed application services

data engineering , Apis, Devops, cloud, Software Engineering, Kubernetes, knowledge graphs, Ai, LLM systems, semantic technologies, full-stack development, applied technical research, backend services

PostgreSQL, Redis, Databases, Linux, Docker, Python, RAG systems, Data matching, Vector databases, Data Processing, Infrastructure as code, Embeddings, Search, Data ingestion pipelines, Observability, Backend services

unstructured data , operational support , Sql, Testing, Data Quality, Python, Data Services, Apis, Databases, cloud-based environments, data pipelines, access controls, versioning, metadata provenance, structured data