Ingestion

Batch, streaming, APIs, and CDC-based data ingestion

Unified Tooling

Python, Spark, SQL + visual ETL tools​

Orchestration

Airflow, Prefect, and workflow automation

Data Quality & Monitoring​

Validation, observability, and alerting​

Scalability

Distributed processing and elastic infrastructure​

Versioning & Documentation

CI/CD, lineage, and pipeline documentation​