Real Time Asset Portfolio Health Dashboard

via “asset health tracking and freshness monitoring”

Data orchestration for ML — software-defined assets, type-checked IO, observability, modern Airflow alternative.

Unique: Dagster's asset health system is declarative and integrated with the asset daemon, enabling automatic freshness monitoring and re-materialization without external tools. Health checks are asset-aware and can be composed with dbt tests for comprehensive quality tracking.

vs others: Provides more sophisticated asset health tracking than Airflow's SLA monitoring, with declarative freshness policies, custom health checks, and automatic re-materialization triggering.