Cloudera Data Catalog Profilers

Profilers create metadata annotations that summarize the content and shape characteristics of the data assets (such as distribution of values in a box plot or histogram).

The Cloudera Data Catalog profiler employs Kubernetes enabled job scheduling and runs profilers jobs on-demand.
Profiler Name Description
Cluster Sensitivity Profiler The profiler automatically classifies your data with preconfigured tags, such as, PII, PCI, HIPAA and others.
Ranger Audit Profiler A Ranger audit log summarizer.
Hive Column Profiler Provides summary statistics like Maximum, Minimum, Mean, Unique, and Null values at the Hive column level.

Limitations

  • Cloudera Data Catalog on premises 1.5.5 SP1 or lower do not support Iceberg tables. In Cloudera Data Catalog on premises 1.5.5 SP2 or higher, Iceberg tables can be profiled.
  • In Compute Cluster enabled environments, profilers only support tables which are stored on AWS S3 storage.
  • Supported file formats:
    • Statistics Collector profilers and Data Compliance profilers
      • CSV
      • Parquet
      • Iceberg tables
      • ORC
      • Avro