Improve Data reliability for analytics.Telmai supports full data observability capabilities to ensure continued reliability of data in BigQuery and GCS. Some of the observability features are listed below
Automatic monitoring of 40+ predefined data metrics like schema change, row count, completeness, uniqueness, patterns, distribution change, accuracy, etc
Simple UI for expectations/rules ,no more hand-coded rules using Great Expectation or DBT expectations.
Monitoring for streaming and batch data
Support for semi-structured data, i.e., nested and multi-valued attributes.
Support multiple formats like JSON, Parquet, CSV, and Avro
Intuitive human-in-loop model for fine-tuning thresholds, policies, or writing expectations
Dataproc(spark) processing to enable infinite scale without performance/cost impact on BigQuery
Private cloud and SaaS offering