Telmai allows you to easily monitor data metrics at any batch or streaming step of the data pipeline. You can connect Telmai to your data warehouses and analytical databases, or further ‘upstream’ to monitor closest to the source of issues to reduce downstream impact and investigation time.
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Telmai supports data in the form of New Line Delimited Json(NDJSON) and semi-structured schemas via parquet, BigQuery, and Snowflake.

Telmai performs complete analysis on all attributes, even nested and multivalued to find outliers. Telmai is designed to perform such analysis on hundreds of nested attributes having an unlimited number of elements in the arrays with no impact on performance.

Telmai provides a way to schedule runs with specific periodicity, i.e., hourly, daily, or weekly for the batch data source.

Additionally, you can configure Telmai to process and monitors only the changed data, also known as change data capture (CDC).
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