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Snuba is a service that provides a rich data model on top of Clickhouse together with a fast ingestion consumer and a query optimizer.

Snuba was originally developed to replace a combination of Postgres and Redis to search and provide aggregated data on Sentry errors. Since then it has evolved into the current form where it supports most time series related Sentry features over several data sets.


_ for the full documentation.


  • Provides a database access layer to the Clickhouse distributed data store.

  • Provides a graph logical data model the client can query through the SnQL language which provides functionalities similar to those of SQL.

  • Support multiple separate data sets in a single installation.

  • Provides a rule based query optimizer.

  • Provides a migration system to apply DDL changes to Clickhouse both in a single node and distributed environment.

  • Ingest data directly from Kafka

  • Supports both point in time queries and streaming queries.

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