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Expand Up @@ -28,7 +28,7 @@ However, this option requires knowledge of Java programming and familiarity with
- Requires coding and understanding of the Beam API.

## Predefined templates {#2-predefined-templates}
ClickHouse offers [predefined templates](/integrations/connectors/data-ingestion/GCP/google-dataflow/templates) designed for specific use cases, such as importing data from BigQuery into ClickHouse. These templates are ready-to-use and simplify the integration process, making them an excellent choice if you prefer a no-code solution.
ClickHouse offers [predefined templates](/integrations/connectors/data-ingestion/GCP/google-dataflow/templates) designed for specific use cases, such as batch imports from BigQuery or streaming ingestion from Pub/Sub into ClickHouse. These templates are ready-to-use and simplify the integration process, making them an excellent choice if you prefer a no-code solution.

### Key features {#key-features-1}
- No Beam coding required.
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Expand Up @@ -26,5 +26,5 @@ For detailed step-by-step instructions, refer to the [Google Dataflow Run Pipeli

## List of ClickHouse Templates {#list-of-clickhouse-templates}
* [BigQuery To ClickHouse](/integrations/connectors/data-ingestion/GCP/google-dataflow/templates/bigquery-to-clickhouse)
* [Pub/Sub To ClickHouse](/integrations/connectors/data-ingestion/GCP/google-dataflow/templates/pubsub-to-clickhouse)
* [GCS To ClickHouse](https://github.com/ClickHouse/DataflowTemplates/issues/3) (coming soon!)
* [Pub Sub To ClickHouse](https://github.com/ClickHouse/DataflowTemplates/issues/4) (coming soon!)
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Expand Up @@ -177,4 +177,7 @@ This error occurs when ClickHouse runs out of memory while processing large batc

## Template source code {#template-source-code}

The template's source code is available in ClickHouse's [DataflowTemplates](https://github.com/ClickHouse/DataflowTemplates) fork.
The template's source code is available in:

- [`GoogleCloudPlatform/DataflowTemplates`](https://github.com/GoogleCloudPlatform/DataflowTemplates/tree/main/v2/googlecloud-to-clickhouse) — the upstream Google Cloud Platform repository.
- [`ClickHouse/DataflowTemplates`](https://github.com/ClickHouse/DataflowTemplates) — ClickHouse's fork.
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