# From batch processing to streaming: AMP's data journey from open-source to ClickHouse Cloud

DevFeed: [From batch processing to streaming: AMP's data journey from open-source to ClickHouse Cloud](<https://devfeed.tech/articles/from-batch-processing-to-streaming-amp-s-data-journey-from-open-source-to-clickhouse-cloud-4942.md>)

Original publisher: [Read original article](<https://clickhouse.com/blog/amp-clickhouse-oss-to-clickhouse-cloud>)

Author: Chris Lawrence

Published: 2025-01-20T12:45:59Z

Content type: article

Language: en

Sources: [ClickHouse Blog](<https://devfeed.tech/sources/clickhouse-blog.md>)

Topics: [clickhouse](<https://devfeed.tech/topics/clickhouse.md>), [Data Infrastructure](<https://devfeed.tech/topics/data-infrastructure.md>), [real-time](<https://devfeed.tech/topics/real-time.md>), [Streaming](<https://devfeed.tech/topics/streaming.md>), [Shopify](<https://devfeed.tech/topics/shopify.md>), [Cloud](<https://devfeed.tech/topics/cloud.md>), [Open Source](<https://devfeed.tech/topics/open-source.md>)

Tags: [batch](<https://devfeed.tech/tags/batch.md>), [clickhouse](<https://devfeed.tech/tags/clickhouse.md>), [data-infrastructure](<https://devfeed.tech/tags/data-infrastructure.md>), [data-pipeline](<https://devfeed.tech/tags/data-pipeline.md>), [ecommerce](<https://devfeed.tech/tags/ecommerce.md>), [open-source](<https://devfeed.tech/tags/open-source.md>), [performance](<https://devfeed.tech/tags/performance.md>), [postgres](<https://devfeed.tech/tags/postgres.md>), [real-time](<https://devfeed.tech/tags/real-time.md>), [shopify](<https://devfeed.tech/tags/shopify.md>), [streaming](<https://devfeed.tech/tags/streaming.md>)

## AI overview

AMP migrated its analytics data infrastructure from a PostgreSQL-based batch workflow to ClickHouse Cloud. The change enabled real-time streaming and improved the speed and reliability of analytics for Shopify merchants as data volume and platform complexity increased.

## Source excerpt

Learn how AMP revamped its data infrastructure with ClickHouse Cloud, enabling real-time streaming for faster, more reliable analytics for Shopify merchants.