---
title: Cloudflare Pipelines
description: Ingest, transform, and deliver streaming data to R2 as Apache Iceberg tables or Parquet and JSON files.
image: https://developers.cloudflare.com/dev-products-preview.png
---

> Documentation Index  
> Fetch the complete documentation index at: https://developers.cloudflare.com/pipelines/llms.txt  
> Use this file to discover all available pages before exploring further.

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# Cloudflare Pipelines

Note

Pipelines is in **open beta**, and any developer with a [Workers Paid plan](https://developers.cloudflare.com/workers/platform/pricing/) can start using it. Currently, outside of standard R2 storage and operations, you will not be billed for your use of Pipelines.

Ingest, transform, and load streaming data into Apache Iceberg or Parquet in R2.

 Available on Paid plans 

Cloudflare Pipelines ingests events, transforms them with SQL, and delivers them to R2 as [Iceberg tables](https://developers.cloudflare.com/r2/data-catalog/) or as Parquet and JSON files.

Whether you're processing server logs, mobile application events, IoT telemetry, or clickstream data, Pipelines provides durable ingestion via HTTP endpoints or Worker bindings, SQL-based transformations, and exactly-once delivery to R2\. This makes it easy to build analytics-ready data warehouses and lakehouses without managing streaming infrastructure.

Create your first pipeline by following the [getting started guide](https://developers.cloudflare.com/pipelines/getting-started) or running this [Wrangler](https://developers.cloudflare.com/workers/wrangler/) command:

Terminal window

```

npx wrangler pipelines setup


```

---

## Features

###  Create your first pipeline 

Build your first pipeline to ingest data via HTTP or Workers, apply SQL transformations, and deliver to R2 as Iceberg tables or Parquet files.

[ Get started ](https://developers.cloudflare.com/pipelines/getting-started/) 

###  Streams 

Durable, buffered queues that receive events via HTTP endpoints or Worker bindings.

[ Learn about Streams ](https://developers.cloudflare.com/pipelines/streams/) 

###  Pipelines 

Connect streams to sinks with SQL transformations that validate, filter, transform, and enrich your data at ingestion time.

[ Learn about Pipelines ](https://developers.cloudflare.com/pipelines/pipelines/) 

###  Sinks 

Configure destinations for your data. Write Apache Iceberg tables to R2 Data Catalog or export as Parquet and JSON files.

[ Learn about Sinks ](https://developers.cloudflare.com/pipelines/sinks/) 

---

## Related products

**[R2](https://developers.cloudflare.com/r2/)** 

Cloudflare R2 Object Storage allows developers to store large amounts of unstructured data without the costly egress bandwidth fees associated with typical cloud storage services.

**[Workers](https://developers.cloudflare.com/workers/)** 

Cloudflare Workers allows developers to build serverless applications and deploy instantly across the globe for exceptional performance, reliability, and scale.

---

## More resources

[Limits](https://developers.cloudflare.com/pipelines/platform/limits/) 

Learn about pipelines limits.

[@CloudflareDev](https://x.com/cloudflaredev) 

Follow @CloudflareDev on Twitter to learn about product announcements, and what is new in Cloudflare Workers.

[Developer Discord](https://discord.cloudflare.com) 

Connect with the Workers community on Discord to ask questions, show what you are building, and discuss the platform with other developers.

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