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Explore articles, tutorials and deep dives on data engineering, Python, and data streaming. Learn about the future of data in real time.

Extend The Open Source Bytewax Library with Modules

Introducing Bytewax Module Hub: pre-built connectors and operators to streamline real-time dataflows.

Oli MakhasoevaDirector of Developer Relations and Operations

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Understanding the role of windowing in streaming applications

Explore windowing concepts like clocks, watermarks, and stateful ops with Bytewax’s new data stream cheatsheet.

Written by Laura Funderburk & Jonas Best

Introducing the Bytewax InfluxDB Connector

Easily integrate Bytewax with InfluxDB for real-time data processing, downsampling, and anomaly detection!

Written by Zander Matheson

Understanding Bytewax Operators for Distributed Data Processing

Learn how Bytewax operators handle state, windowing, and real-time data processing with Python’s simplicity.

Written by Laura Funderburk & Jonas Best

Real-time data pipelines with Python: introducing the Bytewax cheatsheet

Quickly master Bytewax with our cheatsheet, covering key concepts, operators, and dataflow setup for real-time pipelines

Written by Laura Funderburk & Jonas Best

Real-time indexing dataflows: introducing the Azure AI Search Bytewax sink

Implement real-time indexing with Bytewax's new Azure AI Search sink—perfect for advanced NLP tasks

Written by Laura Funderburk

Optimizing RAG Applications with Windowing: Examining an Indexing Pipeline

Explore how windowing optimizes RAG by efficiently processing real-time data for accurate AI-driven responses

Written by Laura Funderburk

Building a ClickHouse Sink for Bytewax to Enable Real-Time Analytics

Integrate Bytewax with ClickHouse for real-time analytics. Set up, write data, and optimize your workflows efficiently.

Written by Zander Matheson

Scaling Bytewax with Ray: Running Bytewax Dataflows Across Multiple Ray Workers

Optimize Bytewax dataflows on Ray, leveraging distributed computing for enhanced scalability and real-time processing

Written by Zander Matheson

Going Head-to-Head Against Flink: Benchmarking Ease of Use and Total Cost of Ownership

Bytewax vs. Flink: Superior Ease of Use & Lower TCO with Python-native Streaming

Written by Zander Matheson