Guides

Learn how to build real-time data apps and streaming data pipelines with Bytewax.
Tutorial

Profiling Streaming Time Series Data

You'll be able to handle and structure data streams into snapshots using Bytewax, and then analyze them with ydata-profiling to create a comprehensive report of data characteristics for each device at each time interval.
Intermediatewindowing15-30 min
Tutorial

Building Sessions from Search Logs

This guide will teach you how to use Bytewax to aggregate on a custom session window on streaming data using reduce and then calculate metrics downstream.
Easywindowing15-30 min
Sample App

Real-Time Financial Exchange Order Book

At the end of this tutorial users will understand how to use Bytewax to analyze financial exchange data by connecting to a websocket and using Bytewax operators to maintain an order book and analyzing the orders.
Intermediatecryptowebsockets15-30 min
Tutorial

Enriching Streaming Data from Redpanda

Enriching streaming data inline is a common pattern. This tutorial will show you how you can do this with Python and provide you with code you can modify to build your own enrichment pipelines.
IntermediateKafkawaxctlRedpanda15 min
Tutorial

Recoverable Streaming Shopping Cart Application

This tutorial will show you how to build a recoverable streaming application that aggregates shoppers data into a shopping cart that is recoverable in the instance that it fails.
Intermediaterecovery15 min
Tutorial

Handling Missing Values in Data Streams

Learn how to create a custom sliding window with the stateful map operator to impute values using numpy
Easywindowing15 min