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Using Web Server Logs to Answer Product and Business Questions

set up a relatively lightweight data stack in minutes with Bytewax, Redpanda and DuckDB...

Written by Zander Matheson

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Writing Tests for Bytewax Dataflows That Run in GitHub Actions

Data processing frameworks are often difficult to write tests for because they generally r...

Written by Sadequl Hussain

Clock, threads vs. processes

Python Parallelization - Threads vs. Processes

As programs process ever-increasing amounts of data, they also use an increasing amount of time and resources. One wa...

Written by Fortune Adekogbe

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Kafka Data Enrichment

Data enrichment is the process of adding to or enhancing data to make it more suitable or useful for a specific purpo...

Written by Zander Matheson & Osinacha Chukwujama

Streaming Data, Stream Processing, Real-Time Analytics an Overview

Across industries, organizations are investing heavily in data architecture to generate analytics to support business...

Written by Ahn Tran

Missing values in real-time AI

Dealing With Missing Values for Real-Time AI

As we all know, the real world is never perfect and as a consequence of that imperfection, we often end up with imper...

Written by Zander Matheson

Real-time data in Python with AWS Kinesis

Analyzing Real-Time Data in Python with AWS Kinesis

Real-time data is largely used to support real-time analytics, which is the process of transforming raw data into ins...

Written by Lucien Chemaly

Detecting cyberattacks with Wireshark & Bytewax

Detecting Cyberattacks with Pyshark and Bytewax

Every year, cyberattacks become more and more commonplace. Almost daily there are reports of ongoing cyberattacks cau...

Written by Zander Matheson

Analyzing crypto order books with Coinbase & Bytewax

Analyzing Crypto Order Books for Fun and for Profit

In this example we are going to walk through how you can maintain a limit order book in real-time with very little ex...

Written by Zander Matheson