A Performant Way to Query Streaming Data

Improving a real-time streaming project with ksqlDB

Harrison Hoffman
Towards Data Science
13 min readMay 22, 2023

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North Carolina. Image by Author.

In a previous article, the components of a real-time streaming project that consumes and processes smartphone sensor data with FastAPI, Kafka, QuestDB, and Docker, were explored. This project was a first pass at implementing an architecture that can move streaming data from smartphones, through a Kafka log…

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Believer, husband, dad, and data scientist interested in applied math, data science, software development, and machine learning.