Benchmarking the performance of Python web frameworks

This article presents a comparative performance analysis of three the most popular Python web frameworks - Django (with Django Rest Framework), Flask, and FastAPI - in the context of developing Web APIs. The evaluation focused on key performance metrics such as request throughput for basic GET and...

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Published in:Journal of Computer Sciences Institute
Main Authors: Bartłomiej Bednarz, Marek Miłosz
Format: Article
Language:English
Published: Lublin University of Technology 2025-09-01
Subjects:
Online Access:https://ph.pollub.pl/index.php/jcsi/article/view/7738
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author Bartłomiej Bednarz
Marek Miłosz
author_facet Bartłomiej Bednarz
Marek Miłosz
author_sort Bartłomiej Bednarz
collection DOAJ
container_title Journal of Computer Sciences Institute
description This article presents a comparative performance analysis of three the most popular Python web frameworks - Django (with Django Rest Framework), Flask, and FastAPI - in the context of developing Web APIs. The evaluation focused on key performance metrics such as request throughput for basic GET and POST operations, and response times for database-related CRUD operations. FastAPI consistently outperforms the other frameworks in most scenarios. The study also highlights how ORM usage can incur performance costs, even outside database use. A notable outlier was found in FastAPI when using SQLModel for large-scale data retrieval. Overall, the findings provide practical insights that can assist developers in selecting the most suitable framework.
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spelling doaj-art-e5aab7eec8fd471bbbbab331296940d42025-10-06T08:29:01ZengLublin University of TechnologyJournal of Computer Sciences Institute2544-07642025-09-013610.35784/jcsi.7738Benchmarking the performance of Python web frameworksBartłomiej Bednarz0https://orcid.org/0009-0006-1621-1701Marek Miłosz1https://orcid.org/0000-0002-5898-815XDepartment of Computer Science, Lublin University of Technology, Nadbystrzycka 36B, 20-618 LublinDepartment of Computer Science, Lublin University of Technology, Nadbystrzycka 36B, 20-618 Lublin This article presents a comparative performance analysis of three the most popular Python web frameworks - Django (with Django Rest Framework), Flask, and FastAPI - in the context of developing Web APIs. The evaluation focused on key performance metrics such as request throughput for basic GET and POST operations, and response times for database-related CRUD operations. FastAPI consistently outperforms the other frameworks in most scenarios. The study also highlights how ORM usage can incur performance costs, even outside database use. A notable outlier was found in FastAPI when using SQLModel for large-scale data retrieval. Overall, the findings provide practical insights that can assist developers in selecting the most suitable framework. https://ph.pollub.pl/index.php/jcsi/article/view/7738benchmarkingperformanceFlaskDjango Rest FrameworkFastAPIsqlite
spellingShingle Bartłomiej Bednarz
Marek Miłosz
Benchmarking the performance of Python web frameworks
benchmarking
performance
Flask
Django Rest Framework
FastAPI
sqlite
title Benchmarking the performance of Python web frameworks
title_full Benchmarking the performance of Python web frameworks
title_fullStr Benchmarking the performance of Python web frameworks
title_full_unstemmed Benchmarking the performance of Python web frameworks
title_short Benchmarking the performance of Python web frameworks
title_sort benchmarking the performance of python web frameworks
topic benchmarking
performance
Flask
Django Rest Framework
FastAPI
sqlite
url https://ph.pollub.pl/index.php/jcsi/article/view/7738
work_keys_str_mv AT bartłomiejbednarz benchmarkingtheperformanceofpythonwebframeworks
AT marekmiłosz benchmarkingtheperformanceofpythonwebframeworks