100 Modern Python Libraries You Must Know in 2025! 🚀

I have discovered these few game changer modern set of libraries that you should must know in 2025.

100 Modern Python Libraries You Must Know in 2025! 🚀
Photo by William Daigneault on Unsplash

LEVEL UP YOUR PYTHON SKILLS WITH THESE

100 Modern Python Libraries You Must Know in 2025! 🚀

Here’s a list of 100 modern Python tools in 2025, categorized for various use cases:

1. Web Frameworks

  1. Django 5.x
  2. Flask 3.x
  3. FastAPI
  4. Starlette
  5. Tornado
  6. Sanic
  7. Robyn
  8. BlackSheep
  9. Litestar
  10. Masonite

2. AI & Machine Learning

  1. PyTorch 2.x
  2. TensorFlow 3.x
  3. JAX
  4. Hugging Face Transformers
  5. Scikit-learn
  6. XGBoost
  7. LightGBM
  8. CatBoost
  9. Optuna (Hyperparameter Tuning)
  10. DeepSpeed

3. LLM & NLP

  1. LangChain
  2. Haystack
  3. OpenAI API (GPT-4, GPT-5)
  4. DeepSeek API
  5. LlamaIndex
  6. GPT-4-Turbo
  7. ChatbotKit
  8. FastText
  9. SpaCy 3.x
  10. TextBlob

4. Data Science & Analysis

  1. Pandas 2.x
  2. Polars
  3. Dask
  4. Vaex
  5. DuckDB
  6. Modin
  7. Datatable
  8. PyArrow
  9. Apache Spark (PySpark)
  10. RAPIDS cuDF

5. Database & ORMs

  1. SQLAlchemy 2.x
  2. Tortoise ORM
  3. PonyORM
  4. Piccolo ORM
  5. Peewee
  6. Beanie (MongoDB Async)
  7. Alembic (Database Migrations)
  8. SQLite Web
  9. Prisma for Python
  10. Redis-OM

6. Cloud & Serverless

  1. AWS Boto3
  2. Google Cloud SDK
  3. Azure SDK for Python
  4. Serverless Framework
  5. Pulumi
  6. Terraform Python SDK
  7. Supabase-py
  8. PyroBatchFTP
  9. Kubernetes Python Client
  10. OpenFaaS

7. Web Scraping & Automation

  1. BeautifulSoup 4
  2. Scrapy
  3. Selenium 4.x
  4. Playwright Python
  5. Pyppeteer
  6. HTTPX
  7. Requests-HTML
  8. LXML
  9. Undetected-Chromedriver
  10. Autoscraper

8. DevOps & CI/CD

  1. Pyinfra
  2. Fabric
  3. Invoke
  4. Ansible Python API
  5. GitPython
  6. Jenkins Job Builder
  7. Drone Python SDK
  8. CircleCI CLI
  9. Prefect (Workflow Orchestration)
  10. Airflow 3.x

9. Security & Ethical Hacking

  1. Scapy
  2. Mitmproxy
  3. PyCryptodome
  4. Hashlib
  5. Volatility
  6. Shodan API
  7. Python-Nmap
  8. Wapiti (Web App Security Scanner)
  9. Faker (Data Anonymization)
  10. PyJWT

10. Miscellaneous & Productivity

  1. Rich (Terminal Formatting)
  2. Typer (CLI Builder)
  3. Pytest 8.x (Testing)
  4. Poetry (Dependency Management)
  5. Black (Code Formatter)
  6. Ruff (Python Linter)
  7. FastAPI Users (User Auth)
  8. Taskipy (Task Runner)
  9. Pyngrok (Expose Localhost Online)
  10. PyScript (Python in the Browser)

Photo by Ingmar on Unsplash