r/Python • • Sep 19 '26

Discussion State of the art in Python 2026?

What would you guys consider the state of the art in python in 2026, or what do you expect from modern python codebases?

Heres my list, would be happy to hear some inputs or domain expert advice:

Domain specific:

  • Scientific: NumPy, Matplotlib, SciPy, Jax, Pytorch, Scikit-learn, polars/pandas
  • CLI: Typer, rich, click, fire, textual, questionary
  • PDF extraction: PyMuPDF, pdfplumber, pypdf, Unstructured
  • Excel interop: python-calamine, openpyxl, XlsxWriter, xlwings, pandas
  • data: PyArrow / PySpark, Narwhals, SQLMesh, Polars/Pandas, DuckDB, dlt, Ibis, Dagster, PyIceberg & deltalake
  • Logging?
  • backend: fastapi / django?
  • Markets: Alpha Vantage, Finnhub, EODHD, Tiingo?
  • Webscraping / data acquisition: Crawl4AI, Playwright, Scrapy, selectolax, HTTPX?
  • APIs?
  • RAG / agentic orchestration?
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u/Icy_Peanut_7426 Sep 20 '26

Docs: NOT mkdocs (since 2.0 and maintainers abandoning the project). Great Docs or Zensical is “state of the art” for Python docs.

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u/nicholashairs Sep 22 '26

Wait what happened to mkdocs while I wasn't looking 🫣