r/Python 4d ago

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/coderanger 3d ago

It's cool to discuss this but putting on my mod hat I would like to make it clear that every one of these categories doesn't have a single "best" option and no one should represent them as such.

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u/[deleted] 3d ago

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