The Real Python Podcast

Structuring Python Scripts & Exciting Non-LLM Software Trends

44 snips
Jun 27, 2025
Learn how to craft effective Python scripts by structuring code and managing dependencies using PEP 723. Discover the importance of inline script metadata for improved automation and maintainability. Explore exciting software trends like local-first software that prioritizes personal data processing. Dive into the resurgence of SQLite, advancements in mobile development, and tools enhancing Django management. Additionally, get insights into a new data science IDE and efficient pattern searching techniques with the Aho-Corasick RS algorithm.
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ADVICE

Best Practices for Python Scripts

  • Use a shebang line to make Python scripts directly executable on Linux and macOS.
  • Structure scripts with constants, entry points, and manage dependencies using PEP 723 inline metadata for better maintainability.
INSIGHT

Local-First Software Trend

  • Local-first software emphasizes processing and storing data locally for privacy and offline use.
  • This trend pushes back against cloud reliance and revives decentralized data control concepts.
INSIGHT

Resolving Data Conflicts Locally

  • Conflict resolution in local-first apps uses methods like CRDTs and operational transforms.
  • These methods ensure consistent data syncing across devices and enable offline collaboration.
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