
Python Bytes #457 Tapping into HTTP
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Nov 11, 2025 Discover httptap, a CLI tool that dissects HTTP requests for precise timing measurements. Learn ten smart hacks to enhance Python performance, covering everything from data structures to exception handling. Dive into FastRTC, which simplifies WebRTC integrations with features for voice chat. Brian also shares tips on analyzing Python dependencies using pipdeptree. Plus, find out how to color-code your VS Code projects with the Peacock extension to easily distinguish between them. And don't miss a light-hearted joke about Python's past!
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Phase-By-Phase HTTP Timing
- httptap breaks HTTP requests into DNS, connect, TLS, wait, and transfer phases for precise timing and TLS details.
- Use it to pinpoint where latency arises (DNS, connect, TLS, server wait, or transfer).
Use The Right Data Structures And Stdlib
- Prefer sets or dicts for membership and key lookups instead of lists for huge speedups.
- Learn and favor standard library tools (math, bisect, itertools) to optimize hot code paths easily.
Avoid Reallocations And Exceptions In Hot Loops
- Pre-allocate lists when you know the final size to avoid repeated reallocations and copying.
- Avoid using exceptions as regular control flow inside hot loops; check conditions first.

