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Memory Management

How MicroPython’s Garbage Collector Survives on 256KB
22 mins read

How MicroPython’s Garbage Collector Survives on 256KB

  • Embedded Systems
May 13, 2026May 13, 2026 Silas MontgomeryTagged CPython internals, DuckDB python, Free threading, GIL removal, Ibis framework, Marimo notebooks, Mojo language, Polars dataframe, Python JIT, Rust Python

A forum question that comes back every few months goes like this: “Why does gc.collect() take about the same time on my Pico whether the heap is almost.

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Inside CPython’s obmalloc: How the Small Object Allocator Avoids the System Heap
14 mins read

Inside CPython’s obmalloc: How the Small Object Allocator Avoids the System Heap

  • CPython Internals
April 20, 2026 Mateo VargasTagged CPython internals, DuckDB python, Free threading, GIL removal, Ibis framework, Marimo notebooks, Mojo language, Polars dataframe, Python JIT, Rust Python

Jump to: What exactly does obmalloc manage, and what falls through to system malloc? · How are arenas, pools, and blocks structured inside CPython?

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Python’s Reference Counting Has Changed (And You Probably Missed It)
11 mins read

Python’s Reference Counting Has Changed (And You Probably Missed It)

  • Data Engineering
January 27, 2026April 19, 2026 Nia OkoroTagged CPython internals

Well, that’s not entirely accurate — I actually spent most of last Tuesday staring at a flame graph that absolutely refused to make sense.

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Recent Posts

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  • Inside Polars’ Lazy Query Engine: How Predicate Pushdown Beats Pandas

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