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Observability & SRE

Metrics, traces, percentiles and what the graphs actually say.

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Hands-on notes on developer tools, written after the tool has actually been run.

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gc.collect Cost Empty vs Cycles: Localhost Lab

Hands-on gc.collect cost empty vs cyclic garbage lab: real collect latency plus reclaim counts, measured on Linux localhost today in this lab for SREs.

1 Oct 20264 min read
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sqlite3 vs shelve Local KV: Localhost Lab

Hands-on sqlite3 vs shelve local KV store lab: real insert/get ops/s plus file sizes, measured on Linux localhost today in this hands-on lab for SREs.

1 Oct 20264 min read
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ExitStack vs Nested with Resources: Localhost Lab

Hands-on contextlib.ExitStack vs nested with and manual close: real cycles/s for N resources, measured on Linux localhost in this hands-on lab for SREs.

1 Oct 20263 min read
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itertools.batched vs Manual Chunking: Localhost Lab

Hands-on itertools.batched vs manual list-slice chunking: real items/s batching sequences, measured on Linux localhost today in this hands-on lab for SREs.

1 Oct 20263 min read
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islice vs list Slice Windows: Localhost Lab

Hands-on itertools.islice vs list slice window lab: real ops/s taking ranges from sequences, measured on Linux localhost in this hands-on lab for SREs.

1 Oct 20264 min read
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heapq.merge vs sorted(chain): Localhost Lab

Hands-on heapq.merge vs sorted(chain) multi-way merge: real records/s on pre-sorted lists, measured on Linux localhost today in this hands-on lab for SREs.

1 Oct 20264 min read
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mmap Write vs pwrite Region: Localhost Lab

Hands-on mmap MAP_SHARED write+msync vs pwrite region update: real MB/s with durability labels, measured on Linux localhost in this hands-on lab for SREs.

1 Oct 20264 min read
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os.stat vs Path.stat vs lstat: Localhost Lab

Hands-on os.stat vs pathlib.Path.stat vs os.lstat: real metadata stats/s on many regular files, measured on Linux localhost in this hands-on lab for SREs.

1 Oct 20264 min read
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html.escape vs Manual Replace: Localhost Lab

A hands-on localhost lab comparing html.escape with chained str.replace for safe HTML escaping.

1 Oct 20264 min read
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configparser vs JSON Config Load: Localhost Lab

A hands-on localhost lab comparing configparser and json.load for nested application configuration.

1 Oct 20264 min read
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difflib vs set Ops Similarity: Localhost Lab

Hands-on difflib.SequenceMatcher vs set Jaccard token similarity: real ops/s on token lists, measured on Linux localhost in this hands-on lab for SREs.

1 Oct 20264 min read
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zlib vs gzip.compress Same Level: Localhost Lab

Hands-on zlib.compress vs gzip.compress same-level (6) stdlib bake-off: real MB/s and sizes, measured on Linux localhost in this hands-on lab for SREs.

1 Oct 20264 min read
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