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Our GCP daily cost dropped 80% in six weeks, here is every change we made

BACKGROUND
1 SIGNALFIRST DETECTED 8 July 2026
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13 May
Why Most "Cheaper Cloud" Strategies Fail

<p>The organization runs the program. Reserved instances purchased, rightsizing applied, maybe a workload consolidation push across three regions. Spend drops 18%. Leadership

REPORT · WHAT · Dev.toOPEN STORY
7 Sept
We Shipped an Optimization Our Own Benchmark Said Not To

<p>Here's the number first: we added a flag that parallelizes the slowest part of our log query tool across 8 goroutines, ran it against a real 76.3MB file, and it finished in

REPORT · WHO · Dev.toOPEN STORY
4 Oct
1,250,964 audit rows recorded that we had decided nothing, and 51,884 recorded a decision

<p>Munchable has a curation pipeline. Label words arrive from product packs, the ones nothing in the taxonomy can place go into a backlog, and a pass works through that backlog

REPORT · HOW · Dev.toOPEN STORY
9 Apr
LLM Cost Monitoring with OpenTelemetry

<p>Teams running LLM applications in production face a cost problem that traditional APM tools were never designed to solve. CPU and memory costs are relatively predictable — a

REPORT · HOW · Dev.toOPEN STORY
10 May
We tried vectors, ASTs, and brute-force context stuffing for code retrieval. Graphs with LLM-generated semantics worked best. Here's what we learned.

<!-- SC_OFF --><div class="md"><p>We spent the last year building a code indexing system and tried pretty much every retrieval approach along the way. Sharing what actually worked

OPINION · WHAT · LocalLLaMAOPEN STORY
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