LangSmith is excellent for debugging live AI systems. But keeping every trace in its extended-retention tier can turn observability into a surprisingly large line item.
Today we merged a new archive workflow into langsmith-cli that changes that tradeoff: keep LangSmith for live debugging, continuously archive verified traces to organization-owned private S3, and query the retained Parquet directly with DuckDB.
In other words, you can preserve your complete trace history without placing every trace on LangSmith's extended-retention tier.
The cost-overrun risk
LangSmith currently documents two trace-retention tiers:
Tier
Retention
Published trace price
Base
14 days
0.05¢
Extended
400 days
0.50¢ total
The 0.45¢ extended-retention upgrade makes an extended trace cost 10× as much as a base trace.
That difference becomes material at production volume:
Monthly traces
Base, 14 days
Extended, 400 days
Added retention cost
100,000
$50
$500
$450
1,000,00
Discussion
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