Comparison · Self-hosted vs Self-hosted

Trough vs Langfuse

Langfuse is $59/mo (Pro). Trough is a self-hosted alternative at $2.99/mo. Here's when each makes sense.

Try Trough Free Trough overview
TroughLangfuse
HostingSelf-hosted, your infraOpen source, self-hostable with Docker and Postgres
Data locationYour server, your diskYour server (if self-hosted)
Free tier1 service, 10,000 requests/moPaid only
Pro pricing$2.99/mo$59/mo (Pro)
DependenciesNone (single binary + SQLite)Docker, Postgres, etc.
Setup time~30 seconds15-30 minutes (self-host)
DashboardBuilt-in at /uiWeb UI
LicenseBSL 1.1Open source
When to use Trough

Pick Trough when you want simplicity and ownership.

Trough is a single Go binary with embedded SQLite. Install it with one command, and you are running in under a minute. Your data stays on your server.

curl -fsSL https://stockyard.dev/trough/install.sh | sh
Install Trough Trough docs

Langfuse makes sense when you need more.

Langfuse is a full LLM observability platform — tracing, evaluations, prompt management. If you need all of that, Langfuse is excellent. If you primarily want to track what you are spending on LLM APIs, Trough is focused and simpler.
The trade-off

The pricing math between Trough and Langfuse changes depending on team size. Langfuse at $59/mo (Pro) is reasonable for a solo user. At ten seats, the difference compounds. Trough is a flat $2.99/mo regardless of seats — the binary does not count how many people use it. For growing teams, this makes Trough progressively cheaper while Langfuse gets progressively more expensive.

Architecturally, Trough and Langfuse could not be more different. Langfuse runs on distributed cloud infrastructure with load balancers, managed databases, CDNs, and redundancy across availability zones. Trough is a single process writing to a single file on a single disk. That sounds fragile until you realize that SQLite handles more concurrent readers than most web applications will ever need, and WAL mode means reads never block writes.

Both Trough and Langfuse offer self-hosted options, but the operational requirements differ. Open source, self-hostable with Docker and Postgres Trough is a single binary with embedded SQLite — no containers, no external databases, no orchestration. The practical difference: Trough runs on a $5 VPS with no configuration. Self-hosting Langfuse typically requires a more substantial infrastructure investment.

Switching from Langfuse

Switching from Langfuse to Trough is straightforward for most teams. Export your data from Langfuse (most services offer CSV or JSON export), then POST each record to Trough's API. A migration script that reads the export and writes to /api/ endpoints typically takes less than 50 lines of code. The reverse migration is equally simple — Trough's SQLite database is a standard file you can query with any SQLite client.

FAQ
Is Trough a Langfuse alternative?
Trough focuses specifically on LLM API cost tracking. Langfuse is broader — tracing, evaluations, and prompt management. They can complement each other.
Does Trough support prompt versioning?
No. Trough tracks costs. For prompt management, use Langfuse, Humanloop, or the Stockyard platform.
Related

Trough overview

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Self-hosted LLM API cost monitor in 30 seconds.

Single binary. Free to start. $2.99/mo for Pro.

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