LangSmith vs DigitalOcean
LLM observability, testing & evaluation — by LangChain
vs. The developer cloud — Droplets, Kubernetes, Managed DBs, App Platform
Pricing tiers
LangSmith
Developer (Free)
Free forever. 5,000 traces/month. 14-day retention. 1 seat. Basic evaluations.
Free
Plus
$39/seat/month. 10k base traces included ($2.50 per 1k overage). Full evaluations, custom dashboards, email support.
$39/mo
Enterprise
Custom. Self-host option, SSO, custom retention, dedicated support.
Custom
DigitalOcean
Functions (Serverless)
Free 90k GB-sec/month. $0.0000185 per GB-sec after.
$0 base (usage-based)
App Platform — Free
Static sites free forever. 3 static sites per account.
Free
Droplet — Basic 512MB
Shared CPU, 512 MB RAM, 10 GB SSD, 500 GiB transfer. Cheapest starting tier.
$4/mo
Spaces Object Storage
$5/month — 250 GB storage + 1 TB outbound. S3-compatible.
$5/mo
App Platform — Basic
$5/month per app. 512 MB RAM, 1 vCPU, 1 GB bandwidth.
$5/mo
Droplet — Basic 1GB
Shared CPU, 1 GB RAM, 25 GB SSD.
$6/mo
Kubernetes (DOKS)
Starts at $12/month (1 node). Control plane free.
$12/mo
Droplet — Basic 2GB
1 vCPU, 2 GB RAM, 50 GB SSD, 2 TB transfer.
$12/mo
Load Balancer
$12/month. Supports HTTP/3 + Let's Encrypt.
$12/mo
Managed Postgres — Basic
1 GB RAM, 1 vCPU, 10 GB SSD. Single node.
$15/mo
Droplet — CPU Optimized
2 vCPU, 4 GB RAM dedicated. Best for CPU-bound workloads.
$42/mo
Enterprise
Custom. Volume discounts, dedicated support.
Custom
Free-tier quotas head-to-head
Comparing developer on LangSmith vs functions on DigitalOcean.
| Metric | LangSmith | DigitalOcean |
|---|---|---|
| No overlapping quota metrics for these tiers. | ||
Features
LangSmith · 14 features
- Alerts — Threshold alerts on latency, cost, eval metrics.
- Annotation Queues — Human-review workflows for trace quality rating.
- Custom Dashboards — Aggregate metrics dashboards per project/tag.
- Datasets — Collect examples → use as eval sets or training data.
- Evaluations — LLM-as-judge, embedding similarity, custom Python evaluators, offline batch eval…
- LangChain Integration — Auto-trace any LangChain/LangGraph run with env var.
- LangGraph Integration — First-class trace + eval for LangGraph agents.
- LLM Tracing — Automatic trace every LLM call + tool call + chain step.
- OpenTelemetry Export — Export traces as OTLP to Datadog/Honeycomb/etc.
- Playground — Test prompts + models inline before deploying.
- Prompt Canvas — Visual prompt editor with live test + eval.
- Prompt Hub — Public + private prompt library with versioning.
- Self-Hosted (Enterprise) — Docker + k8s deployment in your infra.
- Threads + Sessions — Group traces into conversational sessions.
DigitalOcean · 14 features
- App Platform — Heroku-style PaaS. Deploy from Git. Auto-HTTPS, auto-scale, zero-downtime deploy…
- Backups — Weekly automated backups (20% of Droplet cost). Manual snapshots.
- Block Storage Volumes — SSD block storage attachable to Droplets. Snapshot support.
- DigitalOcean GenAI Platform — Managed AI agents, model-as-a-service (Llama, Mistral), knowledge bases.
- DNS — Free DNS hosting for your domains.
- DOKS (Kubernetes) — Managed Kubernetes. Free control plane. Node auto-repair.
- Droplets — Virtual machines with shared or dedicated CPU. 20+ one-click Marketplace images.
- Functions — Serverless functions. Node, Python, Go, PHP, Ruby. Pay-per-execution.
- Load Balancers — Layer 4/7 load balancing with HTTP/3 + Let's Encrypt.
- Managed Databases — Postgres, MySQL, MongoDB, Redis, Kafka, OpenSearch, Valkey. Automated backups + …
- Marketplace — 300+ one-click Droplet + Kubernetes apps.
- Monitoring — Built-in metrics + alerts for Droplets, DBs, Load Balancers.
- Spaces — S3-compatible object storage with built-in CDN.
- VPC — Private networking. Free. Automatic default VPC per region.
Developer interfaces
| Kind | LangSmith | DigitalOcean |
|---|---|---|
| CLI | LangSmith CLI | doctl CLI |
| SDK | langsmith-js, langsmith-python | godo (Go), pydo (official py), python-digitalocean |
| REST | LangSmith REST API | DigitalOcean REST API |
| MCP | LangSmith MCP | DigitalOcean MCP |
| OTHER | LangSmith Dashboard | — |
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