Make vs Langfuse

Make

Langfuse

Make · 16 features

• 3,000+ Apps — Huge integration catalog.
• Custom Apps SDK — Build your own app integrations with Apps SDK.
• Custom Functions (Ent) — Enterprise-only: define reusable functions.
• Custom Webhooks — Webhook triggers + responses.
• Data Stores — Make-native DB for cross-scenario state.
• Data Structures — Shared schemas for mapping.
• Error Handlers — Per-module error routes (rollback, resume, ignore).
• Execution Log — Per-operation input/output detail.
• Formula Editor — Rich formula language for data transformation.
• HTTP Module — Generic HTTP client — call any API.
• Iterator + Aggregator — Loop over arrays + collect results.
• Make AI Agents — Autonomous AI agents that invoke Make modules as tools.
• Router — Branch scenarios into multiple paths with conditions.
• Scenario Templates — Pre-built templates + community marketplace.
• Scheduling — Sub-minute scheduling on paid. 15-min min on Free.
• Visual Scenario Editor — Node-based canvas with curved connections.

Langfuse · 16 features

• Annotation Queues — Human reviewers rate traces. Unlimited on Pro+.
• Dashboards — Aggregate metrics, cost, quality across projects.
• Datasets — Curate test sets from production traces. Run experiments.
• EU Cloud Region — GDPR-compliant hosting in EU.
• Evaluations — LLM-as-judge, manual scores, custom model-graded evaluators.
• LLM Cost Tracking — Automatic cost calculation per provider/model.
• OpenTelemetry Native — OTel SDK → Langfuse endpoint works out of box.
• Playground — Test prompts + models + variables live.
• Prompt Management — Version, tag, label prompts. Reference from code by label.
• Public API — Full REST API for ingest, query, prompt management.
• Python @observe decorator — One-line decorator to trace any function.
• Self-Hosting — Docker Compose + k8s Helm chart.
• Sessions — Group related traces (conversations, agent runs).
• Tracing — Capture every LLM call, tool call, nested span with inputs/outputs/cost.
• Users Tracking — Segment traces by user ID, track per-user cost.
• Webhooks — Subscribe to trace completion events.