Welcome to Oversight

Oversight is a unified enterprise data observability platform that leverages proven open-source components already running in 10,000+ enterprise environments.

What is Oversight?

Oversight eliminates the complexity of managing disparate observability tools by providing a single, unified platform for enterprise data operations. Built on battle-tested open-source components, Oversight delivers:

• Complete visibility into your data ecosystem
• Unified authentication across all services
• Scalable storage for observability data
• AI/LLM monitoring for modern applications
• Enterprise-grade security and compliance

Instead of juggling multiple vendors and integration points, Oversight provides a cohesive solution that your team can deploy, customize, and scale with confidence.

Why Oversight?

Instead of managing siloed tools, Oversight delivers unified control through a carefully integrated stack of best-in-class open-source solutions:

• 🗂️ DataHub - Modern metadata management and data catalog
• 👁️ Langfuse - LLM observability and analytics
• 💾 MinIO - High-performance object storage
• 🔐 Keycloak - Enterprise-grade authentication and authorization

Key Benefits

🚀 Proven at Scale

Each component is battle-tested in thousands of enterprise environments, providing reliability you can trust. These aren’t experimental tools—they’re production-grade platforms used by Fortune 500 companies.

🎯 Unified Control

Say goodbye to context switching between different tools. Oversight provides a single integrated platform instead of managing multiple disconnected tools, with consistent authentication and shared storage.

💰 Cost-Effective

100% open-source stack means no vendor lock-in, no per-seat licensing, and no surprise bills. Deploy on your infrastructure or cloud provider of choice.

🔒 Enterprise-Ready

Built-in authentication (Keycloak), security, and compliance features from day one. Meets the security requirements of regulated industries.

🔧 Fully Customizable

Open-source means you can customize, extend, and integrate Oversight to fit your exact needs. No waiting for vendor feature requests.

📊 Complete Observability

From data catalogs to LLM traces, Oversight covers the full spectrum of modern data observability needs in one platform.

How It Works

Oversight integrates four complementary platforms:

1. Keycloak provides centralized authentication—users log in once to access all services
2. MinIO serves as the unified storage layer for all observability data
3. DataHub catalogs your data assets and tracks lineage across your organization
4. Langfuse monitors and optimizes your LLM applications in real-time

All components work together seamlessly, sharing authentication and storage, while maintaining their individual strengths.

Quick Start

Get started with Oversight in minutes:

# Install DataHub
python3 -m pip install --upgrade acryl-datahub
datahub docker quickstart
 
# Clone and setup Langfuse
git clone https://github.com/langfuse/langfuse
cd langfuse
docker compose up
 
# Start Keycloak
docker run -d -p 8080:8080 --name keycloak \
  -e KEYCLOAK_ADMIN=admin \
  -e KEYCLOAK_ADMIN_PASSWORD=admin \
  quay.io/keycloak/keycloak:26.5.2 start-dev

Use Cases

Data Governance & Discovery

Catalog all your data assets, track lineage, enforce data quality standards, and ensure compliance with regulations like GDPR and CCPA.

LLM Application Monitoring

Monitor costs, latency, and quality of your AI applications. Debug issues in production and optimize prompts based on real usage data.

Multi-Cloud Data Operations

Manage data across multiple cloud providers with consistent tooling. MinIO provides S3-compatible storage anywhere.

Enterprise Data Platform

Build a complete data platform for analytics, ML, and AI workloads with built-in observability and governance.

What’s Inside?

Oversight integrates four powerful open-source platforms:

DataHub - Data Catalog & Governance

Modern metadata management platform that streamlines data discovery, lineage tracking, and governance. Know what data you have, where it came from, and how it’s being used.

Key Features:

• Search across all data assets
• Visual lineage graphs
• Data quality monitoring
• Business glossary
• Access control integration

Langfuse - LLM Observability

Complete observability for your LLM applications with tracing, monitoring, and analytics. Understand costs, identify bottlenecks, and improve quality.

Key Features:

• Trace every LLM call
• Cost tracking per user/model
• Prompt version management
• Quality scoring
• Dataset management

MinIO - Object Storage

High-performance S3-compatible object storage for all your data needs. Store traces, datasets, models, and artifacts with enterprise-grade reliability.

Key Features:

• S3 API compatibility
• Encryption at rest and in transit
• Erasure coding for durability
• Distributed architecture
• Multi-tenancy support

Keycloak - Authentication & Authorization

Enterprise-grade identity and access management with SSO, RBAC, and more. One login for all Oversight services.

Key Features:

• Single Sign-On (SSO)
• Social login support
• LDAP/AD integration
• Fine-grained permissions
• Multi-factor authentication

Next Steps

Join the Community

Oversight builds on the vibrant communities of its component projects:

• DataHub Slack - 10K+ members
• Langfuse Discord - Active community
• Keycloak Community - Industry standard
• MinIO Slack - 40K+ GitHub stars