Open Source Alternatives to Monte Carlo

dbt-native data observability solution for data engineers, monitoring data pipelines.

Open source

DataFlint is the first AI co-pilot built for Apache Spark, clearing the path for data teams to debug, optimize, and accelerate big data workflows.

Open source

A meta machine learning platform for tracking, comparing, and optimizing ML experiments.

Open source

ML Observability platform for enterprises to monitor, visualize, and ensure ML model performance.

Open source

Streaming data processing hub for building, deploying, and monitoring contextual data pipelines.

Open source

AI model observability and monitoring platform for proactive performance optimization.

Open source

Continuous feedback platform for developers to own code from development to production.

Open source

A unified data analytics and AI platform built on the lakehouse architecture.

Open source · Self-hostable

Cloud data warehouse for building next-gen analytics experiences with sub-second performance, designed for engineers and AI agents.

Open source

High-performance observability warehouse and real-time analytics platform powered by Apache Druid.

Open source

A data catalog and governance platform for modern data teams.

Open source

An open-source orchestration platform for unifying data pipelines, AI workflows, and business processes.

Open source · Self-hostable

Intelligent monitoring for AI/ML and intelligent automation processes.

Open source

A collaborative semantic layer for standardizing data metrics and curating data for business users.

Open source

A universal data platform for AI and analytics, offering high-performance flash storage and a data lakehouse architecture.

Open source

A data observability company that helps enterprises monitor, debug, and optimize their software stack.

Open source

Commercializes the open-source Grafana observability platform with AI features.

Open source · Self-hostable

WEKA is a data platform for AI and HPC workloads, delivering extreme performance for GPU clusters, genomics pipelines, and data-intensive applications.

Open source

Logz.io provides an observability platform for cloud-native businesses, combining open-source tools for monitoring and security.

Open source · Self-hostable

Managed vector database for building scalable, reliable, and accurate AI applications and search.

Open source

Data platform for apps and AI, unifying distributed data for analytics and AI innovation.

Open source · Self-hostable

MLOps platform for tracking, visualizing, and collaborating on machine learning experiments.

Open source

Unified, dev-first Kubernetes platform for operations, troubleshooting, and cost optimization.

Open source

Indian subsidiary of Domino Data Lab, an enterprise AI platform for building and operating AI at scale.

Open source

Harness provides an AI-powered software delivery platform that automates the entire software development lifecycle for engineering and DevOps teams.

Open source

OpenTelemetry-native observability platform for infrastructure and application monitoring.

Open source

Open-source Python library for validating ML models and data, ensuring reliability and quality.

Open source · Self-hostable

Open source · Self-hostable

Infrastructure data management platform for AI-driven automation.

Open source

Compute and data engineering framework for turning data into vector embeddings for AI solutions.

Open source

Enables developers to program, share, and observe infrastructure from anywhere.

Open source

A platform for building and deploying data applications with a focus on data science workflows.

Open source

Modern observability platform delivering 140x lower storage costs with zero database management.

Open source

Open-source alert management platform using AI to reduce noise and improve alert actionability for engineers.

Open source · Self-hostable

Platform for developers building stateful reactive applications on the modern cloud with object store native databases.

Open source · Self-hostable

YData provides a data-centric AI platform for data quality profiling and synthetic data generation to accelerate AI development.

Open source

AI Control Plane for LLM reliability, ensuring accurate, safe, and trustworthy AI outputs.

Open source

Uzerz provides real-time understanding of user context for personalized experiences through data enrichment and AI.

Open source

Open-source platform for programmatically authoring, scheduling, and monitoring data pipelines.

Open source · Self-hostable

Bayouops provides a cloud-native platform for managing and optimizing cloud infrastructure.

Open source

Empowering businesses with advanced AI and machine learning solutions for innovation and efficiency.

Open source

A platform providing data and insights on private and public companies, startups, and investors.

Open source

AI-powered GRC platform automating risk and compliance workflows for enterprises.

Open source

High-performance NoSQL database for real-time data processing, analytics, and AI/ML workloads.

Open source

Develops the C200 Analytics Processing Unit (APU), an ASIC for massive-scale analytics.

Open source

Open source

Kinetica AI is a data analytics platform that leverages AI to accelerate data processing and insights.

Open source

Open-source business intelligence and embedded analytics platform.

Open source · Self-hostable

The AI developer platform that helps teams build, fine-tune, and deploy AI models and applications faster and with confidence.

Open source

Open-source data integration platform for security and infrastructure teams.

Open source · Self-hostable

AI-powered data analyst that lets users upload datasets and ask questions in natural language to generate charts and derive insights instantly.

Open source

Automates Kubernetes monitoring and incident response with AI-powered runbooks.

Open source · Self-hostable

AI-powered platform for automated end-to-end web application testing.

Open source

Open-source database schema management and migration tools for engineering teams.

Open source · Self-hostable

Open-source platform for ML experiment tracking and data versioning.

Open source · Self-hostable

Generative AI platform for enterprises to build, train, and customize their own AI models.

Open source

DataCebo generates high-quality synthetic enterprise data using generative AI for testing, training, and simulation.

Open source

Industry-standard API simulation and mocking platform for reliable software development and testing.

Open source · Self-hostable

AI-powered end-to-end test automation for web, mobile, and load testing.

Open source

Monitors and remediates issues with third-party APIs, focusing on breaking changes, latency, and costs.

Open source