Datadog Unveils AI Breakthroughs with Open-Source Models Toto and BOOM for Enhanced Observability

May 21, 2025
Datadog Unveils AI Breakthroughs with Open-Source Models Toto and BOOM for Enhanced Observability
  • Ameet Talwalkar, Datadog's Chief Scientist, emphasized the importance of these projects in developing research ideas and collaborating with engineering teams to benefit customers.

  • Toto is an open-source time series foundation model trained on Datadog's internal telemetry metrics, designed for observability with zero-shot forecasting capabilities.

  • Toto outperforms existing time series foundation models, enabling instant anomaly detection and capacity planning across billions of ephemeral time series without the need for per-series tuning.

  • This benchmark provides a standardized testing ground for researchers, capturing characteristics like scale, sparsity, and cold-start issues present in production telemetry data.

  • The initiative reflects Datadog's commitment to tackling real-world challenges while contributing to the broader research community.

  • To enhance its AI monitoring capabilities, Datadog recently acquired Metaplane, an AI observability start-up, aiming to provide reliable solutions for customers.

  • BOOM, the largest public benchmark for observability metrics, features 350 million observations across 2,807 multivariate series, addressing unique challenges such as scale and sparsity in production telemetry.

  • Datadog AI Research aims to bridge academic developments with practical implementations in cloud observability and security, promising regular contributions to the research ecosystem.

  • Both Toto and BOOM are available for immediate download under a permissive open-source license, encouraging community engagement for further research.

  • On May 21, 2025, Datadog launched two significant AI research initiatives, Toto and BOOM, through its Datadog AI Research division.

  • Datadog AI Research is dedicated to continuously contributing to the research community by publishing findings and open-sourcing model artifacts.

  • This AI research initiative aligns with Datadog's expansion into government markets, as the company has achieved FedRAMP High authorization to meet stringent security requirements for federal agencies.

Summary based on 8 sources


Get a daily email with more AI stories

More Stories