tldr - powered by Generative AI

• Data curation and integration are crucial in understanding anomalies in a system
• An out-of-the-box price analytics feature is available for slicing and dicing information
• Access logs are provided for developers to guide them in debugging
• The architecture of an operational data platform is discussed, which collects information from multiple layers
• Pneuma is a new project for stream processing and analytics, which is language agnostic and easy to use
• The front-end design is based on microservices and auto-instrumentation
• Streaming AOPS is done by streaming data providers

tldr - powered by Generative AI

• NewMapRaj is a Kubernetes native data processing and analytics tool used to derive actionable insights for different areas like operational excellence, cost, and security.
• Intuit's core principle is innovation, and they invest in Argo to make sure their products are always available and issues are resolved quickly.
• Change-related incidents were causing one-third of Intuit's incidents, and their MTTR was higher due to disjointed deployment and operational experiences.
• NewMapRaj integrated AI-based observability into Argo CD and rollouts to add a metrics tab, run a multivariant model, and remove humans from the equation.
• The AI-based observability is computed in real-time and normalized to a human understandable format.
• NewMapRaj uses a streaming system that does feature engineering and inferencing, and triggers inline training to discover new applications and configurations.
• The challenges of real-time streaming include boilerplate code and non-standard code, making it difficult to do quick experimentation and extension.