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Umbrella for Google’s cloud services: Vertex AI, BigQuery ML, GKE. Supports RL, time series forecasting, autoML models, etc.
- Pay-as-you-go GCP usage
 - No free plan except trial credits
 - Focus on integrated ML solutions
 
Distributed compute framework for Python, powering RLlib for reinforcement learning, time series analysis, large-scale ML.
- Open source Ray
 - Anyscale platform: usage-based
 - Enterprise solutions for scaling ML
 
Incident management platform that aggregates alerts, uses ML-based noise reduction, and anomaly detection for devops teams.
- Free trial: 14 days
 - Paid plans from $23/user/month
 - Enterprise: custom deals
 
Azure ML studio for training, deploying, and managing ML models. Includes time series analysis, AutoML, RL integration.
- Pay-as-you-go compute
 - No free tier except trial
 - Enterprise Azure synergy
 
Time-series SQL database built on PostgreSQL. Often used with anomaly detection and ML time series forecasting frameworks.
- Community edition free
 - Cloud from $0.20/hour
 - Enterprise support custom deals
 
Monitoring and security platform with anomaly detection for infrastructure metrics, logs, and traces in real time.
- Pay-per-host or per-GB logs
 - No free plan beyond limited trial
 - Enterprise deals for large volumes
 
Part of Google Cloud’s Vertex AI, offering custom anomaly detection models for time series or metric data.
- Pay-as-you-go GCP usage
 - No free plan beyond trial credits
 - Enterprise deals possible
 
Real-time anomaly detection platform for business metrics, using ML to autonomously learn normal patterns.
- Custom enterprise deals
 - No public free plan
 - Focus on BFSI & large metric streaming
 
Observability platform with AI-based anomaly detection across apps, infrastructure, logs, and browser data.
- Free tier: 100GB/month data ingest
 - Paid: from $99/month
 - Enterprise: custom deals
 
Time series forecasting service built on ML. Integrates with AWS data sources for demand planning, anomaly detection, etc.
- Pay-as-you-go: from $0.60 per 1k forecasts
 - No free plan beyond trial
 - Enterprise AWS usage deals