About Forecasting
Site24x7's forecasting engine enables you to predict future points of an AWS service performance metric (measurement of resource usage) based on historical observations.
Dataset: The number of training days depends on each monitor type of AWS. To predict what your metric usage will be in the next seven days, it takes about fifteen to thirty days of historical data.
Accuracy: Site24x7 uses machine learning and traditional time series forecasting models like exponential smoothing to predict future values. To choose the right model, the time series data is broken down into systematic and unsystematic components like level, trend, seasonality and, noise.
Limitations: You can only view forecasts as charts, you can't configure thresholds for the predicted values.
How to view forecast charts?
- Sign in to the Site24x7 web console.
- Choose AWS from the left navigation pane and choose the monitored AWS account
- In the menu drop, choose the AWS service (list of supported services and corresponding performance metrics are listed below), and choose the instance of that service for which you want to view forecast charts.
- Choose the Forecast tab to view the charts.
AWS metric forecasting is available for the following services:
- Amazon MQ
- AWS Application Load Balancer, Classic Elastic Load Balancer, Network Load Balancer, and Gateway Load Balancer
- Amazon CloudSearch
- Amazon Elastic Compute Cloud (EC2) Autoscaling
- Amazon EC2 Instance
- Amazon ElastiCache Memcached Nodes, Memcached Clusters, and Redis
- Amazon Elastic File System
- Amazon Elastic Kubernetes Service
- Amazon EMR
- Amazon Lightsail Instance
- Amazon Lightsail Database
- Amazon Lightsail Load Balancer
- Amazon Neptune Instance
- Amazon Neptune Cluster
- Amazon Route 53 Health Check
- Amazon Route 53 Resolver
- Amazon Route 53 Hosted Zone
- Amazon Relational Database Service (RDS)
- Amazon Simple Storage Service (S3)
- Amazon Simple Queue Service (SQS)
- Amazon Step Functions
- Amazon Simple Email Service (SES)
- Amazon VPC VPN
- Amazon NAT Gateway
- Amazon Web Application Firewall (WAF)
- AWS Storage Gateway
- AWS Transit Gateway
- AWS Direct Connect
- AWS Database Migration Service
- Amazon Elastic Container Service
- Amazon FSx
- Amazon OpenSearch Service
- AWS Lambda@Edge
- Amazon AppStream 2.0