StormForge · Schema

StormForge Recommendation

Schema for a StormForge Kubernetes workload resource optimization recommendation. Contains suggested CPU and memory request and limit values for containers in a workload, along with predicted impact metrics.

Cloud Cost OptimizationDevOpsFinOpsKubernetesMachine-LearningResource ManagementRightsizing

Properties

Name Type Description
id string Unique identifier for this recommendation
clusterName string Name of the Kubernetes cluster containing the workload
namespace string Kubernetes namespace containing the workload
workloadName string Name of the Kubernetes workload (Deployment, StatefulSet, etc.)
workloadKind string Kubernetes resource kind of the workload
containers array Container-level resource recommendations
impact object
hpa object
status string Current status of the recommendation
createdAt string Timestamp when this recommendation was generated
appliedAt string Timestamp when this recommendation was applied
View JSON Schema on GitHub

JSON Schema

stormforge-recommendation-schema.json Raw ↑
{
  "$schema": "https://json-schema.org/draft/2020-12/schema",
  "$id": "https://api-evangelist.github.io/stormforge/json-schema/stormforge-recommendation-schema.json",
  "title": "StormForge Recommendation",
  "description": "Schema for a StormForge Kubernetes workload resource optimization recommendation. Contains suggested CPU and memory request and limit values for containers in a workload, along with predicted impact metrics.",
  "type": "object",
  "properties": {
    "id": {
      "type": "string",
      "description": "Unique identifier for this recommendation"
    },
    "clusterName": {
      "type": "string",
      "description": "Name of the Kubernetes cluster containing the workload"
    },
    "namespace": {
      "type": "string",
      "description": "Kubernetes namespace containing the workload"
    },
    "workloadName": {
      "type": "string",
      "description": "Name of the Kubernetes workload (Deployment, StatefulSet, etc.)"
    },
    "workloadKind": {
      "type": "string",
      "enum": ["Deployment", "StatefulSet", "DaemonSet", "ReplicaSet", "ReplicationController"],
      "description": "Kubernetes resource kind of the workload"
    },
    "containers": {
      "type": "array",
      "description": "Container-level resource recommendations",
      "items": {
        "$ref": "#/$defs/ContainerRecommendation"
      }
    },
    "impact": {
      "$ref": "#/$defs/ImpactMetrics"
    },
    "hpa": {
      "$ref": "#/$defs/HPARecommendation"
    },
    "status": {
      "type": "string",
      "enum": ["pending", "approved", "applied", "dismissed", "expired"],
      "description": "Current status of the recommendation"
    },
    "createdAt": {
      "type": "string",
      "format": "date-time",
      "description": "Timestamp when this recommendation was generated"
    },
    "appliedAt": {
      "type": "string",
      "format": "date-time",
      "description": "Timestamp when this recommendation was applied"
    }
  },
  "required": ["clusterName", "namespace", "workloadName", "workloadKind", "containers"],
  "$defs": {
    "ResourceQuantity": {
      "type": "string",
      "description": "Kubernetes resource quantity. CPU in millicores (e.g. '100m', '1') or memory in bytes with suffix (e.g. '256Mi', '1Gi')"
    },
    "ContainerRecommendation": {
      "type": "object",
      "description": "Resource recommendations for a single container",
      "required": ["containerName"],
      "properties": {
        "containerName": {
          "type": "string",
          "description": "Name of the container within the pod spec"
        },
        "requests": {
          "type": "object",
          "description": "Recommended resource requests",
          "properties": {
            "cpu": { "$ref": "#/$defs/ResourceQuantity" },
            "memory": { "$ref": "#/$defs/ResourceQuantity" }
          }
        },
        "limits": {
          "type": "object",
          "description": "Recommended resource limits",
          "properties": {
            "cpu": { "$ref": "#/$defs/ResourceQuantity" },
            "memory": { "$ref": "#/$defs/ResourceQuantity" }
          }
        },
        "current": {
          "type": "object",
          "description": "Current resource configuration for comparison",
          "properties": {
            "requests": {
              "type": "object",
              "properties": {
                "cpu": { "$ref": "#/$defs/ResourceQuantity" },
                "memory": { "$ref": "#/$defs/ResourceQuantity" }
              }
            },
            "limits": {
              "type": "object",
              "properties": {
                "cpu": { "$ref": "#/$defs/ResourceQuantity" },
                "memory": { "$ref": "#/$defs/ResourceQuantity" }
              }
            }
          }
        }
      }
    },
    "ImpactMetrics": {
      "type": "object",
      "description": "Projected cost and performance impact of applying the recommendation",
      "properties": {
        "cpuSavingsPercent": {
          "type": "number",
          "description": "Projected percentage reduction in CPU resource requests"
        },
        "memorySavingsPercent": {
          "type": "number",
          "description": "Projected percentage reduction in memory resource requests"
        },
        "estimatedMonthlySavingsUSD": {
          "type": "number",
          "description": "Estimated monthly cost savings in US dollars"
        },
        "riskLevel": {
          "type": "string",
          "enum": ["low", "medium", "high"],
          "description": "Risk level of applying this recommendation based on historical usage patterns"
        }
      }
    },
    "HPARecommendation": {
      "type": "object",
      "description": "Horizontal Pod Autoscaler configuration recommendation",
      "properties": {
        "minReplicas": {
          "type": "integer",
          "description": "Recommended minimum replica count"
        },
        "maxReplicas": {
          "type": "integer",
          "description": "Recommended maximum replica count"
        },
        "targetCPUUtilizationPercentage": {
          "type": "integer",
          "description": "Recommended target CPU utilization percentage for HPA scaling"
        }
      }
    }
  }
}

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