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strategyshifu.com

Developer ToolsTools verifiedOct 26, 2026

An agent-ready decision engine for regional Databricks SQL warehouse sizing and pricing.

page: `Home`

get_decision_stateAnswer

Read the project workloads, active workload, requirements, budget, regional assumptions, and current recommendation.

View tool JSON

{
  "name": "get_decision_state",
  "kind": "answer",
  "impl": "imperative",
  "description": "Read the project workloads, active workload, requirements, budget, regional assumptions, and current recommendation.",
  "page": "/"
}

list_workloadsAnswer

List every configured workload and identify the workload currently being edited.

View tool JSON

{
  "name": "list_workloads",
  "kind": "answer",
  "impl": "imperative",
  "description": "List every configured workload and identify the workload currently being edited.",
  "page": "/"
}

add_workloadAction

Add a named DWH, ETL, or development workload with category-appropriate defaults and select it for editing.

View tool JSON

{
  "name": "add_workload",
  "kind": "act",
  "impl": "imperative",
  "description": "Add a named DWH, ETL, or development workload with category-appropriate defaults and select it for editing.",
  "inputSchema": {
    "type": "object",
    "properties": {
      "name": {
        "type": "string",
        "minLength": 1,
        "maxLength": 120,
        "description": "Human-readable workload name shown in the workspace."
      },
      "type": {
        "type": "string",
        "enum": [
          "DWH",
          "ETL",
          "DEV"
        ],
        "description": "DWH for SQL/BI, ETL for jobs, or DEV for interactive development."
      }
    },
    "additionalProperties": false
  },
  "page": "/"
}

update_workloadAction

Update a workload's identity, category, compute, sizing, or chat/NLP requirement. Set naturalLanguageAnalytics=true when users ask natural-language questions over data so Genie-capable Serverless and Pro options are highlighted.

View tool JSON

{
  "name": "update_workload",
  "kind": "act",
  "impl": "imperative",
  "description": "Update a workload's identity, category, compute, sizing, or chat/NLP requirement. Set naturalLanguageAnalytics=true when users ask natural-language questions over data so Genie-capable Serverless and Pro options are highlighted.",
  "inputSchema": {
    "type": "object",
    "properties": {
      "workloadId": {
        "type": "string"
      },
      "name": {
        "type": "string",
        "minLength": 1,
        "maxLength": 120,
        "description": "Human-readable workload name shown in the workspace."
      },
      "type": {
        "type": "string",
        "enum": [
          "DWH",
          "ETL",
          "DEV"
        ],
        "description": "DWH for SQL/BI, ETL for jobs, or DEV for interactive development."
      },
      "computeId": {
        "type": "string",
        "enum": [
          "serverless-sql",
          "pro-sql",
          "classic-sql",
          "jobs-classic",
          "jobs-serverless",
          "all-purpose-classic"
        ],
        "description": "Compute option compatible with the workload type."
      },
      "naturalLanguageAnalytics": {
        "type": "boolean",
        "description": "Set true when users need chat-based or NLP questions over data; this requires Databricks Genie on Serverless or Pro SQL."
      },
      "warehouseSize": {
        "type": "string",
        "enum": [
          "2X-Small",
          "X-Small",
          "Small",
          "Medium",
          "Large",
          "X-Large",
          "2X-Large",
          "3X-Large",
          "4X-Large",
          "5X-Large"
        ]
      },
      "driverInstance": {
        "type": "string"
      },
      "workerInstance": {
        "type": "string"
      },
      "workerCount": {
        "type": "integer",
        "minimum": 1,
        "maximum": 1000
      },
      "pipelines": {
        "type": "integer",
        "minimum": 1,
        "maximum": 1000
      },
      "serverlessDbuPerHour": {
        "type": "number",
        "minimum": 0.01,
        "maximum": 10000
      }
    },
    "required": [
      "workloadId"
    ],
    "additionalProperties": false
  },
  "page": "/"
}

remove_workloadAction

Remove one workload from the project. The final remaining workload cannot be removed.

View tool JSON

{
  "name": "remove_workload",
  "kind": "act",
  "impl": "imperative",
  "description": "Remove one workload from the project. The final remaining workload cannot be removed.",
  "inputSchema": {
    "type": "object",
    "properties": {
      "workloadId": {
        "type": "string"
      }
    },
    "required": [
      "workloadId"
    ],
    "additionalProperties": false
  },
  "page": "/"
}

select_workloadAction

Choose which configured workload the UI and comparison field should focus on.

View tool JSON

{
  "name": "select_workload",
  "kind": "act",
  "impl": "imperative",
  "description": "Choose which configured workload the UI and comparison field should focus on.",
  "inputSchema": {
    "type": "object",
    "properties": {
      "workloadId": {
        "type": "string"
      }
    },
    "required": [
      "workloadId"
    ],
    "additionalProperties": false
  },
  "page": "/"
}

set_requirementAction

Update the cloud or private-networking requirement. Changing cloud normalizes cluster instances and selects a valid region.

View tool JSON

{
  "name": "set_requirement",
  "kind": "act",
  "impl": "imperative",
  "description": "Update the cloud or private-networking requirement. Changing cloud normalizes cluster instances and selects a valid region.",
  "inputSchema": {
    "type": "object",
    "properties": {
      "cloud": {
        "type": "string",
        "enum": [
          "AWS",
          "Azure",
          "GCP"
        ]
      },
      "privateNetworking": {
        "type": "boolean"
      }
    },
    "additionalProperties": false
  },
  "page": "/"
}

set_regionAction

Set the provider-native region used for every workload's DBU and VM rates.

View tool JSON

{
  "name": "set_region",
  "kind": "act",
  "impl": "imperative",
  "description": "Set the provider-native region used for every workload's DBU and VM rates.",
  "inputSchema": {
    "type": "object",
    "properties": {
      "region": {
        "type": "string"
      }
    },
    "required": [
      "region"
    ],
    "additionalProperties": false
  },
  "page": "/"
}

set_budgetAction

Set the monthly USD budget applied to the complete project of configured workloads.

View tool JSON

{
  "name": "set_budget",
  "kind": "act",
  "impl": "imperative",
  "description": "Set the monthly USD budget applied to the complete project of configured workloads.",
  "inputSchema": {
    "type": "object",
    "properties": {
      "monthlyBudgetUsd": {
        "type": "number",
        "minimum": 1,
        "description": "Complete project budget per month in USD."
      }
    },
    "required": [
      "monthlyBudgetUsd"
    ],
    "additionalProperties": false
  },
  "page": "/"
}

update_projectAction

Update the project name or switch the displayed cost period between monthly and annual.

View tool JSON

{
  "name": "update_project",
  "kind": "act",
  "impl": "imperative",
  "description": "Update the project name or switch the displayed cost period between monthly and annual.",
  "inputSchema": {
    "type": "object",
    "properties": {
      "projectName": {
        "type": "string",
        "minLength": 1,
        "maxLength": 120
      },
      "costPeriod": {
        "type": "string",
        "enum": [
          "monthly",
          "annual"
        ]
      }
    },
    "additionalProperties": false
  },
  "page": "/"
}

set_currencyAction

Switch displayed budgets and estimates between USD and INR. Ranking remains in canonical USD.

View tool JSON

{
  "name": "set_currency",
  "kind": "act",
  "impl": "imperative",
  "description": "Switch displayed budgets and estimates between USD and INR. Ranking remains in canonical USD.",
  "inputSchema": {
    "type": "object",
    "properties": {
      "currency": {
        "type": "string",
        "enum": [
          "USD",
          "INR"
        ]
      },
      "usdToInrRate": {
        "type": "number",
        "minimum": 1
      }
    },
    "required": [
      "currency"
    ],
    "additionalProperties": false
  },
  "page": "/"
}

set_workload_scheduleAction

Update runtime for one workload. Schedule affects cost but does not change workload category.

View tool JSON

{
  "name": "set_workload_schedule",
  "kind": "act",
  "impl": "imperative",
  "description": "Update runtime for one workload. Schedule affects cost but does not change workload category.",
  "inputSchema": {
    "type": "object",
    "properties": {
      "workloadId": {
        "type": "string"
      },
      "hoursPerDay": {
        "type": "integer",
        "minimum": 1,
        "maximum": 24
      },
      "daysPerMonth": {
        "type": "integer",
        "minimum": 1,
        "maximum": 31
      }
    },
    "required": [
      "workloadId"
    ],
    "additionalProperties": false
  },
  "page": "/"
}

set_dwh_sizingAction

Set the warehouse size for a DWH workload.

View tool JSON

{
  "name": "set_dwh_sizing",
  "kind": "act",
  "impl": "imperative",
  "description": "Set the warehouse size for a DWH workload.",
  "inputSchema": {
    "type": "object",
    "properties": {
      "workloadId": {
        "type": "string"
      },
      "warehouseSize": {
        "type": "string",
        "enum": [
          "2X-Small",
          "X-Small",
          "Small",
          "Medium",
          "Large",
          "X-Large",
          "2X-Large",
          "3X-Large",
          "4X-Large",
          "5X-Large"
        ]
      }
    },
    "required": [
      "workloadId",
      "warehouseSize"
    ],
    "additionalProperties": false
  },
  "page": "/"
}

get_pricing_optionsAnswer

Inspect compute, sizing, DBU, and VM options for a workload category in the active cloud and region.

View tool JSON

{
  "name": "get_pricing_options",
  "kind": "answer",
  "impl": "imperative",
  "description": "Inspect compute, sizing, DBU, and VM options for a workload category in the active cloud and region.",
  "inputSchema": {
    "type": "object",
    "properties": {
      "workloadType": {
        "type": "string",
        "enum": [
          "DWH",
          "ETL",
          "DEV"
        ]
      }
    },
    "required": [
      "workloadType"
    ],
    "additionalProperties": false
  },
  "page": "/"
}

compare_strategiesAction

Compare category-valid compute options for the selected workload against technical requirements and total project budget.

View tool JSON

{
  "name": "compare_strategies",
  "kind": "act",
  "impl": "imperative",
  "description": "Compare category-valid compute options for the selected workload against technical requirements and total project budget.",
  "page": "/"
}

get_cost_estimatesAnswer

Return configured monthly pricing components for every workload and the total project.

View tool JSON

{
  "name": "get_cost_estimates",
  "kind": "answer",
  "impl": "imperative",
  "description": "Return configured monthly pricing components for every workload and the total project.",
  "page": "/"
}

get_recommendationAnswer

Return the best compute option for the active workload that satisfies technical constraints and total project budget.

View tool JSON

{
  "name": "get_recommendation",
  "kind": "answer",
  "impl": "imperative",
  "description": "Return the best compute option for the active workload that satisfies technical constraints and total project budget.",
  "page": "/"
}

page: `Redshift to databricks`

get_redshift_iceberg_capabilitiesAnswer

Validate current Redshift Iceberg versions, DML operations, and limitations against official documentation.

View tool JSON

{
  "name": "get_redshift_iceberg_capabilities",
  "kind": "answer",
  "impl": "imperative",
  "description": "Validate current Redshift Iceberg versions, DML operations, and limitations against official documentation.",
  "page": "/migrate/redshift-to-databricks"
}

get_databricks_iceberg_capabilitiesAnswer

Validate managed and foreign Iceberg read/write behavior in Databricks.

View tool JSON

{
  "name": "get_databricks_iceberg_capabilities",
  "kind": "answer",
  "impl": "imperative",
  "description": "Validate managed and foreign Iceberg read/write behavior in Databricks.",
  "page": "/migrate/redshift-to-databricks"
}

get_lakehouse_federation_redshift_capabilitiesAnswer

Validate current Lakehouse Federation support, access mode, use cases, and limits for Redshift.

View tool JSON

{
  "name": "get_lakehouse_federation_redshift_capabilities",
  "kind": "answer",
  "impl": "imperative",
  "description": "Validate current Lakehouse Federation support, access mode, use cases, and limits for Redshift.",
  "page": "/migrate/redshift-to-databricks"
}

get_redshift_export_optionsAnswer

Validate current scalable Redshift bulk-export mechanisms and columnar output support.

View tool JSON

{
  "name": "get_redshift_export_options",
  "kind": "answer",
  "impl": "imperative",
  "description": "Validate current scalable Redshift bulk-export mechanisms and columnar output support.",
  "page": "/migrate/redshift-to-databricks"
}

get_migration_assessmentAnswer

Read the current Redshift-to-Databricks inputs, deterministic scores, recommendation, risks, alternative, steps, and architecture.

View tool JSON

{
  "name": "get_migration_assessment",
  "kind": "answer",
  "impl": "imperative",
  "description": "Read the current Redshift-to-Databricks inputs, deterministic scores, recommendation, risks, alternative, steps, and architecture.",
  "page": "/migrate/redshift-to-databricks"
}

update_migration_inputsAction

Update one or more advisor inputs; the StrategyShifu scoring engine will immediately recalculate the recommendation.

View tool JSON

{
  "name": "update_migration_inputs",
  "kind": "act",
  "impl": "imperative",
  "description": "Update one or more advisor inputs; the StrategyShifu scoring engine will immediately recalculate the recommendation.",
  "inputSchema": {
    "type": "object",
    "properties": {
      "dataSizeGb": {
        "type": "number",
        "minimum": 0,
        "description": "Total source data volume in GB."
      },
      "tableCount": {
        "type": "integer",
        "minimum": 0,
        "description": "Number of source tables in migration scope."
      },
      "largestTableGb": {
        "type": "number",
        "minimum": 0,
        "description": "Largest in-scope source table size in GB."
      },
      "dailyChangeRate": {
        "type": "string",
        "enum": [
          "< 1%",
          "1–5%",
          "5–20%",
          "> 20%",
          "Unknown"
        ]
      },
      "writePattern": {
        "type": "string",
        "enum": [
          "Mostly append",
          "MERGE / upsert",
          "Frequent UPDATE",
          "Frequent DELETE",
          "Mixed workload",
          "Mostly read-only"
        ]
      },
      "redshiftSqlComplexity": {
        "type": "string",
        "enum": [
          "Low",
          "Medium",
          "High",
          "Unknown"
        ]
      },
      "keepRedshiftActive": {
        "type": "boolean"
      },
      "coexistenceDuration": {
        "type": "string",
        "enum": [
          "< 1 month",
          "1–3 months",
          "3–6 months",
          "> 6 months",
          "Unknown"
        ]
      },
      "downtimeTolerance": {
        "type": "string",
        "enum": [
          "Near zero",
          "< 1 hour",
          "< 1 day",
          "Multiple days acceptable"
        ]
      },
      "sharedS3Available": {
        "type": "string",
        "enum": [
          "Yes",
          "No",
          "Unknown"
        ]
      },
      "targetState": {
        "type": "string",
        "enum": [
          "Databricks becomes primary platform",
          "Long-term Redshift + Databricks coexistence",
          "Evaluate Databricks before migration",
          "Only move selected workloads",
          "Not decided"
        ]
      },
      "targetFormat": {
        "type": "string",
        "enum": [
          "Delta Lake",
          "Iceberg",
          "No preference",
          "Not decided"
        ]
      },
      "migrationPriority": {
        "type": "string",
        "enum": [
          "Data pipelines / ETL",
          "BI and reporting",
          "Selected workload POC",
          "Not decided"
        ]
      },
      "changeSyncPlan": {
        "type": "string",
        "enum": [
          "Write freeze",
          "Scheduled incremental loads",
          "CDC / replication tool",
          "Dual-write",
          "No plan",
          "Unknown"
        ]
      },
      "specialDataTypes": {
        "type": "string",
        "enum": [
          "None known",
          "Some",
          "Extensive",
          "Unknown"
        ]
      }
    },
    "additionalProperties": false
  },
  "page": "/migrate/redshift-to-databricks"
}

assess_redshift_databricks_migrationAction

Apply supplied migration inputs to the visible workspace, then combine deterministic scoring with current AWS and Databricks capability evidence.

View tool JSON

{
  "name": "assess_redshift_databricks_migration",
  "kind": "act",
  "impl": "imperative",
  "description": "Apply supplied migration inputs to the visible workspace, then combine deterministic scoring with current AWS and Databricks capability evidence.",
  "inputSchema": {
    "type": "object",
    "properties": {
      "dataSizeGb": {
        "type": "number",
        "minimum": 0,
        "description": "Total source data volume in GB."
      },
      "tableCount": {
        "type": "integer",
        "minimum": 0,
        "description": "Number of source tables in migration scope."
      },
      "largestTableGb": {
        "type": "number",
        "minimum": 0,
        "description": "Largest in-scope source table size in GB."
      },
      "dailyChangeRate": {
        "type": "string",
        "enum": [
          "< 1%",
          "1–5%",
          "5–20%",
          "> 20%",
          "Unknown"
        ]
      },
      "writePattern": {
        "type": "string",
        "enum": [
          "Mostly append",
          "MERGE / upsert",
          "Frequent UPDATE",
          "Frequent DELETE",
          "Mixed workload",
          "Mostly read-only"
        ]
      },
      "redshiftSqlComplexity": {
        "type": "string",
        "enum": [
          "Low",
          "Medium",
          "High",
          "Unknown"
        ]
      },
      "keepRedshiftActive": {
        "type": "boolean"
      },
      "coexistenceDuration": {
        "type": "string",
        "enum": [
          "< 1 month",
          "1–3 months",
          "3–6 months",
          "> 6 months",
          "Unknown"
        ]
      },
      "downtimeTolerance": {
        "type": "string",
        "enum": [
          "Near zero",
          "< 1 hour",
          "< 1 day",
          "Multiple days acceptable"
        ]
      },
      "sharedS3Available": {
        "type": "string",
        "enum": [
          "Yes",
          "No",
          "Unknown"
        ]
      },
      "targetState": {
        "type": "string",
        "enum": [
          "Databricks becomes primary platform",
          "Long-term Redshift + Databricks coexistence",
          "Evaluate Databricks before migration",
          "Only move selected workloads",
          "Not decided"
        ]
      },
      "targetFormat": {
        "type": "string",
        "enum": [
          "Delta Lake",
          "Iceberg",
          "No preference",
          "Not decided"
        ]
      },
      "migrationPriority": {
        "type": "string",
        "enum": [
          "Data pipelines / ETL",
          "BI and reporting",
          "Selected workload POC",
          "Not decided"
        ]
      },
      "changeSyncPlan": {
        "type": "string",
        "enum": [
          "Write freeze",
          "Scheduled incremental loads",
          "CDC / replication tool",
          "Dual-write",
          "No plan",
          "Unknown"
        ]
      },
      "specialDataTypes": {
        "type": "string",
        "enum": [
          "None known",
          "Some",
          "Extensive",
          "Unknown"
        ]
      }
    },
    "additionalProperties": false
  },
  "page": "/migrate/redshift-to-databricks"
}

page: Home

page: Redshift to databricks

page: `Home`

page: `Redshift to databricks`