2025-02-20 - Integration Test examples

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Service - Integration Testing

Service - Integration Test Config

Overview

The example of propeerties in resources.json, events.json and tests.json for upload to S3 bucket
Integration Test Config for config of each property in these files

resources.json

{ 
	"Lambda":{
		"{FunctionNameHdrSqs}":{ 
			"localLacation":"/src/FunctionNameHdrSqs.js",
			"localHandler":"main", 
			"functionName":"FunctionNameHdrSqs"	// FunctionName is full name of function after deploy
		},
		"ProcessComplexFilterHdrSqs":{ 
			"localLacation":"/src/ProcessComplexFilterHdrSqs.js", 
			"localHandler":"main", 
			"functionName":"ProcessComplexFilterHdrSqs" 
		},
		... 
	},
	"Dynamodb": {
		"filterMain":{ 
			"tableName":"filterMain" 
		}, 
		"tableNameBB":{ 
			"tableName":"tableNameBB" 
		},
		... 
	}
}

events.json

  • file events.js is have eventTag (inputEventTag,outputEventTag,dynamodbTag)
    • How to create name eventTag
      • Example case : "test in service complexFilter functionname ProcessComplexFilter case element type is logical basic".
  • inputEventTag
{serviceName}_{functionName}_{caseTest}
  • outputEventTag
output_{inputEventTag}
  • dynamodbTag
{inputEventTag}__Dynamodb__{action*}_{tableName}
{action} is only put or update, and in case of update must only test the last step of update 
// Layout of file events.json 
{ 
	input:{}, 
	output:{}, 
	dynamodb:{} // optional
} 

// An example of naming an eventTag for each event
{
	"Complexfilter_ProcessComplexfilter_logical_basic": {},					            // for input 
	"Output_Complexfilter_ProcessComplexfilter_logical_basic": {},				        // for output
	"Complexfilter_ProcessComplexfilter_logical_basic__dynamodb_update_FilterMain": {}  // for dynamodb
}

Sns

if initeage stage set
"snsSqsTrigger":true

// An example input and output event of Sns
{
   "LambdaFunctionHdrSqs_input__pass":{
      "forStageMatching":true,
      "properties":{
         "propertyA":{
            "forStageMatching":true,
            "value":"valueProperty1"
         },
         "propertyB":{
            "forStageMatching":true,
            "properties":{
               "propertyB1":{
                  "forStageMatching":true,
                  "value":"valuePropertyB1"
               }
            }
         },
         "propertyC":{
            "eventValue":[
               "valuePropertyC1",
               "valuePropertyC2",
               "valuePropertyC3"
            ]
         }
      },
      "snsSqsTrigger":true,
      "messageAttributes":{
         "forStageMatching":true,
         "properties":{
            "msgTag":{
               "forStageMatching":true,
               "value":"msgTag"
            },
            "propertyD":{
               "forStageMatching":true,
               "value":"valuePropertyD"
            }
         }
      }
   },
   {
      "output_LambdaFunctionHdrSqs_pass":{
         "forStageMatching":true,
         "properties":{
            "propertyA":{
               "forStageMatching":true,
               "value":"valueProperty1"
            }
         }
      }
   }
}
  • snsSqsTrigger = true
for initialStage of sns
  • messageAttributes is optional

Dsq

if initeage stage set
"DirectSqs":true

// An example input and output event of Direct Sqs
{
   "LambdaFunctionHdrDsq_input__pass":{
      "forStageMatching":true,
      "properties":{
         "propertyA":{
            "forStageMatching":true,
            "value":"valueProperty1"
         },
         "propertyB":{
            "forStageMatching":true,
            "properties":{
               "propertyB1":{
                  "forStageMatching":true,
                  "value":"valuePropertyB1"
               }
            }
         },
         "propertyC":{
            "eventValue":[
               "valuePropertyC1",
               "valuePropertyC2",
               "valuePropertyC3"
            ]
         }
      },
      "DirectSqs":true,
      "messageAttributes":{
         "forStageMatching":true,
         "properties":{
            "msgTag":{
               "forStageMatching":true,
               "value":"msgTag"
            },
            "propertyD":{
               "forStageMatching":true,
               "value":"valuePropertyD"
            }
         }
      }
   },
   {
      "output_LambdaFunctionHdrDsq_pass":{
         "forStageMatching":true,
         "properties":{
            "propertyA":{
               "forStageMatching":true,
               "value":"valueProperty1"
            }
         }
      }
   }
}
  • DirectSqs = true
for initialStage of Dsq
  • messageAttributes is optional

Invoke

{
  "LambdaFunctionHdrInv_input__pass":{
     "forStageMatching":true,
     "properties":{
        "propertyA":{
           "forStageMatching":true,
           "value":"valueProperty1"
        },
        "propertyB":{
           "forStageMatching":true,
           "properties":{
              "propertyB1":{
                 "forStageMatching":true,
                 "value":"valuePropertyB1"
              }
           }
        }
     }
    },
    {
        "output_LambdaFunctionHdrInv_pass":{
           "forStageMatching":true,
           "properties":{
              "propertyA":{
                 "forStageMatching":true,
                 "value":"valueProperty1"
              }
           }
        }
     }
}

API

// An example input and output event of API
{
	"LambdaFunctionHdrApi_input__pass_notTestAuthorizer": { 
		"forstageMatvhing": true, 
		"properties": { 
			"body": { 
				"properties": { 
					"propertyA": { 
						"testValueMatches": false, 
						"value": "valueProperty1", 
					}, 
					"propertyB": { 
						"properties": { 
							"propertyB1": { 
								"value": "valuePropertyB1", 
							} 
						} 
					}, 
					"propertyC": { 
						"eventValue": [ 
							"valuePropertyC1", 
							"valuePropertyC2", 
							"valuePropertyC3", 
						] 
					},
					... 
				} 
			} 
		}
	}, 
	"Output_LambdaFunctionHdrApi_input__pass_notTestAuthorizer": { 
		"properties": { 
			"body": { 
				"properties": { 
					"propertyA": { 
						"testValueMatches": false, 
						"value": "valueProperty1"
					}, 
					...
				} 
			} 
		}  
	}
}

Dynamodb

// An example event of Dynamodb //optional 
{
	{inputEventTag}__dynamodb_{action}_{tablename}: { // eg. "Complexfilter_ProcessComplexfilter_logical_basic__dynamodb_update_FilterMain"
	"forStageMatching": true,
     "properties": {
        "filterMainUniqueRequestId": {
          "testValueMatches": true,
          "value": "bbc4f4a9-2032-4dec-9129-8c7d169fecc5"
         },
        "filterObject": {
        "forStageMatching": true,
        "properties": {
          "logicalType": {
            "value": "partitionKey"
          },
          "comparison": {
            "value": "equals"
          },
          "type": {
            "value": "logical"
          },
          "partitionKey": {
            "forStageMatching": true,
            "value": "mockIntegratioTestCPF"
          }
        }
      },
      "filterMainExpiryTime": {
        "testValueMatches": true,
        "value": 1731980802858
      },
      "filterMainStatus": {
       "forStageMatching": true,
        "value": "processing"
      },
      "createTime": {
        "testValueMatches": true,
        "value": 1731894402678
      },
      "objType": {
        "forStageMatching": true,
        "properties": {
          "serviceTag": {
            "forStageMatching": true,
            "value": "IntTesting"
          },
          "objectType": {
            "forStageMatching": true,
            "value": "TestRecord"
          }
        }
      }
    },
    "keyValues": {
      "filterMainId": "4865d2451a621cb7f71225cfabf2df4f98e20801",
      "objTypeId": "cdb170690571df7522b3850920fce02507c077ee"
    }
	} 
}
  • partition key: filterMainId
  • sort key: objTypeId

NoRetryError

// An example event of NoRetryError output 
{
	Output_{inputEvenTag}: { // eg. "Output_Complexfilter_ProcessComplexfilter_logical_basic"
		"forStageMatching": true, 
		"properties": { 
			"errorMessage": { 
				"value": "Not found schema of {serviceTag:TestGraphHandler, objectType:notFoundObjType}" 
			} 
		} 
	} 
}

tests.json

  • file tests.js have integrationTestTag
integrationTestTag is Test_{inputEventTag}
- multiple stage test integrationTest_{inputEventTag}

dynamodb

[
   {
      "integrationTestTag":"test_S3_ByDev",
      "productionSafe":false,
      "errorIfStageUnderfined":false,
      "errorIfInvokeUnderfined":false,
      "stages":[
         {
            "initialStage":true,
            "inputEventTag":"Complexfiter_ProcessComplexfiter_logical_basic",
            "serviceTag":"IntCPF",
            "resourceType":"Lambda",
            "resourceName":"ProcessComplexFilterHdrSqs",
            "snsServiceName":"IntCPF",
            "snsTopic":"InProcessComplexFilter",
            "outputEventTag":"Output_Complexfiter_ProcessComplexfiter_logical_basic",
            "dynamodbOutputEventIdentifiers":[
               {
                "serviceTag": "IntCPF",
                "resourceName": "FilterMain",
                "eventTag": "testS3_integrationtest_complexfiter_Dynamodb_updateItem_FilterMain"
               }  
             ]
         }
      ]
   }
]

initalStage

add initial stage
"initialStage":true

Sns

[
   {
      "integrationTestTag":"test_S3_ByDev",
      "productionSafe":false,
      "errorIfStageUnderfined":false,
      "errorIfInvokeUnderfined":false,
      "stages":[
         {
            "initialStage":true,
            "inputEventTag":"Complexfiter_ProcessComplexfiter_logical_basic",
            "serviceName":"IntCPF",
            "resourceType":"Lambda",
            "resourceName":"ProcessComplexFilterHdrSqs",
            "snsServiceName":"IntCPF",
            "snsTopic":"InProcessComplexFilter",
            "outputEventTag":"Output_Complexfiter_ProcessComplexfiter_logical_basic"
         }
      ]
   }
]
  • If stage test is sns but is not initial stage not set property snsServiceName and sns Topic.

Dsq

[
   {
      "integrationTestTag":"test_S3_ByDev_Dsq",
      "productionSafe":false,
      "errorIfStageUnderfined":false,
      "errorIfInvokeUnderfined":false,
      "stages":[
         {
            "initialStage":true,
            "inputEventTag":"Locations_ProcessLocationNodeSomting_casenotHaveData",
            "serviceName":"Locations",
            "resourceType":"Lambda",
            "resourceName":"ProcessLocationNodeSomtingHdrDsq",
            "outputEventTag":"Output_Locations_ProcessLocationNodeSomting_casenotHaveData"
         }
      ]
   }
]

Invoke

single stage

[{
   "integrationTestTag":"LambdaFunctionHdrInv__pass",
   "productionSafe":false,
   "errorIfStageUndefined":false,
   "errorIfInvokeUndefined":false,
   "stages":[
      {
         "initialStage":true,
         "inputEventTag":"LambdaFunctionHdrInv_input__pass",
         "serviceName":"ServiceTemplate",
         "resourceType":"Lambda",
         "resourceName":"LambdaFunctionHdrInv",
         "outputEventTag":"LambdaFunctionHdrInv_output__pass"
      }
   ]
}]

invoke multiple stage

  • Each stage test can invoke multiple lambda by use "eventStage Tag" point to stage for test integration test.
[{
   "integrationTestTag":"LambdaFunctionHdrInv_invokes__pass",
   "productionSafe":false,
   "errorIfStageUndefined":false,
   "errorIfInvokeUndefined":false,
   "stages":[
      {
         "initialStage":true,
         "inputEventTag":"LambdaFunctionHdrInv_input__pass",
         "serviceName":"ServiceTemplate",
         "resourceType":"Lambda",
         "resourceName":"LambdaFunctionHdrInv",
         "outputEventTag":"LambdaFunctionHdrInv_output__pass",
         "invokes":[
            {
               "eventStageTag":"service_invokesB__pass"
            },
            {
               "eventStageTag":"service_invokesD__pass"
            }
         ]
      },
      {
         "eventStageTag":"service_invokesB__pass",
         "inputEventTag":"input_service_invokes__pass",
         "serviceName":"ServiceTemplate_B",
         "resourceType":"Lambda",
         "resourceName":"LambdaFunction_B_HdrInv",
         "outputEventTag":"output_service_invokes__pass"
      },
      {
         "eventStageTag":"service_invokesD__pass",
         "inputEventTag":"input_service_invokesD__pass",
         "serviceName":"ServiceTemplate_D",
         "resourceType":"Lambda",
         "resourceName":"LambdaFunction_D_HdrInv",
         "outputEventTag":"output_service_invokesD__pass"
      }
   ]
}]

Api

[
   {
      "integrationTestTag":"LambdaFunctionHdrApi__pass",
      "productionSafe":false,
      "errorIfStageUndefined":false,
      "errorIfInvokeUndefined":false,
      "stages":[
         {
            "initialStage":true,
            "inputEventTag":"LambdaFunctionHdrApi_input__pass",
            "serviceName":"ServiceTemplate",
            "resourceType":"Lambda",
            "resourceName":"LambdaFunctionHdrApi",
            "outputEventTag":"LambdaFunctionHdrApi_output__pass"
         }
      ]
   }
]

RefreshSeedData

Seed data for test case, can generate seed data by use this setting. Process refresh seed data first step delete all seed data after that create all seed data. 

[
  {
    "integrationTestTag": "Test_mackTestLogic_refreceSeedData_DeleteIdentifier",
    "productionSafe": false,
    "errorIfStageUnderfined": false,
    "errorIfInvokeUnderfined": false,
    "dynamoDBSeedDataTags": [
      "seedDynamodb_abc_ver2"
    ],
    "graphSeedDataTags": [
      "seedData_testTag_GG"
    ],
    "stages": [
      //...
    ]
  }
]
create file dynamoDBSeedDataTags.json and graphSeedDataTags.json
(Admin)This tag save file in floder seedData_config
(Other dev)Save in s3 in folder test_config


dynamoDBSeedDataTags

If set tag in this setting integrationtest is generate seed data. in storage resource dynammodb.
{
  "seedDynamodb_abc_ver2": [ // seedDataTag
    {
      "tableName": "DelivMethodSTDTestLogicalResultsData",  // servcieTag+stage+tablename
      "partitionKey": "logicalResultId",
      "sortKey": "identifiersId",
      "datas": [
        {
          "logicalResultId": "eeeeeeeeee4",
          "identifiersId": "lllll123456"
        },
        {
          "logicalResultId": "eeeeeeeeee4",
          "identifiersId": "lllll777777"
        }
      ]
    },
    {
      "tableName": "MLocationsTestFloatingRelationships",// servcieTag+stage+tablename
      "partitionKey": "importBatchId",
      "sortKey": "identifierRelationshipsId",
      "datas": [
        {
          "importBatchId": "2-uuuuuuuuuuuuuu",
          "identifierRelationshipsId": "lllll123456"
        },
        {
          "importBatchId": "2-uuuuuuuuuuuuuu",
          "identifierRelationshipsId": "lllll777777"
        },
        {
          "importBatchId": "2-uuuuuuuuuuuuuu",
          "identifierRelationshipsId": "lllll99999999"
        }
      ]
    },
    {
      "tableName": "MLocationsTestFindDataMain",
      "partitionKey": "findDataId",
      "datas": [
        {
          "findDataId": "111111"
        },
        {
          "findDataId": "22222"
        },
        {
          "findDataId": "333333"
        }
      ]
    }
  ]
}

graphSeedDataTags

If set tag in this setting integrationtest is generate seed data. in storage resource graphHanler.
{
  "seedData_testTag_GG": [ // seedDataTag
    {
      "nodes": [
        {
          "nodeLabels": [
            "SellOfferPlan_sellOfferPlanDeliveryMethodLink"
          ],
          "objectDetail": {
            "identifiers": {
              "sellOfferPlanDeliveryMethodLinkId": "minttestrefreshSeedData_01"
            },
            "fields": {
              "productId": "ddddd",
              "price": 9999
            }
          }
        },
        {
          "nodeLabels": [
            "servcieMintTest_shoppingMall"
          ],
          "objectDetail": {
            "identifiers": {
              "shoppingMallId": "minttestrefreshSeedData_shoppingMallId"
            },
            "fields": {
              "name": "hotpot-man",
              "totalPrice": 500
            }
          }
        },
        {
          "nodeLabels": [
            "servcieMintTest_shoppingMallCalculateSetting"
          ],
          "objectDetail": {
            "identifiers": {
              "versionedDataId": "minttestrefreshSeedData_versionedDataId"
            },
            "fields": {
              "addToCalculatedValuePerOrder": 10,
              "addToRateTableValuePerOrder": 77
            }
          }
        }
      ],
      "relationships": [
        {
          "fromObject": {
            "nodeLabel": "SellOfferPlan_sellOfferPlanDeliveryMethodLink",
            "identifiers": {
              "sellOfferPlanDeliveryMethodLinkId": "minttestrefreshSeedData_01"
            }
          },
          "toObject": {
            "nodeLabel": "servcieMintTest_shoppingMall",
            "identifiers": {
              "shoppingMallId": "minttestrefreshSeedData_shoppingMallId"
            }
          },
          "relationships": [
            {
              "relTypeConcat": "SellOfferPlan_hasCCCCCCC",
              "relId": "uuid-4s56df74s9df79w-w6de4f5w689ef"
            }
          ]
        },
        {
          "fromObject": {
            "nodeLabel": "servcieMintTest_shoppingMall",
            "identifiers": {
              "shoppingMallId": "minttestrefreshSeedData_shoppingMallId"
            }
          },
          "toObject": {
            "nodeLabel": "servcieMintTest_shoppingMallCalculateSetting",
            "identifiers": {
              "versionedDataId": "minttestrefreshSeedData_versionedDataId"
            }
          },
          "relationships": [
            {
              "relTypeConcat": "servcieMintTest_shoppingMall_currentShoppingMallCalculateSetting",
              "relId": "uuid-s122df5-s21df",
              "relationshipProperty": {
                "timeStamp": 1234567879,
                "statusName": true
              }
            },
            {
              "relTypeConcat": "servcieMintTest_shoppingMall_hasShoppingMallCalculateSetting",
              "relId": "uuid-77777-99999",
              "relationshipProperty": {
                "statusName": true
              }
            }
          ]
        }
      ]
    }
  ],
  "seedData_testTag_ABC": [
    {
      "objType": {
        "objectType": "productAttributeLink",
        "serviceTag": "ProductAttribute"
      },
      "objInstanceFull": {
        "identifiers": {
          "productAttributeLinkId": "f90b57ca8b2fe1a83459d57da038cf50fb6d40e6"
        },
        "fields": {}
      },
      "relationships": [
        {
          "relType": {
            "serviceTag": "ProductAttribute",
            "relationshipTag": "hasProductAttributeLink"
          },
          "relationshipDirection": "to",
          "targetObjType": {
            "serviceTag": "ProductStandard",
            "objectType": "productStandard"
          },
          "targetIdentifiers": {
            "productId": "f526a367a2b66cb0f37ca61b6c43f419929f521d"
          },
          "relationshipProperties": {}
        },
        {
          "relType": {
            "serviceTag": "ProductAttribute",
            "relationshipTag": "isProductAttribute"
          },
          "relationshipDirection": "from",
          "targetObjType": {
            "serviceTag": "ProductAttribute",
            "objectType": "productAttribute"
          },
          "targetIdentifiers": {
            "productAttributeId": "f4bf7a078071d54036656df544197ba638bc3a68"
          },
          "relationshipProperties": {}
        }
      ]
    },
    {
      "objType": {
        "objectType": "productAttributeLink",
        "serviceTag": "ProductAttribute"
      },
      "objInstanceFull": {
        "identifiers": {
          "productAttributeLinkId": "f90b57ca8b2fe1a83459d57da038cf50fb6d40e6"
        },
        "fields": {}
      },
      "relationships": []
    }
  ],
  "seedData_testTag_LL": []
}
  • seedDataTag must be unique
  • canbe share seed data for other test by seed data tag.

GenerateSeedData

  • Integrationtest must be delete identifier every time before test.
  • Set 'generatedSeedData' in file tests.json case by case of stage eg: stages[0] create identifier is randomOnCreate will set 'generatedSeedData' and stages[1] create relationship is randomOnCreate(It is usually random, except in the case of relationship version) set generatedSeedData this stages[1].
  • How to delete case identifier rendomOnCreate?: set in stage use setting generateSeedData "randomOnCreateIdentifier"
3 case
1.randomOnCreateIdentifier
2.notRandomOnIdentifier
3.relationships

randomOnCreateIdentifier

[
  {
    "integrationTestTag": "Test_MLocation_CreateHdrSqs__case_NodeVersionData_Jaya",
    "productionSafe": false,
    "errorIfStageUnderfined": false,
    "errorIfInvokeUnderfined": false,
    "dynamoDBSeedDataTags": [
      "seedDynamodb_abc_ver2"
    ],
    "graphSeedDataTags": [
      "seedData_testTag_GG"
    ],
    "stages": [
      {
        "initialStage": true,
        "inputEventTag": "MLocation_CreateHdrSqs__case_NodeVersionData_Jaya",
        "serviceTag": "MLocations",
        "resourceType": "Lambda",
        "resourceName": "CreateHdrSqs",
        "snsServiceName": "MLocations",
        "snsTopic": "Create_In",
        "generatedSeedData": {
          "randomOnCreateIdentifier": [
            {
              "objType": {
                "serviceTag": "MLocations",
                "objectType": "Member"
              },
              "identifierValue": "Jaya-member-001"
            }
          ]
        }
      }
    ]
  }
]

notRandomOnIdentifier

[
  {
    "integrationTestTag": "Test_MLocation_CreateHdrSqs__case_NodeVersionData_Jaya",
    "productionSafe": false,
    "errorIfStageUnderfined": false,
    "errorIfInvokeUnderfined": false,
    "dynamoDBSeedDataTags": [
      "seedDynamodb_abc_ver2"
    ],
    "graphSeedDataTags": [
      "seedData_testTag_GG"
    ],
    "stages": [
      {
        "initialStage": true,
        "inputEventTag": "MLocation_CreateHdrSqs__case_NodeVersionData_Jaya",
        "serviceTag": "MLocations",
        "resourceType": "Lambda",
        "resourceName": "CreateHdrSqs",
        "snsServiceName": "MLocations",
        "snsTopic": "Create_In",
        "generatedSeedData": {
          "notRandomOnIdentifier": [
            {
              "objType": {
                "serviceTag": "gggg",
                "objectType": "ssssss"
              },
              "identifiers": {
                "topId": "123456"
              }
            }
          ]
        }
      }
    ]
  }
]

relationships

[
  {
    "integrationTestTag": "Test_MLocation_CreateHdrSqs__case_NodeVersionData_Jaya",
    "productionSafe": false,
    "errorIfStageUnderfined": false,
    "errorIfInvokeUnderfined": false,
    "dynamoDBSeedDataTags": [
      "seedDynamodb_abc_ver2"
    ],
    "graphSeedDataTags": [
      "seedData_testTag_GG"
    ],
    "stages": [
      {
        "initialStage": true,
        "inputEventTag": "MLocation_CreateHdrSqs__case_NodeVersionData_Jaya",
        "serviceTag": "MLocations",
        "resourceType": "Lambda",
        "resourceName": "CreateHdrSqs",
        "snsServiceName": "MLocations",
        "snsTopic": "Create_In",
        "generatedSeedData": {
         "relationships": [
            {
              "relType": {
                "serviceTag": "PaymentMethodGeneric",
                "relationshipTag": "disabledPaymentMethodGenericPropertyValue"
              },
              "relId": "f4f73de7-647c-4b3b-8043-87cc002f361a"
            }
          ]
        }
      }
    ]
  }
]

transformProperties

-function change paramiter to use integrationtest. 

const { error } = require("console");

function transformProperties(input) {

  if (Array.isArray(input)) {
    // If value is an array
    return { eventValue: input };
  } else if (input === undefined) {
    return { value: "undefined" };
  } else if (typeof input === "object"
    // && input !== null
  ) {
    // If value is an object
    if (input === null) {
      return { value: input };

      // If object is empty, return "value: {}"
    }
    else if (Object.keys(input).length === 0) {
      return { properties: { value: {} } };

    }
    // If object is not empty, recursively process its properties
    const transformedObject = {};
    for (const key in input) {
      if (key === "properties") {
        transformedObject[key] = transformProperties(input[key]);
      }
      transformedObject[key] = transformProperties(input[key]);
    }
    return { properties: transformedObject };
  } else if (typeof input === "string" || typeof input === "number" || typeof input === "boolean") {
    // If value is a string or number
    return {
      value: input
    };
  } else {
    // If value is something else (e.g., null or undefined), return it as is
    return input;
  }
}

let input = {
  filterMainId: '6a10498096377d3cad76ecb8a9f7438ef5425934',
  filterObject: {
    type: 'logical',
    logicalType: 'partitionKey',
    partitionKey: 'mockForTestGreaterThanOrEqual',
    sortKey: '5',
    comparison: 'greaterThan'
  }
}
let output = transformProperties(input)
// console.log(JSON.stringify(output, null, 2))
console.log(JSON.stringify(output, null, 2))
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