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arm_template_V2.json
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{
"$schema": "http://schema.management.azure.com/schemas/2015-01-01/deploymentTemplate.json#",
"contentVersion": "1.0.0.0",
"parameters": {
"factoryName": {
"type": "string",
"metadata": "Data Factory name",
"defaultValue": "SQLFullExport"
},
"StorageAccount": {
"type": "string",
"defaultValue": "d365fofttableslake.dfs.core.windows.net"
},
"DataLakeGen2Storage_accountKey": {
"type": "secureString",
"metadata": "Secure string for 'accountKey' of 'DataLakeGen2Storage'"
},
"Container": {
"type": "string",
"defaultValue": "dynamics365-financeandoperations"
},
"RootFolder": {
"type": "string",
"defaultValue": "jjd365fo2d9ba7ea6d7563beaos.cloudax.dynamics.com"
},
"SqlServerDB_connectionString": {
"type": "secureString",
"metadata": "Secure string for 'connectionString' of 'SqlServerDB'"
},
"CDMUTIL_functionAppUrl": {
"type": "string",
"defaultValue": "https://cdmutil.azurewebsites.net"
},
"CDMUTIL_functionKey": {
"type": "secureString",
"metadata": "Secure string for 'functionKey' of 'CDMUTIL'"
},
"TenantId": {
"type": "string"
},
"DataSourceName": {
"type": "string",
"defaultValue": "sqlOnDemandDS"
},
"SQLEndPoint": {
"type": "string",
"defaultValue": "Server=d365ftazuresynapsedemo-ondemand.sql.azuresynapse.net;Database=AXDB"
},
"DDLType": {
"type": "string",
"defaultValue": "SynapseView"
}
},
"variables": {
"factoryId": "[concat('Microsoft.DataFactory/factories/', parameters('factoryName'))]"
},
"resources": [
{
"name": "[concat(parameters('factoryName'), '/SQLTablesToADLS')]",
"type": "Microsoft.DataFactory/factories/pipelines",
"apiVersion": "2018-06-01",
"properties": {
"activities": [
{
"name": "CopyData",
"type": "ForEach",
"dependsOn": [
{
"activity": "GetManifestDefinition",
"dependencyConditions": [
"Succeeded"
]
}
],
"userProperties": [],
"typeProperties": {
"items": {
"value": "@activity('GetManifestDefinition').output.Tables",
"type": "Expression"
},
"isSequential": false,
"activities": [
{
"name": "CSVORParquet",
"type": "Switch",
"dependsOn": [],
"userProperties": [],
"typeProperties": {
"on": {
"value": "@pipeline().parameters.FileFormat",
"type": "Expression"
},
"cases": [
{
"value": "parquet",
"activities": [
{
"name": "CopyTablesToParquet",
"type": "Copy",
"dependsOn": [],
"policy": {
"timeout": "7.00:00:00",
"retry": 0,
"retryIntervalInSeconds": 30,
"secureOutput": false,
"secureInput": false
},
"userProperties": [],
"typeProperties": {
"source": {
"type": "SqlServerSource",
"sqlReaderQuery": {
"value": "select * from @{pipeline().parameters.Schema}.@{item().TableName}",
"type": "Expression"
},
"queryTimeout": "02:00:00",
"partitionOption": "None"
},
"sink": {
"type": "ParquetSink",
"storeSettings": {
"type": "AzureBlobFSWriteSettings"
}
},
"enableStaging": false,
"translator": {
"type": "TabularTranslator",
"typeConversion": true,
"typeConversionSettings": {
"allowDataTruncation": true,
"treatBooleanAsNumber": false
}
}
},
"inputs": [
{
"referenceName": "SqlTable",
"type": "DatasetReference",
"parameters": {}
}
],
"outputs": [
{
"referenceName": "Parquet",
"type": "DatasetReference",
"parameters": {
"Container": {
"value": "@pipeline().parameters.Container",
"type": "Expression"
},
"Folder": {
"value": "@{pipeline().parameters.Folder}\\@{item().DataLocation}",
"type": "Expression"
},
"FileName": {
"value": "@{item().TableName}.@{pipeline().parameters.FileFormat}",
"type": "Expression"
}
}
}
]
}
]
}
],
"defaultActivities": [
{
"name": "CopyTablesToCSV",
"type": "Copy",
"dependsOn": [],
"policy": {
"timeout": "7.00:00:00",
"retry": 0,
"retryIntervalInSeconds": 30,
"secureOutput": false,
"secureInput": false
},
"userProperties": [],
"typeProperties": {
"source": {
"type": "SqlServerSource",
"sqlReaderQuery": {
"value": "select * from @{pipeline().parameters.Schema}.@{item().TableName}",
"type": "Expression"
},
"queryTimeout": "02:00:00",
"partitionOption": "None"
},
"sink": {
"type": "DelimitedTextSink",
"storeSettings": {
"type": "AzureBlobFSWriteSettings"
},
"formatSettings": {
"type": "DelimitedTextWriteSettings",
"quoteAllText": true,
"fileExtension": ".txt"
}
},
"enableStaging": false,
"translator": {
"type": "TabularTranslator",
"typeConversion": true,
"typeConversionSettings": {
"allowDataTruncation": true,
"treatBooleanAsNumber": false
}
}
},
"inputs": [
{
"referenceName": "SqlTable",
"type": "DatasetReference",
"parameters": {}
}
],
"outputs": [
{
"referenceName": "CSVFile",
"type": "DatasetReference",
"parameters": {
"Container": {
"value": "@pipeline().parameters.Container",
"type": "Expression"
},
"Folder": {
"value": "@{pipeline().parameters.Folder}\\@{item().DataLocation}",
"type": "Expression"
},
"FileName": {
"value": "@{item().TableName}.@{pipeline().parameters.FileFormat}",
"type": "Expression"
}
}
}
]
}
]
}
},
{
"name": "Get Metadata",
"type": "GetMetadata",
"dependsOn": [
{
"activity": "CSVORParquet",
"dependencyConditions": [
"Succeeded"
]
}
],
"policy": {
"timeout": "7.00:00:00",
"retry": 0,
"retryIntervalInSeconds": 30,
"secureOutput": false,
"secureInput": false
},
"userProperties": [],
"typeProperties": {
"dataset": {
"referenceName": "CSVInputFile",
"type": "DatasetReference",
"parameters": {
"Container": {
"value": "@pipeline().parameters.Container",
"type": "Expression"
},
"Folder": {
"value": "@{pipeline().parameters.Folder}/@{item().DataLocation}",
"type": "Expression"
},
"FileName": {
"value": "@{item().TableName}.@{pipeline().parameters.FileFormat}",
"type": "Expression"
}
}
},
"fieldList": [
"size"
],
"storeSettings": {
"type": "AzureBlobFSReadSettings",
"recursive": true
},
"formatSettings": {
"type": "DelimitedTextReadSettings"
}
}
},
{
"name": "IfLargeFile",
"type": "IfCondition",
"dependsOn": [
{
"activity": "Get Metadata",
"dependencyConditions": [
"Succeeded"
]
}
],
"userProperties": [],
"typeProperties": {
"expression": {
"value": "@greater(activity('Get Metadata').output.size, mul(pipeline().parameters.PartitionSizeMB,1000000))",
"type": "Expression"
},
"ifTrueActivities": [
{
"name": "PartionFile",
"type": "ExecutePipeline",
"dependsOn": [],
"userProperties": [],
"typeProperties": {
"pipeline": {
"referenceName": "PartitionBySize",
"type": "PipelineReference"
},
"waitOnCompletion": true,
"parameters": {
"Container": {
"value": "@pipeline().parameters.Container",
"type": "Expression"
},
"SourceFolder": {
"value": "@{pipeline().parameters.Folder}/@{item().DataLocation}",
"type": "Expression"
},
"FileName": {
"value": "@{item().TableName}.@{pipeline().parameters.FileFormat}",
"type": "Expression"
},
"TargetFolder": {
"value": "@{pipeline().parameters.Folder}/@{item().DataLocation}",
"type": "Expression"
},
"NoOfPartitions": {
"value": "@max(div(activity('Get Metadata').output.Size, mul(pipeline().parameters.PartitionSizeMB,1000000)),1)",
"type": "Expression"
},
"EXT": {
"value": "@{pipeline().parameters.FileFormat}",
"type": "Expression"
}
}
}
}
]
}
}
]
}
},
{
"name": "GetManifestDefinition",
"type": "AzureFunctionActivity",
"dependsOn": [],
"policy": {
"timeout": "7.00:00:00",
"retry": 0,
"retryIntervalInSeconds": 30,
"secureOutput": false,
"secureInput": false
},
"userProperties": [],
"typeProperties": {
"functionName": "getManifestDefinition",
"method": "GET",
"headers": {
"TableList": {
"value": "@pipeline().parameters.TableNames",
"type": "Expression"
}
}
},
"linkedServiceName": {
"referenceName": "CDMUTIL",
"type": "LinkedServiceReference"
}
},
{
"name": "CreateManifest",
"type": "ForEach",
"dependsOn": [
{
"activity": "CopyData",
"dependencyConditions": [
"Succeeded"
]
}
],
"userProperties": [],
"typeProperties": {
"items": {
"value": "@activity('GetManifestDefinition').output.Manifests",
"type": "Expression"
},
"isSequential": true,
"activities": [
{
"name": "GenerateCDM",
"type": "ExecutePipeline",
"dependsOn": [],
"userProperties": [],
"typeProperties": {
"pipeline": {
"referenceName": "GenerateCDM",
"type": "PipelineReference"
},
"waitOnCompletion": true,
"parameters": {
"Tables": {
"value": "@item().Tables",
"type": "Expression"
},
"StorageAccount": {
"value": "@{pipeline().parameters.StorageAccount}",
"type": "Expression"
},
"CDMRootFolder": {
"value": "@{pipeline().parameters.Container}/@{pipeline().parameters.Folder}",
"type": "Expression"
},
"ManifestFolder": {
"value": "@{item().ManifestLocation}",
"type": "Expression"
},
"FileFormat": {
"value": "@pipeline().parameters.FileFormat",
"type": "Expression"
},
"Schema": {
"value": "@pipeline().parameters.Schema",
"type": "Expression"
},
"ManifestName": {
"value": "@{item().ManifestName}",
"type": "Expression"
},
"TenantId": {
"value": "@pipeline().parameters.TenantId",
"type": "Expression"
},
"CreateModelJson": {
"value": "@pipeline().parameters.CreateModelJson",
"type": "Expression"
}
}
}
}
]
}
}
],
"parameters": {
"TableNames": {
"type": "string",
"defaultValue": "CustTable,CustGroup"
},
"StorageAccount": {
"type": "string",
"defaultValue": "[parameters('StorageAccount')]"
},
"Container": {
"type": "string",
"defaultValue": "[parameters('Container')]"
},
"Folder": {
"type": "string",
"defaultValue": "[parameters('RootFolder')]"
},
"FileFormat": {
"type": "string",
"defaultValue": "csv"
},
"Schema": {
"type": "string",
"defaultValue": "dbo"
},
"PartitionSizeMB": {
"type": "int",
"defaultValue": 200
},
"TenantId": {
"type": "string",
"defaultValue": "[parameters('TenantId')]"
},
"CreateModelJson": {
"type": "Bool",
"defaultValue": false
}
},
"annotations": [],
"lastPublishTime": "2020-08-13T23:50:53Z"
},
"dependsOn": [
"[concat(variables('factoryId'), '/linkedServices/CDMUTIL')]",
"[concat(variables('factoryId'), '/datasets/CSVInputFile')]",
"[concat(variables('factoryId'), '/pipelines/GenerateCDM')]",
"[concat(variables('factoryId'), '/datasets/SqlTable')]",
"[concat(variables('factoryId'), '/datasets/CSVFile')]",
"[concat(variables('factoryId'), '/pipelines/PartitionBySize')]",
"[concat(variables('factoryId'), '/datasets/Parquet')]"
]
},
{
"name": "[concat(parameters('factoryName'), '/PartitionBySize')]",
"type": "Microsoft.DataFactory/factories/pipelines",
"apiVersion": "2018-06-01",
"properties": {
"activities": [
{
"name": "CSVOrParquet",
"type": "Switch",
"dependsOn": [],
"userProperties": [],
"typeProperties": {
"on": {
"value": "@toLower(pipeline().parameters.EXT)",
"type": "Expression"
},
"cases": [
{
"value": ".parquet",
"activities": [
{
"name": "PartitionBySize_parquet",
"type": "ExecuteDataFlow",
"dependsOn": [],
"policy": {
"timeout": "7.00:00:00",
"retry": 0,
"retryIntervalInSeconds": 30,
"secureOutput": false,
"secureInput": false
},
"userProperties": [],
"typeProperties": {
"dataflow": {
"referenceName": "PartitionBySize_parquet",
"type": "DataFlowReference",
"parameters": {
"FileName": {
"value": "'@{pipeline().parameters.FileName}'",
"type": "Expression"
},
"Partition": {
"value": "@pipeline().parameters.NoOfPartitions",
"type": "Expression"
}
},
"datasetParameters": {
"InputFile": {
"Container": {
"value": "@pipeline().parameters.Container",
"type": "Expression"
},
"Folder": {
"value": "@pipeline().parameters.SourceFolder",
"type": "Expression"
},
"FileName": {
"value": "@pipeline().parameters.FileName",
"type": "Expression"
}
},
"PartitionFile": {
"Container": {
"value": "@pipeline().parameters.Container",
"type": "Expression"
},
"Folder": {
"value": "@pipeline().parameters.TargetFolder",
"type": "Expression"
}
}
}
},
"staging": {},
"compute": {
"coreCount": 8,
"computeType": "General"
}
}
}
]
}
],
"defaultActivities": [
{
"name": "PartitionBySize",
"type": "ExecuteDataFlow",
"dependsOn": [],
"policy": {
"timeout": "7.00:00:00",
"retry": 0,
"retryIntervalInSeconds": 30,
"secureOutput": false,
"secureInput": false
},
"userProperties": [],
"typeProperties": {
"dataflow": {
"referenceName": "PartitionBySize_csv",
"type": "DataFlowReference",
"parameters": {
"FileName": {
"value": "'@{pipeline().parameters.FileName}'",
"type": "Expression"
},
"Partition": {
"value": "@pipeline().parameters.NoOfPartitions",
"type": "Expression"
}
},
"datasetParameters": {
"InputFile": {
"Container": {
"value": "@pipeline().parameters.Container",
"type": "Expression"
},
"Folder": {
"value": "@pipeline().parameters.SourceFolder",
"type": "Expression"
},
"FileName": {
"value": "@pipeline().parameters.FileName",
"type": "Expression"
}
},
"PartitionFile": {
"Container": {
"value": "@pipeline().parameters.Container",
"type": "Expression"
},
"Folder": {
"value": "@pipeline().parameters.TargetFolder",
"type": "Expression"
}
}
}
},
"staging": {},
"compute": {
"coreCount": 8,
"computeType": "General"
}
}
}
]
}
}
],
"parameters": {
"Container": {
"type": "string",
"defaultValue": "dynamicsax"
},
"SourceFolder": {
"type": "string"
},
"FileName": {
"type": "string"
},
"TargetFolder": {
"type": "string"
},
"NoOfPartitions": {
"type": "int"
},
"EXT": {
"type": "string"
}
},
"folder": {
"name": "PartitionFile"
},
"annotations": [],
"lastPublishTime": "2020-07-29T19:32:46Z"
},
"dependsOn": [
"[concat(variables('factoryId'), '/dataflows/PartitionBySize_csv')]",
"[concat(variables('factoryId'), '/dataflows/PartitionBySize_parquet')]"
]
},
{
"name": "[concat(parameters('factoryName'), '/GenerateMetadata')]",
"type": "Microsoft.DataFactory/factories/pipelines",
"apiVersion": "2018-06-01",
"properties": {
"activities": [
{
"name": "GetManifestDefinition",
"type": "AzureFunctionActivity",
"dependsOn": [],
"policy": {
"timeout": "7.00:00:00",
"retry": 0,
"retryIntervalInSeconds": 30,
"secureOutput": false,
"secureInput": false
},
"userProperties": [],
"typeProperties": {
"functionName": "getManifestDefinition",
"method": "GET",
"headers": {
"TableList": {
"value": "@pipeline().parameters.TableNames",
"type": "Expression"
}
}
},
"linkedServiceName": {
"referenceName": "CDMUTIL",
"type": "LinkedServiceReference"
}
},
{
"name": "CreateManifest",
"type": "ForEach",
"dependsOn": [
{
"activity": "GetManifestDefinition",
"dependencyConditions": [
"Succeeded"
]
}
],
"userProperties": [],
"typeProperties": {
"items": {
"value": "@activity('GetManifestDefinition').output.Manifests",
"type": "Expression"
},
"isSequential": true,
"activities": [
{
"name": "GenerateCDM",
"type": "ExecutePipeline",
"dependsOn": [],
"userProperties": [],
"typeProperties": {
"pipeline": {
"referenceName": "GenerateCDM",
"type": "PipelineReference"
},
"waitOnCompletion": true,
"parameters": {
"Tables": {
"value": "@item().Tables",
"type": "Expression"
},
"CDMRootFolder": {
"value": "@{pipeline().parameters.Container}/@{pipeline().parameters.Folder}",
"type": "Expression"
},
"ManifestFolder": {
"value": "@{item().ManifestLocation}",
"type": "Expression"
},
"FileFormat": {
"value": "@pipeline().parameters.FileFormat",
"type": "Expression"
},
"Schema": {
"value": "@pipeline().parameters.Schema",
"type": "Expression"
},
"ManifestName": {
"value": "@{item().ManifestName}",
"type": "Expression"
},
"StorageAccount": {
"value": "@pipeline().parameters.StorageAccount",
"type": "Expression"
},
"TenantId": {
"value": "@pipeline().parameters.TenantId",
"type": "Expression"
},
"CreateModelJson": {
"value": "@pipeline().parameters.CreateModelJson",
"type": "Expression"
}
}
}
}
]
}
}
],
"parameters": {
"TableNames": {
"type": "string",
"defaultValue": "CustTable,CustGroup"
},
"Container": {
"type": "string",
"defaultValue": "[parameters('Container')]"
},
"Folder": {
"type": "string",
"defaultValue": "[parameters('RootFolder')]"
},
"FileFormat": {
"type": "string",
"defaultValue": "csv"
},
"Schema": {
"type": "string",
"defaultValue": "dbo"
},
"PartitionSizeMB": {
"type": "int",
"defaultValue": 200
},
"StorageAccount": {
"type": "string",
"defaultValue": "[parameters('StorageAccount')]"
},
"TenantId": {
"type": "string",
"defaultValue": "[parameters('TenantId')]"
},
"CreateModelJson": {
"type": "Bool",
"defaultValue": "false"
}
},
"folder": {
"name": "GenerateCDM"
},
"annotations": [],
"lastPublishTime": "2020-08-13T23:50:53Z"
},
"dependsOn": [
"[concat(variables('factoryId'), '/linkedServices/CDMUTIL')]",
"[concat(variables('factoryId'), '/pipelines/GenerateCDM')]"
]
},
{
"name": "[concat(parameters('factoryName'), '/CreateView')]",
"type": "Microsoft.DataFactory/factories/pipelines",
"apiVersion": "2018-06-01",
"properties": {
"activities": [
{
"name": "ReadManifestCreateDDL",
"type": "AzureFunctionActivity",
"dependsOn": [],
"policy": {
"timeout": "7.00:00:00",
"retry": 0,
"retryIntervalInSeconds": 30,
"secureOutput": false,
"secureInput": false
},
"userProperties": [],
"typeProperties": {
"functionName": "manifestToSynapseView",
"method": "POST",
"headers": {
"StorageAccount": {
"value": "@pipeline().parameters.StorageAccount",
"type": "Expression"
},
"RootFolder": {
"value": "@{pipeline().parameters.CDMRootFolder}",
"type": "Expression"
},
"ManifestLocation": {
"value": "@pipeline().parameters.ManifestLocation",
"type": "Expression"
},
"ManifestName": {
"value": "@pipeline().parameters.ManifestName",
"type": "Expression"
},
"TenantId": {
"value": "@pipeline().parameters.TenantId",
"type": "Expression"
},
"DataSourceName": {
"value": "@pipeline().parameters.DataSourceName",
"type": "Expression"
},
"DDLType": {
"value": "@pipeline().parameters.DDLType",
"type": "Expression"
},
"SQLEndPoint": {
"value": "@pipeline().parameters.SQLEndPoint",
"type": "Expression"
}
}
},
"linkedServiceName": {
"referenceName": "CDMUTIL",
"type": "LinkedServiceReference"
}
}
],
"parameters": {
"CDMRootFolder": {
"type": "string",
"defaultValue": "[concat('/',parameters('Container'), '/', parameters('RootFolder'), '/')]"
},
"ManifestLocation": {
"type": "string",
"defaultValue": "Tables"
},
"ManifestName": {
"type": "string",
"defaultValue": "Tables"
},
"TenantId": {
"type": "string",
"defaultValue": "[parameters('TenantId')]"
},
"DataSourceName": {
"type": "string",
"defaultValue": "[parameters('DataSourceName')]"
},
"SQLEndPoint": {
"type": "string",
"defaultValue": "[parameters('SQLEndPoint')]"
},
"DDLType": {
"type": "string",
"defaultValue": "[parameters('DDLType')]"
},
"StorageAccount": {
"type": "string",
"defaultValue": "[parameters('StorageAccount')]"
}
},
"folder": {
"name": "CreateView"
},
"annotations": [],
"lastPublishTime": "2020-08-13T23:50:53Z"
},
"dependsOn": [
"[concat(variables('factoryId'), '/linkedServices/CDMUTIL')]"
]
},
{
"name": "[concat(parameters('factoryName'), '/GenerateCDM')]",
"type": "Microsoft.DataFactory/factories/pipelines",
"apiVersion": "2018-06-01",
"properties": {
"activities": [
{
"name": "ForEachTable",
"type": "ForEach",
"dependsOn": [],
"userProperties": [],
"typeProperties": {
"items": {
"value": "@pipeline().parameters.Tables",
"type": "Expression"
},
"isSequential": true,
"activities": [
{
"name": "LookupColumns",
"type": "Lookup",
"dependsOn": [],
"policy": {
"timeout": "7.00:00:00",
"retry": 0,
"retryIntervalInSeconds": 30,
"secureOutput": false,
"secureInput": false
},
"userProperties": [],
"typeProperties": {
"source": {
"type": "SqlServerSource",
"sqlReaderQuery": {
"value": "select \n\tc.COLUMN_NAME as name, \n\tDATA_TYPE as dataType, \n\tCHARACTER_MAXIMUM_LENGTH as maximumLength, \n\tNUMERIC_PRECISION precision, \n\tNUMERIC_SCALE scale, \n\tCHARACTER_SET_NAME characterSet, \n\tCOLLATION_NAME collation\n\t,CASE WHEN pk.COLUMN_NAME IS NOT NULL THEN 1 ELSE 0 end as IsPrimaryKey\n\tFROM INFORMATION_SCHEMA.COLUMNS c \n\tLEFT JOIN (\n SELECT ku.TABLE_CATALOG,ku.TABLE_SCHEMA,ku.TABLE_NAME,ku.COLUMN_NAME\n FROM INFORMATION_SCHEMA.TABLE_CONSTRAINTS AS tc\n INNER JOIN INFORMATION_SCHEMA.KEY_COLUMN_USAGE AS ku\n ON tc.CONSTRAINT_TYPE = 'PRIMARY KEY' \n AND tc.CONSTRAINT_NAME = ku.CONSTRAINT_NAME\n ) pk \nON c.TABLE_CATALOG = pk.TABLE_CATALOG\n AND c.TABLE_SCHEMA = pk.TABLE_SCHEMA\n AND c.TABLE_NAME = pk.TABLE_NAME\n AND c.COLUMN_NAME = pk.COLUMN_NAME\nwhere c.TABLE_NAME = '@{item().TableName}' \nand c.TABLE_SCHEMA = 'dbo'\norder by C.ORDINAL_POSITION ASC",
"type": "Expression"
},
"queryTimeout": "02:00:00",
"partitionOption": "None"
},
"dataset": {
"referenceName": "SqlTable",
"type": "DatasetReference",
"parameters": {}
},
"firstRowOnly": false
}
},
{