Function App time trigger not working as expected

I have this Time Trigger Function that runs PowerShell code to fetch Azure storage accounts used capacity metrics based on the tags. The code works fine when I trigger the job manually and gives me the accurate details but fetches 0 value from all the storage accounts in its schedule run.

The PowerShell used SPN authentication for all the storage accounts.

param($Timer)

# Get environment variables
$tenantId = [Environment]::GetEnvironmentVariable('UCAPI_TENANTID')
$thumb = [Environment]::GetEnvironmentVariable('ALPHA_SPN_THUMBID')
$appId = [Environment]::GetEnvironmentVariable('ALPHA_SPN_APPID')
$appName = [Environment]::GetEnvironmentVariable('ALPHA_SPN_APPNAME')

Write-Host "Connecting Azure through $appName SPN login to call UC API"

# Connect to Azure with SPN
try {
    Connect-AzAccount -ServicePrincipal -Tenant $tenantId -CertificateThumbprint $thumb -ApplicationId $appId
    $subscriptions = Get-AzSubscription
    Write-Host "Subscriptions fetched: $($subscriptions.Count)"
} catch {
    Write-Warning "Failed to connect to Azure with SPN login. Skipping."
    return
}

# Define the tag key
$tagKey = "Business Data Domain"

# Initialize an array to store the results
$strg = @()
$current_date = Get-Date -Format "yyyyMMdd"

foreach ($subscription in $subscriptions) {
    try {
        Set-AzContext -SubscriptionId $subscription.Id
        Write-Host "Set context to subscription: $($subscription.Name)"
        
        $storageAccounts = Get-AzStorageAccount | Where-Object { $_.Tags.ContainsKey($tagKey) }
        Write-Host "Storage accounts found in subscription $($subscription.Name): $($storageAccounts.Count)"
        
        if ($storageAccounts.Count -eq 0) {
            Write-Host "No storage accounts with tag '$tagKey' found in subscription $($subscription.Name)."
        }
    } catch {
        Write-Warning "Failed to set context for subscription: $($subscription.Name). Skipping."
        continue
    }
    
    foreach ($storageAccount in $storageAccounts) {
        Write-Host "Processing storage account: $($storageAccount.StorageAccountName)"

        $resourceId = "/subscriptions/$($subscription.Id)/resourceGroups/$($storageAccount.ResourceGroupName)/providers/Microsoft.Storage/storageAccounts/$($storageAccount.StorageAccountName)"
        $uri = "https://management.azure.com$resourceId/providers/Microsoft.Insights/metrics?api-version=2023-10-01&metricnames=UsedCapacity&aggregation=Average"
        
        try {
            $response = Invoke-AzRestMethod -Method Get -Uri $uri
            $metrics = $response.Content | ConvertFrom-Json
            Write-Host "Metrics response for $($storageAccount.StorageAccountName): $($response.Content)"
            $usedCapacityMetric = $metrics.value | Where-Object { $_.name.value -eq "UsedCapacity" }
            
            if ($usedCapacityMetric) {
                $averageCapacity = $usedCapacityMetric.timeseries.data.average | Measure-Object -Sum | Select-Object -ExpandProperty Sum
                Write-Host "Average Capacity for $($storageAccount.StorageAccountName): $averageCapacity"
            } else {
                Write-Host "Metric 'UsedCapacity' not found for $($storageAccount.StorageAccountName)."
                $averageCapacity = 0
            }
        } catch {
            Write-Warning "Error retrieving metrics for $($storageAccount.StorageAccountName): $($_.Exception.Message)"
            $averageCapacity = 0
        }

                
        # Create a custom object for each storage account
        $objresults = [PSCustomObject]@{
            SubscriptionName    = $subscription.Name
            StorageAccount      = $storageAccount.StorageAccountName
            UsedCapacityInBytes = $averageCapacity
            TagName             = $tagKey
            TagValue            = $storageAccount.Tags[$tagKey]
        }
        # Add the object to the results array
        $strg += $objresults
    }

}

<#Write-Host "Completed fetching storage account details for $($storageAccount.StorageAccountName)"
        catch {
            Write-Warning "Failed to process storage account: $($storageAccount.StorageAccountName). Skipping."
        }#>
    


Write-Host "Checking if strg has data before exporting to CSV..."
if ($strg.Count -eq 0) {
    Write-Host "No data found in strg array!"
} else {
    Write-Host "strg array contains data. Proceeding to export..."
}

# Create folder to store source path
$localPath = "$(Get-Location)strgacctmp"
If (-not (Test-Path -Path $localPath)) {
    New-Item -Path $localPath -ItemType 'Directory' -Force
    Write-Host "New Folder strgacctmp Created!"
} else {
    Write-Host "Folder already Exists!"
}

<# Create folder to store source path 
$localPath = "$(Get-Location)unitycatalogtmp"
If (Get-ChildItem -Path $localPath -Force -ErrorAction SilentlyContinue) {
    Write-Host "Folder already Exists!"
}
else {
    New-Item -Path "$localPath" -ItemType 'Directory' -Name unitycatalogtmp -Force -ErrorAction Stop
    Write-Host "New Folder unitycatalogtemp Created!"
}#>


function uploadFileToBlob {
    param(
        [String] $LocalFilePath,
        [String] $TargetFileName
    )
    $tenantId = [Environment]::GetEnvironmentVariable('UCAPI_TENANTID')
    $storage_account = [Environment]::GetEnvironmentVariable('ADLS_STORAGE_ACCOUNT')
    $subscription = [Environment]::GetEnvironmentVariable('ADLS_SUBSCRIPTION_NAME')
    $filesystemName = [Environment]::GetEnvironmentVariable('ADLS_CONTAINER_NAME')
    $destPath = [Environment]::GetEnvironmentVariable('ADLS_FOLDER_PATH_UC_DASHBOARD')

    Write-Host " ----Retrieved App Settings from Function App--- "
    Write-Host "ADLS_STORAGE_ACCOUNT - $storage_account"
    Write-Host "ADLS_SUBSCRIPTION_NAME - $subscription"
    Write-Host "ADLS_CONTAINER_NAME - $filesystemName"
    Write-Host "Source - $LocalFilePath"
    Write-Host "Destination Path - $destPath"
    Write-Host "Path from where files will be uploaded: $LocalFilePath"
    Write-Host "-------------------------"

    $tenantId = [Environment]::GetEnvironmentVariable('UCAPI_TENANTID')
    $thumb = [Environment]::GetEnvironmentVariable('ALPHA_SPN_THUMBID')
    $appId = [Environment]::GetEnvironmentVariable('ALPHA_SPN_APPID')
    $appName = [Environment]::GetEnvironmentVariable('ALPHA_SPN_APPNAME')

    Write-Host "Connecting Azure through $appName SPN login to upload to ADLS"

    
    $ctx = New-AzStorageContext -StorageAccountName $storage_account -UseConnectedAccount -ErrorAction Stop
    #$ctx

    try {
        $destPath += "/" + $TargetFileName
        New-AzDataLakeGen2Item -Context $ctx -FileSystem $filesystemName -Path $destPath -Source $LocalFilePath -ErrorAction Stop -Force
        Start-Sleep -seconds 2

        # Will execute on successful completion of folder upload
        Write-Host "File uploaded successfully!"
    }
    catch {
        Write-Output " Error occured as below"
        $_
        exit
    }
}

# Export to CSV        
$CsvPath = $localPath + "edpstrgaccsize$current_date.csv"
$strg | Export-Csv -Path $CsvPath -NoTypeInformation

#Upload to blob
$targetFileName = "edpstrgaccsize$($current_date).csv"
uploadFileToBlob -LocalFilePath $CsvPath -TargetFileName $targetFileName

Write-Host "Uploaded Storage Details-"

#Need to delete locally stored files in folder unitycatalogtmp
Get-ChildItem -Path $localPath -Filter *.csv | Remove-Item -Recurse

Write-Host "Script Completed"


Function.json

{
 "bindings": [
 {
   "name": "Timer",
   "type": "timerTrigger",
   "direction": "in",
   "schedule": "0 * * * *"
   }
 ]
}

Adding LOGS:

Manual Run logs-

9/18/2024, 5:38:40.548 AM   "INFORMATION: Metrics response for 
adlsstrgacc12345: {
""cost"": 59,
""timespan"": ""2024-09-18T04:38:40Z/2024-09-18T05:38:40Z"",
""interval"": ""PT1H"",
""value"": [
{
  ""id"":""/subscriptions/xxxxx/resourceGroups/xxxx/providers/Microsoft.Storage/storageAccounts/xxxx/providers/Microsoft.Insights/metrics/UsedCapacity"",
  ""type"": ""Microsoft.Insights/metrics"",
  ""name"": {
    ""value"": ""UsedCapacity"",
    ""localizedValue"": ""Used capacity""
  },
 ""displayDescription"": ""The amount of storage used by the 
 storage account. For standard storage accounts, it's the sum of 
 capacity used by blob, table, file, and queue. For premium 
 storage accounts and Blob storage accounts, it is the same as 
 BlobCapacity or FileCapacity."",
  ""unit"": ""Bytes"",
  ""timeseries"": [
    {
      ""metadatavalues"": [],
      ""data"": [
        {
          ""timeStamp"": ""2024-09-18T04:38:00Z"",
          ""average"": 6128267
        }
      ]
    }
  ],
  ""errorCode"": ""Success""
}
 ],
      ""namespace"": ""Microsoft.Storage/storageAccounts"",
      ""resourceregion"": ""northeurope""

Schedule run logs-

9/18/2024, 5:01:58.476 AM   "INFORMATION: Metrics response for 
adlsstrgacc12345: {
 ""cost"": 59,
 ""timespan"": ""2024-09-18T04:01:58Z/2024-09-18T05:01:58Z"",
 ""interval"": ""PT1H"",
 ""value"": [
  {
  ""id"": ""/subscriptions/xxxx/resourceGroups/xxxx/providers/Microsoft.Storage/storageAccounts/xxxx/providers/Microsoft.Insights/metrics/UsedCapacity"",
  ""type"": ""Microsoft.Insights/metrics"",
  ""name"": {
    ""value"": ""UsedCapacity"",
    ""localizedValue"": ""Used capacity""
    },
  ""displayDescription"": ""The amount of storage used by the storage account. For standard storage accounts, it's the sum of capacity used by blob, table, file, and queue. For premium storage accounts and Blob storage accounts, it is the same as BlobCapacity or FileCapacity."",
  ""unit"": ""Bytes"",
  ""timeseries"": [
    {
      ""metadatavalues"": [],
      ""data"": [
        {
          ""timeStamp"": ""2024-09-18T04:01:00Z""
        }
      ]
    }
  ],
  ""errorCode"": ""Success""
}
],
""namespace"": ""Microsoft.Storage/storageAccounts"",
""resourceregion"": ""northeurope""
}"  Information 1

requirements.psd

@{ # For latest supported version, go to 
'powershellgallery.com/packages/Az'. # To use the Az module in 
 your function app, please uncomment the line below. 
'Az' = '12.*' }

11

I have used the same code in azure function app to get the storage account details and got expected response.

param($Timer)

# Get environment variables
$tenantId = [Environment]::GetEnvironmentVariable('UCAPI_TENANTID')
$appId = [Environment]::GetEnvironmentVariable('ALPHA_SPN_APPID')
$appName = [Environment]::GetEnvironmentVariable('ALPHA_SPN_APPNAME')
$clientSecret = [Environment]::GetEnvironmentVariable('ALPHA_SPN_SECRET')

Write-Host "Connecting Azure through $appName SPN login to call UC API"

# Connect to Azure with SPN
$securePassword = ConvertTo-SecureString $clientSecret -AsPlainText -Force
$cred = New-Object -TypeName System.Management.Automation.PSCredential -ArgumentList $appId, $securePassword
Connect-AzAccount -ServicePrincipal -Credential $cred -Tenant $tenantId 
$subscriptions = Get-AzSubscription
Write-Host "Subscriptions fetched: $($subscriptions.Count)"

# Define the tag key
$tagKey = "Business Data Domain"

# Initialize an array to store the results
$strg = @()
$current_date = Get-Date -Format "yyyyMMdd"

foreach ($subscription in $subscriptions) {
    try {
        Set-AzContext -SubscriptionId $subscription.Id
        Write-Host "Set context to subscription: $($subscription.Name)"
        
        $storageAccounts = Get-AzStorageAccount | Where-Object { $_.Tags.ContainsKey($tagKey) }
        Write-Host "Storage accounts found in subscription $($subscription.Name): $($storageAccounts.Count)"
        
        if ($storageAccounts.Count -eq 0) {
            Write-Host "No storage accounts with tag '$tagKey' found in subscription $($subscription.Name)."
        }
    } catch {
        Write-Warning "Failed to set context for subscription: $($subscription.Name). Skipping."
        continue
    }
    
    foreach ($storageAccount in $storageAccounts) {
        Write-Host "Processing storage account: $($storageAccount.StorageAccountName)"

        $resourceId = "/subscriptions/$($subscription.Id)/resourceGroups/$($storageAccount.ResourceGroupName)/providers/Microsoft.Storage/storageAccounts/$($storageAccount.StorageAccountName)"
        $uri = "https://management.azure.com$resourceId/providers/Microsoft.Insights/metrics?api-version=2023-10-01&metricnames=UsedCapacity&aggregation=Average"
        
        try {
            $response = Invoke-AzRestMethod -Method Get -Uri $uri
            $metrics = $response.Content | ConvertFrom-Json
            Write-Host "Metrics response for $($storageAccount.StorageAccountName): $($response.Content)"
            $usedCapacityMetric = $metrics.value | Where-Object { $_.name.value -eq "UsedCapacity" }
            
            if ($usedCapacityMetric) {
                $averageCapacity = $usedCapacityMetric.timeseries.data.average | Measure-Object -Sum | Select-Object -ExpandProperty Sum
                Write-Host "Average Capacity for $($storageAccount.StorageAccountName): $averageCapacity"
            } else {
                Write-Host "Metric 'UsedCapacity' not found for $($storageAccount.StorageAccountName)."
                $averageCapacity = 0
            }
        } catch {
            Write-Warning "Error retrieving metrics for $($storageAccount.StorageAccountName): $($_.Exception.Message)"
            $averageCapacity = 0
        }
          
        # Create a custom object for each storage account
        $objresults = [PSCustomObject]@{
            SubscriptionName    = $subscription.Name
            StorageAccount      = $storageAccount.StorageAccountName
            UsedCapacityInBytes = $averageCapacity
            TagName             = $tagKey
            TagValue            = $storageAccount.Tags[$tagKey]
        }
        # Add the object to the results array
        $strg += $objresults
    }

}

Write-Host "Checking if strg has data before exporting to CSV..."
if ($strg.Count -eq 0) {
    Write-Host "No data found in strg array!"
} else {
    Write-Host "strg array contains data. Proceeding to export..."
}

# Create folder to store source path
$localPath = "$(Get-Location)strgacctmp"
If (-not (Test-Path -Path $localPath)) {
    New-Item -Path $localPath -ItemType 'Directory' -Force
    Write-Host "New Folder strgacctmp Created!"
} else {
    Write-Host "Folder already Exists!"
}


function uploadFileToBlob {
    param(
        [String] $LocalFilePath,
        [String] $TargetFileName
    )
    $tenantId = [Environment]::GetEnvironmentVariable('UCAPI_TENANTID')
    $storage_account = [Environment]::GetEnvironmentVariable('ADLS_STORAGE_ACCOUNT')
    $subscription = [Environment]::GetEnvironmentVariable('ADLS_SUBSCRIPTION_NAME')
    $filesystemName = [Environment]::GetEnvironmentVariable('ADLS_CONTAINER_NAME')
    $destPath = [Environment]::GetEnvironmentVariable('ADLS_FOLDER_PATH_UC_DASHBOARD')

    Write-Host " ----Retrieved App Settings from Function App--- "
    Write-Host "ADLS_STORAGE_ACCOUNT - $storage_account"
    Write-Host "ADLS_SUBSCRIPTION_NAME - $subscription"
    Write-Host "ADLS_CONTAINER_NAME - $filesystemName"
    Write-Host "Source - $LocalFilePath"
    Write-Host "Destination Path - $destPath"
    Write-Host "Path from where files will be uploaded: $LocalFilePath"
    Write-Host "-------------------------"


    Write-Host "Connecting Azure through $appName SPN login to upload to ADLS"

    
    $ctx = New-AzStorageContext -StorageAccountName $storage_account -UseConnectedAccount -ErrorAction Stop
    #$ctx

    try {
        $destPath += "/" + $TargetFileName
        New-AzDataLakeGen2Item -Context $ctx -FileSystem $filesystemName -Path $destPath -Source $LocalFilePath -ErrorAction Stop -Force
        Start-Sleep -seconds 2

        # Will execute on successful completion of folder upload
        Write-Host "File uploaded successfully!"
    }
    catch {
        Write-Output " Error occured as below"
        $_
        exit
    }
}

# Export to CSV        
$CsvPath = $localPath + "edpstrgaccsize$current_date.csv"
$strg | Export-Csv -Path $CsvPath -NoTypeInformation

#Upload to blob
$targetFileName = "edpstrgaccsize$($current_date).csv"
uploadFileToBlob -LocalFilePath $CsvPath -TargetFileName $targetFileName

Write-Host "Uploaded Storage Details-"

#Need to delete locally stored files in folder unitycatalogtmp
Get-ChildItem -Path $localPath -Filter *.csv | Remove-Item -Recurse

Write-Host "Script Completed"

This gives me expected response.

If you are not getting average capacity in the metrics response then you need to check the separate information logged for Average capacity of your storage account, it might be zero.

Code to fetch the Total capacity

param($Timer)

# Get environment variables
$tenantId = [Environment]::GetEnvironmentVariable('UCAPI_TENANTID')
$appId = [Environment]::GetEnvironmentVariable('ALPHA_SPN_APPID')
$appName = [Environment]::GetEnvironmentVariable('ALPHA_SPN_APPNAME')
$clientSecret = [Environment]::GetEnvironmentVariable('ALPHA_SPN_SECRET')

Write-Host "Connecting Azure through $appName SPN login to call UC API"

# Connect to Azure with SPN
$securePassword = ConvertTo-SecureString $clientSecret -AsPlainText -Force
$cred = New-Object -TypeName System.Management.Automation.PSCredential -ArgumentList $appId, $securePassword
Connect-AzAccount -ServicePrincipal -Credential $cred -Tenant $tenantId 
$subscriptions = Get-AzSubscription
Write-Host "Subscriptions fetched: $($subscriptions.Count)"

# Define the tag key
$tagKey = "Business Data Domain"

# Initialize an array to store the results
$strg = @()
$current_date = Get-Date -Format "yyyyMMdd"

foreach ($subscription in $subscriptions) {
    try {
        Set-AzContext -SubscriptionId $subscription.Id
        Write-Host "Set context to subscription: $($subscription.Name)"
        
        $storageAccounts = Get-AzStorageAccount | Where-Object { $_.Tags.ContainsKey($tagKey) }
        Write-Host "Storage accounts found in subscription $($subscription.Name): $($storageAccounts.Count)"
        
        if ($storageAccounts.Count -eq 0) {
            Write-Host "No storage accounts with tag '$tagKey' found in subscription $($subscription.Name)."
        }
    } catch {
        Write-Warning "Failed to set context for subscription: $($subscription.Name). Skipping."
        continue
    }
    
    foreach ($storageAccount in $storageAccounts) {
        Write-Host "Processing storage account: $($storageAccount.StorageAccountName)"

        $resourceId = "/subscriptions/$($subscription.Id)/resourceGroups/$($storageAccount.ResourceGroupName)/providers/Microsoft.Storage/storageAccounts/$($storageAccount.StorageAccountName)"
        $uri = "https://management.azure.com$resourceId/providers/Microsoft.Insights/metrics?api-version=2023-10-01&metricnames=UsedCapacity&aggregation=Total"
        
        try {
            $response = Invoke-AzRestMethod -Method Get -Uri $uri
            $metrics = $response.Content | ConvertFrom-Json
            Write-Host "Metrics response for $($storageAccount.StorageAccountName): $($response.Content)"
            $usedCapacityMetric = $metrics.value | Where-Object { $_.name.value -eq "UsedCapacity" }
            
            if ($usedCapacityMetric) {
                $totalCapacity = $usedCapacityMetric.timeseries.data.total | Measure-Object -Sum | Select-Object -ExpandProperty Sum
                Write-Host "Total Capacity for $($storageAccount.StorageAccountName): $totalCapacity"
            } else {
                Write-Host "Metric 'UsedCapacity' not found for $($storageAccount.StorageAccountName)."
                $totalCapacity = 0
            }
        } catch {
            Write-Warning "Error retrieving metrics for $($storageAccount.StorageAccountName): $($_.Exception.Message)"
            $totalCapacity = 0
        }
                
        # Create a custom object for each storage account
        $objresults = [PSCustomObject]@{
            SubscriptionName    = $subscription.Name
            StorageAccount      = $storageAccount.StorageAccountName
            UsedCapacityInBytes = $totalCapacity
            TagName             = $tagKey
            TagValue            = $storageAccount.Tags[$tagKey]
        }
        # Add the object to the results array
        $strg += $objresults
    }
}

Write-Host "Checking if strg has data before exporting to CSV..."
if ($strg.Count -eq 0) {
    Write-Host "No data found in strg array!"
} else {
    Write-Host "strg array contains data. Proceeding to export..."
}

# Create folder to store source path
$localPath = "$(Get-Location)strgacctmp"
If (-not (Test-Path -Path $localPath)) {
    New-Item -Path $localPath -ItemType 'Directory' -Force
    Write-Host "New Folder strgacctmp Created!"
} else {
    Write-Host "Folder already Exists!"
}

function uploadFileToBlob {
    param(
        [String] $LocalFilePath,
        [String] $TargetFileName
    )
    $tenantId = [Environment]::GetEnvironmentVariable('UCAPI_TENANTID')
    $storage_account = [Environment]::GetEnvironmentVariable('ADLS_STORAGE_ACCOUNT')
    $subscription = [Environment]::GetEnvironmentVariable('ADLS_SUBSCRIPTION_NAME')
    $filesystemName = [Environment]::GetEnvironmentVariable('ADLS_CONTAINER_NAME')
    $destPath = [Environment]::GetEnvironmentVariable('ADLS_FOLDER_PATH_UC_DASHBOARD')

    Write-Host " ----Retrieved App Settings from Function App--- "
    Write-Host "ADLS_STORAGE_ACCOUNT - $storage_account"
    Write-Host "ADLS_SUBSCRIPTION_NAME - $subscription"
    Write-Host "ADLS_CONTAINER_NAME - $filesystemName"
    Write-Host "Source - $LocalFilePath"
    Write-Host "Destination Path - $destPath"
    Write-Host "Path from where files will be uploaded: $LocalFilePath"
    Write-Host "-------------------------"

    Write-Host "Connecting Azure through $appName SPN login to upload to ADLS"
 
    $ctx = New-AzStorageContext -StorageAccountName $storage_account -UseConnectedAccount -ErrorAction Stop
    #$ctx

    try {
        $destPath += "/" + $TargetFileName
        New-AzDataLakeGen2Item -Context $ctx -FileSystem $filesystemName -Path $destPath -Source $LocalFilePath -ErrorAction Stop -Force
        Start-Sleep -seconds 2

        # Will execute on successful completion of folder upload
        Write-Host "File uploaded successfully!"
    }
    catch {
        Write-Output " Error occured as below"
        $_
        exit
    }
}

# Export to CSV        
$CsvPath = $localPath + "edpstrgaccsize$current_date.csv"
$strg | Export-Csv -Path $CsvPath -NoTypeInformation

#Upload to blob
$targetFileName = "edpstrgaccsize$($current_date).csv"
uploadFileToBlob -LocalFilePath $CsvPath -TargetFileName $targetFileName

Write-Host "Uploaded Storage Details-"

#Need to delete locally stored files in folder unitycatalogtmp
Get-ChildItem -Path $localPath -Filter *.csv | Remove-Item -Recurse

Write-Host "Script Completed"

Recognized by Microsoft Azure Collective

5

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Trang chủ Giới thiệu Sinh nhật bé trai Sinh nhật bé gái Tổ chức sự kiện Biểu diễn giải trí Dịch vụ khác Trang trí tiệc cưới Tổ chức khai trương Tư vấn dịch vụ Thư viện ảnh Tin tức - sự kiện Liên hệ Chú hề sinh nhật Trang trí YEAR END PARTY công ty Trang trí tất niên cuối năm Trang trí tất niên xu hướng mới nhất Trang trí sinh nhật bé trai Hải Đăng Trang trí sinh nhật bé Khánh Vân Trang trí sinh nhật Bích Ngân Trang trí sinh nhật bé Thanh Trang Thuê ông già Noel phát quà Biểu diễn xiếc khỉ Xiếc quay đĩa
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