In the modern Microsoft 365 landscape, the “Portal-Clicker” is being replaced by the “Automation Architect.” Microsoft Graph is the engine behind this transformation. While legacy modules like AzureAD or MSOnline were siloed, Graph provides a single endpoint, a single authentication model, and a single data schema.

The Architect’s Logic: Every PowerShell command in the Microsoft Graph SDK is a wrapper for a REST API URL.
Get-MgUser -UserId "[email protected]" is actually a GET request to https://graph.microsoft.com/v1.0/users/[email protected].

1. Professional Setup & API Profiles

Before scripting, you must decide which API version to target. The SDK supports v1.0 (Production-ready) and Beta (latest preview features like Sign-in logs or specialized Teams settings).

# Switch to Beta for advanced features
Select-MgProfile -Name "beta"

# Connect with specific permissions (Scopes)
Connect-MgGraph -Scopes "User.Read.All", "Group.ReadWrite.All", "Mail.Read", "Sites.Read.All"

2. Unattended Automation (App-Only Auth)

For background tasks (Azure Automation, Task Scheduler), interactive logins are impossible. You must use an App Registration with a certificate for maximum security.

$params = @{
    ClientId              = "YOUR_APP_ID_GUID"
    TenantId              = "YOUR_TENANT_ID"
    CertificateThumbprint = "A1B2C3D4E5F6G7H8I9J0"
}
Connect-MgGraph @params

3. Service Deep-Dives: Read & Write

A. Entra ID: OData Filtering Mastery

A true deep dive requires moving beyond Where-Object. Filter at the source to prevent script lag and memory exhaustion.

# Efficient: Server-side filtering for active Finance users
$Filter = "Department eq 'Finance' and AccountEnabled eq true"
$Users = Get-MgUser -Filter $Filter -All -Property "Id", "DisplayName", "JobTitle"

B. Microsoft Teams: Resource Provisioning

Creating a Team is a multi-step process. In Graph, you often create a Group first and then “Team-enable” it.

$teamBody = @{
    DisplayName = "New Project Team"
    "[email protected]" = "https://graph.microsoft.com/v1.0/teamsTemplates('standard')"
}
New-MgTeam -BodyParameter $teamBody

C. SharePoint & OneDrive: The “Drive” Logic

SharePoint Sites contain Drives (Document Libraries), which contain DriveItems (Files/Folders).

# Search for a site and list its library root
$Site = Get-MgSite -Search "Marketing"
Get-MgSiteDriveItem -SiteId $Site.Id -DriveId (Get-MgSiteDrive -SiteId $Site.Id).Id

4. Advanced Query Parameters

To optimize performance, use -ExpandProperty to join related data into a single request, avoiding multiple round-trips.

# Fetch user AND their manager in one call
$User = Get-MgUser -UserId "[email protected]" -ExpandProperty "manager"
$ManagerMail = $User.Manager.AdditionalProperties["mail"]

5. JSON Batching: Combining 20 Requests

Batching allows you to group up to 20 individual API calls into a single HTTP POST. This is essential for high-speed synchronization tools.

$batchRequest = @{
    requests = @(
        @{ id = "1"; method = "GET"; url = "/users/[email protected]" },
        @{ id = "2"; method = "GET"; url = "/users/[email protected]" }
    )
}
$BatchResult = Invoke-MgGraphRequest -Method POST -Uri "https://graph.microsoft.com/v1.0/`$batch" -Body $batchRequest

6. Delta Queries: Tracking Changes

Instead of scanning 50,000 users every hour, use **Delta Queries** to only pull objects that were created, updated, or deleted since your last sync.

# Initial sync gets the deltaLink
$Delta = Get-MgUserDelta
$SyncToken = $Delta.AdditionalProperties["@odata.deltaLink"]

# Future runs use the $SyncToken to fetch ONLY changes
$Changes = Invoke-MgGraphRequest -Method GET -Uri $SyncToken

7. Expert Error Handling

Graph errors are JSON objects. A professional script parses these to understand if a failure was due to a missing resource (404) or throttling (429).

try {
    Update-MgUser -UserId "ghost-id" -Department "IT"
} catch {
    $Err = $_.Exception.Message | ConvertFrom-Json -ErrorAction SilentlyContinue
    Write-Error "Code: $($Err.error.code) - Message: $($Err.error.message)"
}

Summary Checklist

Scenario Best Practice
Large Data Sets Use -All and -Filter. Avoid Where-Object.
Security Use Certificates for Auth; use Least Privilege Scopes.
Speed Use -ExpandProperty and $batch.
Troubleshooting Append -Debug to see raw HTTP traffic.
Next Steps: Start by experimenting in the Graph Explorer to visualize the JSON responses before writing your PowerShell logic.