diff --git a/atomics/Indexes/Attack-Navigator-Layers/art-navigator-layer-office-365.json b/atomics/Indexes/Attack-Navigator-Layers/art-navigator-layer-office-365.json
index e3cca33c..e370bd72 100644
--- a/atomics/Indexes/Attack-Navigator-Layers/art-navigator-layer-office-365.json
+++ b/atomics/Indexes/Attack-Navigator-Layers/art-navigator-layer-office-365.json
@@ -1 +1 @@
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\ No newline at end of file
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\ No newline at end of file
diff --git a/atomics/Indexes/Attack-Navigator-Layers/art-navigator-layer.json b/atomics/Indexes/Attack-Navigator-Layers/art-navigator-layer.json
index 6a98832d..550161c8 100644
--- a/atomics/Indexes/Attack-Navigator-Layers/art-navigator-layer.json
+++ b/atomics/Indexes/Attack-Navigator-Layers/art-navigator-layer.json
@@ -1 +1 @@
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diff --git a/atomics/Indexes/Indexes-CSV/index.csv b/atomics/Indexes/Indexes-CSV/index.csv
index ca343c31..18682fd6 100644
--- a/atomics/Indexes/Indexes-CSV/index.csv
+++ b/atomics/Indexes/Indexes-CSV/index.csv
@@ -447,6 +447,7 @@ defense-evasion,T1562.008,Impair Defenses: Disable Cloud Logs,5,AWS - CloudTrail
 defense-evasion,T1562.008,Impair Defenses: Disable Cloud Logs,6,AWS - Remove VPC Flow Logs using Stratus,93c150f5-ad7b-4ee3-8992-df06dec2ac79,sh
 defense-evasion,T1562.008,Impair Defenses: Disable Cloud Logs,7,AWS - CloudWatch Log Group Deletes,89422c87-b57b-4a04-a8ca-802bb9d06121,sh
 defense-evasion,T1562.008,Impair Defenses: Disable Cloud Logs,8,AWS CloudWatch Log Stream Deletes,33ca84bc-4259-4943-bd36-4655dc420932,sh
+defense-evasion,T1562.008,Impair Defenses: Disable Cloud Logs,9,Office 365 - Set Audit Bypass For a Mailbox,c9a2f6fe-7197-488c-af6d-10c782121ca6,powershell
 defense-evasion,T1564.003,Hide Artifacts: Hidden Window,1,Hidden Window,f151ee37-9e2b-47e6-80e4-550b9f999b7a,powershell
 defense-evasion,T1027.006,HTML Smuggling,1,HTML Smuggling Remote Payload,30cbeda4-08d9-42f1-8685-197fad677734,powershell
 defense-evasion,T1070.004,Indicator Removal on Host: File Deletion,1,Delete a single file - Linux/macOS,562d737f-2fc6-4b09-8c2a-7f8ff0828480,sh
diff --git a/atomics/Indexes/Indexes-CSV/office-365-index.csv b/atomics/Indexes/Indexes-CSV/office-365-index.csv
index 805e7261..5f186c78 100644
--- a/atomics/Indexes/Indexes-CSV/office-365-index.csv
+++ b/atomics/Indexes/Indexes-CSV/office-365-index.csv
@@ -1,3 +1,4 @@
 Tactic,Technique #,Technique Name,Test #,Test Name,Test GUID,Executor Name
 collection,T1114.003,Email Collection: Email Forwarding Rule,1,Office365 - Email Forwarding,3234117e-151d-4254-9150-3d0bac41e38c,powershell
 defense-evasion,T1562.008,Impair Defenses: Disable Cloud Logs,3,Office 365 - Exchange Audit Log Disabled,1ee572f3-056c-4632-a7fc-7e7c42b1543c,powershell
+defense-evasion,T1562.008,Impair Defenses: Disable Cloud Logs,9,Office 365 - Set Audit Bypass For a Mailbox,c9a2f6fe-7197-488c-af6d-10c782121ca6,powershell
diff --git a/atomics/Indexes/Indexes-Markdown/index.md b/atomics/Indexes/Indexes-Markdown/index.md
index d1062a65..aa9479a9 100644
--- a/atomics/Indexes/Indexes-Markdown/index.md
+++ b/atomics/Indexes/Indexes-Markdown/index.md
@@ -626,6 +626,7 @@
   - Atomic Test #6: AWS - Remove VPC Flow Logs using Stratus [linux, macos]
   - Atomic Test #7: AWS - CloudWatch Log Group Deletes [iaas:aws]
   - Atomic Test #8: AWS CloudWatch Log Stream Deletes [iaas:aws]
+  - Atomic Test #9: Office 365 - Set Audit Bypass For a Mailbox [office-365]
 - [T1564.003 Hide Artifacts: Hidden Window](../../T1564.003/T1564.003.md)
   - Atomic Test #1: Hidden Window [windows]
 - T1147 Hidden Users [CONTRIBUTE A TEST](https://github.com/redcanaryco/atomic-red-team/wiki/Contributing)
diff --git a/atomics/Indexes/Indexes-Markdown/office-365-index.md b/atomics/Indexes/Indexes-Markdown/office-365-index.md
index 841b90e1..2d42ec89 100644
--- a/atomics/Indexes/Indexes-Markdown/office-365-index.md
+++ b/atomics/Indexes/Indexes-Markdown/office-365-index.md
@@ -51,6 +51,7 @@
 - T1506 Web Session Cookie [CONTRIBUTE A TEST](https://github.com/redcanaryco/atomic-red-team/wiki/Contributing)
 - [T1562.008 Impair Defenses: Disable Cloud Logs](../../T1562.008/T1562.008.md)
   - Atomic Test #3: Office 365 - Exchange Audit Log Disabled [office-365]
+  - Atomic Test #9: Office 365 - Set Audit Bypass For a Mailbox [office-365]
 - T1550.001 Application Access Token [CONTRIBUTE A TEST](https://github.com/redcanaryco/atomic-red-team/wiki/Contributing)
 - T1078.004 Valid Accounts: Cloud Accounts [CONTRIBUTE A TEST](https://github.com/redcanaryco/atomic-red-team/wiki/Contributing)
 - T1556 Modify Authentication Process [CONTRIBUTE A TEST](https://github.com/redcanaryco/atomic-red-team/wiki/Contributing)
diff --git a/atomics/Indexes/iaas_azure-index.yaml b/atomics/Indexes/iaas_azure-index.yaml
index c1dfaaed..529b643d 100644
--- a/atomics/Indexes/iaas_azure-index.yaml
+++ b/atomics/Indexes/iaas_azure-index.yaml
@@ -15363,6 +15363,15 @@ defense-evasion:
           default: 
       dependency_executor_name: powershell
       dependencies:
+      - description: 'Check if terraform is installed.
+
+          '
+        prereq_command: 'terraform version
+
+          '
+        get_prereq_command: 'echo Please install terraform.
+
+          '
       - description: 'Install-Module -Name Az
 
           '
@@ -15373,15 +15382,36 @@ defense-evasion:
         get_prereq_command: 'Install-Module -Name Az -Scope CurrentUser -Force
 
           '
+      - description: 'Check if the user is logged into Azure.
+
+          '
+        prereq_command: 'az account show
+
+          '
+        get_prereq_command: "echo Configure your Azure account using: az login. \n"
+      - description: 'Create dependency resources using terraform
+
+          '
+        prereq_command: 'try {if (Test-Path $PathToAtomicsFolder/T1078.004/src/T1078.004-2/terraform.tfstate
+          ){ exit 0 } else {exit 1}} catch {exit 1}
+
+          '
+        get_prereq_command: |
+          cd $PathToAtomicsFolder/T1078.004/src/T1078.004-2/
+          terraform init
+          terraform apply -auto-approve
       executor:
         command: |
           $secure_pwd = "#{password}" | ConvertTo-SecureString -AsPlainText -Force
           $creds = New-Object System.Management.Automation.PSCredential -ArgumentList "#{username}", $secure_pwd
           Connect-AzAccount -Credential $creds
           New-AzAutomationRunbook -Name #{runbook_name} -Type PowerShell -ResourceGroupName #{resource_group} -Description 'my-test-runbook' -AutomationAccountName #{automation_account_name}
-          Remove-AzAutomationRunbook -AutomationAccountName #{automation_account_name} -Name #{runbook_name} -ResourceGroupName #{resource_group} -Force
         name: powershell
         elevation_required: false
+        cleanup_command: |
+          Remove-AzAutomationRunbook -AutomationAccountName #{automation_account_name} -Name #{runbook_name} -ResourceGroupName #{resource_group} -Force
+          cd $PathToAtomicsFolder/T1078.004/src/T1078.004-2/
+          terraform destroy -auto-approve
   T1480.001:
     technique:
       x_mitre_platforms:
@@ -25867,6 +25897,15 @@ privilege-escalation:
           default: 
       dependency_executor_name: powershell
       dependencies:
+      - description: 'Check if terraform is installed.
+
+          '
+        prereq_command: 'terraform version
+
+          '
+        get_prereq_command: 'echo Please install terraform.
+
+          '
       - description: 'Install-Module -Name Az
 
           '
@@ -25877,15 +25916,36 @@ privilege-escalation:
         get_prereq_command: 'Install-Module -Name Az -Scope CurrentUser -Force
 
           '
+      - description: 'Check if the user is logged into Azure.
+
+          '
+        prereq_command: 'az account show
+
+          '
+        get_prereq_command: "echo Configure your Azure account using: az login. \n"
+      - description: 'Create dependency resources using terraform
+
+          '
+        prereq_command: 'try {if (Test-Path $PathToAtomicsFolder/T1078.004/src/T1078.004-2/terraform.tfstate
+          ){ exit 0 } else {exit 1}} catch {exit 1}
+
+          '
+        get_prereq_command: |
+          cd $PathToAtomicsFolder/T1078.004/src/T1078.004-2/
+          terraform init
+          terraform apply -auto-approve
       executor:
         command: |
           $secure_pwd = "#{password}" | ConvertTo-SecureString -AsPlainText -Force
           $creds = New-Object System.Management.Automation.PSCredential -ArgumentList "#{username}", $secure_pwd
           Connect-AzAccount -Credential $creds
           New-AzAutomationRunbook -Name #{runbook_name} -Type PowerShell -ResourceGroupName #{resource_group} -Description 'my-test-runbook' -AutomationAccountName #{automation_account_name}
-          Remove-AzAutomationRunbook -AutomationAccountName #{automation_account_name} -Name #{runbook_name} -ResourceGroupName #{resource_group} -Force
         name: powershell
         elevation_required: false
+        cleanup_command: |
+          Remove-AzAutomationRunbook -AutomationAccountName #{automation_account_name} -Name #{runbook_name} -ResourceGroupName #{resource_group} -Force
+          cd $PathToAtomicsFolder/T1078.004/src/T1078.004-2/
+          terraform destroy -auto-approve
   T1053.002:
     technique:
       x_mitre_platforms:
@@ -42367,6 +42427,15 @@ persistence:
           default: 
       dependency_executor_name: powershell
       dependencies:
+      - description: 'Check if terraform is installed.
+
+          '
+        prereq_command: 'terraform version
+
+          '
+        get_prereq_command: 'echo Please install terraform.
+
+          '
       - description: 'Install-Module -Name Az
 
           '
@@ -42377,15 +42446,36 @@ persistence:
         get_prereq_command: 'Install-Module -Name Az -Scope CurrentUser -Force
 
           '
+      - description: 'Check if the user is logged into Azure.
+
+          '
+        prereq_command: 'az account show
+
+          '
+        get_prereq_command: "echo Configure your Azure account using: az login. \n"
+      - description: 'Create dependency resources using terraform
+
+          '
+        prereq_command: 'try {if (Test-Path $PathToAtomicsFolder/T1078.004/src/T1078.004-2/terraform.tfstate
+          ){ exit 0 } else {exit 1}} catch {exit 1}
+
+          '
+        get_prereq_command: |
+          cd $PathToAtomicsFolder/T1078.004/src/T1078.004-2/
+          terraform init
+          terraform apply -auto-approve
       executor:
         command: |
           $secure_pwd = "#{password}" | ConvertTo-SecureString -AsPlainText -Force
           $creds = New-Object System.Management.Automation.PSCredential -ArgumentList "#{username}", $secure_pwd
           Connect-AzAccount -Credential $creds
           New-AzAutomationRunbook -Name #{runbook_name} -Type PowerShell -ResourceGroupName #{resource_group} -Description 'my-test-runbook' -AutomationAccountName #{automation_account_name}
-          Remove-AzAutomationRunbook -AutomationAccountName #{automation_account_name} -Name #{runbook_name} -ResourceGroupName #{resource_group} -Force
         name: powershell
         elevation_required: false
+        cleanup_command: |
+          Remove-AzAutomationRunbook -AutomationAccountName #{automation_account_name} -Name #{runbook_name} -ResourceGroupName #{resource_group} -Force
+          cd $PathToAtomicsFolder/T1078.004/src/T1078.004-2/
+          terraform destroy -auto-approve
   T1053.002:
     technique:
       x_mitre_platforms:
@@ -67620,6 +67710,15 @@ initial-access:
           default: 
       dependency_executor_name: powershell
       dependencies:
+      - description: 'Check if terraform is installed.
+
+          '
+        prereq_command: 'terraform version
+
+          '
+        get_prereq_command: 'echo Please install terraform.
+
+          '
       - description: 'Install-Module -Name Az
 
           '
@@ -67630,15 +67729,36 @@ initial-access:
         get_prereq_command: 'Install-Module -Name Az -Scope CurrentUser -Force
 
           '
+      - description: 'Check if the user is logged into Azure.
+
+          '
+        prereq_command: 'az account show
+
+          '
+        get_prereq_command: "echo Configure your Azure account using: az login. \n"
+      - description: 'Create dependency resources using terraform
+
+          '
+        prereq_command: 'try {if (Test-Path $PathToAtomicsFolder/T1078.004/src/T1078.004-2/terraform.tfstate
+          ){ exit 0 } else {exit 1}} catch {exit 1}
+
+          '
+        get_prereq_command: |
+          cd $PathToAtomicsFolder/T1078.004/src/T1078.004-2/
+          terraform init
+          terraform apply -auto-approve
       executor:
         command: |
           $secure_pwd = "#{password}" | ConvertTo-SecureString -AsPlainText -Force
           $creds = New-Object System.Management.Automation.PSCredential -ArgumentList "#{username}", $secure_pwd
           Connect-AzAccount -Credential $creds
           New-AzAutomationRunbook -Name #{runbook_name} -Type PowerShell -ResourceGroupName #{resource_group} -Description 'my-test-runbook' -AutomationAccountName #{automation_account_name}
-          Remove-AzAutomationRunbook -AutomationAccountName #{automation_account_name} -Name #{runbook_name} -ResourceGroupName #{resource_group} -Force
         name: powershell
         elevation_required: false
+        cleanup_command: |
+          Remove-AzAutomationRunbook -AutomationAccountName #{automation_account_name} -Name #{runbook_name} -ResourceGroupName #{resource_group} -Force
+          cd $PathToAtomicsFolder/T1078.004/src/T1078.004-2/
+          terraform destroy -auto-approve
   T1566.003:
     technique:
       modified: '2023-03-30T21:01:50.401Z'
diff --git a/atomics/Indexes/index.yaml b/atomics/Indexes/index.yaml
index f52b651e..b36d93ce 100644
--- a/atomics/Indexes/index.yaml
+++ b/atomics/Indexes/index.yaml
@@ -24733,6 +24733,51 @@ defense-evasion:
         cleanup_command: 
         name: sh
         elevation_required: false
+    - name: Office 365 - Set Audit Bypass For a Mailbox
+      auto_generated_guid: c9a2f6fe-7197-488c-af6d-10c782121ca6
+      description: |
+        Use Exchange Management Shell to Mailbox auditing to bypass. It will prevent any mailbox audit logging entries being generated for the target e-mail box.
+        https://learn.microsoft.com/en-us/powershell/module/exchange/set-mailboxauditbypassassociation?view=exchange-ps
+      supported_platforms:
+      - office-365
+      input_arguments:
+        username:
+          description: office-365 username
+          type: string
+          default: o365_user_test
+        password:
+          description: office-365 password
+          type: string
+          default: o365_password_test
+        target_email:
+          description: office-365 target_email
+          type: string
+          default: o365_email_test
+      dependency_executor_name: powershell
+      dependencies:
+      - description: 'ExchangeOnlineManagement PowerShell module must be installed
+
+          '
+        prereq_command: |
+          $RequiredModule = Get-Module -Name ExchangeOnlineManagement -ListAvailable
+          if (-not $RequiredModule) {exit 1}
+          if (-not $RequiredModule.ExportedCommands['Connect-ExchangeOnline']) {exit 1} else {exit 0}
+        get_prereq_command: "Install-Module -Name ExchangeOnlineManagement         \nImport-Module
+          ExchangeOnlineManagement\n"
+      executor:
+        command: |
+          $secure_pwd = "#{password}" | ConvertTo-SecureString -AsPlainText -Force
+          $creds = New-Object System.Management.Automation.PSCredential -ArgumentList "#{username}", $secure_pwd
+          Connect-ExchangeOnline -Credential $creds
+          Set-MailboxAuditBypassAssociation -Identity "#{target_email}" -AuditBypassEnabled $true
+        cleanup_command: |
+          $secure_pwd = "#{password}" | ConvertTo-SecureString -AsPlainText -Force
+          $creds = New-Object System.Management.Automation.PSCredential -ArgumentList "#{username}", $secure_pwd
+          Connect-ExchangeOnline -Credential $creds
+          Set-MailboxAuditBypassAssociation -Identity "#{target_email}" -AuditBypassEnabled $false
+          Disconnect-ExchangeOnline -Confirm:$false
+        name: powershell
+        elevation_required: false
   T1564.003:
     technique:
       x_mitre_platforms:
@@ -28330,6 +28375,15 @@ defense-evasion:
           default: 
       dependency_executor_name: powershell
       dependencies:
+      - description: 'Check if terraform is installed.
+
+          '
+        prereq_command: 'terraform version
+
+          '
+        get_prereq_command: 'echo Please install terraform.
+
+          '
       - description: 'Install-Module -Name Az
 
           '
@@ -28340,15 +28394,36 @@ defense-evasion:
         get_prereq_command: 'Install-Module -Name Az -Scope CurrentUser -Force
 
           '
+      - description: 'Check if the user is logged into Azure.
+
+          '
+        prereq_command: 'az account show
+
+          '
+        get_prereq_command: "echo Configure your Azure account using: az login. \n"
+      - description: 'Create dependency resources using terraform
+
+          '
+        prereq_command: 'try {if (Test-Path $PathToAtomicsFolder/T1078.004/src/T1078.004-2/terraform.tfstate
+          ){ exit 0 } else {exit 1}} catch {exit 1}
+
+          '
+        get_prereq_command: |
+          cd $PathToAtomicsFolder/T1078.004/src/T1078.004-2/
+          terraform init
+          terraform apply -auto-approve
       executor:
         command: |
           $secure_pwd = "#{password}" | ConvertTo-SecureString -AsPlainText -Force
           $creds = New-Object System.Management.Automation.PSCredential -ArgumentList "#{username}", $secure_pwd
           Connect-AzAccount -Credential $creds
           New-AzAutomationRunbook -Name #{runbook_name} -Type PowerShell -ResourceGroupName #{resource_group} -Description 'my-test-runbook' -AutomationAccountName #{automation_account_name}
-          Remove-AzAutomationRunbook -AutomationAccountName #{automation_account_name} -Name #{runbook_name} -ResourceGroupName #{resource_group} -Force
         name: powershell
         elevation_required: false
+        cleanup_command: |
+          Remove-AzAutomationRunbook -AutomationAccountName #{automation_account_name} -Name #{runbook_name} -ResourceGroupName #{resource_group} -Force
+          cd $PathToAtomicsFolder/T1078.004/src/T1078.004-2/
+          terraform destroy -auto-approve
   T1480.001:
     technique:
       x_mitre_platforms:
@@ -44686,6 +44761,15 @@ privilege-escalation:
           default: 
       dependency_executor_name: powershell
       dependencies:
+      - description: 'Check if terraform is installed.
+
+          '
+        prereq_command: 'terraform version
+
+          '
+        get_prereq_command: 'echo Please install terraform.
+
+          '
       - description: 'Install-Module -Name Az
 
           '
@@ -44696,15 +44780,36 @@ privilege-escalation:
         get_prereq_command: 'Install-Module -Name Az -Scope CurrentUser -Force
 
           '
+      - description: 'Check if the user is logged into Azure.
+
+          '
+        prereq_command: 'az account show
+
+          '
+        get_prereq_command: "echo Configure your Azure account using: az login. \n"
+      - description: 'Create dependency resources using terraform
+
+          '
+        prereq_command: 'try {if (Test-Path $PathToAtomicsFolder/T1078.004/src/T1078.004-2/terraform.tfstate
+          ){ exit 0 } else {exit 1}} catch {exit 1}
+
+          '
+        get_prereq_command: |
+          cd $PathToAtomicsFolder/T1078.004/src/T1078.004-2/
+          terraform init
+          terraform apply -auto-approve
       executor:
         command: |
           $secure_pwd = "#{password}" | ConvertTo-SecureString -AsPlainText -Force
           $creds = New-Object System.Management.Automation.PSCredential -ArgumentList "#{username}", $secure_pwd
           Connect-AzAccount -Credential $creds
           New-AzAutomationRunbook -Name #{runbook_name} -Type PowerShell -ResourceGroupName #{resource_group} -Description 'my-test-runbook' -AutomationAccountName #{automation_account_name}
-          Remove-AzAutomationRunbook -AutomationAccountName #{automation_account_name} -Name #{runbook_name} -ResourceGroupName #{resource_group} -Force
         name: powershell
         elevation_required: false
+        cleanup_command: |
+          Remove-AzAutomationRunbook -AutomationAccountName #{automation_account_name} -Name #{runbook_name} -ResourceGroupName #{resource_group} -Force
+          cd $PathToAtomicsFolder/T1078.004/src/T1078.004-2/
+          terraform destroy -auto-approve
   T1053.002:
     technique:
       x_mitre_platforms:
@@ -70740,6 +70845,15 @@ persistence:
           default: 
       dependency_executor_name: powershell
       dependencies:
+      - description: 'Check if terraform is installed.
+
+          '
+        prereq_command: 'terraform version
+
+          '
+        get_prereq_command: 'echo Please install terraform.
+
+          '
       - description: 'Install-Module -Name Az
 
           '
@@ -70750,15 +70864,36 @@ persistence:
         get_prereq_command: 'Install-Module -Name Az -Scope CurrentUser -Force
 
           '
+      - description: 'Check if the user is logged into Azure.
+
+          '
+        prereq_command: 'az account show
+
+          '
+        get_prereq_command: "echo Configure your Azure account using: az login. \n"
+      - description: 'Create dependency resources using terraform
+
+          '
+        prereq_command: 'try {if (Test-Path $PathToAtomicsFolder/T1078.004/src/T1078.004-2/terraform.tfstate
+          ){ exit 0 } else {exit 1}} catch {exit 1}
+
+          '
+        get_prereq_command: |
+          cd $PathToAtomicsFolder/T1078.004/src/T1078.004-2/
+          terraform init
+          terraform apply -auto-approve
       executor:
         command: |
           $secure_pwd = "#{password}" | ConvertTo-SecureString -AsPlainText -Force
           $creds = New-Object System.Management.Automation.PSCredential -ArgumentList "#{username}", $secure_pwd
           Connect-AzAccount -Credential $creds
           New-AzAutomationRunbook -Name #{runbook_name} -Type PowerShell -ResourceGroupName #{resource_group} -Description 'my-test-runbook' -AutomationAccountName #{automation_account_name}
-          Remove-AzAutomationRunbook -AutomationAccountName #{automation_account_name} -Name #{runbook_name} -ResourceGroupName #{resource_group} -Force
         name: powershell
         elevation_required: false
+        cleanup_command: |
+          Remove-AzAutomationRunbook -AutomationAccountName #{automation_account_name} -Name #{runbook_name} -ResourceGroupName #{resource_group} -Force
+          cd $PathToAtomicsFolder/T1078.004/src/T1078.004-2/
+          terraform destroy -auto-approve
   T1053.002:
     technique:
       x_mitre_platforms:
@@ -111708,6 +111843,15 @@ initial-access:
           default: 
       dependency_executor_name: powershell
       dependencies:
+      - description: 'Check if terraform is installed.
+
+          '
+        prereq_command: 'terraform version
+
+          '
+        get_prereq_command: 'echo Please install terraform.
+
+          '
       - description: 'Install-Module -Name Az
 
           '
@@ -111718,15 +111862,36 @@ initial-access:
         get_prereq_command: 'Install-Module -Name Az -Scope CurrentUser -Force
 
           '
+      - description: 'Check if the user is logged into Azure.
+
+          '
+        prereq_command: 'az account show
+
+          '
+        get_prereq_command: "echo Configure your Azure account using: az login. \n"
+      - description: 'Create dependency resources using terraform
+
+          '
+        prereq_command: 'try {if (Test-Path $PathToAtomicsFolder/T1078.004/src/T1078.004-2/terraform.tfstate
+          ){ exit 0 } else {exit 1}} catch {exit 1}
+
+          '
+        get_prereq_command: |
+          cd $PathToAtomicsFolder/T1078.004/src/T1078.004-2/
+          terraform init
+          terraform apply -auto-approve
       executor:
         command: |
           $secure_pwd = "#{password}" | ConvertTo-SecureString -AsPlainText -Force
           $creds = New-Object System.Management.Automation.PSCredential -ArgumentList "#{username}", $secure_pwd
           Connect-AzAccount -Credential $creds
           New-AzAutomationRunbook -Name #{runbook_name} -Type PowerShell -ResourceGroupName #{resource_group} -Description 'my-test-runbook' -AutomationAccountName #{automation_account_name}
-          Remove-AzAutomationRunbook -AutomationAccountName #{automation_account_name} -Name #{runbook_name} -ResourceGroupName #{resource_group} -Force
         name: powershell
         elevation_required: false
+        cleanup_command: |
+          Remove-AzAutomationRunbook -AutomationAccountName #{automation_account_name} -Name #{runbook_name} -ResourceGroupName #{resource_group} -Force
+          cd $PathToAtomicsFolder/T1078.004/src/T1078.004-2/
+          terraform destroy -auto-approve
   T1566.003:
     technique:
       modified: '2023-03-30T21:01:50.401Z'
diff --git a/atomics/Indexes/office-365-index.yaml b/atomics/Indexes/office-365-index.yaml
index 3e32ad11..e407ed39 100644
--- a/atomics/Indexes/office-365-index.yaml
+++ b/atomics/Indexes/office-365-index.yaml
@@ -12775,6 +12775,51 @@ defense-evasion:
           Set-AdminAuditLogConfig -UnifiedAuditLogIngestionEnabled $True
         name: powershell
         elevation_required: false
+    - name: Office 365 - Set Audit Bypass For a Mailbox
+      auto_generated_guid: c9a2f6fe-7197-488c-af6d-10c782121ca6
+      description: |
+        Use Exchange Management Shell to Mailbox auditing to bypass. It will prevent any mailbox audit logging entries being generated for the target e-mail box.
+        https://learn.microsoft.com/en-us/powershell/module/exchange/set-mailboxauditbypassassociation?view=exchange-ps
+      supported_platforms:
+      - office-365
+      input_arguments:
+        username:
+          description: office-365 username
+          type: string
+          default: o365_user_test
+        password:
+          description: office-365 password
+          type: string
+          default: o365_password_test
+        target_email:
+          description: office-365 target_email
+          type: string
+          default: o365_email_test
+      dependency_executor_name: powershell
+      dependencies:
+      - description: 'ExchangeOnlineManagement PowerShell module must be installed
+
+          '
+        prereq_command: |
+          $RequiredModule = Get-Module -Name ExchangeOnlineManagement -ListAvailable
+          if (-not $RequiredModule) {exit 1}
+          if (-not $RequiredModule.ExportedCommands['Connect-ExchangeOnline']) {exit 1} else {exit 0}
+        get_prereq_command: "Install-Module -Name ExchangeOnlineManagement         \nImport-Module
+          ExchangeOnlineManagement\n"
+      executor:
+        command: |
+          $secure_pwd = "#{password}" | ConvertTo-SecureString -AsPlainText -Force
+          $creds = New-Object System.Management.Automation.PSCredential -ArgumentList "#{username}", $secure_pwd
+          Connect-ExchangeOnline -Credential $creds
+          Set-MailboxAuditBypassAssociation -Identity "#{target_email}" -AuditBypassEnabled $true
+        cleanup_command: |
+          $secure_pwd = "#{password}" | ConvertTo-SecureString -AsPlainText -Force
+          $creds = New-Object System.Management.Automation.PSCredential -ArgumentList "#{username}", $secure_pwd
+          Connect-ExchangeOnline -Credential $creds
+          Set-MailboxAuditBypassAssociation -Identity "#{target_email}" -AuditBypassEnabled $false
+          Disconnect-ExchangeOnline -Confirm:$false
+        name: powershell
+        elevation_required: false
   T1564.003:
     technique:
       x_mitre_platforms:
diff --git a/atomics/T1078.004/T1078.004.md b/atomics/T1078.004/T1078.004.md
index f4b80d2b..b404e3e4 100644
--- a/atomics/T1078.004/T1078.004.md
+++ b/atomics/T1078.004/T1078.004.md
@@ -101,13 +101,27 @@ $secure_pwd = "#{password}" | ConvertTo-SecureString -AsPlainText -Force
 $creds = New-Object System.Management.Automation.PSCredential -ArgumentList "#{username}", $secure_pwd
 Connect-AzAccount -Credential $creds
 New-AzAutomationRunbook -Name #{runbook_name} -Type PowerShell -ResourceGroupName #{resource_group} -Description 'my-test-runbook' -AutomationAccountName #{automation_account_name}
+```
+
+#### Cleanup Commands:
+```powershell
 Remove-AzAutomationRunbook -AutomationAccountName #{automation_account_name} -Name #{runbook_name} -ResourceGroupName #{resource_group} -Force
+cd $PathToAtomicsFolder/T1078.004/src/T1078.004-2/
+terraform destroy -auto-approve
 ```
 
 
 
-
 #### Dependencies:  Run with `powershell`!
+##### Description: Check if terraform is installed.
+##### Check Prereq Commands:
+```powershell
+terraform version
+```
+##### Get Prereq Commands:
+```powershell
+echo Please install terraform.
+```
 ##### Description: Install-Module -Name Az
 ##### Check Prereq Commands:
 ```powershell
@@ -117,6 +131,26 @@ try {if (Get-InstalledModule -Name Az -ErrorAction SilentlyContinue) {exit 0} el
 ```powershell
 Install-Module -Name Az -Scope CurrentUser -Force
 ```
+##### Description: Check if the user is logged into Azure.
+##### Check Prereq Commands:
+```powershell
+az account show
+```
+##### Get Prereq Commands:
+```powershell
+echo Configure your Azure account using: az login.
+```
+##### Description: Create dependency resources using terraform
+##### Check Prereq Commands:
+```powershell
+try {if (Test-Path $PathToAtomicsFolder/T1078.004/src/T1078.004-2/terraform.tfstate ){ exit 0 } else {exit 1}} catch {exit 1}
+```
+##### Get Prereq Commands:
+```powershell
+cd $PathToAtomicsFolder/T1078.004/src/T1078.004-2/
+terraform init
+terraform apply -auto-approve
+```
 
 
 
diff --git a/atomics/T1078.004/T1078.004.yaml b/atomics/T1078.004/T1078.004.yaml
index 2e1683f5..be754fd2 100644
--- a/atomics/T1078.004/T1078.004.yaml
+++ b/atomics/T1078.004/T1078.004.yaml
@@ -79,18 +79,41 @@ atomic_tests:
       default: null
   dependency_executor_name: powershell
   dependencies:
+  - description: |
+      Check if terraform is installed.
+    prereq_command: |
+      terraform version
+    get_prereq_command: |
+        echo Please install terraform.
   - description: |
       Install-Module -Name Az
     prereq_command: |
       try {if (Get-InstalledModule -Name Az -ErrorAction SilentlyContinue) {exit 0} else {exit 1}} catch {exit 1}
     get_prereq_command: |
       Install-Module -Name Az -Scope CurrentUser -Force
+  - description: |
+      Check if the user is logged into Azure.
+    prereq_command: |
+      az account show
+    get_prereq_command: |
+      echo Configure your Azure account using: az login. 
+  - description: |
+      Create dependency resources using terraform
+    prereq_command: |
+      try {if (Test-Path $PathToAtomicsFolder/T1078.004/src/T1078.004-2/terraform.tfstate ){ exit 0 } else {exit 1}} catch {exit 1}
+    get_prereq_command: |
+      cd $PathToAtomicsFolder/T1078.004/src/T1078.004-2/
+      terraform init
+      terraform apply -auto-approve
   executor:
     command: |
       $secure_pwd = "#{password}" | ConvertTo-SecureString -AsPlainText -Force
       $creds = New-Object System.Management.Automation.PSCredential -ArgumentList "#{username}", $secure_pwd
       Connect-AzAccount -Credential $creds
       New-AzAutomationRunbook -Name #{runbook_name} -Type PowerShell -ResourceGroupName #{resource_group} -Description 'my-test-runbook' -AutomationAccountName #{automation_account_name}
-      Remove-AzAutomationRunbook -AutomationAccountName #{automation_account_name} -Name #{runbook_name} -ResourceGroupName #{resource_group} -Force
     name: powershell
     elevation_required: false
+    cleanup_command: |
+      Remove-AzAutomationRunbook -AutomationAccountName #{automation_account_name} -Name #{runbook_name} -ResourceGroupName #{resource_group} -Force
+      cd $PathToAtomicsFolder/T1078.004/src/T1078.004-2/
+      terraform destroy -auto-approve
diff --git a/atomics/T1078.004/src/T1078.004-2/T1078.004-2.tf b/atomics/T1078.004/src/T1078.004-2/T1078.004-2.tf
new file mode 100644
index 00000000..3373f0bc
--- /dev/null
+++ b/atomics/T1078.004/src/T1078.004-2/T1078.004-2.tf
@@ -0,0 +1,31 @@
+terraform {
+  required_version = ">= 0.12"
+}
+
+provider "azurerm" {
+  features {
+  }
+  skip_provider_registration = true
+}
+
+variable "resource_group" {
+}
+
+variable "runbook_name" {
+}
+
+variable "automation_account_name" {
+}
+
+resource "azurerm_resource_group" "rg" {
+  name     = var.resource_group
+  location = "East US"
+}
+
+resource "azurerm_automation_account" "account" {
+  name                = var.automation_account_name
+  location            = azurerm_resource_group.rg.location
+  resource_group_name = azurerm_resource_group.rg.name
+
+  sku_name = "Basic"
+}
\ No newline at end of file
diff --git a/atomics/T1078.004/src/T1078.004-2/terraform.tfvars b/atomics/T1078.004/src/T1078.004-2/terraform.tfvars
new file mode 100644
index 00000000..89bf8148
--- /dev/null
+++ b/atomics/T1078.004/src/T1078.004-2/terraform.tfvars
@@ -0,0 +1,3 @@
+automation_account_name = ""
+resource_group          = ""
+runbook_name            = ""
\ No newline at end of file
diff --git a/atomics/T1562.008/T1562.008.md b/atomics/T1562.008/T1562.008.md
index 00c0649a..74ed978c 100644
--- a/atomics/T1562.008/T1562.008.md
+++ b/atomics/T1562.008/T1562.008.md
@@ -22,6 +22,8 @@ For example, in AWS an adversary may disable CloudWatch/CloudTrail integrations
 
 - [Atomic Test #8 - AWS CloudWatch Log Stream Deletes](#atomic-test-8---aws-cloudwatch-log-stream-deletes)
 
+- [Atomic Test #9 - Office 365 - Set Audit Bypass For a Mailbox](#atomic-test-9---office-365---set-audit-bypass-for-a-mailbox)
+
 
 <br/>
 
@@ -576,4 +578,66 @@ echo Please install the aws-cli and configure your AWS defult profile using: aws
 
 
 
+<br/>
+<br/>
+
+## Atomic Test #9 - Office 365 - Set Audit Bypass For a Mailbox
+Use Exchange Management Shell to Mailbox auditing to bypass. It will prevent any mailbox audit logging entries being generated for the target e-mail box.
+https://learn.microsoft.com/en-us/powershell/module/exchange/set-mailboxauditbypassassociation?view=exchange-ps
+
+**Supported Platforms:** Office-365
+
+
+**auto_generated_guid:** c9a2f6fe-7197-488c-af6d-10c782121ca6
+
+
+
+
+
+#### Inputs:
+| Name | Description | Type | Default Value |
+|------|-------------|------|---------------|
+| username | office-365 username | string | o365_user_test|
+| password | office-365 password | string | o365_password_test|
+| target_email | office-365 target_email | string | o365_email_test|
+
+
+#### Attack Commands: Run with `powershell`! 
+
+
+```powershell
+$secure_pwd = "#{password}" | ConvertTo-SecureString -AsPlainText -Force
+$creds = New-Object System.Management.Automation.PSCredential -ArgumentList "#{username}", $secure_pwd
+Connect-ExchangeOnline -Credential $creds
+Set-MailboxAuditBypassAssociation -Identity "#{target_email}" -AuditBypassEnabled $true
+```
+
+#### Cleanup Commands:
+```powershell
+$secure_pwd = "#{password}" | ConvertTo-SecureString -AsPlainText -Force
+$creds = New-Object System.Management.Automation.PSCredential -ArgumentList "#{username}", $secure_pwd
+Connect-ExchangeOnline -Credential $creds
+Set-MailboxAuditBypassAssociation -Identity "#{target_email}" -AuditBypassEnabled $false
+Disconnect-ExchangeOnline -Confirm:$false
+```
+
+
+
+#### Dependencies:  Run with `powershell`!
+##### Description: ExchangeOnlineManagement PowerShell module must be installed
+##### Check Prereq Commands:
+```powershell
+$RequiredModule = Get-Module -Name ExchangeOnlineManagement -ListAvailable
+if (-not $RequiredModule) {exit 1}
+if (-not $RequiredModule.ExportedCommands['Connect-ExchangeOnline']) {exit 1} else {exit 0}
+```
+##### Get Prereq Commands:
+```powershell
+Install-Module -Name ExchangeOnlineManagement         
+Import-Module ExchangeOnlineManagement
+```
+
+
+
+
 <br/>
diff --git a/atomics/T1562.008/T1562.008.yaml b/atomics/T1562.008/T1562.008.yaml
index c629643c..56eecc89 100644
--- a/atomics/T1562.008/T1562.008.yaml
+++ b/atomics/T1562.008/T1562.008.yaml
@@ -394,3 +394,48 @@ atomic_tests:
     cleanup_command:
     name: sh
     elevation_required: false
+- name: Office 365 - Set Audit Bypass For a Mailbox
+  auto_generated_guid: c9a2f6fe-7197-488c-af6d-10c782121ca6
+  description: |
+    Use Exchange Management Shell to Mailbox auditing to bypass. It will prevent any mailbox audit logging entries being generated for the target e-mail box.
+    https://learn.microsoft.com/en-us/powershell/module/exchange/set-mailboxauditbypassassociation?view=exchange-ps
+  supported_platforms:
+  - office-365
+  input_arguments:
+    username:
+      description: office-365 username
+      type: string
+      default: o365_user_test
+    password:
+      description: office-365 password
+      type: string
+      default: o365_password_test
+    target_email:
+      description: office-365 target_email
+      type: string
+      default: o365_email_test
+  dependency_executor_name: powershell
+  dependencies:
+  - description: |
+      ExchangeOnlineManagement PowerShell module must be installed
+    prereq_command: |
+      $RequiredModule = Get-Module -Name ExchangeOnlineManagement -ListAvailable
+      if (-not $RequiredModule) {exit 1}
+      if (-not $RequiredModule.ExportedCommands['Connect-ExchangeOnline']) {exit 1} else {exit 0}
+    get_prereq_command: |
+      Install-Module -Name ExchangeOnlineManagement         
+      Import-Module ExchangeOnlineManagement
+  executor:
+    command: |
+      $secure_pwd = "#{password}" | ConvertTo-SecureString -AsPlainText -Force
+      $creds = New-Object System.Management.Automation.PSCredential -ArgumentList "#{username}", $secure_pwd
+      Connect-ExchangeOnline -Credential $creds
+      Set-MailboxAuditBypassAssociation -Identity "#{target_email}" -AuditBypassEnabled $true
+    cleanup_command: |
+      $secure_pwd = "#{password}" | ConvertTo-SecureString -AsPlainText -Force
+      $creds = New-Object System.Management.Automation.PSCredential -ArgumentList "#{username}", $secure_pwd
+      Connect-ExchangeOnline -Credential $creds
+      Set-MailboxAuditBypassAssociation -Identity "#{target_email}" -AuditBypassEnabled $false
+      Disconnect-ExchangeOnline -Confirm:$false
+    name: powershell
+    elevation_required: false
diff --git a/atomics/used_guids.txt b/atomics/used_guids.txt
index bda788d2..ee24e77b 100644
--- a/atomics/used_guids.txt
+++ b/atomics/used_guids.txt
@@ -1350,3 +1350,4 @@ fad04df1-5229-4185-b016-fb6010cd87ac
 c3b65cd5-ee51-4e98-b6a3-6cbdec138efc
 7784c64e-ed0b-4b65-bf63-c86db229fd56
 899a7fb5-d197-4951-8614-f19ac4a73ad4
+c9a2f6fe-7197-488c-af6d-10c782121ca6