functions/Invoke-DbaDbDataMasking.ps1
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function Invoke-DbaDbDataMasking { <# .SYNOPSIS Masks data by using randomized values determined by a configuration file and a randomizer framework .DESCRIPTION TMasks data by using randomized values determined by a configuration file and a randomizer framework It will use a configuration file that can be made manually or generated using New-DbaDbMaskingConfig Note that the following column and data types are not currently supported: Identity ForeignKey Computed Hierarchyid Geography Geometry Xml .PARAMETER SqlInstance The target SQL Server instance or instances. .PARAMETER SqlCredential Login to the target instance using alternative credentials. Accepts PowerShell credentials (Get-Credential). Windows Authentication, SQL Server Authentication, Active Directory - Password, and Active Directory - Integrated are all supported. For MFA support, please use Connect-DbaInstance. .PARAMETER Database Databases to process through .PARAMETER Table Tables to process. By default all the tables will be processed .PARAMETER Column Columns to process. By default all the columns will be processed .PARAMETER FilePath Configuration file that contains the which tables and columns need to be masked .PARAMETER Query If you would like to mask only a subset of a table, use the Query parameter, otherwise all data will be masked. .PARAMETER Locale Set the local to enable certain settings in the masking .PARAMETER CharacterString The characters to use in string data. 'abcdefghijklmnopqrstuvwxyzABCDEFGHIJKLMNOPQRSTUVWXYZ0123456789' by default .PARAMETER ExcludeTable Exclude specific tables even if it's listed in the config file. .PARAMETER ExcludeColumn Exclude specific columns even if it's listed in the config file. .PARAMETER MaxValue Force a max length of strings instead of relying on datatype maxes. Note if a string datatype has a lower MaxValue, that will be used instead. Useful for adhoc updates and testing, otherwise, the config file should be used. .PARAMETER ModulusFactor Calculating the next nullable by using the remainder from the modulus. Default is every 10. .PARAMETER ExactLength Mask string values to the same length. So 'Tate' will be replaced with 4 random characters. .PARAMETER ConnectionTimeout Timeout for the database connection in seconds. Default is 0 .PARAMETER CommandTimeout Timeout for the database connection in seconds. Default is 300. .PARAMETER BatchSize Size of the batch to use to write the masked data back to the database .PARAMETER DictionaryFilePath Import the dictionary to be used in in the database masking .PARAMETER DictionaryExportPath Export the dictionary to the given path. Naming convention will be [computername]_[instancename]_[database]_Dictionary.csv Be careful with this feature, this export is the key to get the original values which is a security risk! .PARAMETER Force Forcefully execute commands when needed .PARAMETER WhatIf If this switch is enabled, no actions are performed but informational messages will be displayed that explain what would happen if the command were to run. .PARAMETER Confirm If this switch is enabled, you will be prompted for confirmation before executing any operations that change state. .PARAMETER EnableException By default, when something goes wrong we try to catch it, interpret it and give you a friendly warning message. This avoids overwhelming you with "sea of red" exceptions, but is inconvenient because it basically disables advanced scripting. Using this switch turns this "nice by default" feature off and enables you to catch exceptions with your own try/catch. .NOTES Tags: Masking, DataMasking Author: Sander Stad (@sqlstad, sqlstad.nl) | Chrissy LeMaire (@cl, netnerds.net) Website: https://dbatools.io Copyright: (c) 2018 by dbatools, licensed under MIT License: MIT https://opensource.org/licenses/MIT .LINK https://dbatools.io/Invoke-DbaDbDataMasking .EXAMPLE Invoke-DbaDbDataMasking -SqlInstance SQLDB2 -Database DB1 -FilePath C:\Temp\sqldb1.db1.tables.json Apply the data masking configuration from the file "sqldb1.db1.tables.json" to the db1 database on sqldb2. Prompt for confirmation for each table. .EXAMPLE Get-ChildItem -Path C:\Temp\sqldb1.db1.tables.json | Invoke-DbaDbDataMasking -SqlInstance SQLDB2 -Database DB1 -Confirm:$false Apply the data masking configuration from the file "sqldb1.db1.tables.json" to the db1 database on sqldb2. Do not prompt for confirmation. .EXAMPLE New-DbaDbMaskingConfig -SqlInstance SQLDB1 -Database DB1 -Path C:\Temp\clone -OutVariable file $file | Invoke-DbaDbDataMasking -SqlInstance SQLDB2 -Database DB1 -Confirm:$false Create the data masking configuration file "sqldb1.db1.tables.json", then use it to mask the db1 database on sqldb2. Do not prompt for confirmation. .EXAMPLE Get-ChildItem -Path C:\Temp\sqldb1.db1.tables.json | Invoke-DbaDbDataMasking -SqlInstance SQLDB2, sqldb3 -Database DB1 -Confirm:$false See what would happen if you the data masking configuration from the file "sqldb1.db1.tables.json" to the db1 database on sqldb2 and sqldb3. Do not prompt for confirmation. #> [CmdLetBinding(SupportsShouldProcess, ConfirmImpact = "High")] param ( [DbaInstanceParameter[]]$SqlInstance, [PSCredential]$SqlCredential, [string[]]$Database, [parameter(Mandatory, ValueFromPipeline)] [Alias('Path', 'FullName')] [object]$FilePath, [string]$Locale = 'en', [string]$CharacterString = 'abcdefghijklmnopqrstuvwxyzABCDEFGHIJKLMNOPQRSTUVWXYZ0123456789', [string[]]$Table, [string[]]$Column, [string[]]$ExcludeTable, [string[]]$ExcludeColumn, [string]$Query, [int]$MaxValue, [int]$ModulusFactor = 10, [switch]$ExactLength, [int]$ConnectionTimeout = 0, [int]$CommandTimeout = 300, [int]$BatchSize = 1000, [string[]]$DictionaryFilePath, [string]$DictionaryExportPath, [switch]$EnableException ) begin { if ($Force) { $ConfirmPreference = 'none' } $supportedDataTypes = @( 'bit', 'bigint', 'bool', 'char', 'date', 'datetime', 'datetime2', 'decimal', 'float', 'int', 'money', 'nchar', 'ntext', 'nvarchar', 'smalldatetime', 'smallint', 'text', 'time', 'tinyint', 'uniqueidentifier', 'userdefineddatatype', 'varchar' ) $supportedFakerMaskingTypes = Get-DbaRandomizedType | Select-Object Type -ExpandProperty Type -Unique $supportedFakerSubTypes = Get-DbaRandomizedType | Select-Object Subtype -ExpandProperty Subtype -Unique $supportedFakerSubTypes += "Date" # Import the dictionary files if ($DictionaryFilePath.Count -ge 1) { $dictionary = @{ } foreach ($file in $DictionaryFilePath) { Write-Message -Level Verbose -Message "Importing dictionary file '$file'" if (Test-Path -Path $file) { try { # Import the keys and values $items = Import-Csv -Path $file # Loop through the items and define the types foreach ($item in $items) { if ($item.Type) { $type = [type]"$($item.type)" } else { $type = [type]"string" } # Add the item to the hash array if ($dictionary.Keys -notcontains $item.Key) { $dictionary.Add($item.Key, ($($item.Value) -as $type)) } } } catch { Stop-Function -Message "Could not import csv data from file '$file'" -ErrorRecord $_ -Target $file } } else { Stop-Function -Message "Could not import dictionary file '$file'" -ErrorRecord $_ -Target $file } } } } process { if (Test-FunctionInterrupt) { return } if ($FilePath.ToString().StartsWith('http')) { $tables = Invoke-RestMethod -Uri $FilePath } else { # Test the configuration file try { $configErrors = @() $configErrors += Test-DbaDbDataMaskingConfig -FilePath $FilePath -EnableException if ($configErrors.Count -ge 1) { Stop-Function -Message "Errors found testing the configuration file." -Target $FilePath return $configErrors } } catch { Stop-Function -Message "Something went wrong testing the configuration file" -ErrorRecord $_ -Target $FilePath return } # Get all the items that should be processed try { $tables = Get-Content -Path $FilePath -ErrorAction Stop | ConvertFrom-Json -ErrorAction Stop } catch { Stop-Function -Message "Could not parse masking config file" -ErrorRecord $_ -Target $FilePath return } } foreach ($tabletest in $tables.Tables) { if ($Table -and $tabletest.Name -notin $Table) { continue } foreach ($columntest in $tabletest.Columns) { if ($columntest.ColumnType -in 'hierarchyid', 'geography', 'xml', 'geometry' -and $columntest.Name -notin $Column) { Stop-Function -Message "$($columntest.ColumnType) is not supported, please remove the column $($columntest.Name) from the $($tabletest.Name) table" -Target $tables -Continue } } } foreach ($instance in $SqlInstance) { try { $server = Connect-SqlInstance -SqlInstance $instance -SqlCredential $SqlCredential -MinimumVersion 9 } catch { Stop-Function -Message "Error occurred while establishing connection to $instance" -Category ConnectionError -ErrorRecord $_ -Target $instance -Continue } if (-not $Database) { $Database = $tables.Name } foreach ($dbName in $Database) { if (-not $DictionaryFilePath) { $dictionary = @{ } } if ($server.VersionMajor -lt 9) { Stop-Function -Message "SQL Server version must be 2005 or greater" -Continue } $db = $server.Databases[$($dbName)] $stepcounter = $nullmod = 0 foreach ($tableobject in $tables.Tables) { $uniqueValues = @() $uniqueValueColumns = @() $stringBuilder = [System.Text.StringBuilder]'' if ($tableobject.Name -in $ExcludeTable) { Write-Message -Level Verbose -Message "Skipping $($tableobject.Name) because it is explicitly excluded" continue } if ($tableobject.Name -notin $db.Tables.Name) { Stop-Function -Message "Table $($tableobject.Name) is not present in $db" -Target $db -Continue } $dbTable = $db.Tables | Where-Object { $_.Schema -eq $tableobject.Schema -and $_.Name -eq $tableobject.Name } $cleanupIdentityColumn = $false if (-not ($dbTable.Columns | Where-Object Identity -eq $true)) { Write-Message -Level Verbose -Message "Adding identity column to table [$($dbTable.Schema)].[$($dbTable.Name)]" $query = "ALTER TABLE [$($dbTable.Schema)].[$($dbTable.Name)] ADD MaskingID BIGINT IDENTITY(1, 1) NOT NULL;" Invoke-DbaQuery -SqlInstance $server -SqlCredential $SqlCredential -Database $db.Name -Query $query $cleanupIdentityColumn = $true $identityColumn = "MaskingID" $dbTable.Columns.Refresh() } else { $identityColumn = $dbTable.Columns | Where-Object Identity | Select-Object -ExpandProperty Name } try { Write-Message -Level Verbose -Message "Adding index on identity column [$($identityColumn)] in table [$($dbTable.Schema)].[$($dbTable.Name)]" $query = "CREATE NONCLUSTERED INDEX NIX_$($dbTable.Name)_Masking ON [$($dbTable.Schema)].[$($dbTable.Name)]([$($identityColumn)])" Invoke-DbaQuery -SqlInstance $server -SqlCredential $SqlCredential -Database $db.Name -Query $query } catch { Stop-Function -Message "Could not add identity index to table [$($dbTable.Schema)].[$($dbTable.Name)]" -Continue } try { if (-not (Test-Bound -ParameterName Query)) { $columnString = "[" + (($dbTable.Columns | Where-Object DataType -in $supportedDataTypes | Select-Object Name -ExpandProperty Name) -join "],[") + "]" $columnString += ",[$($identityColumn)]" $query = "SELECT $($columnString) FROM [$($tableobject.Schema)].[$($tableobject.Name)]" } [array]$data = $db.Query($query) } catch { Stop-Function -Message "Failure retrieving the data from table $($tableobject.Name)" -Target $Database -ErrorRecord $_ -Continue } # Check if the table contains unique indexes if ($tableobject.HasUniqueIndex) { # Loop through the rows and generate a unique value for each row Write-Message -Level Verbose -Message "Generating unique values for $($tableobject.Name)" for ($i = 0; $i -lt $data.Count; $i++) { $rowValue = New-Object PSCustomObject # Loop through each of the unique indexes foreach ($index in ($db.Tables[$($tableobject.Name)].Indexes | Where-Object IsUnique -eq $true )) { # Loop through the index columns foreach ($indexColumn in $index.IndexedColumns) { if (-not $dbTable.Columns[$indexColumn.Name].Identity) { # Get the column mask info $columnMaskInfo = $tableobject.Columns | Where-Object Name -eq $indexColumn.Name if ($columnMaskInfo) { # make sure min is good if ($columnMaskInfo.MinValue) { $min = $columnMaskInfo.MinValue } else { if ($columnMaskInfo.CharacterString) { $min = 1 } else { $min = 0 } } # make sure max is good if ($MaxValue) { if ($columnMaskInfo.MaxValue -le $MaxValue) { $max = $columnMaskInfo.MaxValue } else { $max = $MaxValue } } else { $max = $columnMaskInfo.MaxValue } if (-not $columnMaskInfo.MaxValue -and -not (Test-Bound -ParameterName MaxValue)) { $max = 10 } if ((-not $columnMaskInfo.MinValue -or -not $columnMaskInfo.MaxValue) -and ($columnMaskInfo.ColumnType -match 'date')) { if (-not $columnMaskInfo.MinValue) { $min = (Get-Date).AddDays(-365) } if (-not $columnMaskInfo.MaxValue) { $max = (Get-Date).AddDays(365) } } if ($columnobject.CharacterString) { $charstring = $columnMaskInfo.CharacterString } else { $charstring = $CharacterString } # Generate a new value try { if (-not $columnobject.SubType -and $columnobject.ColumnType -in $supportedDataTypes) { $newValueParams = @{ DataType = $columnMaskInfo.SubType Min = $columnMaskInfo.MinValue Max = $columnMaskInfo.MaxValue Locale = $Locale } $newValue = Get-DbaRandomizedValue @newValueParams } else { $newValueParams = @{ RandomizerType = $columnMaskInfo.MaskingType RandomizerSubtype = $columnMaskInfo.SubType Min = $min Max = $max CharacterString = $charstring Format = $columnMaskInfo.Format Separator = $columnMaskInfo.Separator Locale = $Locale } $newValue = Get-DbaRandomizedValue @newValueParams } } catch { Stop-Function -Message "Failure" -Target $columnMaskInfo -Continue -ErrorRecord $_ } # Check if the value is already present as a property if (($rowValue | Get-Member -MemberType NoteProperty).Name -notcontains $indexColumn.Name) { $rowValue | Add-Member -Name $indexColumn.Name -Type NoteProperty -Value $newValue } } # To be sure the values are unique, loop as long as long as needed to generate a unique value while (($uniqueValues | Select-Object -Property ($rowValue | Get-Member -MemberType NoteProperty | Select-Object -ExpandProperty Name)) -match $rowValue) { $rowValue = New-Object PSCustomObject # Loop through the index columns foreach ($indexColumn in $index.IndexedColumns) { # Get the column mask info $columnMaskInfo = $tableobject.Columns | Where-Object Name -eq $indexColumn.Name if ($columnMaskInfo) { # Generate a new value try { if (-not $columnMaskInfo.SubType -and $columnMaskInfo.ColumnType -in $supportedDataTypes) { $newValueParams = @{ DataType = $columnMaskInfo.SubType Min = $columnMaskInfo.MinValue Max = $columnMaskInfo.MaxValue Locale = $Locale } $newValue = Get-DbaRandomizedValue @newValueParams } else { $newValueParams = @{ RandomizerType = $columnMaskInfo.MaskingType RandomizerSubtype = $columnMaskInfo.SubType Min = $min Max = $max CharacterString = $charstring Format = $columnMaskInfo.Format Separator = $columnMaskInfo.Separator Locale = $Locale } $newValue = Get-DbaRandomizedValue @newValueParams } } catch { Stop-Function -Message "Failure" -Target $columnMaskInfo -Continue -ErrorRecord $_ } # Check if the value is already present as a property if (($rowValue | Get-Member -MemberType NoteProperty).Name -notcontains $indexColumn.Name) { $rowValue | Add-Member -Name $indexColumn.Name -Type NoteProperty -Value $newValue } } } } } # Add the row value to the array $uniqueValues += $rowValue } } } } $uniqueValueColumns = $uniqueValueColumns | Select-Object -Unique $tablecolumns = $tableobject.Columns if ($Column) { $tablecolumns = $tablecolumns | Where-Object Name -in $Column } if ($ExcludeColumn) { if ([string]$uniqueIndex.Columns -match ($ExcludeColumn -join "|")) { Stop-Function -Message "Column present in -ExcludeColumn cannot be excluded because it's part of an unique index" -Target $ExcludeColumn -Continue } $tablecolumns = $tablecolumns | Where-Object Name -notin $ExcludeColumn } if (-not $tablecolumns) { Write-Message -Level Verbose "No columns to process in $($dbName).$($tableobject.Schema).$($tableobject.Name), moving on" continue } if ($Pscmdlet.ShouldProcess($instance, "Masking $($data.Count) row(s) for column [$($tablecolumns.Name -join ', ')] in $($dbName).$($tableobject.Schema).$($tableobject.Name)")) { $elapsed = [System.Diagnostics.Stopwatch]::StartNew() $totalBatches = [System.Math]::Ceiling($data.Count / $BatchSize) $rowNumber = $stepcounter = $batchRowCounter = $batchCounter = 0 $columnsWithActions = @() $columnsWithActions += $tableobject.Columns | Where-Object Action -ne $null # Go through the composites if ($columnsWithActions.Count -ge 1) { foreach ($columnObject in $columnsWithActions) { [bool]$validAction = $true $columnAction = $columnobject.Action $query = "UPDATE [$($tableobject.Schema)].[$($tableobject.Name)] SET [$($columnObject.Name)] = " if ($columnAction.Category -eq 'DateTime') { switch ($columnAction.Type) { "Add" { $query += "DATEADD($($columnAction.SubCategory), $($columnAction.Value), [$($columnObject.Name)]);" } "Subtract" { $query += "DATEADD($($columnAction.SubCategory), - $($columnAction.Value), [$($columnObject.Name)]);" } default { $validAction = $false } } } elseif ($columnAction.Category -eq 'Number') { switch ($columnAction.Type) { "Add" { $query += "[$($columnObject.Name)] + $($columnAction.Value);" } "Divide" { $query += "[$($columnObject.Name)] / $($columnAction.Value);" } "Multiply" { $query += "[$($columnObject.Name)] * $($columnAction.Value);" } "Subtract" { $query += "[$($columnObject.Name)] - $($columnAction.Value);" } default { $validAction = $false } } } elseif ($columnAction.Category -eq 'Column') { switch ($columnAction.Type) { "Set" { if ($columnobject.ColumnType -like '*int*' -or $columnobject.ColumnType -in 'bit', 'bool', 'decimal', 'numeric', 'float', 'money', 'smallmoney', 'real') { $query += "$($columnAction.Value)" } elseif ($columnobject.ColumnType -in '*date*', 'time', 'uniqueidentifier') { $query += "'$($columnAction.Value)'" } else { $query += "'$($columnAction.Value)'" } } "Nullify" { if ($columnobject.Nullable) { $query += "NULL" } else { $validAction = $false } } default { $validAction = $false } } } # Add the query to the rest if ($validAction) { $null = $stringBuilder.AppendLine($query) } } try { if ($stringBuilder.Length -ge 1) { Invoke-DbaQuery -SqlInstance $instance -SqlCredential $SqlCredential -Database $db.Name -Query $stringBuilder.ToString() } } catch { Stop-Function -Message "Error updating $($tableobject.Schema).$($tableobject.Name): $_" -Target $stringBuilder -Continue -ErrorRecord $_ } $null = $stringBuilder.Clear() } # Loop through each of the rows and change them foreach ($columnobject in $tablecolumns) { $batchCounter = 1 # Check if column is does not contain an action if ($columnobject.Name -notin $columnsWithActions.Name) { foreach ($row in $data) { if ((($batchRowCounter++) % 100) -eq 0) { $progressParams = @{ StepNumber = $batchCounter TotalSteps = $totalBatches Activity = "Masking $($data.Count) rows in $($tableobject.Schema).$($tableobject.Name) in $($dbName) on $instance" Message = "Generating Updates" } Write-ProgressHelper @progressParams } $updates = @() $newValue = $null # Generate a unique value for the row if ($columnobject.ColumnType -notin $supportedDataTypes) { Stop-Function -Message "Unsupported data type '$($columnobject.ColumnType)' for column $($columnobject.Name)" -Target $columnobject -Continue } if ($columnobject.MaskingType -notin $supportedFakerMaskingTypes) { Stop-Function -Message "Unsupported masking type '$($columnobject.MaskingType)' for column $($columnobject.Name)" -Target $columnobject -Continue } if ($columnobject.SubType -notin $supportedFakerSubTypes) { Stop-Function -Message "Unsupported masking sub type '$($columnobject.SubType)' for column $($columnobject.Name)" -Target $columnobject -Continue } if ($columnobject.KeepNull -and (($row.($columnobject.Name)).GetType().Name -eq 'DBNull')) { $newValue = $null } elseif (-not $columnobject.KeepNull -and $columnobject.Nullable -and (($nullmod++) % $ModulusFactor -eq 0)) { $newValue = $null } elseif ($tableobject.HasUniqueIndex -and $columnobject.Name -in $uniqueValueColumns) { if ($uniqueValues.Count -lt 1) { Stop-Function -Message "Could not find any unique values in dictionary" -Target $tableobject return } $newValue = $uniqueValues[$rowNumber].$($columnobject.Name) } elseif ($columnobject.Deterministic -and $dictionary.ContainsKey($row.$($columnobject.Name) )) { $newValue = $dictionary.Item($row.$($columnobject.Name)) } else { # make sure min is good if ($columnobject.MinValue) { $min = $columnobject.MinValue } else { if ($columnobject.CharacterString) { $min = 1 } else { $min = 0 } } # make sure max is good if ($MaxValue) { if ($columnobject.MaxValue -le $MaxValue) { $max = $columnobject.MaxValue } else { $max = $MaxValue } } else { $max = $columnobject.MaxValue } if (-not $columnobject.MaxValue -and -not (Test-Bound -ParameterName MaxValue)) { $max = 10 } if ((-not $columnobject.MinValue -or -not $columnobject.MaxValue) -and ($columnobject.ColumnType -match 'date')) { if (-not $columnobject.MinValue) { $min = (Get-Date).AddDays(-365) } if (-not $columnobject.MaxValue) { $max = (Get-Date).AddDays(365) } } if ($columnobject.CharacterString) { $charstring = $columnobject.CharacterString } else { $charstring = $CharacterString } try { $newValue = $null if ($columnobject.SubType.ToLowerInvariant() -eq 'shuffle') { if ($columnobject.ColumnType -in 'bigint', 'char', 'int', 'nchar', 'nvarchar', 'smallint', 'tinyint', 'varchar') { $newValueParams = @{ RandomizerType = "Random" RandomizerSubtype = "Shuffle" Value = ($row.$($columnobject.Name)) Locale = $Locale } $newValue = Get-DbaRandomizedValue @newValueParams $newValue = ($newValue -join '') } elseif ($columnobject.ColumnType -in 'decimal', 'numeric', 'float', 'money', 'smallmoney', 'real') { $valueString = ($row.$($columnobject.Name)).ToString() $commaIndex = $valueString.IndexOf(",") $dotIndex = $valueString.IndexOf(".") $newValueParams = @{ RandomizerType = "Random" RandomizerSubtype = "Shuffle" Value = (($valueString -replace ',', '') -replace '\.', '') -join '' Locale = $Locale } $newValue = Get-DbaRandomizedValue @newValueParams if ($commaIndex -ne -1) { $newValue = $newValue.Insert($commaIndex, ',') } if ($dotIndex -ne -1) { $newValue = $newValue.Insert($dotIndex, '.') } } } elseif (-not $columnobject.SubType -and $columnobject.ColumnType -in $supportedDataTypes) { $newValueParams = @{ DataType = $columnobject.ColumnType Min = $min Max = $max CharacterString = $charstring Format = $columnobject.Format Locale = $Locale } $newValue = Get-DbaRandomizedValue @newValueParams } else { $newValueParams = @{ RandomizerType = $columnobject.MaskingType RandomizerSubtype = $columnobject.SubType Min = $min Max = $max CharacterString = $charstring Format = $columnobject.Format Separator = $columnobject.Separator Locale = $Locale } $newValue = Get-DbaRandomizedValue @newValueParams } } catch { Stop-Function -Message "Failure" -Target $columnobject -Continue -ErrorRecord $_ } } if ($null -eq $newValue -and $columnobject.Nullable -eq $true) { $updates += "[$($columnobject.Name)] = NULL" } elseif ($columnobject.ColumnType -in 'bit', 'bool') { if ($columnValue) { $updates += "[$($columnobject.Name)] = 1" } else { $updates += "[$($columnobject.Name)] = 0" } } elseif ($columnobject.ColumnType -like '*int*' -or $columnobject.ColumnType -in 'decimal', 'numeric', 'float', 'money', 'smallmoney', 'real') { $updates += "[$($columnobject.Name)] = $newValue" } elseif ($columnobject.ColumnType -in 'uniqueidentifier') { $updates += "[$($columnobject.Name)] = '$newValue'" } elseif ($columnobject.ColumnType -eq 'datetime') { $newValue = ([datetime]$newValue).Tostring("yyyy-MM-dd HH:mm:ss.fff") $updates += "[$($columnobject.Name)] = '$newValue'" } elseif ($columnobject.ColumnType -eq 'datetime2') { $newValue = ([datetime]$newValue).Tostring("yyyy-MM-dd HH:mm:ss.fffffff") $updates += "[$($columnobject.Name)] = '$newValue'" } elseif ($columnobject.ColumnType -like 'date') { $newValue = ([datetime]$newValue).Tostring("yyyy-MM-dd") $updates += "[$($columnobject.Name)] = '$newValue'" } elseif ($columnobject.ColumnType -like '*date*') { $newValue = ([datetime]$newValue).Tostring("yyyy-MM-dd HH:mm:ss") $updates += "[$($columnobject.Name)] = '$newValue'" } elseif ($columnobject.ColumnType -like 'time') { $newValue = ([datetime]$newValue).Tostring("HH:mm:ss.fffffff") $updates += "[$($columnobject.Name)] = '$newValue'" } elseif ($columnobject.ColumnType -eq 'xml') { # nothing, unsure how i'll handle this } else { $newValue = ($newValue).Tostring().Replace("'", "''") $updates += "[$($columnobject.Name)] = '$newValue'" } if ($columnobject.Deterministic -and -not $dictionary.ContainsKey($row.$($columnobject.Name) )) { $dictionary.Add($row.$($columnobject.Name), $newValue) } $null = $stringBuilder.AppendLine("UPDATE [$($tableobject.Schema)].[$($tableobject.Name)] SET $($updates -join ', ') WHERE [$($identityColumn)] = $($row.$($identityColumn)); ") } if ($batchRowCounter -eq $BatchSize) { if ($batchCounter -ne $totalBatches) { $batchCounter++ } $progressParams = @{ StepNumber = $batchCounter TotalSteps = $totalBatches Activity = "Masking $($data.Count) rows in $($tableobject.Schema).$($tableobject.Name) in $($dbName) on $instance" Message = "Executing Batch $batchCounter/$totalBatches" } Write-ProgressHelper @progressParams Write-Message -Level Verbose -Message "Executing batch $batchCounter/$totalBatches" try { Invoke-DbaQuery -SqlInstance $instance -SqlCredential $SqlCredential -Database $db.Name -Query $stringBuilder.ToString() } catch { Stop-Function -Message "Error updating $($tableobject.Schema).$($tableobject.Name): $_" -Target $stringBuilder -Continue -ErrorRecord $_ } $null = $stringBuilder.Clear() $batchRowCounter = 0 } # Increase the row number $rowNumber++ } if ($stringBuilder.Length -ge 1) { if ($batchCounter -ne $totalBatches) { $batchCounter++ } $progressParams = @{ StepNumber = $batchCounter TotalSteps = $totalBatches Activity = "Masking $($data.Count) rows in $($tableobject.Schema).$($tableobject.Name) in $($dbName) on $instance" Message = "Executing Batch $batchCounter/$totalBatches" } Write-ProgressHelper @progressParams try { Invoke-DbaQuery -SqlInstance $instance -SqlCredential $SqlCredential -Database $db.Name -Query $stringBuilder.ToString() } catch { Stop-Function -Message "Error updating $($tableobject.Schema).$($tableobject.Name): $_" -Target $stringBuilder -Continue -ErrorRecord $_ } } } $null = $stringBuilder.Clear() $columnsWithComposites = @() $columnsWithComposites += $tableobject.Columns | Where-Object Composite -ne $null # Check for both special actions if (($columnsWithComposites.Count -ge 1) -and ($columnsWithActions.Count -ge 1)) { Stop-Function -Message "You cannot use both composites and actions" } # Go through the composites if ($columnsWithComposites.Count -ge 1) { foreach ($columnObject in $columnsWithComposites) { $compositeItems = @() foreach ($columnComposite in $columnObject.Composite) { if ($columnComposite.Type -eq 'Column') { $compositeItems += "[$($columnComposite.Value)]" } elseif ($columnComposite.Type -in $supportedFakerMaskingTypes) { try { $newValue = $null if ($columnobject.SubType -in $supportedDataTypes) { $newValueParams = @{ DataType = $columnobject.SubType CharacterString = $charstring Min = $columnComposite.Min Max = $columnComposite.Max Locale = $Locale } $newValue = Get-DbaRandomizedValue @newValueParams } else { $newValueParams = @{ RandomizerType = $columnobject.MaskingType RandomizerSubtype = $columnobject.SubType Min = $min Max = $max CharacterString = $charstring Format = $columnobject.Format Separator = $columnobject.Separator Locale = $Locale } $newValue = Get-DbaRandomizedValue @newValueParams } } catch { Stop-Function -Message "Failure" -Target $faker -Continue -ErrorRecord $_ } if ($columnobject.ColumnType -match 'int') { $compositeItems += " $newValue" } elseif ($columnobject.ColumnType -in 'bit', 'bool') { if ($columnValue) { $compositeItems += "1" } else { $compositeItems += "0" } } else { $newValue = ($newValue).Tostring().Replace("'", "''") $compositeItems += "'$newValue'" } } elseif ($columnComposite.Type -eq 'Static') { $compositeItems += "'$($columnComposite.Value)'" } else { $compositeItems += "" } } $compositeItems = $compositeItems | ForEach-Object { $_ = "ISNULL($($_), '')"; $_ } $null = $stringBuilder.AppendLine("UPDATE [$($tableobject.Schema)].[$($tableobject.Name)] SET [$($columnObject.Name)] = $($compositeItems -join ' + ')") } try { Invoke-DbaQuery -SqlInstance $instance -SqlCredential $SqlCredential -Database $db.Name -Query $stringBuilder.ToString() } catch { Stop-Function -Message "Error updating $($tableobject.Schema).$($tableobject.Name): $_" -Target $stringBuilder -Continue -ErrorRecord $_ } } try { Write-Message -Level Verbose -Message "Removing index on identity column [$($identityColumn)] in table [$($dbTable.Schema)].[$($dbTable.Name)]" $query = "DROP INDEX [NIX_$($dbTable.Name)_Masking] ON [$($dbTable.Schema)].[$($dbTable.Name)]" Invoke-DbaQuery -SqlInstance $instance -SqlCredential $SqlCredential -Database $db.Name -Query $query } catch { Stop-Function -Message "Could not remove identity index to table [$($dbTable.Schema)].[$($dbTable.Name)]" -Continue } if ($cleanupIdentityColumn) { try { Write-Message -Level Verbose -Message "Removing identity column [$($identityColumn)] from table [$($dbTable.Schema)].[$($dbTable.Name)]" $query = "ALTER TABLE [$($dbTable.Schema)].[$($dbTable.Name)] DROP COLUMN [$($identityColumn)]" Invoke-DbaQuery -SqlInstance $instance -SqlCredential $SqlCredential -Database $db.Name -Query $query } catch { Stop-Function -Message "Could not remove identity column from table [$($dbTable.Schema)].[$($dbTable.Name)]" -Continue } } try { [pscustomobject]@{ ComputerName = $db.Parent.ComputerName InstanceName = $db.Parent.ServiceName SqlInstance = $db.Parent.DomainInstanceName Database = $dbName Schema = $tableobject.Schema Table = $tableobject.Name Columns = $tableobject.Columns.Name Rows = $($data.Count) Elapsed = [prettytimespan]$elapsed.Elapsed Status = "Masked" } } catch { Stop-Function -Message "Error updating $($tableobject.Schema).$($tableobject.Name).`n$updatequery" -Target $updatequery -Continue -ErrorRecord $_ } } # Empty the unique values array $uniqueValues = $null } # Export the dictionary when needed if ($DictionaryExportPath) { try { if (-not (Test-Path -Path $DictionaryExportPath)) { New-Item -Path $DictionaryExportPath -ItemType Directory } Write-Message -Message "Writing dictionary for $($db.Name)" -Level Verbose $filenamepart = $server.Name.Replace('\', '$').Replace('TCP:', '').Replace(',', '.') $dictionaryFileName = "$DictionaryExportPath\$($filenamepart).$($db.Name).Dictionary.csv" if (-not $script:isWindows) { $dictionaryFileName = $dictionaryFileName.Replace("\", "/") } $dictionary.GetEnumerator() | Sort-Object Key | Select-Object Key, Value, @{Name = "Type"; Expression = { $_.Value.GetType().Name } } | Export-Csv -Path $dictionaryFileName -NoTypeInformation Get-ChildItem -Path $dictionaryFileName } catch { Stop-Function -Message "Something went wrong writing the dictionary to the $DictionaryExportPath" -Target $DictionaryExportPath -Continue -ErrorRecord $_ } } } # End foreach database } # End foreach instance } # End process block } # End |