SqlClient でのデータの検出と分類
適用対象：
.NET Framework .NET .NET Standard
データの検出と分類は、データベース内の機密データの検出、分類、ラベル付けとレポート作成を行うための高度なサービスのセットです。 SqlClient では、基になるソースが機能をサポートしている場合に、読み取り専用のデータ検出と分類情報を公開する API が提供されています。 この情報には、SqlDataReader を使用してアクセスします。
Microsoft.Data.SqlClient v2.1.0 には、データ分類の Sensitivity Rank 情報のサポートが導入されています。 Sensitivity Rank は、秘密度ランクを定義する事前に定義された値のセットに基づく識別子です。 ランクに基づいて異常を検出するため、Advanced Threat Protection などの他のサービスによって使用できます。 次の Data Classification API を、Microsoft.Data.SqlClient.DataClassification 名前空間で利用できるようになりました。
コードの例
// New in Microsoft.Data.SqlClient v2.1.0
public enum SensitivityRank
{
NOT_DEFINED = -1,
NONE = 0,
LOW = 10,
MEDIUM = 20,
HIGH = 30,
CRITICAL = 40
}
public sealed class SensitivityClassification
{
// Returns the sensitivity rank for the query associated with the active 'SqlDataReader'.
// New in Microsoft.Data.SqlClient v2.1.0
public SensitivityRank SensitivityRank;
// Returns the labels collection for this 'SensitivityClassification' Object
public ReadOnlyCollection<Label> Labels;
// Returns the information types collection for this 'SensitivityClassification' Object
public ReadOnlyCollection<InformationType> InformationTypes;
// Returns the column sensitivity for this 'SensitivityClassification' Object
public ReadOnlyCollection<ColumnSensitivity> ColumnSensitivities;
}
public sealed class SensitivityProperty
{
// Returns the sensitivity rank for this 'SensitivityProperty' Object
// New in Microsoft.Data.SqlClient v2.1.0
public SensitivityRank SensitivityRank;
// Returns the label for this 'SensitivityProperty' Object
public Label Label;
// Returns the information type for this 'SensitivityProperty' Object
public InformationType InformationType;
}
public sealed class Label
{
// Gets the name for this 'Label' object
public string Name;
// Gets the ID for this 'Label' object
public string Id;
}
public sealed class InformationType
{
// Gets the name for this 'InformationType' object
public string Name;
// Gets the ID for this 'InformationType' object
public string Id;
}
public sealed class ColumnSensitivity
{
// Returns the list of sensitivity properties as received from Server for this 'ColumnSensitivity' information
public ReadOnlyCollection<SensitivityProperty> SensitivityProperties;
}
注意
ランクを含むデータ分類が SQL Server でサポートされている場合にのみ、Microsoft.Data.SqlClient によって Sensitivity Rank の情報が読み取られます。 サーバーでランクのない古いバージョンのデータ分類が使用されている場合、クエリでのランクの値は "未定義" になります。
このサンプル アプリケーションは、SqlDataReader のデータ分類プロパティにアクセスする方法を示しています。
using System;
using Microsoft.Data.SqlClient;
using Microsoft.Data.SqlClient.DataClassification;
class Program
{
// Name of the temporary table created for this sample program.
static string tableName = "SQLCLIENT_DATA_DISCOVERY_CLASSIFICATION";
public static void Main()
{
// To avoid storing the connection string in your code, you can retrieve it from a configuration file.
string connectionString = "Data Source=localhost; Integrated Security=true; Initial Catalog=AdventureWorks;";
// Open a connection to the AdventureWorks database.
using (SqlConnection connection = new SqlConnection(connectionString))
{
connection.Open();
try
{
// Check if the target SQL Server supports Data Discovery and Classification.
if (DataClassificationSupported(connection))
{
// Create the temporary table and retrieve its Data Discovery and Classification information.
// Set rankEnabled to be true if testing with rank information.
CreateTable(connection, rankEnabled : true);
RunTests(connection, rankEnabled : true);
}
}
finally
{
// Drop the temporary table.
DropTable(connection);
}
}
}
/// <summary>
/// Verifies if SQL Data Discovery and Classification feature is available on the target server.
/// </summary>
/// <param name="connection">The SqlConnection to work with.</param>
/// <returns>True if the target SQL Server supports the feature and false otherwise.</returns>
public static bool DataClassificationSupported(SqlConnection connection)
{
try
{
SqlCommand command = new SqlCommand(null, connection);
command.CommandText = "SELECT * FROM SYS.SENSITIVITY_CLASSIFICATIONS";
command.ExecuteNonQuery();
}
catch (SqlException e)
{
// Error 208: Object Not Found
if (e.Errors != null && e.Errors[0].Number == 208)
{
Console.WriteLine("This feature is not supported on the target SQL Server.");
return false;
}
}
return true;
}
/// <summary>
/// Creates a temporary table for this sample program and sets tags for Sensitivity Classification.
/// </summary>
/// <param name="connection">The SqlConnection to work with.</param>
/// <param name="rankEnabled">True if rank information is enabled and false otherwise</param>
private static void CreateTable(SqlConnection connection, bool rankEnabled = false)
{
SqlCommand command = new SqlCommand(null, connection);
// Creates table for storing Supplier data.
command.CommandText = $"CREATE TABLE {tableName} ("
+ "[Id] [int] IDENTITY(1,1) NOT NULL,"
+ "[CompanyName] [nvarchar](40) NOT NULL,"
+ "[ContactName] [nvarchar](50) NULL,"
+ "[ContactTitle] [nvarchar](40) NULL,"
+ "[City] [nvarchar](40) NULL,"
+ "[CountryName] [nvarchar](40) NULL,"
+ "[Phone] [nvarchar](30) MASKED WITH (FUNCTION = 'default()') NULL,"
+ "[Fax] [nvarchar](30) MASKED WITH (FUNCTION = 'default()') NULL)";
command.ExecuteNonQuery();
if (rankEnabled)
{
// Set Sensitivity Classification tags for table columns with rank information
command.CommandText = $"ADD SENSITIVITY CLASSIFICATION TO {tableName}"
+ ".CompanyName WITH (LABEL='PII', LABEL_ID='L1', INFORMATION_TYPE='Company Name', INFORMATION_TYPE_ID='COMPANY', RANK=LOW)";
command.ExecuteNonQuery();
command.CommandText = $"ADD SENSITIVITY CLASSIFICATION TO {tableName}"
+ ".ContactName WITH (LABEL='PII', LABEL_ID='L1', INFORMATION_TYPE='Person Name', INFORMATION_TYPE_ID='NAME', RANK=LOW)";
command.ExecuteNonQuery();
command.CommandText = $"ADD SENSITIVITY CLASSIFICATION TO {tableName}"
+ ".Phone WITH (LABEL='PII', LABEL_ID='L1', INFORMATION_TYPE='Contact Information', INFORMATION_TYPE_ID='CONTACT', RANK=MEDIUM)";
command.ExecuteNonQuery();
command.CommandText = $"ADD SENSITIVITY CLASSIFICATION TO {tableName}"
+ ".Fax WITH (LABEL='PII', LABEL_ID='L1', INFORMATION_TYPE='Contact Information', INFORMATION_TYPE_ID='CONTACT', RANK=MEDIUM)";
command.ExecuteNonQuery();
}
else
{
// Set Sensitivity Classification tags for table columns without rank information
command.CommandText = $"ADD SENSITIVITY CLASSIFICATION TO {tableName}"
+ ".CompanyName WITH (LABEL='PII', LABEL_ID='L1', INFORMATION_TYPE='Company Name', INFORMATION_TYPE_ID='COMPANY')";
command.ExecuteNonQuery();
command.CommandText = $"ADD SENSITIVITY CLASSIFICATION TO {tableName}"
+ ".ContactName WITH (LABEL='PII', LABEL_ID='L1', INFORMATION_TYPE='Person Name', INFORMATION_TYPE_ID='NAME')";
command.ExecuteNonQuery();
command.CommandText = $"ADD SENSITIVITY CLASSIFICATION TO {tableName}"
+ ".Phone WITH (LABEL='PII', LABEL_ID='L1', INFORMATION_TYPE='Contact Information', INFORMATION_TYPE_ID='CONTACT')";
command.ExecuteNonQuery();
command.CommandText = $"ADD SENSITIVITY CLASSIFICATION TO {tableName}"
+ ".Fax WITH (LABEL='PII', LABEL_ID='L1', INFORMATION_TYPE='Contact Information', INFORMATION_TYPE_ID='CONTACT')";
command.ExecuteNonQuery();
}
}
/// <summary>
/// Run query to fetch result set from target table.
/// </summary>
/// <param name="connection">The SqlConnection to work with.</param>
/// <param name="rankEnabled">True if rank information is enabled and false otherwise</param>
private static void RunTests(SqlConnection connection, bool rankEnabled = false)
{
SqlCommand command = new SqlCommand(null, connection);
command.CommandText = $"SELECT * FROM {tableName}";
using (SqlDataReader reader = command.ExecuteReader())
{
PrintSensitivityClassification(reader, rankEnabled);
}
}
/// <summary>
/// Prints Sensitivity Classification data as received in the result set.
/// </summary>
/// <param name="reader">The SqlDataReader to work with.</param>
/// <param name="rankEnabled">True if rank information is enabled and false otherwise</param>
private static void PrintSensitivityClassification(SqlDataReader reader, bool rankEnabled = false)
{
if (reader.SensitivityClassification != null)
{
for (int columnPos = 0; columnPos < reader.SensitivityClassification.ColumnSensitivities.Count; columnPos++)
{
foreach (SensitivityProperty sp in reader.SensitivityClassification.ColumnSensitivities[columnPos].SensitivityProperties)
{
if (sp.Label != null)
{
Console.WriteLine($"Labels received for Column : {columnPos}");
Console.WriteLine($"Label ID: {sp.Label.Id}");
Console.WriteLine($"Label Name: {sp.Label.Name}");
Console.WriteLine();
}
if (sp.InformationType != null)
{
Console.WriteLine($"Information Types received for Column : {columnPos}");
Console.WriteLine($"Information Type ID: {sp.InformationType.Id}");
Console.WriteLine($"Information Type: {sp.InformationType.Name}");
Console.WriteLine();
}
Console.WriteLine($"Sensitivity Rank: {sp.SensitivityRank.ToString()}");
}
}
Console.Writeline($"reader.SensitivityClassification.SensitivityRank : {reader.SensitivityClassification.SensitivityRank.ToString()}");
}
}
/// <summary>
/// Deletes the table created for this sample program.
/// </summary>
/// <param name="connection">The SqlConnection to work with.</param>
private static void DropTable(SqlConnection connection)
{
SqlCommand command = new SqlCommand(null, connection);
command.CommandText = $"DROP TABLE {tableName}";
command.ExecuteNonQuery();
}
}
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