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KMIP로 자동 Queryable Encryption 사용

이 페이지의 내용

  • 개요
  • 시작하기 전에
  • KMS 설정
  • KMIP 호환 키 제공자 구성
  • 인증서 지정
  • 애플리케이션 생성
  • 키 볼트 collection에 고유 인덱스 만들기
  • 데이터 암호화 키 생성
  • MongoClient 구성
  • 암호화된 필드가 있는 문서 삽입하기
  • 암호화된 문서 조회
  • 자세히 알아보기

이 가이드에서는 Key Management Interoperability Protocol (KMIP) 호환 키 제공자를 사용하여 Queryable Encryption(QE) 지원 애플리케이션을 빌드하는 방법을 설명합니다.

이 가이드의 단계를 완료하면 다음과 같은 내용이 표시됩니다:

  • KMIP호환 키 제공자에서 호스팅되는 고객 마스터 키입니다.

  • 고객 마스터 키를 사용하여 암호화된 문서를 삽입하는 작동하는 클라이언트 애플리케이션입니다.

이 가이드 의 코드를 완료하고 실행 하려면 설치 요구 사항 페이지에 표시된 대로 개발 환경을 설정하다 해야 합니다.

이 가이드 전체에서 코드 예제에는 placeholder 텍스트가 사용됩니다. 예제를 실행하기 전에 placeholder를 자신의 값으로 대체합니다.

예를 들면 다음과 같습니다.

dek_id := "<Your Base64 DEK ID>"

따옴표 사이의 모든 내용을 DEK ID로 바꿉니다.

dek_id := "abc123"

페이지 오른쪽의 Select your language 드롭다운 메뉴에서 코드 예시를 보려는 프로그래밍 언어를 선택합니다.

참조: 전체 적용

이 튜토리얼의 실행 가능한 전체 애플리케이션 코드를 보려면 다음 링크로 이동하십시오.

Mongosh 애플리케이션 완료

// You are viewing the Mongosh driver code examples.
// Use the dropdown menu to select a different driver.
// You are viewing the C# driver code examples.
// Use the dropdown menu to select a different driver.
// You are viewing the Golang driver code examples.
// Use the dropdown menu to select a different driver.

중요

go build 또는 go run를 사용하여 이 가이드 의 Go 코드를 빌드하거나 실행 때는 항상 cse 빌드 제약 조건을 포함하여 CSFLE 를 활성화 하세요. 빌드 제약 조건을 포함하는 예시 는 다음 shell 명령을 참조하세요.

go run -tags cse insert-encrypted-document.go
// You are viewing the Java synchronous driver code examples.
// Use the dropdown menu to select a different driver.
// You are viewing the Node.js driver code examples.
// Use the dropdown menu to select a different driver.
# You are viewing the Python driver code examples.
# Use the dropdown menu to select a different driver.
1

MongoDB 드라이버 클라이언트를 KMIP호환 키 제공자에 연결하려면 클라이언트의 TLS 인증서를 허용하도록 KMIP호환 키 제공자를 구성해야 합니다.

클라이언트 인증서를 수락하는 방법에 대한 자세한 내용은 KMIP호환 키 제공자의 설명서를 참조하세요.

2

클라이언트는 TLS를 통해 KMIP호환 키 제공자에 연결하고 KMIP호환 키 제공자가 수락하는 클라이언트 인증서를 제시해야 합니다.

create_data_key.js
const tlsOptions = {
kmip: {
tlsCAFile:
"<path to file containing your Certificate Authority certificate>",
tlsCertificateKeyFile: "<path to your client certificate file>",
},
};
메이크데이터키.cs
var tlsOptions = new Dictionary<string, SslSettings>();
var sslSettings = new SslSettings();
var clientCertificate = new X509Certificate2("<path to your pkcs12 client certificate file>");
sslSettings.ClientCertificates = new List<X509Certificate>() {
clientCertificate,
};
tlsOptions.Add(provider, sslSettings);

중요

클라이언트 인증서는 pcks12 형식이어야 합니다. openssl을 사용하여 다음 명령과 함께 인증서를 변환할 수 있습니다.

openssl pcks12 -export -out "<new pcks12 certificate>" -in "<certificate to convert>" \
-name "<new certificate name>" -password "<new certificate password>"
make-data-key.go
tlsConfig := make(map[string]*tls.Config)
tlsOpts := map[string]interface{}{
"tlsCertificateKeyFile": "<path to your client certificate file>",
"tlsCAFile": "<path to file containing your Certificate Authority certificate>",
}
kmipConfig, err := options.BuildTLSConfig(tlsOpts)
tlsConfig["kmip"] = kmipConfig

중요

ECDSA 키 가 있는 인증서를 사용해야 합니다. 고 (Go) 운전자 를 사용하는 경우 .

다음 Java 시스템 속성을 지정하여 클라이언트의 TLS 연결을 구성합니다.

-Djavax.net.ssl.keyStoreType=pkcs12
-Djavax.net.ssl.keyStore=<path to pkcs12 KeyStore containing your client certificate>
-Djavax.net.ssl.keyStorePassword=<KeyStore password>

참고

SSLContext로 클라이언트 구성

SSL 컨텍스트를 사용하여 클라이언트 애플리케이션 을 구성하려면 kmsProviderSslContextMap 메서드.

create_data_key.js
const tlsOptions = {
kmip: {
tlsCAFile:
"<path to file containing your Certificate Authority certificate>",
tlsCertificateKeyFile: "<path to your client certificate file>",
},
};
make_data_key.py
tls_options = {
"kmip": {
"tlsCAFile": "<path to file containing your Certificate Authority certificate>",
"tlsCertificateKeyFile": "<path to your client certificate file>",
}
}

애플리케이션에서 사용 중인 MongoDB 드라이버에 해당하는 탭을 선택하면 관련 코드 샘플을 볼 수 있습니다.

1

collection의 필드에 고유 인덱스를 생성합니다.keyAltNames encryption.__keyVault

선호하는 MongoDB 드라이버에 해당하는 탭을 선택합니다:

create_data_key.js
const uri = "<Your Connection String>";
const keyVaultClient = Mongo(uri);
const keyVaultDB = keyVaultClient.getDB(keyVaultDatabase);
// Drop the Key Vault Collection in case you created this collection
// in a previous run of this application.
keyVaultDB.dropDatabase();
keyVaultDB.createCollection(keyVaultCollection);
const keyVaultColl = keyVaultDB.getCollection(keyVaultCollection);
keyVaultColl.createIndex(
{ keyAltNames: 1 },
{
unique: true,
partialFilterExpression: { keyAltNames: { $exists: true } },
}
);
메이크데이터키.cs
var connectionString = "<Your MongoDB URI>";
var keyVaultNamespace = CollectionNamespace.FromFullName("encryption.__keyVault");
var keyVaultClient = new MongoClient(connectionString);
var indexOptions = new CreateIndexOptions<BsonDocument>
{
Unique = true,
PartialFilterExpression = new BsonDocument
{{"keyAltNames", new BsonDocument {{"$exists", new BsonBoolean(true)}}}}
};
var builder = Builders<BsonDocument>.IndexKeys;
var indexKeysDocument = builder.Ascending("keyAltNames");
var indexModel = new CreateIndexModel<BsonDocument>(indexKeysDocument, indexOptions);
var keyVaultDatabase = keyVaultClient.GetDatabase(keyVaultNamespace.DatabaseNamespace.DatabaseName);
// Drop the Key Vault Collection in case you created this collection
// in a previous run of this application.
keyVaultDatabase.DropCollection(keyVaultNamespace.CollectionName);
var keyVaultCollection = keyVaultDatabase.GetCollection<BsonDocument>(keyVaultNamespace.CollectionName);
keyVaultCollection.Indexes.CreateOne(indexModel);
insert-encrypted-document.go
uri := "<Your MongoDB URI>"
keyVaultClient, err := mongo.Connect(context.TODO(), options.Client().ApplyURI(uri))
if err != nil {
return fmt.Errorf("Connect error for regular client: %v", err)
}
defer func() {
_ = keyVaultClient.Disconnect(context.TODO())
}()
keyVaultDb := "encryption"
keyVaultColl := "__keyVault"
keyVaultNamespace := keyVaultDb + "." + keyVaultColl
keyVaultIndex := mongo.IndexModel{
Keys: bson.D{{"keyAltNames", 1}},
Options: options.Index().
SetUnique(true).
SetPartialFilterExpression(bson.D{
{"keyAltNames", bson.D{
{"$exists", true},
}},
}),
}
// Drop the Key Vault Collection in case you created this collection
// in a previous run of this application.
if err = keyVaultClient.Database(keyVaultDb).Collection(keyVaultColl).Drop(context.TODO()); err != nil {
log.Fatalf("Collection.Drop error: %v", err)
}
_, err = keyVaultClient.Database(keyVaultDb).Collection(keyVaultColl).Indexes().CreateOne(context.TODO(), keyVaultIndex)
if err != nil {
panic(err)
}
MakeDataKey.java
String connectionString = "<Your MongoDB URI>";
String keyVaultDb = "encryption";
String keyVaultColl = "__keyVault";
MongoClient keyVaultClient = MongoClients.create(connectionString);
String encryptedDbName = "medicalRecords";
String encryptedCollName = "patients";
// Drop the Key Vault Collection in case you created this collection
// in a previous run of this application.
keyVaultClient.getDatabase(keyVaultDb).getCollection(keyVaultColl).drop();
MongoCollection keyVaultCollection = keyVaultClient.getDatabase(keyVaultDb).getCollection(keyVaultColl);
IndexOptions indexOpts = new IndexOptions().partialFilterExpression(new BsonDocument("keyAltNames", new BsonDocument("$exists", new BsonBoolean(true) ))).unique(true);
keyVaultCollection.createIndex(new BsonDocument("keyAltNames", new BsonInt32(1)), indexOpts);
keyVaultClient.close();
create_data_key.js
const uri = "<Your Connection String>";
const keyVaultClient = new MongoClient(uri);
await keyVaultClient.connect();
const keyVaultDB = keyVaultClient.db(keyVaultDatabase);
// Drop the Key Vault Collection in case you created this collection
// in a previous run of this application.
await keyVaultDB.dropDatabase();
const keyVaultColl = keyVaultDB.collection(keyVaultCollection);
await keyVaultColl.createIndex(
{ keyAltNames: 1 },
{
unique: true,
partialFilterExpression: { keyAltNames: { $exists: true } },
}
);
make_data_key.py
connection_string = "<your connection string here>"
key_vault_coll = "__keyVault"
key_vault_db = "encryption"
key_vault_namespace = f"{key_vault_db}.{key_vault_coll}"
key_vault_client = MongoClient(connection_string)
# Drop the Key Vault Collection in case you created this collection
# in a previous run of this application.
key_vault_client.drop_database(key_vault_db)
key_vault_client[key_vault_db][key_vault_coll].create_index(
[("keyAltNames", ASCENDING)],
unique=True,
partialFilterExpression={"keyAltNames": {"$exists": True}},
)
2
1

KMIP호환 키 제공자의 URI 엔드포인트를 지정합니다.

create_data_key.js
const provider = "kmip";
const kmsProviders = {
kmip: {
endpoint: "<endpoint for your KMIP-compliant key provider>",
},
};
메이크데이터키.cs
var kmsProviders = new Dictionary<string, IReadOnlyDictionary<string, object>>();
var provider = "kmip";
var kmipKmsOptions = new Dictionary<string, object>
{
{ "endpoint", "<endpoint for your KMIP-compliant key provider>" },
};
kmsProviders.Add(provider, kmipKmsOptions);
make-data-key.go
provider := "kmip"
kmsProviders := map[string]map[string]interface{}{
provider: {
"endpoint": "<endpoint for your KMIP-compliant key provider>",
},
}
MakeDataKey.java
String kmsProvider = "kmip";
Map<String, Map<String, Object>> kmsProviders = new HashMap<String, Map<String, Object>>();
Map<String, Object> providerDetails = new HashMap<>();
providerDetails.put("endpoint", "<endpoint for your KMIP-compliant key provider>");
kmsProviders.put(kmsProvider, providerDetails);
create_data_key.js
const provider = "kmip";
const kmsProviders = {
kmip: {
endpoint: "<endpoint for your KMIP-compliant key provider>",
},
};
make_data_key.py
provider = "kmip"
kms_providers = {
provider: {"endpoint": "<endpoint for your KMIP-compliant key provider>"}
}
2

다음 코드는 KMIP호환 키 제공자가 고객 마스터 키를 자동으로 생성하도록 요청합니다.

create_data_key.js
const masterKey = {}; // an empty key object prompts your KMIP-compliant key provider to generate a new Customer Master Key
메이크데이터키.cs
DataKeyOptions GetDataKeyOptions(List<string> altNames)
{
var dataKeyOptions = new DataKeyOptions(
alternateKeyNames: altNames,
masterKey: new BsonDocument { } // an empty key object prompts your KMIP-compliant key provider to generate a new Customer Master Key
);
return dataKeyOptions;
}
make-data-key.go
masterKey := map[string]interface{}{} // an empty key object prompts your KMIP-compliant key provider to generate a new Customer Master Key
MakeDataKey.java
BsonDocument masterKeyProperties = new BsonDocument(); // an empty key object prompts your KMIP-compliant key provider to generate a new Customer Master Key
create_data_key.js
const masterKey = {}; // an empty key object prompts your KMIP-compliant key provider to generate a new Customer Master Key
make_data_key.py
master_key = (
{}
) # an empty key object prompts your KMIP-compliant key provider to generate a new Customer Master Key
3
create_data_key.js
const autoEncryptionOpts = {
keyVaultNamespace: keyVaultNamespace,
kmsProviders: kmsProviders,
tlsOptions: tlsOptions,
};
const encClient = Mongo(uri, autoEncryptionOpts);
const keyVault = encClient.getKeyVault();
const dek1 = keyVault.createKey(provider, {
masterKey: masterKey,
keyAltNames: ["dataKey1"],
});
const dek2 = keyVault.createKey(provider, {
masterKey: masterKey,
keyAltNames: ["dataKey2"],
});
const dek3 = keyVault.createKey(provider, {
masterKey: masterKey,
keyAltNames: ["dataKey3"],
});
const dek4 = keyVault.createKey(provider, {
masterKey: masterKey,
keyAltNames: ["dataKey4"],
});
메이크데이터키.cs
var clientEncryptionOptions = new ClientEncryptionOptions(
keyVaultClient,
keyVaultNamespace,
kmsProviders: kmsProviders,
tlsOptions: tlsOptions
);
var clientEncryption = new ClientEncryption(clientEncryptionOptions);
var dataKeyOptions1 = GetDataKeyOptions(new List<string> { "dataKey1" });
var dataKeyOptions2 = GetDataKeyOptions(new List<string> { "dataKey2" });
var dataKeyOptions3 = GetDataKeyOptions(new List<string> { "dataKey3" });
var dataKeyOptions4 = GetDataKeyOptions(new List<string> { "dataKey4" });
BsonBinaryData CreateKeyGetID(DataKeyOptions options)
{
var dateKeyGuid = clientEncryption.CreateDataKey(provider, options, CancellationToken.None);
return new BsonBinaryData(dateKeyGuid, GuidRepresentation.Standard);
}
var dataKeyId1 = CreateKeyGetID(dataKeyOptions1);
var dataKeyId2 = CreateKeyGetID(dataKeyOptions2);
var dataKeyId3 = CreateKeyGetID(dataKeyOptions3);
var dataKeyId4 = CreateKeyGetID(dataKeyOptions4);
make-data-key.go
clientEncryptionOpts := options.ClientEncryption().SetKeyVaultNamespace(keyVaultNamespace).
SetKmsProviders(kmsProviders).SetTLSConfig(tlsConfig)
clientEnc, err := mongo.NewClientEncryption(keyVaultClient, clientEncryptionOpts)
if err != nil {
return fmt.Errorf("NewClientEncryption error %v", err)
}
defer func() {
_ = clientEnc.Close(context.TODO())
}()
dataKeyOpts1 := options.DataKey().
SetMasterKey(masterKey).
SetKeyAltNames([]string{"demoDataKey1"})
dataKeyID1, err := clientEnc.CreateDataKey(context.TODO(), provider, dataKeyOpts1)
if err != nil {
return fmt.Errorf("create data key error %v", err)
}
dataKeyOpts2 := options.DataKey().
SetMasterKey(masterKey).
SetKeyAltNames([]string{"demoDataKey2"})
dataKeyID2, err := clientEnc.CreateDataKey(context.TODO(), provider, dataKeyOpts2)
if err != nil {
return fmt.Errorf("create data key error %v", err)
}
dataKeyOpts3 := options.DataKey().
SetMasterKey(masterKey).
SetKeyAltNames([]string{"demoDataKey3"})
dataKeyID3, err := clientEnc.CreateDataKey(context.TODO(), provider, dataKeyOpts3)
if err != nil {
return fmt.Errorf("create data key error %v", err)
}
dataKeyOpts4 := options.DataKey().
SetMasterKey(masterKey).
SetKeyAltNames([]string{"demoDataKey4"})
dataKeyID4, err := clientEnc.CreateDataKey(context.TODO(), provider, dataKeyOpts4)
if err != nil {
return fmt.Errorf("create data key error %v", err)
}
MakeDataKey.java
String keyVaultNamespace = keyVaultDb + "." + keyVaultColl;
ClientEncryptionSettings clientEncryptionSettings = ClientEncryptionSettings.builder()
.keyVaultMongoClientSettings(MongoClientSettings.builder()
.applyConnectionString(new ConnectionString(connectionString))
.build())
.keyVaultNamespace(keyVaultNamespace)
.kmsProviders(kmsProviders)
.build();
ClientEncryption clientEncryption = ClientEncryptions.create(clientEncryptionSettings);
List<String> keyAlts1 = new ArrayList<String>();
keyAlts1.add("dataKey1");
BsonBinary dataKeyId1 = clientEncryption.createDataKey(kmsProvider, new DataKeyOptions()
.keyAltNames(keyAlts1));
List<String> keyAlts2 = new ArrayList<String>();
keyAlts2.add("dataKey2");
BsonBinary dataKeyId2 = clientEncryption.createDataKey(kmsProvider, new DataKeyOptions()
.keyAltNames(keyAlts2));
List<String> keyAlts3 = new ArrayList<String>();
keyAlts3.add("dataKey3");
BsonBinary dataKeyId3 = clientEncryption.createDataKey(kmsProvider, new DataKeyOptions()
.keyAltNames(keyAlts3));
List<String> keyAlts4 = new ArrayList<String>();
keyAlts4.add("dataKey4");
BsonBinary dataKeyId4 = clientEncryption.createDataKey(kmsProvider, new DataKeyOptions()
.keyAltNames(keyAlts4));
create_data_key.js
const clientEnc = new ClientEncryption(keyVaultClient, {
keyVaultNamespace: keyVaultNamespace,
kmsProviders: kmsProviders,
tlsOptions,
});
const dek1 = await clientEnc.createDataKey(provider, {
masterKey: masterKey,
keyAltNames: ["dataKey1"],
});
const dek2 = await clientEnc.createDataKey(provider, {
masterKey: masterKey,
keyAltNames: ["dataKey2"],
});
const dek3 = await clientEnc.createDataKey(provider, {
masterKey: masterKey,
keyAltNames: ["dataKey3"],
});
const dek4 = await clientEnc.createDataKey(provider, {
masterKey: masterKey,
keyAltNames: ["dataKey4"],
});
make_data_key.py
client = MongoClient(connection_string)
client_encryption = ClientEncryption(
kms_providers, # pass in the kms_providers variable from the previous step
key_vault_namespace,
client,
CodecOptions(uuid_representation=STANDARD),
kms_tls_options=tls_options,
)
data_key_id_1 = client_encryption.create_data_key(
provider, master_key=master_key, key_alt_names=["dataKey1"]
)
data_key_id_2 = client_encryption.create_data_key(
provider, master_key=master_key, key_alt_names=["dataKey2"]
)
data_key_id_3 = client_encryption.create_data_key(
provider, master_key=master_key, key_alt_names=["dataKey3"]
)
data_key_id_4 = client_encryption.create_data_key(
provider, master_key=master_key, key_alt_names=["dataKey4"]
)

참조: 코드 완성

데이터 암호화 키를 만들기 위한 전체 코드를 보려면 Github 리포지토리를 참조하세요.

데이터 암호화 키를 만들기 위한 전체 코드를 보려면 Github 리포지토리를 참조하세요.

데이터 암호화 키를 만들기 위한 전체 코드를 보려면 Github 리포지토리를 참조하세요.

데이터 암호화 키를 만들기 위한 전체 코드를 보려면 Github 리포지토리를 참조하세요.

데이터 암호화 키를 만들기 위한 전체 코드를 보려면 Github 리포지토리를 참조하세요.

데이터 암호화 키를 만들기 위한 전체 코드를 보려면 Github 리포지토리를 참조하세요.

3
1

키 볼트 collection 네임스페이스로 encryption.__keyVault 을 지정합니다.

insert_encrypted_document.js
const keyVaultDB = "encryption";
const keyVaultColl = "__keyVault";
const keyVaultNamespace = `${keyVaultDB}.${keyVaultColl}`;
const secretDB = "medicalRecords";
const secretCollection = "patients";
InsertEncryptedDocument.cs
var keyVaultNamespace = CollectionNamespace.FromFullName("encryption.__keyVault");
insert-encrypted-document.go
keyVaultColl := "__keyVault"
keyVaultDb := "encryption"
keyVaultNamespace := keyVaultDb + "." + keyVaultColl
InsertEncryptedDocument.java
String keyVaultDb = "encryption";
String keyVaultColl = "__keyVault";
String keyVaultNamespace = keyVaultDb + "." + keyVaultColl;
insert_encrypted_document.js
const eDB = "encryption";
const eKV = "__keyVault";
const keyVaultNamespace = `${eDB}.${eKV}`;
insert_encrypted_document.py
key_vault_db = "encryption"
key_vault_coll = "__keyVault"
key_vault_namespace = "encryption.__keyVault"
2

kmsProviders 객체에 kmip 을 지정하고 KMIP호환 키 제공자의 URI 엔드포인트를 입력합니다.

insert_encrypted_document.js
const provider = "kmip";
const kmsProviders = {
kmip: {
endpoint: "<endpoint for your KMIP-compliant key provider>",
},
};
InsertEncryptedDocument.cs
var kmsProviders = new Dictionary<string, IReadOnlyDictionary<string, object>>();
var provider = "kmip";
var kmipKmsOptions = new Dictionary<string, object>
{
{ "endpoint", "<endpoint for your KMIP-compliant key provider>" },
};
kmsProviders.Add(provider, kmipKmsOptions);
insert-encrypted-document.go
provider := "kmip"
kmsProviders := map[string]map[string]interface{}{
provider: {
"endpoint": "<endpoint for your KMIP-compliant key provider>",
},
}
InsertEncryptedDocument.java
String kmsProvider = "kmip";
Map<String, Map<String, Object>> kmsProviders = new HashMap<String, Map<String, Object>>();
Map<String, Object> providerDetails = new HashMap<>();
providerDetails.put("endpoint", "<endpoint for your KMIP-compliant key provider>");
kmsProviders.put(kmsProvider, providerDetails);
insert_encrypted_document.js
const provider = "kmip";
const kmsProviders = {
kmip: {
endpoint: "<endpoint for your KMIP-compliant key provider>",
},
};
insert_encrypted_document.py
provider = "kmip"
kms_providers = {
provider: {"endpoint": "<endpoint for your KMIP-compliant key provider>"}
}
3
insert_encrypted_document.js
const uri = "<Your Connection String>";
const unencryptedClient = Mongo(uri);
const autoEncryptionOpts = { kmsProviders, keyVaultNamespace };
const encClient = Mongo(uri, autoEncryptionOpts);
const keyVault = encClient.getKeyVault();
const keyVaultClient = unencryptedClient
.getDB(keyVaultDB)
.getCollection(keyVaultColl);
const dek1 = keyVaultClient.findOne({ keyAltNames: "dataKey1" });
const dek2 = keyVaultClient.findOne({ keyAltNames: "dataKey2" });
const dek3 = keyVaultClient.findOne({ keyAltNames: "dataKey3" });
const dek4 = keyVaultClient.findOne({ keyAltNames: "dataKey4" });
const secretDB = "medicalRecords";
const secretColl = "patients";
const encryptedFieldsMap = {
[`${secretDB}.${secretColl}`]: {
fields: [
{
keyId: dek1._id,
path: "patientId",
bsonType: "int",
queries: { queryType: "equality" },
},
{
keyId: dek2._id,
path: "medications",
bsonType: "array",
},
{
keyId: dek3._id,
path: "patientRecord.ssn",
bsonType: "string",
queries: { queryType: "equality" },
},
{
keyId: dek4._id,
path: "patientRecord.billing",
bsonType: "object",
},
],
},
};
InsertEncryptedDocument.cs
var regularClient = new MongoClient(connectionString);
var keyVaultCollection = regularClient.GetDatabase(keyVaultNamespace.DatabaseNamespace.DatabaseName)
.GetCollection<BsonDocument>(keyVaultNamespace.CollectionName);
BsonBinaryData GetKeyId(string altName)
{
var filter = Builders<BsonDocument>.Filter.Eq<BsonString>("keyAltNames", altName);
return keyVaultCollection.Find(filter).First<BsonDocument>()["_id"].AsBsonBinaryData;
}
var dataKeyId1 = GetKeyId("dataKey1");
var dataKeyId2 = GetKeyId("dataKey2");
var dataKeyId3 = GetKeyId("dataKey3");
var dataKeyId4 = GetKeyId("dataKey4");
var encryptedCollectionNamespace = CollectionNamespace.FromFullName("medicalRecords.patients");
var encryptedFieldsMap = new Dictionary<string, BsonDocument>
{
{
encryptedCollectionNamespace.FullName, new BsonDocument
{
{
"fields", new BsonArray
{
new BsonDocument
{
{"keyId", dataKeyId1},
{"path", new BsonString("patientId")},
{"bsonType", new BsonString("int")},
{
"queries", new BsonDocument
{
{"queryType", new BsonString("equality")}
}
}
},
new BsonDocument
{
{"keyId", dataKeyId2},
{"path", new BsonString("medications")},
{"bsonType", new BsonString("array")},
},
new BsonDocument
{
{"keyId", dataKeyId3},
{"path", new BsonString("patientRecord.ssn")},
{"bsonType", new BsonString("string")},
{
"queries", new BsonDocument
{
{"queryType", new BsonString("equality")}
}
}
},
new BsonDocument
{
{"keyId", dataKeyId4},
{"path", new BsonString("patientRecord.billing")},
{"bsonType", new BsonString("object")},
},
}
}
}
}
};
insert-encrypted-document.go
regularClient, err := mongo.Connect(context.TODO(), options.Client().ApplyURI(uri))
if err != nil {
return fmt.Errorf("Connect error for regular client: %v", err)
}
defer func() {
_ = regularClient.Disconnect(context.TODO())
}()
var foundDoc1 bson.M
err = regularClient.Database(keyVaultDb).Collection(keyVaultColl).FindOne(context.TODO(), bson.D{{"keyAltNames", "demoDataKey1"}}).Decode(&foundDoc1)
if err != nil {
panic(err)
}
var dataKeyID1 = foundDoc1["_id"].(primitive.Binary)
var foundDoc2 bson.M
err = regularClient.Database(keyVaultDb).Collection(keyVaultColl).FindOne(context.TODO(), bson.D{{"keyAltNames", "demoDataKey2"}}).Decode(&foundDoc2)
if err != nil {
panic(err)
}
var dataKeyID2 = foundDoc2["_id"].(primitive.Binary)
var foundDoc3 bson.M
err = regularClient.Database(keyVaultDb).Collection(keyVaultColl).FindOne(context.TODO(), bson.D{{"keyAltNames", "demoDataKey3"}}).Decode(&foundDoc3)
if err != nil {
panic(err)
}
var dataKeyID3 = foundDoc3["_id"].(primitive.Binary)
var foundDoc4 bson.M
err = regularClient.Database(keyVaultDb).Collection(keyVaultColl).FindOne(context.TODO(), bson.D{{"keyAltNames", "demoDataKey4"}}).Decode(&foundDoc4)
if err != nil {
panic(err)
}
var dataKeyID4 = foundDoc4["_id"].(primitive.Binary)
encryptedFieldsMap := bson.M{
"medicalRecords.patients": bson.M{
"fields": []bson.M{
{
"path": "patientId",
"bsonType": "int",
"keyId": dataKeyID1,
"queries": []bson.M{
{
"queryType": "equality",
},
},
},
{
"path": "medications",
"bsonType": "array",
"keyId": dataKeyID2,
},
{
"path": "patientRecord.ssn",
"bsonType": "string",
"keyId": dataKeyID3,
"queries": []bson.M{
{
"queryType": "equality",
},
},
},
{
"path": "patientRecord.billing",
"bsonType": "object",
"keyId": dataKeyID4,
},
},
},
}
InsertEncryptedDocument.java
MongoClient regularClient = MongoClients.create(connectionString);
MongoCollection<Document> keyVaultClient = regularClient.getDatabase(keyVaultDb).getCollection(keyVaultColl);
BsonBinary dataKeyId1 = new BsonBinary(BsonBinarySubType.UUID_STANDARD, keyVaultClient.find(eq("keyAltNames", "dataKey1")).first().get("_id", Binary.class).getData());
BsonBinary dataKeyId2 = new BsonBinary(BsonBinarySubType.UUID_STANDARD, keyVaultClient.find(eq("keyAltNames", "dataKey2")).first().get("_id", Binary.class).getData());
BsonBinary dataKeyId3 = new BsonBinary(BsonBinarySubType.UUID_STANDARD, keyVaultClient.find(eq("keyAltNames", "dataKey3")).first().get("_id", Binary.class).getData());
BsonBinary dataKeyId4 = new BsonBinary(BsonBinarySubType.UUID_STANDARD, keyVaultClient.find(eq("keyAltNames", "dataKey4")).first().get("_id", Binary.class).getData());
BsonDocument encFields = new BsonDocument().append("fields",
new BsonArray(Arrays.asList(
new BsonDocument().append("keyId", dataKeyId1)
.append("path", new BsonString("patientId"))
.append("bsonType", new BsonString("int"))
.append("queries", new BsonDocument().append("queryType", new BsonString("equality"))),
new BsonDocument().append("keyId", dataKeyId2)
.append("path", new BsonString("medications"))
.append("bsonType", new BsonString("array")),
new BsonDocument().append("keyId", dataKeyId3)
.append("path", new BsonString("patientRecord.ssn"))
.append("bsonType", new BsonString("string"))
.append("queries", new BsonDocument().append("queryType", new BsonString("equality"))),
new BsonDocument().append("keyId", dataKeyId4)
.append("path", new BsonString("patientRecord.billing"))
.append("bsonType", new BsonString("object")))));
Map<String, BsonDocument> encryptedFieldsMap = new HashMap<String, BsonDocument>();
encryptedFieldsMap.put(encryptedNameSpace, encFields);
insert_encrypted_document.js
const uri = "<Your Connection String>";
const unencryptedClient = new MongoClient(uri);
await unencryptedClient.connect();
const keyVaultClient = unencryptedClient.db(eDB).collection(eKV);
const dek1 = await keyVaultClient.findOne({ keyAltNames: "dataKey1" });
const dek2 = await keyVaultClient.findOne({ keyAltNames: "dataKey2" });
const dek3 = await keyVaultClient.findOne({ keyAltNames: "dataKey3" });
const dek4 = await keyVaultClient.findOne({ keyAltNames: "dataKey4" });
const secretDB = "medicalRecords";
const secretCollection = "patients";
const encryptedFieldsMap = {
[`${secretDB}.${secretCollection}`]: {
fields: [
{
keyId: dek1._id,
path: "patientId",
bsonType: "int",
queries: { queryType: "equality" },
},
{
keyId: dek2._id,
path: "medications",
bsonType: "array",
},
{
keyId: dek3._id,
path: "patientRecord.ssn",
bsonType: "string",
queries: { queryType: "equality" },
},
{
keyId: dek4._id,
path: "patientRecord.billing",
bsonType: "object",
},
],
},
};
insert_encrypted_document.py
connection_string = "<your connection string here>"
unencryptedClient = MongoClient(connection_string)
keyVaultClient = unencryptedClient[key_vault_db][key_vault_coll]
data_key_id_1 = keyVaultClient.find_one({"keyAltNames": "dataKey1"})["_id"]
data_key_id_2 = keyVaultClient.find_one({"keyAltNames": "dataKey2"})["_id"]
data_key_id_3 = keyVaultClient.find_one({"keyAltNames": "dataKey3"})["_id"]
data_key_id_4 = keyVaultClient.find_one({"keyAltNames": "dataKey4"})["_id"]
encrypted_db_name = "medicalRecords"
encrypted_coll_name = "patients"
encrypted_fields_map = {
f"{encrypted_db_name}.{encrypted_coll_name}": {
"fields": [
{
"keyId": data_key_id_1,
"path": "patientId",
"bsonType": "int",
"queries": {"queryType": "equality"},
},
{
"keyId": data_key_id_2,
"path": "medications",
"bsonType": "array",
},
{
"keyId": data_key_id_3,
"path": "patientRecord.ssn",
"bsonType": "string",
"queries": {"queryType": "equality"},
},
{
"keyId": data_key_id_4,
"path": "patientRecord.billing",
"bsonType": "object",
},
],
},
}

스키마에 대한 추가 참고 자료

이 단계에서 사용하는 스키마를 구성하는 방법에 대한 자세한 설명을 보려면 Encryption Schemas 가이드를 참조하세요.

암호화 스키마에 대해 지원되는 모든 암호화 규칙의 목록을 보려면 CSFLE 암호화 스키마 가이드를 참조하세요.

4
InsertEncryptedDocument.cs
var extraOptions = new Dictionary<string, object>()
{
{ "cryptSharedLibPath", "<path to crypt_shared library>" },
};
insert-encrypted-document.go
extraOptions := map[string]interface{}{
"cryptSharedLibPath": "<Your Crypt Shared lib Path>",
}
InsertEncryptedDocument.java
Map<String, Object> extraOptions = new HashMap<String, Object>();
extraOptions.put("cryptSharedLibPath", "<path to crypt_shared>");
insert_encrypted_document.js
const extraOptions = {
cryptSharedLibPath: "<path to FLE Shared Library>",
};
insert_encrypted_document.py
auto_encryption = AutoEncryptionOpts(
kms_providers,
key_vault_namespace,
encrypted_fields_map=encrypted_fields_map,
kms_tls_options=tls_options,
schema_map=None,
crypt_shared_lib_path="<path to FLE Shared Library>",
)
5

다음 자동 암호화 설정을 사용하여 MongoDB 클라이언트 객체를 인스턴스화합니다.

insert_encrypted_document.js
const autoEncryptionOptions = {
keyVaultNamespace: keyVaultNamespace,
kmsProviders: kmsProviders,
bypassQueryAnalysis: false,
encryptedFieldsMap: encryptedFieldsMap,
tlsOptions: tlsOptions,
};
const encryptedClient = Mongo(uri, autoEncryptionOptions);
const encryptedColl = encryptedClient
.getDB(secretDB)
.getCollection(secretColl);
const unencryptedColl = unencryptedClient
.getDB(secretDB)
.getCollection(secretColl);
InsertEncryptedDocument.cs
var clientSettings = MongoClientSettings.FromConnectionString(connectionString);
var autoEncryptionOptions = new AutoEncryptionOptions(
keyVaultNamespace,
kmsProviders,
encryptedFieldsMap: encryptedFieldsMap,
extraOptions: extraOptions,
tlsOptions: tlsOptions
);
clientSettings.AutoEncryptionOptions = autoEncryptionOptions;
var secureClient = new MongoClient(clientSettings);
insert-encrypted-document.go
autoEncryptionOpts := options.AutoEncryption().
SetKmsProviders(kmsProviders).
SetKeyVaultNamespace(keyVaultNamespace).
SetEncryptedFieldsMap(encryptedFieldsMap).
SetExtraOptions(extraOptions).SetTLSConfig(tlsConfig)
secureClient, err := mongo.Connect(context.TODO(), options.Client().ApplyURI(uri).SetAutoEncryptionOptions(autoEncryptionOpts))
if err != nil {
return fmt.Errorf("Connect error for encrypted client: %v", err)
}
defer func() {
_ = secureClient.Disconnect(context.TODO())
}()
InsertEncryptedDocument.java
MongoClientSettings clientSettings = MongoClientSettings.builder()
.applyConnectionString(new ConnectionString(connectionString))
.autoEncryptionSettings(AutoEncryptionSettings.builder()
.keyVaultNamespace(keyVaultNamespace)
.kmsProviders(kmsProviders)
.encryptedFieldsMap(encryptedFieldsMap)
.extraOptions(extraOptions)
.build())
.build();
MongoClient mongoClientSecure = MongoClients.create(clientSettings);
insert_encrypted_document.js
const encryptedClient = new MongoClient(uri, {
autoEncryption: {
keyVaultNamespace: keyVaultNamespace,
kmsProviders: kmsProviders,
extraOptions: extraOptions,
encryptedFieldsMap: encryptedFieldsMap,
tlsOptions,
},
});
await encryptedClient.connect();
insert_encrypted_document.py
secure_client = MongoClient(connection_string, auto_encryption_opts=auto_encryption)
4

QE지원 MongoClient 인스턴스에서 다음 코드 스니펫을 사용하여 암호화된 문서를 medicalRecords.patients 네임스페이스에 삽입하고,

encryptedColl.insertOne({
firstName: "Jon",
lastName: "Doe",
patientId: 12345678,
address: "157 Electric Ave.",
patientRecord: {
ssn: "987-65-4320",
billing: {
type: "Visa",
number: "4111111111111111",
},
},
medications: ["Atorvastatin", "Levothyroxine"],
});
InsertEncryptedDocument.cs
var sampleDocument = new BsonDocument
{
{"firstName", "Jon"},
{"lastName", "Doe"},
{"patientId", 12345678},
{"address", "157 Electric Ave."},
{
"medications", new BsonArray
{
new BsonString("Atorvastatin"),
new BsonString("Levothyroxine")
}
},
{
"patientRecord", new BsonDocument
{
{"ssn", new BsonString("987-65-4320")},
{
"billing", new BsonDocument
{
{"type", new BsonString("Visa")},
{"number", "4111111111111111"}
}
}
}
}
};
var secureCollection = secureClient.GetDatabase(encryptedCollectionNamespace.DatabaseNamespace.DatabaseName)
.GetCollection<BsonDocument>(encryptedCollectionNamespace.CollectionName);
secureCollection.InsertOne(sampleDocument);
insert-encrypted-document.go
test_patient := map[string]interface{}{
"firstName": "Jon",
"lastName": "Doe",
"patientId": 12345678,
"address": "157 Electric Ave.",
"medications": []string{"Atorvastatin", "Levothyroxine"},
"patientRecord": map[string]interface{}{
"ssn": "987-65-4320",
"billing": map[string]interface{}{
"type": "Visa",
"number": "4111111111111111",
},
},
}
if _, err := secureClient.Database(dbName).Collection(collName).InsertOne(context.TODO(), test_patient); err != nil {
return fmt.Errorf("InsertOne error: %v", err)
}

참고

원시 BSON 문서를 만드는 대신 bson 태그가 있는 구조체를 드라이버에 직접 전달하여 인코딩할 수 있습니다.

InsertEncryptedDocument.java
ArrayList<String> medications = new ArrayList<>();
medications.add("Atorvastatin");
medications.add("Levothyroxine");
Document patientRecord = new Document()
.append("ssn", "987-65-4320")
.append("billing", new Document().append("type", "Visa").append("number", "4111111111111111"));
Document patient = new Document()
.append("firstName", "Jon")
.append("lastName", "Doe")
.append("patientId", 12345678)
.append("address", "AB+")
.append("medications", medications)
.append("patientRecord", patientRecord);
mongoClientSecure.getDatabase(encryptedDbName).getCollection(encryptedCollName).insertOne(patient);
insert_encrypted_document.js
const encryptedColl = encryptedClient
.db(secretDB)
.collection(secretCollection);
await encryptedColl.insertOne({
firstName: "Jon",
lastName: "Doe",
patientId: 12345678,
address: "157 Electric Ave.",
patientRecord: {
ssn: "987-65-4320",
billing: {
type: "Visa",
number: "4111111111111111",
},
},
medications: ["Atorvastatin", "Levothyroxine"],
});
insert_encrypted_document.py
encrypted_coll = secure_client[encrypted_db_name][encrypted_coll_name]
encrypted_coll.insert_one(
{
"firstName": "Jon",
"lastName": "Doe",
"patientId": 12345678,
"address": "157 Electric Ave.",
"patientRecord": {
"ssn": "987-65-4320",
"billing": {
"type": "Visa",
"number": "4111111111111111",
},
},
"medications": ["Atorvastatin", "Levothyroxine"],
}
)

문서를 삽입하면 Queryable Encryption 지원 클라이언트가 다음과 같이 문서의 필드를 암호화합니다.

{
"_id": { "$oid": "<_id value>" },
"firstName": "Jon",
"lastName": "Doe",
"patientId": {
"$binary": {
"base64": "<ciphertext>",
"subType": "06"
}
},
"address": "157 Electric Ave.",
"patientRecord": {
"ssn": {
"$binary": {
"base64": "<ciphertext>",
"subType": "06"
}
},
"billing": {
"$binary": {
"base64": "<ciphertext>",
"subType": "06"
}
}
},
"medications": {
"$binary": {
"base64": "<ciphertext>",
"subType": "06"
}
},
"__safeContent__": [
{
"$binary": {
"base64": "<ciphertext>",
"subType": "00"
}
},
{
"$binary": {
"base64": "<ciphertext>",
"subType": "00"
}
}
]
}

경고

__safeContent__ 필드를 수정하지 마세요.

__safeContent__ 필드는 Queryable Encryption에 반드시 필요합니다. 이 필드의 내용은 수정하지 마세요.

참조: 코드 완성

암호화됨 문서 를 삽입하기 위한 전체 코드를 보려면 Github 리포지토리 를 참조하세요.

암호화됨 문서 를 삽입하기 위한 전체 코드를 보려면 Github 리포지토리 를 참조하세요.

암호화됨 문서 를 삽입하기 위한 전체 코드를 보려면 Github 리포지토리 를 참조하세요.

암호화됨 문서 를 삽입하기 위한 전체 코드를 보려면 Github 리포지토리 를 참조하세요.

암호화됨 문서 를 삽입하기 위한 전체 코드를 보려면 Github 리포지토리 를 참조하세요.

암호화됨 문서 를 삽입하기 위한 전체 코드를 보려면 Github 리포지토리 를 참조하세요.

5

이 가이드의 암호화된 필드가 있는 문서 삽입 단계에서 삽입한 암호화된 문서를 검색합니다.

QE 의 기능 을 보여 주기 위해 다음 코드 스니펫 은 자동 QE 로 구성된 클라이언트 와 자동 QE 로 구성 되지 않은 클라이언트 가 있는 문서 를 쿼리 합니다 .

insert_encrypted_document.js
console.log("Finding a document with regular (non-encrypted) client.");
console.log(unencryptedColl.findOne({ firstName: /Jon/ }));
console.log(
"Finding a document with encrypted client, searching on an encrypted field"
);
console.log(encryptedColl.findOne({ "patientRecord.ssn": "987-65-4320" }));
InsertEncryptedDocument.cs
Console.WriteLine("Finding a document with regular (non-encrypted) client.");
var filter = Builders<BsonDocument>.Filter.Eq("firstName", "Jon");
var regularClientEncryptedCollection = regularClient.GetDatabase(encryptedCollectionNamespace.DatabaseNamespace.DatabaseName)
.GetCollection<BsonDocument>(encryptedCollectionNamespace.CollectionName);
var regularResult = regularClientEncryptedCollection.Find(filter).First();
Console.WriteLine($"\n{regularResult}\n");
Console.WriteLine("Finding a document with encrypted client, searching on an encrypted field");
var encryptedFieldFilter = Builders<BsonDocument>.Filter.Eq("patientRecord.ssn", "987-65-4320");
var secureResult = secureCollection.Find(encryptedFieldFilter).First();
Console.WriteLine($"\n{secureResult}\n");
insert-encrypted-document.go
fmt.Println("Finding a document with regular (non-encrypted) client.")
var resultRegular bson.M
err = regularClient.Database(dbName).Collection(collName).FindOne(context.TODO(), bson.D{{"firstName", "Jon"}}).Decode(&resultRegular)
if err != nil {
panic(err)
}
outputRegular, err := json.MarshalIndent(resultRegular, "", " ")
if err != nil {
panic(err)
}
fmt.Printf("%s\n", outputRegular)
fmt.Println("Finding a document with encrypted client, searching on an encrypted field")
var resultSecure bson.M
err = secureClient.Database(dbName).Collection(collName).FindOne(context.TODO(), bson.D{bson.E{"patientRecord.ssn", "987-65-4320"}}).Decode(&resultSecure)
if err != nil {
panic(err)
}
outputSecure, err := json.MarshalIndent(resultSecure, "", " ")
if err != nil {
panic(err)
}
fmt.Printf("%s\n", outputSecure)
InsertEncryptedDocument.java
System.out.println("Finding a document with regular (non-encrypted) client.");
Document docRegular = regularClient.getDatabase(encryptedDbName).getCollection(encryptedCollName).find(eq("firstName", "Jon")).first();
System.out.println(docRegular.toJson());
System.out.println("Finding a document with encrypted client, searching on an encrypted field");
Document docSecure = mongoClientSecure.getDatabase(encryptedDbName).getCollection(encryptedCollName).find(eq("patientRecord.ssn", "987-65-4320")).first();
System.out.println(docSecure.toJson());
insert_encrypted_document.js
console.log("Finding a document with regular (non-encrypted) client.");
console.log(await unencryptedColl.findOne({ firstName: /Jon/ }));
console.log(
"Finding a document with encrypted client, searching on an encrypted field"
);
console.log(
await encryptedColl.findOne({ "patientRecord.ssn": "987-65-4320" })
);
insert_encrypted_document.py
print("Finding a document with regular (non-encrypted) client.")
pprint.pprint(
unencryptedClient[encrypted_db_name][encrypted_coll_name].find_one(
{"firstName": "Jon"}
)
)
print("Finding a document with encrypted client, searching on an encrypted field")
pprint.pprint(encrypted_coll.find_one({"patientRecord.ssn": "987-65-4320"}))

이전 코드 스니펫의 출력은 다음과 같아야 합니다.

Finding a document with regular (non-encrypted) client.
{
_id: new ObjectId("628eabeb37590e84ea742665"),
firstName: 'Jon',
lastName: 'Doe',
patientId: new Binary(Buffer.from("0798810acc0f4f46c9a76883cee80fca12102e9ddcbcdae46a821fa108a8155a850f2d0919475b6531ada68973d436a199b537a05a98a708c36d2bfec4979d59cbe66878865ce19e392d3e4789d309bdacc336e32efcc851806ae0a41b355288c10d01e39147e1c40d919c41913a0c9d2d3fad0d0d1d2873c4fc82c6c22f27b517df5f3131b331b96ed16a7c5cf89e09082a2d898c2dcd73da91d08760ba74a70077b2d0fdbbe1eea75655a19fcc397812325ad40b102cbd16b8d36b22e11e3f93404f24a8ff68cfdec3c22b0e787cb30078a5227b2a", "hex"), 6),
address: '157 Electric Ave.',
patientRecord: {
ssn: new Binary(Buffer.from("07e8b69630c32f4a00a542af768f8abcf50223edd812ff20b0ecb046ee1a9f5a0eef8d85d99cd26076411129942752516ee605c55aadce73f3d44d81ea6ddbbb8134b108a9deb40d8cab9cb4f08ef210ab0c9d2ea4347f9d235b861baf29751e60abcf059eb5c120305bd5ac05a4e07ac8ccfa6d37283f4cdbfeb7a8accb65b71857d486b5cf55e354d6a95e287d9e2dd65f3f9d9c4c9d0bdb1f26c4bd549d7be77db81796be293e08b2223bac67b212423c4e06568578b5bd7a3c33cedc1b291bcda0b27e005144d344563711a489f24b8e9b65bbb721d3a0e9d9b227a0cec0cbad", "hex"), 6),
billing: new Binary(Buffer.from("06808ae69d4caa49cf90bb688f386f097f03f870a7b8fcebb1980c9ee5488b1f0f68558fc2163adcd92d00ea5f349f56ed34e7b391f54c48ed2760b4bde73022fc818dc7486a4e046b92ce9c82e00333c7779d9d6bb476713a20632b593b7de54812662cfc4d174d05451d3f4195514e12edba", "hex"), 6)
},
medications: new Binary(Buffer.from("06665ec15d38254dc4aa16da856789d33404f27bfea53e0d2fa4deaff166989ab33f469644d89c29112d33b41dbe54ec2d89c43f3de52cdc5d454e8694046216f533614fa7b42b7c5406d6518f7ed8f9e3ce52fda6c8b2146d0f8cc51e21a3467183697e1735a9f60c18e173c1916101", "hex"), 6),
__safeContent__: [
new Binary(Buffer.from("3044b134ad0f7c8a90dab1e05bb8b296a8ede540796bd7403ab47693cdba1b26", "hex"), 0),
new Binary(Buffer.from("a22ddf9a5657cdd56bef72febbba44371899e6486962a1c07d682082c4e65712", "hex"), 0)
]
}
Finding a document with encrypted client, searching on an encrypted field
{
_id: new ObjectId("628eaca1dcf9b63e2f43162d"),
firstName: 'Jon',
lastName: 'Doe',
patientId: 12345678,
address: '157 Electric Ave.',
patientRecord: {
ssn: '987-65-4320',
billing: { type: 'Visa', number: '4111111111111111' }
},
medications: [ 'Atorvastatin', 'Levothyroxine' ],
__safeContent__: [
new Binary(Buffer.from("fbdc6cfe3b4659693650bfc60baced27dcb42b793efe09da0ded54d60a9d5a1f", "hex"), 0),
new Binary(Buffer.from("0f92ff92bf904a858ef6fd5b1e508187f523e791f51d8b64596461b38ebb1791", "hex"), 0)
]
}

참조: 코드 완성

암호화됨 문서 를 삽입하기 위한 전체 코드를 보려면 Github 리포지토리 를 참조하세요.

암호화됨 문서 를 삽입하기 위한 전체 코드를 보려면 Github 리포지토리 를 참조하세요.

암호화됨 문서 를 삽입하기 위한 전체 코드를 보려면 Github 리포지토리 를 참조하세요.

암호화됨 문서 를 삽입하기 위한 전체 코드를 보려면 Github 리포지토리 를 참조하세요.

암호화됨 문서 를 삽입하기 위한 전체 코드를 보려면 Github 리포지토리 를 참조하세요.

암호화됨 문서 를 삽입하기 위한 전체 코드를 보려면 Github 리포지토리 를 참조하세요.

이 가이드에 언급된 주제에 대해 자세히 알아보려면 다음 링크를 참조하세요:

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