

本文為英文版的機器翻譯版本，如內容有任何歧義或不一致之處，概以英文版為準。

# 資料金鑰快取範例
<a name="sample-cache-example"></a>

此範例使用[資料金鑰快取](data-key-caching.md)搭配[本機快取](data-caching-details.md#simplecache)，以加速應用程式，其中由多個裝置產生的資料會加密並儲存在不同的 區域中。

在此案例中，多個資料生產者會產生資料、加密資料，並寫入每個區域中的 [Kinesis 串流](https://aws.amazon.com/kinesis/streams/)。 [AWS Lambda](https://aws.amazon.com/lambda/)函數 （取用者） 會解密串流，並將純文字資料寫入區域中的 DynamoDB 資料表。資料生產者和消費者使用 AWS Encryption SDK 和 [AWS KMS 主金鑰提供者](concepts.md#master-key-provider)。為了減少對 KMS 的呼叫，每個生產者和消費者都有自己的本機快取。

您可以在 [Java 和 Python](sample-cache-example-code.md) 中找到這些範例的原始程式碼。此範例也包含定義範例資源的 CloudFormation 範本。

![\[此圖表顯示資料生產者和消費者如何使用 AWS KMS、Amazon Kinesis Data Streams 和 Amazon DynamoDB。\]](http://docs.aws.amazon.com/zh_tw/encryption-sdk/latest/developer-guide/images/simplecache-example.png)


## 本機快取結果
<a name="caching-example-impact"></a>

下表顯示本機快取會將此範例中對 KMS 的呼叫總數 （每個區域每秒） 減少為原始值的 1%。


**製作者請求**  
[\[See the AWS documentation website for more details\]](http://docs.aws.amazon.com/zh_tw/encryption-sdk/latest/developer-guide/sample-cache-example.html)


**消費者請求**  
[\[See the AWS documentation website for more details\]](http://docs.aws.amazon.com/zh_tw/encryption-sdk/latest/developer-guide/sample-cache-example.html)

# 資料金鑰快取範例程式碼
<a name="sample-cache-example-code"></a>

此程式碼範例會在 Java 和 Python 中使用[本機快取](data-caching-details.md#simplecache)建立簡單的資料金鑰快取實作。此程式碼會建立本機快取的兩個執行個體：一個用於加密[資料的資料生產者](#caching-producer)，另一個用於解密資料[的資料消費者](#caching-consumer) (AWS Lambda 函數）。如需在每種語言中實作資料金鑰快取的詳細資訊，請參閱 的 [Javadoc](https://aws.github.io/aws-encryption-sdk-java/) 和 [Python 文件](https://aws-encryption-sdk-python.readthedocs.io/en/latest/) AWS Encryption SDK。

資料金鑰快取適用於 AWS Encryption SDK 支援的所有[程式設計語言](programming-languages.md)。

如需在 中使用資料金鑰快取的完整和測試範例 AWS Encryption SDK，請參閱：
+ C/C\$1\$1：[caching\$1cmm.cpp](https://github.com/aws/aws-encryption-sdk-c/blob/master/examples/caching_cmm.cpp) 
+ Java：[SimpleDataKeyCachingExample.java](https://github.com/aws/aws-encryption-sdk-java/blob/master/src/examples/java/com/amazonaws/crypto/examples/v2/SimpleDataKeyCachingExample.java)
+ JavaScript 瀏覽器：[caching\$1cmm.ts](https://github.com/aws/aws-encryption-sdk-javascript/blob/master/modules/example-browser/src/caching_cmm.ts) 
+ JavaScript Node.js：[caching\$1cmm.ts](https://github.com/aws/aws-encryption-sdk-javascript/blob/master/modules/example-node/src/caching_cmm.ts) 
+ Python：[data\$1key\$1caching\$1basic.py](https://github.com/aws/aws-encryption-sdk-python/blob/master/examples/src/legacy/data_key_caching_basic.py)

## 生產者
<a name="caching-producer"></a>

生產者取得映射、將其轉換為 JSON、使用 AWS Encryption SDK 來加密它，並將加密文字記錄推送至每個 中的 [Kinesis 串流](https://aws.amazon.com/kinesis/streams/) AWS 區域。

此程式碼會定義[快取密碼編譯資料管理員](data-caching-details.md#caching-cmm) （快取 CMM)，並將其與[本機快取](data-caching-details.md#simplecache)和基礎[AWS KMS 主金鑰提供者](concepts.md#master-key-provider)建立關聯。快取 CMM 會從主金鑰提供者快取資料金鑰 （和[相關的密碼編譯資料](data-caching-details.md#cache-entries))。它也會代表開發套件與快取互動，並強制執行您設定的安全性閾值。

由於呼叫加密方法會指定快取 CMM，而不是一般[密碼編譯資料管理員 (CMM)](concepts.md#crypt-materials-manager) 或主金鑰提供者，因此加密將使用資料金鑰快取。

------
#### [ Java ]

下列範例使用 的 2 適用於 JAVA 的 AWS Encryption SDK.*x* 版。3.*x* 版會 適用於 JAVA 的 AWS Encryption SDK 取代資料金鑰快取 CMM。使用 3.*x* 版時，您也可以使用[AWS KMS 階層式 keyring](use-hierarchical-keyring.md)，這是替代的密碼編譯資料快取解決方案。

```
/*
 * Copyright 2017 Amazon.com, Inc. or its affiliates. All Rights Reserved.
 *
 * Licensed under the Apache License, Version 2.0 (the "License"). You may not use this file except
 * in compliance with the License. A copy of the License is located at
 *
 * http://aws.amazon.com/apache2.0
 *
 * or in the "license" file accompanying this file. This file is distributed on an "AS IS" BASIS,
 * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. See the License for the
 * specific language governing permissions and limitations under the License.
 */
package com.amazonaws.crypto.examples.kinesisdatakeycaching;

import com.amazonaws.encryptionsdk.AwsCrypto;
import com.amazonaws.encryptionsdk.CommitmentPolicy;
import com.amazonaws.encryptionsdk.CryptoResult;
import com.amazonaws.encryptionsdk.MasterKeyProvider;
import com.amazonaws.encryptionsdk.caching.CachingCryptoMaterialsManager;
import com.amazonaws.encryptionsdk.caching.LocalCryptoMaterialsCache;
import com.amazonaws.encryptionsdk.kmssdkv2.KmsMasterKey;
import com.amazonaws.encryptionsdk.kmssdkv2.KmsMasterKeyProvider;
import com.amazonaws.encryptionsdk.multi.MultipleProviderFactory;
import com.amazonaws.util.json.Jackson;
import java.util.ArrayList;
import java.util.HashMap;
import java.util.List;
import java.util.Map;
import java.util.UUID;
import java.util.concurrent.TimeUnit;
import software.amazon.awssdk.auth.credentials.AwsCredentialsProvider;
import software.amazon.awssdk.auth.credentials.DefaultCredentialsProvider;
import software.amazon.awssdk.core.SdkBytes;
import software.amazon.awssdk.regions.Region;
import software.amazon.awssdk.services.kinesis.KinesisClient;
import software.amazon.awssdk.services.kms.KmsClient;

/**
 * Pushes data to Kinesis Streams in multiple Regions.
 */
public class MultiRegionRecordPusher {

    private static final long MAX_ENTRY_AGE_MILLISECONDS = 300000;
    private static final long MAX_ENTRY_USES = 100;
    private static final int MAX_CACHE_ENTRIES = 100;
    private final String streamName_;
    private final ArrayList<KinesisClient> kinesisClients_;
    private final CachingCryptoMaterialsManager cachingMaterialsManager_;
    private final AwsCrypto crypto_;

    /**
     * Creates an instance of this object with Kinesis clients for all target Regions and a cached
     * key provider containing KMS master keys in all target Regions.
     */
    public MultiRegionRecordPusher(final Region[] regions, final String kmsAliasName,
        final String streamName) {
        streamName_ = streamName;
        crypto_ = AwsCrypto.builder()
            .withCommitmentPolicy(CommitmentPolicy.RequireEncryptRequireDecrypt)
            .build();
        kinesisClients_ = new ArrayList<>();

        AwsCredentialsProvider credentialsProvider = DefaultCredentialsProvider.builder().build();

        // Build KmsMasterKey and AmazonKinesisClient objects for each target region
        List<KmsMasterKey> masterKeys = new ArrayList<>();
        for (Region region : regions) {
            kinesisClients_.add(KinesisClient.builder()
                .credentialsProvider(credentialsProvider)
                .region(region)
                .build());

            KmsMasterKey regionMasterKey = KmsMasterKeyProvider.builder()
                .defaultRegion(region)
                .builderSupplier(() -> KmsClient.builder().credentialsProvider(credentialsProvider))
                .buildStrict(kmsAliasName)
                .getMasterKey(kmsAliasName);

            masterKeys.add(regionMasterKey);
        }

        // Collect KmsMasterKey objects into single provider and add cache
        MasterKeyProvider<?> masterKeyProvider = MultipleProviderFactory.buildMultiProvider(
            KmsMasterKey.class,
            masterKeys
        );

        cachingMaterialsManager_ = CachingCryptoMaterialsManager.newBuilder()
            .withMasterKeyProvider(masterKeyProvider)
            .withCache(new LocalCryptoMaterialsCache(MAX_CACHE_ENTRIES))
            .withMaxAge(MAX_ENTRY_AGE_MILLISECONDS, TimeUnit.MILLISECONDS)
            .withMessageUseLimit(MAX_ENTRY_USES)
            .build();
    }

    /**
     * JSON serializes and encrypts the received record data and pushes it to all target streams.
     */
    public void putRecord(final Map<Object, Object> data) {
        String partitionKey = UUID.randomUUID().toString();
        Map<String, String> encryptionContext = new HashMap<>();
        encryptionContext.put("stream", streamName_);

        // JSON serialize data
        String jsonData = Jackson.toJsonString(data);

        // Encrypt data
        CryptoResult<byte[], ?> result = crypto_.encryptData(
            cachingMaterialsManager_,
            jsonData.getBytes(),
            encryptionContext
        );
        byte[] encryptedData = result.getResult();

        // Put records to Kinesis stream in all Regions
        for (KinesisClient regionalKinesisClient : kinesisClients_) {
            regionalKinesisClient.putRecord(builder ->
                builder.streamName(streamName_)
                    .data(SdkBytes.fromByteArray(encryptedData))
                    .partitionKey(partitionKey));
        }
    }
}
```

------
#### [ Python ]

```
"""
Copyright 2017 Amazon.com, Inc. or its affiliates. All Rights Reserved.
 
Licensed under the Apache License, Version 2.0 (the "License"). You may not use this file except
in compliance with the License. A copy of the License is located at
 
https://aws.amazon.com/apache-2-0/
 
or in the "license" file accompanying this file. This file is distributed on an "AS IS" BASIS,
WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. See the License for the
specific language governing permissions and limitations under the License.
"""
import json
import uuid
 
from aws_encryption_sdk import EncryptionSDKClient, StrictAwsKmsMasterKeyProvider, CachingCryptoMaterialsManager, LocalCryptoMaterialsCache, CommitmentPolicy
from aws_encryption_sdk.key_providers.kms import KMSMasterKey
import boto3
 
 
class MultiRegionRecordPusher(object):
    """Pushes data to Kinesis Streams in multiple Regions."""
    CACHE_CAPACITY = 100
    MAX_ENTRY_AGE_SECONDS = 300.0
    MAX_ENTRY_MESSAGES_ENCRYPTED = 100
 
    def __init__(self, regions, kms_alias_name, stream_name):
        self._kinesis_clients = []
        self._stream_name = stream_name
 
        # Set up EncryptionSDKClient
        _client = EncryptionSDKClient(CommitmentPolicy.REQUIRE_ENCRYPT_REQUIRE_DECRYPT)
 
        # Set up KMSMasterKeyProvider with cache
        _key_provider = StrictAwsKmsMasterKeyProvider(kms_alias_name)
 
        # Add MasterKey and Kinesis client for each Region
        for region in regions:
            self._kinesis_clients.append(boto3.client('kinesis', region_name=region))
            regional_master_key = KMSMasterKey(
                client=boto3.client('kms', region_name=region),
                key_id=kms_alias_name
            )
            _key_provider.add_master_key_provider(regional_master_key)
 
        cache = LocalCryptoMaterialsCache(capacity=self.CACHE_CAPACITY)
        self._materials_manager = CachingCryptoMaterialsManager(
            master_key_provider=_key_provider,
            cache=cache,
            max_age=self.MAX_ENTRY_AGE_SECONDS,
            max_messages_encrypted=self.MAX_ENTRY_MESSAGES_ENCRYPTED
        )
 
    def put_record(self, record_data):
        """JSON serializes and encrypts the received record data and pushes it to all target streams.
 
        :param dict record_data: Data to write to stream
        """
        # Kinesis partition key to randomize write load across stream shards
        partition_key = uuid.uuid4().hex
 
        encryption_context = {'stream': self._stream_name}
 
        # JSON serialize data
        json_data = json.dumps(record_data)
 
        # Encrypt data
        encrypted_data, _header = _client.encrypt(
            source=json_data,
            materials_manager=self._materials_manager,
            encryption_context=encryption_context
        )
 
        # Put records to Kinesis stream in all Regions
        for client in self._kinesis_clients:
            client.put_record(
                StreamName=self._stream_name,
                Data=encrypted_data,
                PartitionKey=partition_key
            )
```

------

## 消費者
<a name="caching-consumer"></a>

資料取用者是由 [Kinesis](https://aws.amazon.com/kinesis/) 事件觸發的 [AWS Lambda](https://aws.amazon.com/lambda/)函數。它會解密和還原序列化每個記錄，並將純文字記錄寫入相同區域中的 [Amazon DynamoDB](https://aws.amazon.com/dynamodb/) 資料表。

如同生產者程式碼，取用者程式碼會在對解密方法的呼叫中使用快取密碼編譯資料管理員 （快取 CMM) 來啟用資料金鑰快取。

Java 程式碼會使用指定的 ，在*嚴格模式下*建置主金鑰提供者 AWS KMS key。解密時不需要嚴格模式，但這是[最佳實務](best-practices.md#strict-discovery-mode)。Python 程式碼使用*探索模式*，可讓 AWS Encryption SDK 使用任何加密資料金鑰的包裝金鑰來解密它。

------
#### [ Java ]

下列範例使用 的 2 適用於 JAVA 的 AWS Encryption SDK.*x* 版。3.*x* 版會 適用於 JAVA 的 AWS Encryption SDK 取代資料金鑰快取 CMM。使用 3.*x* 版時，您也可以使用[AWS KMS 階層式 keyring](use-hierarchical-keyring.md)，這是替代的密碼編譯資料快取解決方案。

此程式碼會建立主金鑰提供者，以嚴格模式解密。只能使用 AWS KMS keys 您指定的 AWS Encryption SDK 來解密訊息。

```
/*
 * Copyright 2017 Amazon.com, Inc. or its affiliates. All Rights Reserved.
 *
 * Licensed under the Apache License, Version 2.0 (the "License"). You may not use this file except
 * in compliance with the License. A copy of the License is located at
 *
 * http://aws.amazon.com/apache2.0
 *
 * or in the "license" file accompanying this file. This file is distributed on an "AS IS" BASIS,
 * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. See the License for the
 * specific language governing permissions and limitations under the License.
 */
package com.amazonaws.crypto.examples.kinesisdatakeycaching;

import com.amazonaws.encryptionsdk.AwsCrypto;
import com.amazonaws.encryptionsdk.CommitmentPolicy;
import com.amazonaws.encryptionsdk.CryptoResult;
import com.amazonaws.encryptionsdk.caching.CachingCryptoMaterialsManager;
import com.amazonaws.encryptionsdk.caching.LocalCryptoMaterialsCache;
import com.amazonaws.encryptionsdk.kmssdkv2.KmsMasterKeyProvider;
import com.amazonaws.services.lambda.runtime.Context;
import com.amazonaws.services.lambda.runtime.events.KinesisEvent;
import com.amazonaws.services.lambda.runtime.events.KinesisEvent.KinesisEventRecord;
import com.amazonaws.util.BinaryUtils;
import java.io.UnsupportedEncodingException;
import java.nio.ByteBuffer;
import java.nio.charset.StandardCharsets;
import java.util.concurrent.TimeUnit;
import software.amazon.awssdk.enhanced.dynamodb.DynamoDbEnhancedClient;
import software.amazon.awssdk.enhanced.dynamodb.DynamoDbTable;
import software.amazon.awssdk.enhanced.dynamodb.TableSchema;

/**
 * Decrypts all incoming Kinesis records and writes records to DynamoDB.
 */
public class LambdaDecryptAndWrite {

    private static final long MAX_ENTRY_AGE_MILLISECONDS = 600000;
    private static final int MAX_CACHE_ENTRIES = 100;
    private final CachingCryptoMaterialsManager cachingMaterialsManager_;
    private final AwsCrypto crypto_;
    private final DynamoDbTable<Item> table_;

    /**
     * Because the cache is used only for decryption, the code doesn't set the max bytes or max
     * message security thresholds that are enforced only on on data keys used for encryption.
     */
    public LambdaDecryptAndWrite() {
        String kmsKeyArn = System.getenv("CMK_ARN");
        cachingMaterialsManager_ = CachingCryptoMaterialsManager.newBuilder()
            .withMasterKeyProvider(KmsMasterKeyProvider.builder().buildStrict(kmsKeyArn))
            .withCache(new LocalCryptoMaterialsCache(MAX_CACHE_ENTRIES))
            .withMaxAge(MAX_ENTRY_AGE_MILLISECONDS, TimeUnit.MILLISECONDS)
            .build();

        crypto_ = AwsCrypto.builder()
            .withCommitmentPolicy(CommitmentPolicy.RequireEncryptRequireDecrypt)
            .build();

        String tableName = System.getenv("TABLE_NAME");
        DynamoDbEnhancedClient dynamodb = DynamoDbEnhancedClient.builder().build();
        table_ = dynamodb.table(tableName, TableSchema.fromClass(Item.class));
    }

    /**
     * @param event
     * @param context
     */
    public void handleRequest(KinesisEvent event, Context context)
        throws UnsupportedEncodingException {
        for (KinesisEventRecord record : event.getRecords()) {
            ByteBuffer ciphertextBuffer = record.getKinesis().getData();
            byte[] ciphertext = BinaryUtils.copyAllBytesFrom(ciphertextBuffer);

            // Decrypt and unpack record
            CryptoResult<byte[], ?> plaintextResult = crypto_.decryptData(cachingMaterialsManager_,
                ciphertext);

            // Verify the encryption context value
            String streamArn = record.getEventSourceARN();
            String streamName = streamArn.substring(streamArn.indexOf("/") + 1);
            if (!streamName.equals(plaintextResult.getEncryptionContext().get("stream"))) {
                throw new IllegalStateException("Wrong Encryption Context!");
            }

            // Write record to DynamoDB
            String jsonItem = new String(plaintextResult.getResult(), StandardCharsets.UTF_8);
            System.out.println(jsonItem);
            table_.putItem(Item.fromJSON(jsonItem));
        }
    }

    private static class Item {

        static Item fromJSON(String jsonText) {
            // Parse JSON and create new Item
            return new Item();
        }
    }
}
```

------
#### [ Python ]

此 Python 程式碼會使用探索模式中的主金鑰提供者進行解密。它可讓 AWS Encryption SDK 使用任何加密資料金鑰的包裝金鑰來解密它。嚴格模式是[最佳實務](best-practices.md#strict-discovery-mode)，您可以在其中指定可用於解密的包裝金鑰。

```
"""
Copyright 2017 Amazon.com, Inc. or its affiliates. All Rights Reserved.
 
Licensed under the Apache License, Version 2.0 (the "License"). You may not use this file except
in compliance with the License. A copy of the License is located at
 
https://aws.amazon.com/apache-2-0/
 
or in the "license" file accompanying this file. This file is distributed on an "AS IS" BASIS,
WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. See the License for the
specific language governing permissions and limitations under the License.
"""
import base64
import json
import logging
import os
 
from aws_encryption_sdk import EncryptionSDKClient, DiscoveryAwsKmsMasterKeyProvider, CachingCryptoMaterialsManager, LocalCryptoMaterialsCache, CommitmentPolicy
import boto3
 
_LOGGER = logging.getLogger(__name__)
_is_setup = False
CACHE_CAPACITY = 100
MAX_ENTRY_AGE_SECONDS = 600.0
 
def setup():
    """Sets up clients that should persist across Lambda invocations."""
    global encryption_sdk_client
    encryption_sdk_client = EncryptionSDKClient(CommitmentPolicy.REQUIRE_ENCRYPT_REQUIRE_DECRYPT)
 
    global materials_manager
    key_provider = DiscoveryAwsKmsMasterKeyProvider()
    cache = LocalCryptoMaterialsCache(capacity=CACHE_CAPACITY)
           
    #  Because the cache is used only for decryption, the code doesn't set
    #   the max bytes or max message security thresholds that are enforced
    #   only on on data keys used for encryption.
    materials_manager = CachingCryptoMaterialsManager(
        master_key_provider=key_provider,
        cache=cache,
        max_age=MAX_ENTRY_AGE_SECONDS
    )
    global table
    table_name = os.environ.get('TABLE_NAME')
    table = boto3.resource('dynamodb').Table(table_name)
    global _is_setup
    _is_setup = True
 
 
def lambda_handler(event, context):
    """Decrypts all incoming Kinesis records and writes records to DynamoDB."""
    _LOGGER.debug('New event:')
    _LOGGER.debug(event)
    if not _is_setup:
        setup()
    with table.batch_writer() as batch:
        for record in event.get('Records', []):
            # Record data base64-encoded by Kinesis
            ciphertext = base64.b64decode(record['kinesis']['data'])
 
            # Decrypt and unpack record
            plaintext, header = encryption_sdk_client.decrypt(
                source=ciphertext,
                materials_manager=materials_manager
            )
            item = json.loads(plaintext)
 
            # Verify the encryption context value
            stream_name = record['eventSourceARN'].split('/', 1)[1]
            if stream_name != header.encryption_context['stream']:
                raise ValueError('Wrong Encryption Context!')
 
            # Write record to DynamoDB
            batch.put_item(Item=item)
```

------

# 資料金鑰快取範例： CloudFormation template
<a name="sample-cache-example-cloudformation"></a>

此 CloudFormation 範本會設定所有必要 AWS 的資源，以重現[資料金鑰快取範例](sample-cache-example.md)。

------
#### [ JSON ]

```
{
    "Parameters": {
        "SourceCodeBucket": {
            "Type": "String",
            "Description": "S3 bucket containing Lambda source code zip files"
        },
        "PythonLambdaS3Key": {
            "Type": "String",
            "Description": "S3 key containing Python Lambda source code zip file"
        },
        "PythonLambdaObjectVersionId": {
            "Type": "String",
            "Description": "S3 version id for S3 key containing Python Lambda source code zip file"
        },
        "JavaLambdaS3Key": {
            "Type": "String",
            "Description": "S3 key containing Python Lambda source code zip file"
        },
        "JavaLambdaObjectVersionId": {
            "Type": "String",
            "Description": "S3 version id for S3 key containing Python Lambda source code zip file"
        },
        "KeyAliasSuffix": {
            "Type": "String",
            "Description": "Suffix to use for KMS key Alias (ie: alias/KeyAliasSuffix)"
        },
        "StreamName": {
            "Type": "String",
            "Description": "Name to use for Kinesis Stream"
        }
    },
    "Resources": {
        "InputStream": {
            "Type": "AWS::Kinesis::Stream",
            "Properties": {
                "Name": {
                    "Ref": "StreamName"
                },
                "ShardCount": 2
            }
        },
        "PythonLambdaOutputTable": {
            "Type": "AWS::DynamoDB::Table",
            "Properties": {
                "AttributeDefinitions": [
                    {
                        "AttributeName": "id",
                        "AttributeType": "S"
                    }
                ],
                "KeySchema": [
                    {
                        "AttributeName": "id",
                        "KeyType": "HASH"
                    }
                ],
                "ProvisionedThroughput": {
                    "ReadCapacityUnits": 1,
                    "WriteCapacityUnits": 1
                }
            }
        },
        "PythonLambdaRole": {
            "Type": "AWS::IAM::Role",
            "Properties": {
                "AssumeRolePolicyDocument": {
                    "Version": "2012-10-17",		 	 	 
                    "Statement": [
                        {
                            "Effect": "Allow",
                            "Principal": {
                                "Service": "lambda.amazonaws.com"
                            },
                            "Action": "sts:AssumeRole"
                        }
                    ]
                },
                "ManagedPolicyArns": [
                    "arn:aws:iam::aws:policy/service-role/AWSLambdaBasicExecutionRole"
                ],
                "Policies": [
                    {
                        "PolicyName": "PythonLambdaAccess",
                        "PolicyDocument": {
                            "Version": "2012-10-17",		 	 	 
                            "Statement": [
                                {
                                    "Effect": "Allow",
                                    "Action": [
                                        "dynamodb:DescribeTable",
                                        "dynamodb:BatchWriteItem"
                                    ],
                                    "Resource": {
                                        "Fn::Sub": "arn:aws:dynamodb:${AWS::Region}:${AWS::AccountId}:table/${PythonLambdaOutputTable}"
                                    }
                                },
                                {
                                    "Effect": "Allow",
                                    "Action": [
                                        "dynamodb:PutItem"
                                    ],
                                    "Resource": {
                                        "Fn::Sub": "arn:aws:dynamodb:${AWS::Region}:${AWS::AccountId}:table/${PythonLambdaOutputTable}*"
                                    }
                                },
                                {
                                    "Effect": "Allow",
                                    "Action": [
                                        "kinesis:GetRecords",
                                        "kinesis:GetShardIterator",
                                        "kinesis:DescribeStream",
                                        "kinesis:ListStreams"
                                    ],
                                    "Resource": {
                                        "Fn::Sub": "arn:aws:kinesis:${AWS::Region}:${AWS::AccountId}:stream/${InputStream}"
                                    }
                                }
                            ]
                        }
                    }
                ]
            }
        },
        "PythonLambdaFunction": {
            "Type": "AWS::Lambda::Function",
            "Properties": {
                "Description": "Python consumer",
                "Runtime": "python2.7",
                "MemorySize": 512,
                "Timeout": 90,
                "Role": {
                    "Fn::GetAtt": [
                        "PythonLambdaRole",
                        "Arn"
                    ]
                },
                "Handler": "aws_crypto_examples.kinesis_datakey_caching.consumer.lambda_handler",
                "Code": {
                    "S3Bucket": {
                        "Ref": "SourceCodeBucket"
                    },
                    "S3Key": {
                        "Ref": "PythonLambdaS3Key"
                    },
                    "S3ObjectVersion": {
                        "Ref": "PythonLambdaObjectVersionId"
                    }
                },
                "Environment": {
                    "Variables": {
                        "TABLE_NAME": {
                            "Ref": "PythonLambdaOutputTable"
                        }
                    }
                }
            }
        },
        "PythonLambdaSourceMapping": {
            "Type": "AWS::Lambda::EventSourceMapping",
            "Properties": {
                "BatchSize": 1,
                "Enabled": true,
                "EventSourceArn": {
                    "Fn::Sub": "arn:aws:kinesis:${AWS::Region}:${AWS::AccountId}:stream/${InputStream}"
                },
                "FunctionName": {
                    "Ref": "PythonLambdaFunction"
                },
                "StartingPosition": "TRIM_HORIZON"
            }
        },
        "JavaLambdaOutputTable": {
            "Type": "AWS::DynamoDB::Table",
            "Properties": {
                "AttributeDefinitions": [
                    {
                        "AttributeName": "id",
                        "AttributeType": "S"
                    }
                ],
                "KeySchema": [
                    {
                        "AttributeName": "id",
                        "KeyType": "HASH"
                    }
                ],
                "ProvisionedThroughput": {
                    "ReadCapacityUnits": 1,
                    "WriteCapacityUnits": 1
                }
            }
        },
        "JavaLambdaRole": {
            "Type": "AWS::IAM::Role",
            "Properties": {
                "AssumeRolePolicyDocument": {
                    "Version": "2012-10-17",		 	 	 
                    "Statement": [
                        {
                            "Effect": "Allow",
                            "Principal": {
                                "Service": "lambda.amazonaws.com"
                            },
                            "Action": "sts:AssumeRole"
                        }
                    ]
                },
                "ManagedPolicyArns": [
                    "arn:aws:iam::aws:policy/service-role/AWSLambdaBasicExecutionRole"
                ],
                "Policies": [
                    {
                        "PolicyName": "JavaLambdaAccess",
                        "PolicyDocument": {
                            "Version": "2012-10-17",		 	 	 
                            "Statement": [
                                {
                                    "Effect": "Allow",
                                    "Action": [
                                        "dynamodb:DescribeTable",
                                        "dynamodb:BatchWriteItem"
                                    ],
                                    "Resource": {
                                        "Fn::Sub": "arn:aws:dynamodb:${AWS::Region}:${AWS::AccountId}:table/${JavaLambdaOutputTable}"
                                    }
                                },
                                {
                                    "Effect": "Allow",
                                    "Action": [
                                        "dynamodb:PutItem"
                                    ],
                                    "Resource": {
                                        "Fn::Sub": "arn:aws:dynamodb:${AWS::Region}:${AWS::AccountId}:table/${JavaLambdaOutputTable}*"
                                    }
                                },
                                {
                                    "Effect": "Allow",
                                    "Action": [
                                        "kinesis:GetRecords",
                                        "kinesis:GetShardIterator",
                                        "kinesis:DescribeStream",
                                        "kinesis:ListStreams"
                                    ],
                                    "Resource": {
                                        "Fn::Sub": "arn:aws:kinesis:${AWS::Region}:${AWS::AccountId}:stream/${InputStream}"
                                    }
                                }
                            ]
                        }
                    }
                ]
            }
        },
        "JavaLambdaFunction": {
            "Type": "AWS::Lambda::Function",
            "Properties": {
                "Description": "Java consumer",
                "Runtime": "java8",
                "MemorySize": 512,
                "Timeout": 90,
                "Role": {
                    "Fn::GetAtt": [
                        "JavaLambdaRole",
                        "Arn"
                    ]
                },
                "Handler": "com.amazonaws.crypto.examples.kinesisdatakeycaching.LambdaDecryptAndWrite::handleRequest",
                "Code": {
                    "S3Bucket": {
                        "Ref": "SourceCodeBucket"
                    },
                    "S3Key": {
                        "Ref": "JavaLambdaS3Key"
                    },
                    "S3ObjectVersion": {
                        "Ref": "JavaLambdaObjectVersionId"
                    }
                },
                "Environment": {
                    "Variables": {
                        "TABLE_NAME": {
                            "Ref": "JavaLambdaOutputTable"
                        },
                        "CMK_ARN": {
                            "Fn::GetAtt": [
                                "RegionKinesisCMK",
                                "Arn"
                            ]
                        }
                    }
                }
            }
        },
        "JavaLambdaSourceMapping": {
            "Type": "AWS::Lambda::EventSourceMapping",
            "Properties": {
                "BatchSize": 1,
                "Enabled": true,
                "EventSourceArn": {
                    "Fn::Sub": "arn:aws:kinesis:${AWS::Region}:${AWS::AccountId}:stream/${InputStream}"
                },
                "FunctionName": {
                    "Ref": "JavaLambdaFunction"
                },
                "StartingPosition": "TRIM_HORIZON"
            }
        },
        "RegionKinesisCMK": {
            "Type": "AWS::KMS::Key",
            "Properties": {
                "Description": "Used to encrypt data passing through Kinesis Stream in this region",
                "Enabled": true,
                "KeyPolicy": {
                    "Version": "2012-10-17",		 	 	 
                    "Statement": [
                        {
                            "Effect": "Allow",
                            "Principal": {
                                "AWS": {
                                    "Fn::Sub": "arn:aws:iam::${AWS::AccountId}:root"
                                }
                            },
                            "Action": [
                                "kms:Encrypt",
                                "kms:GenerateDataKey",
                                "kms:CreateAlias",
                                "kms:DeleteAlias",
                                "kms:DescribeKey",
                                "kms:DisableKey",
                                "kms:EnableKey",
                                "kms:PutKeyPolicy",
                                "kms:ScheduleKeyDeletion",
                                "kms:UpdateAlias",
                                "kms:UpdateKeyDescription"
                            ],
                            "Resource": "*"
                        },
                        {
                            "Effect": "Allow",
                            "Principal": {
                                "AWS": [
                                    {
                                        "Fn::GetAtt": [
                                            "PythonLambdaRole",
                                            "Arn"
                                        ]
                                    },
                                    {
                                        "Fn::GetAtt": [
                                            "JavaLambdaRole",
                                            "Arn"
                                        ]
                                    }
                                ]
                            },
                            "Action": "kms:Decrypt",
                            "Resource": "*"
                        }
                    ]
                }
            }
        },
        "RegionKinesisCMKAlias": {
            "Type": "AWS::KMS::Alias",
            "Properties": {
                "AliasName": {
                    "Fn::Sub": "alias/${KeyAliasSuffix}"
                },
                "TargetKeyId": {
                    "Ref": "RegionKinesisCMK"
                }
            }
        }
    }
}
```

------
#### [ YAML ]

```
Parameters:
    SourceCodeBucket:
        Type: String
        Description: S3 bucket containing Lambda source code zip files
    PythonLambdaS3Key:
        Type: String
        Description: S3 key containing Python Lambda source code zip file
    PythonLambdaObjectVersionId:
        Type: String
        Description: S3 version id for S3 key containing Python Lambda source code zip file
    JavaLambdaS3Key:
        Type: String
        Description: S3 key containing Python Lambda source code zip file
    JavaLambdaObjectVersionId:
        Type: String
        Description: S3 version id for S3 key containing Python Lambda source code zip file
    KeyAliasSuffix:
        Type: String
        Description: 'Suffix to use for KMS CMK Alias (ie: alias/<KeyAliasSuffix>)'
    StreamName:
        Type: String
        Description: Name to use for Kinesis Stream
Resources:
    InputStream:
        Type: AWS::Kinesis::Stream
        Properties:
            Name: !Ref StreamName
            ShardCount: 2
    PythonLambdaOutputTable:
        Type: AWS::DynamoDB::Table
        Properties:
            AttributeDefinitions:
                -
                    AttributeName: id
                    AttributeType: S
            KeySchema:
                -
                    AttributeName: id
                    KeyType: HASH
            ProvisionedThroughput:
                ReadCapacityUnits: 1
                WriteCapacityUnits: 1
    PythonLambdaRole:
        Type: AWS::IAM::Role
        Properties:
            AssumeRolePolicyDocument:
                Version: 2012-10-17
                Statement:
                    -
                        Effect: Allow
                        Principal:
                            Service: lambda.amazonaws.com
                        Action: sts:AssumeRole
            ManagedPolicyArns:
                - arn:aws:iam::aws:policy/service-role/AWSLambdaBasicExecutionRole
            Policies:
                -
                    PolicyName: PythonLambdaAccess
                    PolicyDocument:
                        Version: 2012-10-17
                        Statement:
                            -
                                Effect: Allow
                                Action:
                                    - dynamodb:DescribeTable
                                    - dynamodb:BatchWriteItem
                                Resource: !Sub arn:aws:dynamodb:${AWS::Region}:${AWS::AccountId}:table/${PythonLambdaOutputTable}
                            -
                                Effect: Allow
                                Action:
                                    - dynamodb:PutItem
                                Resource: !Sub arn:aws:dynamodb:${AWS::Region}:${AWS::AccountId}:table/${PythonLambdaOutputTable}*
                            -
                                Effect: Allow
                                Action:
                                    - kinesis:GetRecords
                                    - kinesis:GetShardIterator
                                    - kinesis:DescribeStream
                                    - kinesis:ListStreams
                                Resource: !Sub arn:aws:kinesis:${AWS::Region}:${AWS::AccountId}:stream/${InputStream}
    PythonLambdaFunction:
        Type: AWS::Lambda::Function
        Properties:
            Description: Python consumer
            Runtime: python2.7
            MemorySize: 512
            Timeout: 90
            Role: !GetAtt PythonLambdaRole.Arn
            Handler: aws_crypto_examples.kinesis_datakey_caching.consumer.lambda_handler
            Code:
                S3Bucket: !Ref SourceCodeBucket
                S3Key: !Ref PythonLambdaS3Key
                S3ObjectVersion: !Ref PythonLambdaObjectVersionId
            Environment:
                Variables:
                    TABLE_NAME: !Ref PythonLambdaOutputTable
    PythonLambdaSourceMapping:
        Type: AWS::Lambda::EventSourceMapping
        Properties:
            BatchSize: 1
            Enabled: true
            EventSourceArn: !Sub arn:aws:kinesis:${AWS::Region}:${AWS::AccountId}:stream/${InputStream}
            FunctionName: !Ref PythonLambdaFunction
            StartingPosition: TRIM_HORIZON
    JavaLambdaOutputTable:
        Type: AWS::DynamoDB::Table
        Properties:
            AttributeDefinitions:
                -
                    AttributeName: id
                    AttributeType: S
            KeySchema:
                -
                    AttributeName: id
                    KeyType: HASH
            ProvisionedThroughput:
                ReadCapacityUnits: 1
                WriteCapacityUnits: 1
    JavaLambdaRole:
        Type: AWS::IAM::Role
        Properties:
            AssumeRolePolicyDocument:
                Version: 2012-10-17
                Statement:
                    -
                        Effect: Allow
                        Principal:
                            Service: lambda.amazonaws.com
                        Action: sts:AssumeRole
            ManagedPolicyArns:
                - arn:aws:iam::aws:policy/service-role/AWSLambdaBasicExecutionRole
            Policies:
                -
                    PolicyName: JavaLambdaAccess
                    PolicyDocument:
                        Version: 2012-10-17
                        Statement:
                            -
                                Effect: Allow
                                Action:
                                    - dynamodb:DescribeTable
                                    - dynamodb:BatchWriteItem
                                Resource: !Sub arn:aws:dynamodb:${AWS::Region}:${AWS::AccountId}:table/${JavaLambdaOutputTable}
                            -
                                Effect: Allow
                                Action:
                                    - dynamodb:PutItem
                                Resource: !Sub arn:aws:dynamodb:${AWS::Region}:${AWS::AccountId}:table/${JavaLambdaOutputTable}*
                            -
                                Effect: Allow
                                Action:
                                    - kinesis:GetRecords
                                    - kinesis:GetShardIterator
                                    - kinesis:DescribeStream
                                    - kinesis:ListStreams
                                Resource: !Sub arn:aws:kinesis:${AWS::Region}:${AWS::AccountId}:stream/${InputStream}
    JavaLambdaFunction:
        Type: AWS::Lambda::Function
        Properties:
            Description: Java consumer
            Runtime: java8
            MemorySize: 512
            Timeout: 90
            Role: !GetAtt JavaLambdaRole.Arn
            Handler: com.amazonaws.crypto.examples.kinesisdatakeycaching.LambdaDecryptAndWrite::handleRequest
            Code:
                S3Bucket: !Ref SourceCodeBucket
                S3Key: !Ref JavaLambdaS3Key
                S3ObjectVersion: !Ref JavaLambdaObjectVersionId
            Environment:
                Variables:
                    TABLE_NAME: !Ref JavaLambdaOutputTable
                    CMK_ARN: !GetAtt RegionKinesisCMK.Arn
    JavaLambdaSourceMapping:
        Type: AWS::Lambda::EventSourceMapping
        Properties:
            BatchSize: 1
            Enabled: true
            EventSourceArn: !Sub arn:aws:kinesis:${AWS::Region}:${AWS::AccountId}:stream/${InputStream}
            FunctionName: !Ref JavaLambdaFunction
            StartingPosition: TRIM_HORIZON
    RegionKinesisCMK:
        Type: AWS::KMS::Key
        Properties:
            Description: Used to encrypt data passing through Kinesis Stream in this region
            Enabled: true
            KeyPolicy:
                Version: 2012-10-17
                Statement:
                    -
                        Effect: Allow
                        Principal:
                            AWS: !Sub arn:aws:iam::${AWS::AccountId}:root
                        Action:
                            # Data plane actions
                            - kms:Encrypt
                            - kms:GenerateDataKey
                            # Control plane actions
                            - kms:CreateAlias
                            - kms:DeleteAlias
                            - kms:DescribeKey
                            - kms:DisableKey
                            - kms:EnableKey
                            - kms:PutKeyPolicy
                            - kms:ScheduleKeyDeletion
                            - kms:UpdateAlias
                            - kms:UpdateKeyDescription
                        Resource: '*'
                    -
                        Effect: Allow
                        Principal:
                            AWS:
                                - !GetAtt PythonLambdaRole.Arn
                                - !GetAtt JavaLambdaRole.Arn
                        Action: kms:Decrypt
                        Resource: '*'
    RegionKinesisCMKAlias:
        Type: AWS::KMS::Alias
        Properties:
            AliasName: !Sub alias/${KeyAliasSuffix}
            TargetKeyId: !Ref RegionKinesisCMK
```

------