

Terjemahan disediakan oleh mesin penerjemah. Jika konten terjemahan yang diberikan bertentangan dengan versi bahasa Inggris aslinya, utamakan versi bahasa Inggris.

# Contoh caching kunci data
<a name="sample-cache-example"></a>

Contoh ini menggunakan [caching kunci data](data-key-caching.md) dengan [cache lokal](data-caching-details.md#simplecache) untuk mempercepat aplikasi di mana data yang dihasilkan oleh beberapa perangkat dienkripsi dan disimpan di Wilayah yang berbeda.

Dalam skenario ini, beberapa produsen data menghasilkan data, mengenkripsi, dan menulis ke aliran [Kinesis](https://aws.amazon.com/kinesis/streams/) di setiap Wilayah. [AWS Lambda](https://aws.amazon.com/lambda/)fungsi (konsumen) mendekripsi aliran dan menulis data teks biasa ke tabel DynamoDB di Wilayah. Produsen data dan konsumen menggunakan AWS Encryption SDK dan [penyedia kunci AWS KMS utama](concepts.md#master-key-provider). Untuk mengurangi panggilan ke KMS, setiap produsen dan konsumen memiliki cache lokal mereka sendiri.

Anda dapat menemukan kode sumber untuk contoh-contoh ini di [Java dan Python](sample-cache-example-code.md). Sampel juga menyertakan CloudFormation template yang mendefinisikan sumber daya untuk sampel.

![\[Diagram ini menunjukkan bagaimana produsen data dan konsumen menggunakan AWS KMS, Amazon Kinesis Data Streams, dan Amazon DynamoDB.\]](http://docs.aws.amazon.com/id_id/encryption-sdk/latest/developer-guide/images/simplecache-example.png)


## Hasil cache lokal
<a name="caching-example-impact"></a>

Tabel berikut menunjukkan bahwa cache lokal mengurangi total panggilan ke KMS (per detik per Wilayah) dalam contoh ini menjadi 1% dari nilai aslinya.


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


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

# Kode contoh caching kunci data
<a name="sample-cache-example-code"></a>

Contoh kode ini menciptakan implementasi sederhana dari caching kunci data dengan [cache lokal](data-caching-details.md#simplecache) di Java dan Python. Kode ini menciptakan dua contoh cache lokal: satu untuk [produsen data yang mengenkripsi data](#caching-producer) dan satu lagi untuk [konsumen data](#caching-consumer) (AWS Lambda fungsi) yang mendekripsi data. Untuk detail tentang implementasi caching kunci data dalam setiap bahasa, lihat dokumentasi [Javadoc dan](https://aws.github.io/aws-encryption-sdk-java/) [Python](https://aws-encryption-sdk-python.readthedocs.io/en/latest/) untuk. AWS Encryption SDK

Data key caching tersedia untuk semua [bahasa pemrograman](programming-languages.md) yang AWS Encryption SDK mendukung. 

Untuk contoh lengkap dan teruji menggunakan caching kunci data di AWS Encryption SDK, lihat:
+ [C/C\$1\$1: caching\$1cmm.cpp](https://github.com/aws/aws-encryption-sdk-c/blob/master/examples/caching_cmm.cpp) 
+ Jawa: [SimpleDataKeyCachingExample.java](https://github.com/aws/aws-encryption-sdk-java/blob/master/src/examples/java/com/amazonaws/crypto/examples/v2/SimpleDataKeyCachingExample.java)
+ JavaScript Peramban: [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)

## Produser
<a name="caching-producer"></a>

[Produser mendapatkan peta, mengubahnya menjadi JSON, menggunakan AWS Encryption SDK untuk mengenkripsi, dan mendorong catatan ciphertext ke aliran Kinesis di masing-masing.](https://aws.amazon.com/kinesis/streams/) Wilayah AWS

[Kode mendefinisikan [manajer bahan kriptografi caching](data-caching-details.md#caching-cmm) (caching CMM) dan mengaitkannya dengan [cache lokal dan penyedia kunci master yang mendasarinya](data-caching-details.md#simplecache).AWS KMS](concepts.md#master-key-provider) CMM caching menyimpan kunci data (dan [materi kriptografi terkait](data-caching-details.md#cache-entries)) dari penyedia kunci utama. Ini juga berinteraksi dengan cache atas nama SDK dan memberlakukan ambang keamanan yang Anda tetapkan. 

Karena panggilan ke metode enkripsi menentukan CMM caching, bukan [manajer bahan kriptografi biasa (CMM) atau penyedia kunci utama, enkripsi akan menggunakan caching](concepts.md#crypt-materials-manager) kunci data.

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

Contoh berikut menggunakan versi 2. *x* dari AWS Encryption SDK for Java. Versi 3. *x* dari CMM AWS Encryption SDK for Java caching kunci data tidak digunakan lagi. Dengan versi 3. *x*, Anda juga dapat menggunakan [keyring AWS KMS Hierarkis, solusi](use-hierarchical-keyring.md) caching bahan kriptografi alternatif.

```
/*
 * 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
            )
```

------

## Konsumen
<a name="caching-consumer"></a>

Konsumen data adalah [AWS Lambda](https://aws.amazon.com/lambda/)fungsi yang dipicu oleh peristiwa [Kinesis](https://aws.amazon.com/kinesis/). [Ini mendekripsi dan deserialisasi setiap catatan, dan menulis catatan teks biasa ke tabel Amazon DynamoDB di Wilayah yang sama.](https://aws.amazon.com/dynamodb/)

Seperti kode produsen, kode konsumen memungkinkan caching kunci data dengan menggunakan manajer bahan kriptografi caching (caching CMM) dalam panggilan ke metode dekripsi. 

Kode Java membangun penyedia kunci master dalam *mode ketat* dengan yang ditentukan AWS KMS key. Mode ketat tidak diperlukan saat mendekripsi, tetapi ini adalah praktik [terbaik](best-practices.md#strict-discovery-mode). Kode Python menggunakan *mode penemuan*, yang memungkinkan AWS Encryption SDK penggunaan kunci pembungkus apa pun yang mengenkripsi kunci data untuk mendekripsi itu.

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

Contoh berikut menggunakan versi 2. *x* dari AWS Encryption SDK for Java. Versi 3. *x* dari CMM AWS Encryption SDK for Java caching kunci data tidak digunakan lagi. Dengan versi 3. *x*, Anda juga dapat menggunakan [keyring AWS KMS Hierarkis, solusi](use-hierarchical-keyring.md) caching bahan kriptografi alternatif.

Kode ini membuat penyedia kunci master untuk mendekripsi dalam mode ketat. Hanya AWS Encryption SDK dapat menggunakan yang AWS KMS keys Anda tentukan untuk mendekripsi pesan Anda.

```
/*
 * 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 ]

Kode Python ini mendekripsi dengan penyedia kunci master dalam mode penemuan. Ini memungkinkan AWS Encryption SDK penggunaan kunci pembungkus apa pun yang mengenkripsi kunci data untuk mendekripsi itu. [Mode ketat, di mana Anda menentukan kunci pembungkus yang dapat digunakan untuk dekripsi, adalah praktik terbaik.](best-practices.md#strict-discovery-mode)

```
"""
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)
```

------

# Contoh caching kunci data: template CloudFormation
<a name="sample-cache-example-cloudformation"></a>

 CloudFormation Template ini mengatur semua AWS sumber daya yang diperlukan untuk mereproduksi [contoh caching kunci data](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
```

------