From a90a16c8d49395091affa136679c28102b466a79 Mon Sep 17 00:00:00 2001 From: Dan Blaner Date: Wed, 17 Aug 2022 16:45:54 -0400 Subject: [PATCH] Final updates for DMS support --- README.md | 42 ++- img/dms.png | Bin 0 -> 195938 bytes pom.xml | 2 +- .../cfn/qldb-ledger-load-via-dms-kinesis.yml | 346 ++++++++++++++++++ .../qldb/load/eventmap/LoadEventMapper.java | 32 +- .../eventmap/MappingFileLoadEventMapper.java | 7 +- .../DmsToKinesisDataStreamEventReceiver.java | 67 ++-- .../writer/TableMapperRevisionWriter.java | 1 - src/main/resources/dms-mapping.json | 37 +- src/main/resources/table-map.properties | 2 +- .../MappingFileLoadEventMapperTest.java | 48 ++- 11 files changed, 521 insertions(+), 63 deletions(-) create mode 100644 img/dms.png create mode 100644 src/main/cfn/qldb-ledger-load-via-dms-kinesis.yml diff --git a/README.md b/README.md index 04e85e7..a9994bd 100644 --- a/README.md +++ b/README.md @@ -113,6 +113,32 @@ ledger, not for updates. Otherwise, an excessive number of events may end up in ![Amazon EventBridge](img/eventbridge.png) +### AWS Database Migration Service (DMS) + +This framework can be used with [AWS Database Migration Service (DMS)](https://docs.aws.amazon.com/dms/latest/userguide/Welcome.html) +to migrate data from a [DMS-supported source database](https://docs.aws.amazon.com/dms/latest/userguide/CHAP_Source.html) +into the target ledger via an Amazon Kinesis Data Stream as the delivery channel. The framework supports both full loads and +Change Data Capture (CDC) to support one-time migrations, gradual cut-overs, or for on-going data replication from a source +database into a QLDB ledger acting as an audit database. DDL changes are not supported by the framework. + +![AWS Database Migration Service](img/dms.png) + +Understand how DMS works with your source database and with Kinesis Data Streams target endpoints before using this +approach. + +It is possible to change the value of the primary key or unique identifier for a record in the source table. To +propagate this change through to the ledger, the framework needs to know the previous value of the identifier. To have +DMS provide the previous identifier, add the following configuration to the migration task's settings: + + "BeforeImageSettings": { + "EnableBeforeImage": true, + "ColumnFilter": "pk-only", + "FieldName": "before-image" + } + +See [here](https://docs.aws.amazon.com/dms/latest/userguide/CHAP_Tasks.CustomizingTasks.TaskSettings.BeforeImage.html) +for more details on this setting. + ## Requirements 1. **Sign up for AWS** — Before you begin, you need an AWS account. For more information about creating an AWS @@ -134,15 +160,15 @@ the file to an S3 bucket, where it will be used by one of the CloudFormation tem Deploy the loader project by creating a stack with one of the templates in the `src/main/cfn` folder of the project. Select one of the following: -| Template | Description | -|-------------------------------------|---------| -| qldb-ledger-load-via-sqs.yml | SQS | -| qldb-ledger-load-via-sns.yml | SNS | -| qldb-ledger-load-via-sns-to-sqs.yml | SNS to SQS | -| qldb-ledger-load-via-kinesis.yml | Kinesis | -| qldb-ledger-load-via-msk.yml | MSK | +| Template | Description | +|--------------------------------------|--------------------| +| qldb-ledger-load-via-sqs.yml | SQS | +| qldb-ledger-load-via-sns.yml | SNS | +| qldb-ledger-load-via-sns-to-sqs.yml | SNS to SQS | +| qldb-ledger-load-via-kinesis.yml | Kinesis | +| qldb-ledger-load-via-msk.yml | MSK | | qldb-ledger-load-via-eventbridge.yml | Amazon EventBridge | - +| qldb-ledger-load-via-dms-kinesis.yml | DMS | ## Getting Help diff --git a/img/dms.png b/img/dms.png new file mode 100644 index 0000000000000000000000000000000000000000..76c7548bd9a1e7fae306e3a597f8586488f1dedf GIT binary patch literal 195938 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zyi5#u2LboOV)alZd5JMd?jR)PnQ;RVOlSe^g|HXFO2=#)iQ!kJp`3-*(;&z|iX({eeo01^mzu+k@~P9~HdeoN}_8 z?(BYUq`_EwN$ml8yRIlvI&;IOZH+-SHQUI`g`_mC>dFeH@)&~cW& ze8(px!u45*rMUuv%DDL8B?ZAg>cve{5Y35J)E#?bgzfx+H@#a_io8`4MA_G6a8i%? z#w*^ut0~=eD8a8*3>ue+0W)gJN`Mv~nc$ZA0f#1m__t@Hj|wE@o3H?Y*UFhf4^;w{ zdFSozP5uDPOy1sNJb*oHsfMZJY(=S}6AYHVr;ne2OdfXIH*rG$3p3=q$aF-dqZ2*z zUnI{zNTUBGv*te^8%IIs#R#F$_7Rep`X-}?D4PfOv4W@p>w|K*DiN7(n*B>kGCUr*An?e@zi{W9F^ctA)> zED{U(b-Mj)a_uh&@Z%x*g_C}P$zO>3|8K;-%CqR!aLMsoftware.amazon.qldb amazon-qldb-ledger-load - 1.0.1 + 1.1.0 jar diff --git a/src/main/cfn/qldb-ledger-load-via-dms-kinesis.yml b/src/main/cfn/qldb-ledger-load-via-dms-kinesis.yml new file mode 100644 index 0000000..8d3a636 --- /dev/null +++ b/src/main/cfn/qldb-ledger-load-via-dms-kinesis.yml @@ -0,0 +1,346 @@ +# +# Copyright Amazon.com, Inc. or its affiliates. All Rights Reserved. +# SPDX-License-Identifier: MIT-0 +# +# Permission is hereby granted, free of charge, to any person obtaining a copy of this +# software and associated documentation files (the "Software"), to deal in the Software +# without restriction, including without limitation the rights to use, copy, modify, +# merge, publish, distribute, sublicense, and/or sell copies of the Software, and to +# permit persons to whom the Software is furnished to do so. +# +# THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR IMPLIED, +# INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, FITNESS FOR A +# PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR COPYRIGHT +# HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER IN AN ACTION +# OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN CONNECTION WITH THE +# SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE. +# +--- +AWSTemplateFormatVersion: "2010-09-09" +Description: > + Creates the components for asynchronous data load into an Amazon QLDB ledger via AWS Database Migration Service (DMS) through + an Amazon Kinesis Data Stream. This template creates the Kinesis Data Stream, an SQS Dead Letter Queue to receive events, + and the DMS target endpoint for the stream. It does not create the DMS task to perform the migration. + +Metadata: + AWS::CloudFormation::Interface: + ParameterGroups: + - Label: + default: "Ledger" + Parameters: + - LedgerName + - LedgerRegion + - Label: + default: "Lambda Loader" + Parameters: + - LambdaCodeS3Bucket + - LambdaCodeS3Key + - LoaderHandlerName + - RevisionWriterClass + - LoadEventMapperClass + - LambdaMemory + - LoaderProvisionedConcurrency + - MaxOccRetries + - MaxLedgerSessionsPerLambda + - LoaderStrictMode + - BeforeImageFieldName + - Label: + default: "Delivery Channel Settings" + Parameters: + - ShardCount + - StreamMode + - RetentionPeriodHours + - StreamConsumerBatchSize + - ParallelizationFactor + - MaximumRetries + - MaximumEventAgeSeconds + - MaximumBatchingWindowInSeconds + +Parameters: + LedgerName: + Description: "Name of the QLDB ledger" + Type: "String" + + LedgerRegion: + Description: "The region where the QLDB ledger is located. Leave blank to use the local region." + Type: "String" + + LambdaCodeS3Bucket: + Description: "The S3 bucket containing this stack's Lambda code" + Type: "String" + + LambdaCodeS3Key: + Description: "The S3 key of the zip file containing this stack's Lambda code" + Type: "String" + + LoaderHandlerName: + Description: "The fully-qualified class and method names of the loader Lambda function" + Type: "String" + Default: "software.amazon.qldb.load.receiver.DmsToKinesisDataStreamEventReceiver::handleRequest" + + RevisionWriterClass: + Description: "The fully-qualified name of the RevisionWriter class the function should use to write events to the ledger." + Type: "String" + Default: "software.amazon.qldb.load.writer.TableMapperRevisionWriter" + + LoadEventMapperClass: + Description: "The fully-qualified name of the LoadEventMapper class the function should use to map data from the source table to the target table." + Type: "String" + Default: "software.amazon.qldb.load.eventmap.MappingFileLoadEventMapper" + + BeforeImageFieldName: + Description: "The name of the 'before image' field in the DMS stream event. This corresponds to the value of the 'FieldName' setting in the 'BeforeImageSettings' section of the DMS task settings." + Type: "String" + Default: "before-image" + + LambdaMemory: + Description: "The amount of memory (GB) to allocate to the Lambda function" + Type: Number + Default: 2048 + + LoaderProvisionedConcurrency: + Description: "The number of Lambda instances to initialize for loading" + Type: Number + MinValue: 1 + Default: 10 + + MaxOccRetries: + Description: "The maximum number of times the QLDB driver will retry a transaction on OCC conflicts" + Type: "Number" + Default: 3 + + MaxLedgerSessionsPerLambda: + Description: "The maximum of number of concurrent QLDB sessions per Lambda function instance" + Type: "Number" + Default: 1 + + LoaderStrictMode: + Description: "Strict Mode setting for the loader function" + Type: "String" + AllowedValues: + - "True" + - "False" + Default: "True" + + StreamConsumerBatchSize: + Description: "The maximum number of records in each batch that Lambda pulls from the stream and sends to the function. Omit if using an existing stream." + Type: "Number" + Default: 100 + + ParallelizationFactor: + Description: "The number of batches to process concurrently from each shard. Omit if using an existing stream." + Type: "Number" + Default: 1 + + RetentionPeriodHours: + Description: "The number of hours for the data records that are stored in shards to remain accessible. Omit if using an existing stream." + Type: "Number" + Default: 24 + + ShardCount: + Description: "The number of shards that the stream uses. For greater provisioned throughput, increase the number of shards. Omit if using an existing stream." + Type: "Number" + Default: 1 + + StreamMode: + Description: "Specifies the capacity mode for the data stream. Omit if using an existing stream." + Type: "String" + AllowedValues: + - "ON_DEMAND" + - "PROVISIONED" + Default: "PROVISIONED" + + MaximumRetries: + Description: "Discard records after the specified number of retries. The default value is -1, which sets the maximum number of retries to infinite. When retries is infinite, Lambda retries failed records until the record expires in the stream." + Type: "Number" + Default: -1 + + MaximumEventAgeSeconds: + Description: "Tells the Lambda function to discard records older than the specified age (in seconds). The default value is -1, which sets the maximum age to infinite. When the value is set to infinite, Lambda never discards old records and records expire based on the stream's setting (configured via RetentionPeriodHours)." + Type: "Number" + Default: -1 + + MaximumBatchingWindowInSeconds: + Description: "The maximum amount of time, in seconds, that Lambda spends gathering records from the stream before invoking the function. A value of zero tells Lambda not to wait to buffer records." + Type: "Number" + Default: 0 + + +Conditions: + RegionSet: !Not [!Equals ["", !Ref LedgerRegion]] + + +Resources: + DeadLetterQueue: + Type: AWS::SQS::Queue + + Stream: + Type: AWS::Kinesis::Stream + Properties: + RetentionPeriodHours: !Ref RetentionPeriodHours + ShardCount: !Ref ShardCount + StreamModeDetails: + StreamMode: !Ref StreamMode + + DmsTargetEndpointAccessRole: + Type: "AWS::IAM::Role" + Properties: + Policies: + - PolicyName: !Join [ "-", [ !Ref AWS::StackName, "DmsTargetEndpointServiceAccess" ] ] + PolicyDocument: + Version: "2012-10-17" + Statement: + - Effect: "Allow" + Action: + - "kinesis:DescribeStream" + - "kinesis:DescribeStreamSummary" + - "kinesis:ListShards" + - "kinesis:PutRecord" + - "kinesis:PutRecords" + Resource: + - !GetAtt Stream.Arn + AssumeRolePolicyDocument: + Version: "2012-10-17" + Statement: + - Effect: "Allow" + Principal: + Service: + - "dms.amazonaws.com" + Action: + - "sts:AssumeRole" + + DmsKinesisTargetEndpoint: + Type: "AWS::DMS::Endpoint" + Properties: + EndpointIdentifier: !Join ["-", ["kinesis-to-qldb", !Ref LedgerName]] + EndpointType: "target" + EngineName: "kinesis" + KinesisSettings: + StreamArn: !GetAtt Stream.Arn + ServiceAccessRoleArn: !GetAtt DmsTargetEndpointAccessRole.Arn + MessageFormat: "json" + + LedgerLoadFunctionRole: + Type: "AWS::IAM::Role" + Properties: + ManagedPolicyArns: + - "arn:aws:iam::aws:policy/AmazonQLDBReadOnly" + - "arn:aws:iam::aws:policy/service-role/AWSLambdaBasicExecutionRole" + Policies: + - PolicyName: !Join [ "-", [ !Ref AWS::StackName, !Ref LedgerName, "LoaderLedgerAccess" ] ] + PolicyDocument: + Version: "2012-10-17" + Statement: + - Effect: "Allow" + Action: + - "qldb:SendCommand" + Resource: + - !Join [ "", [ "arn:aws:qldb:", !If [RegionSet, !Ref LedgerRegion, !Ref AWS::Region], ":", !Ref "AWS::AccountId", ":ledger/", !Ref LedgerName ] ] + - !Join [ "", [ "arn:aws:qldb:", !If [RegionSet, !Ref LedgerRegion, !Ref AWS::Region], ":", !Ref "AWS::AccountId", ":ledger/", !Ref LedgerName, "/*" ] ] + - Effect: "Allow" + Action: + - "qldb:PartiQLDelete" + - "qldb:PartiQLInsert" + - "qldb:PartiQLUpdate" + - "qldb:PartiQLSelect" + Resource: + - !Join [ "", [ "arn:aws:qldb:", !If [RegionSet, !Ref LedgerRegion, !Ref AWS::Region], ":", !Ref "AWS::AccountId", ":ledger/", !Ref LedgerName ] ] + - !Join [ "", [ "arn:aws:qldb:", !If [RegionSet, !Ref LedgerRegion, !Ref AWS::Region], ":", !Ref "AWS::AccountId", ":ledger/", !Ref LedgerName, "/*" ] ] + - Effect: "Allow" + Action: + - "kinesis:DescribeStream" + - "kinesis:DescribeStreamSummary" + - "kinesis:GetRecords" + - "kinesis:GetShardIterator" + - "kinesis:ListShards" + - "kinesis:ListStreams" + - "kinesis:SubscribeToShard" + Resource: + - !GetAtt Stream.Arn + - Effect: "Allow" + Action: + - "sqs:SendMessage" + Resource: + - !GetAtt DeadLetterQueue.Arn + AssumeRolePolicyDocument: + Version: "2012-10-17" + Statement: + - Effect: "Allow" + Principal: + Service: + - "lambda.amazonaws.com" + Action: + - "sts:AssumeRole" + + LedgerLoadFunction: + Type: AWS::Lambda::Function + Properties: + Description: "Loads documents from Kinesis into a QLDB ledger" + Runtime: java11 + Handler: !Ref LoaderHandlerName + MemorySize: !Ref LambdaMemory + Timeout: 30 + Role: !GetAtt LedgerLoadFunctionRole.Arn + Environment: + Variables: + LEDGER_NAME: !Ref LedgerName + LEDGER_REGION: !If [RegionSet, !Ref LedgerRegion, !Ref AWS::Region] + MAX_SESSIONS_PER_LAMBDA: !Ref MaxLedgerSessionsPerLambda + MAX_OCC_RETRIES: !Ref MaxOccRetries + STRICT_MODE: !Ref LoaderStrictMode + REVISION_WRITER: !Ref RevisionWriterClass + LOAD_EVENT_MAPPER: !Ref LoadEventMapperClass + BEFORE_IMAGE_FIELD_NAME: !Ref BeforeImageFieldName + Code: + S3Bucket: !Ref LambdaCodeS3Bucket + S3Key: !Ref LambdaCodeS3Key + + LedgerLoadFunctionVersion: + Type: AWS::Lambda::Version + Properties: + FunctionName: !Ref LedgerLoadFunction + + LedgerLoadFunctionAlias: + Type: AWS::Lambda::Alias + Properties: + FunctionName: !Ref LedgerLoadFunction + FunctionVersion: !GetAtt LedgerLoadFunctionVersion.Version + Name: "LedgerLoaderLatest" + ProvisionedConcurrencyConfig: + ProvisionedConcurrentExecutions: !Ref LoaderProvisionedConcurrency + + LambdaFunctionMapping: + Type: AWS::Lambda::EventSourceMapping + Properties: + EventSourceArn: !GetAtt Stream.Arn + BatchSize: !Ref StreamConsumerBatchSize + BisectBatchOnFunctionError: True + FunctionResponseTypes: + - ReportBatchItemFailures + FunctionName: !Ref LedgerLoadFunctionAlias + ParallelizationFactor: !Ref ParallelizationFactor + StartingPosition: TRIM_HORIZON + MaximumRetryAttempts: !Ref MaximumRetries + MaximumRecordAgeInSeconds: !Ref MaximumEventAgeSeconds + MaximumBatchingWindowInSeconds: !Ref MaximumBatchingWindowInSeconds + DestinationConfig: + OnFailure: + Destination: !GetAtt DeadLetterQueue.Arn + + +Outputs: + StreamName: + Description: "The name of the Kinesis data stream" + Value: !Ref Stream + + StreamArn: + Description: "The ARN of the Kinesis data stream" + Value: !GetAtt Stream.Arn + + DeadLetterQueueUrl: + Description: "The URL of the SQS dead-letter queue created in this stack" + Value: !Ref DeadLetterQueue + + DeadLetterQueueName: + Description: "The name of the SQS dead-letter queue created in this stack" + Value: !GetAtt DeadLetterQueue.QueueName \ No newline at end of file diff --git a/src/main/java/software/amazon/qldb/load/eventmap/LoadEventMapper.java b/src/main/java/software/amazon/qldb/load/eventmap/LoadEventMapper.java index 310bd9c..f39bf14 100644 --- a/src/main/java/software/amazon/qldb/load/eventmap/LoadEventMapper.java +++ b/src/main/java/software/amazon/qldb/load/eventmap/LoadEventMapper.java @@ -25,11 +25,39 @@ */ public interface LoadEventMapper { + /** + * Maps a table name from the source event to the corresponding table in the target database. + * + * @param sourceTable The name of the table in the source database to map. + * @return The name of the corresponding table in the target database or null if none was found. + */ public String mapTableName(String sourceTable); - public IonStruct mapDataRecord(IonStruct sourceRecord, String sourceTable); + /** + * Maps a data record from a source database into a data record for the target database, handling all field name + * translation, data formatting and filtering, restructuring, data type conversion, etc. + * + * @param sourceRecord The data record from the source database + * @param beforeImage The "before image" of the record. This can be useful for updates where the new data record + * may need to consider the before state when setting its values. This parameter is optional. + * @param sourceTable The name of the table in the source database that the source record belongs to. + * @return A data record mapped to the target table or null if there is no mapping for the given table. It is + * possible for this method to return an empty IonStruct if a table mapping exists, but no fields in the + * source data can be mapped. + */ + public IonStruct mapDataRecord(IonStruct sourceRecord, IonStruct beforeImage, String sourceTable); - public IonValue mapPrimaryKey(IonStruct sourceRecord, String sourceTable); + /** + * Identifies the unique identifier (primary key) in the source record. + * + * @param sourceRecord The data record from the source database + * @param beforeImage The "before image" of the record. This can be useful for updates where the value of the unique + * identifier field is changed in the source database. Without the before image, it would not be + * possible to identify the corresponding record in the target database for update. + * @param sourceTable The name of the table in the source database that the source record belongs to. + * @return The value of the unique identifier (primary key) for the record. + */ + public IonValue mapPrimaryKey(IonStruct sourceRecord, IonStruct beforeImage, String sourceTable); } diff --git a/src/main/java/software/amazon/qldb/load/eventmap/MappingFileLoadEventMapper.java b/src/main/java/software/amazon/qldb/load/eventmap/MappingFileLoadEventMapper.java index 11d6253..1dd5ac0 100644 --- a/src/main/java/software/amazon/qldb/load/eventmap/MappingFileLoadEventMapper.java +++ b/src/main/java/software/amazon/qldb/load/eventmap/MappingFileLoadEventMapper.java @@ -55,7 +55,7 @@ public String mapTableName(String sourceTable) { } @Override - public IonStruct mapDataRecord(IonStruct sourceRecord, String sourceTable) { + public IonStruct mapDataRecord(IonStruct sourceRecord, IonStruct beforeImage, String sourceTable) { TableConfig config = tableMap.get(sourceTable); if (config == null) return null; @@ -73,11 +73,14 @@ public IonStruct mapDataRecord(IonStruct sourceRecord, String sourceTable) { } @Override - public IonValue mapPrimaryKey(IonStruct sourceRecord, String sourceTable) { + public IonValue mapPrimaryKey(IonStruct sourceRecord, IonStruct beforeImage, String sourceTable) { TableConfig config = tableMap.get(sourceTable); if (config == null) return null; + if (beforeImage != null && beforeImage.containsKey(config.primaryKeyField)) + return beforeImage.get(config.primaryKeyField); + return sourceRecord.get(config.primaryKeyField); } diff --git a/src/main/java/software/amazon/qldb/load/receiver/DmsToKinesisDataStreamEventReceiver.java b/src/main/java/software/amazon/qldb/load/receiver/DmsToKinesisDataStreamEventReceiver.java index e65ac0d..4427bb9 100644 --- a/src/main/java/software/amazon/qldb/load/receiver/DmsToKinesisDataStreamEventReceiver.java +++ b/src/main/java/software/amazon/qldb/load/receiver/DmsToKinesisDataStreamEventReceiver.java @@ -30,10 +30,11 @@ import software.amazon.qldb.load.eventmap.LoadEventMapperFactory; import software.amazon.qldb.load.writer.RevisionWriter; import software.amazon.qldb.load.writer.RevisionWriterFactory; +import software.amazon.qldb.load.writer.ValidationResult; /** - * AWS Lambda function that consumes AWS Database Migration Service (DMS) events from a Kinesis Data Stream and writes + * AWS Lambda function that consumes AWS Database Migration Service (DMS) events from an Amazon Kinesis Data Stream and writes * them into a QLDB ledger, enabling automated migration and CDC replication of data from relational databases, * mainframes, and any other data source that DMS supports. The behavior of this function with respect to writing events * into the ledger is primarily controlled by the RevisionWriter, whose type is determined through an environment variable. @@ -47,6 +48,15 @@ public class DmsToKinesisDataStreamEventReceiver implements RequestHandler