From 944421cf8c93b0797ba13ad5049e07631f5de93f Mon Sep 17 00:00:00 2001 From: Thomas Kriechbaumer Date: Wed, 3 May 2023 11:39:09 +0200 Subject: [PATCH] This is where it all begins... Co-authored-by: Karan Thanvi Co-authored-by: Camillo Anania Co-authored-by: Aditya Chaphekar Co-authored-by: Onat Celmen --- .gitignore | 12 + LICENSE | 1 - README.md | 105 ++++- app.py | 71 +++ cdk.json | 43 ++ images/anomaly_detectors.png | Bin 0 -> 226125 bytes images/cfn_outputs_tab.png | Bin 0 -> 224916 bytes images/cognito_create_user.png | Bin 0 -> 251552 bytes images/dashboard/ebs_usage_detector.png | Bin 0 -> 105316 bytes images/dashboard/ec2_usage_detector.png | Bin 0 -> 214946 bytes images/dashboard/lambda_usage_detector.png | Bin 0 -> 340728 bytes images/ec2_anomalies.png | Bin 0 -> 197832 bytes images/lambda_highcard_anomalies.png | Bin 0 -> 117187 bytes images/lambda_highcard_anomaly_detection.png | Bin 0 -> 147776 bytes images/opensearch_admin_group.png | Bin 0 -> 145062 bytes images/opensearch_alerting_monitors.png | Bin 0 -> 207182 bytes images/send_test_message.png | Bin 0 -> 274018 bytes images/usage_anomaly_detector.png | Bin 0 -> 271607 bytes infra/__init__.py | 0 infra/usage_anomaly_detector.py | 413 ++++++++++++++++++ lambdas/LogsToElasticSearch/index.js | 263 +++++++++++ .../anomaly_detectors.json | 148 +++++++ lambdas/OpensearchAnomalyDetector/main.py | 156 +++++++ .../requirements.txt | 3 + .../usage_detector_dashboards.ndjson | 20 + .../OpensearchAnomalyDetectorNotif/main.py | 151 +++++++ .../requirements.txt | 2 + lambdas/OpensearchConfig/main.py | 39 ++ lambdas/OpensearchConfig/requirements.txt | 3 + requirements-dev.txt | 1 + requirements.txt | 3 + shared/python/.gitignore | 3 + shared/python/requirements.txt | 2 + source.bat | 13 + tests/__init__.py | 0 tests/unit/__init__.py | 0 tests/unit/test_infra_stack.py | 15 + troubleshooting.md | 9 + 38 files changed, 1469 insertions(+), 7 deletions(-) create mode 100644 .gitignore create mode 100644 app.py create mode 100644 cdk.json create mode 100644 images/anomaly_detectors.png create mode 100644 images/cfn_outputs_tab.png create mode 100644 images/cognito_create_user.png create mode 100644 images/dashboard/ebs_usage_detector.png create mode 100644 images/dashboard/ec2_usage_detector.png create mode 100644 images/dashboard/lambda_usage_detector.png create mode 100644 images/ec2_anomalies.png create mode 100644 images/lambda_highcard_anomalies.png create mode 100644 images/lambda_highcard_anomaly_detection.png create mode 100644 images/opensearch_admin_group.png create mode 100644 images/opensearch_alerting_monitors.png create mode 100644 images/send_test_message.png create mode 100644 images/usage_anomaly_detector.png create mode 100644 infra/__init__.py create mode 100644 infra/usage_anomaly_detector.py create mode 100644 lambdas/LogsToElasticSearch/index.js create mode 100644 lambdas/OpensearchAnomalyDetector/anomaly_detectors.json create mode 100644 lambdas/OpensearchAnomalyDetector/main.py create mode 100644 lambdas/OpensearchAnomalyDetector/requirements.txt create mode 100644 lambdas/OpensearchAnomalyDetector/usage_detector_dashboards.ndjson create mode 100644 lambdas/OpensearchAnomalyDetectorNotif/main.py create mode 100644 lambdas/OpensearchAnomalyDetectorNotif/requirements.txt create mode 100644 lambdas/OpensearchConfig/main.py create mode 100644 lambdas/OpensearchConfig/requirements.txt create mode 100644 requirements-dev.txt create mode 100644 requirements.txt create mode 100644 shared/python/.gitignore create mode 100644 shared/python/requirements.txt create mode 100644 source.bat create mode 100644 tests/__init__.py create mode 100644 tests/unit/__init__.py create mode 100644 tests/unit/test_infra_stack.py create mode 100644 troubleshooting.md diff --git a/.gitignore b/.gitignore new file mode 100644 index 0000000..0479170 --- /dev/null +++ b/.gitignore @@ -0,0 +1,12 @@ +*.swp +package-lock.json +__pycache__ +.pytest_cache +.venv +*.egg-info + +# CDK asset staging directory +.cdk.staging +cdk.out +cdk.context.json + diff --git a/LICENSE b/LICENSE index 09951d9..56a66b6 100644 --- a/LICENSE +++ b/LICENSE @@ -14,4 +14,3 @@ 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. - diff --git a/README.md b/README.md index 7f92204..7e2207a 100644 --- a/README.md +++ b/README.md @@ -1,11 +1,105 @@ -## My Project +# Near-Real Time Usage Anomaly Detection using OpenSearch -TODO: Fill this README out! +Detecting usage anomalies promptly is crucial because they can result in unforeseen charges. The Near-Real Time Usage Anomaly Detection solutions offers the capabilities to address this issue effectively. -Be sure to: +Anomalies often manifest as an unusual number of invocations (known as spikes) of specific AWS APIs that involve provisioning or running AWS resources. Such anomalies can occur due to unintentional errors, such as a Lambda function stuck in a loop, or due to malicious activities like the use of leaked keys to create expensive GPU instances for cryptocurrency mining. -* Change the title in this README -* Edit your repository description on GitHub +This solution leverages the [OpenSearch Anomaly Detection](https://docs.aws.amazon.com/opensearch-service/latest/developerguide/ad.html) feature to ingest in real-time CloudTrail management and data events and evaluate anomalies on specific API calls. + +Currently this solution evaluates anomalies for 3 APIs. The target APIs are: +- EC2 [RunInstances](https://docs.aws.amazon.com/AWSEC2/latest/APIReference/API_RunInstances.html) +- EC2 EBS [CreateVolume](https://docs.aws.amazon.com/AWSEC2/latest/APIReference/API_CreateVolume.html) +- Lambda [Invoke](https://docs.aws.amazon.com/lambda/latest/dg/API_Invoke.html) + +The number of monitored APIs can be easily extended and we look forward to receive feedback from the community for further APIs to add. We also welcome contributions. + +This solution provides a range of features that can be easily adapted and tailored to suit your individual requirements, including: + +1. Configuration of OpenSearch and Cognito integration via CDK +2. Implementation of both high-cardinality and low-cardinality anomaly detection techniques +3. Ingestion of CloudTrail logs into OpenSearch in real-time +4. Development of custom dashboards using CloudTrail events +5. How to programmatically setup OpenSearch anomaly detectors and alerts through CDK +6. Dynamic enrichment of anomaly notifications with contextual information via a Lambda function + +## Architecture +![Architecture](images/usage_anomaly_detector.png "Architecture") + +> NOTE: OpenSearch is deployed as public access domain and authentication is implemented via AWS Cognito. You should deploy OpenSearch inside a VPC if you want to limit access to private routes only. + +The primary components of the solution's architecture are: + +- AWS CloudTrail events centralized in an Amazon CloudWatch Logs log group. +- Amazon CloudWatch Logs log group data streaming to the Amazon OpenSearch domain in near real-time, facilitated by the LogsToOpenSearch Lambda function. +- OpenSearch Anomaly Detection module configured to detect usage anomalies in the ingested CloudTrail API calls. +- OpenSearch Alerting plugin responsible for dispatching alerts to customers for verification and remediation through the SNS AlertTopic. +- EnrichedNotification Lambda function, which enriches the alerts before sending them to the end user via the NotificationTopic. +- OpenSearch Dashboards access enabled by user authentication through the OpenSearchUser Cognito. + +## Pre-requisites +- [AWS Cloud Development Kit](https://docs.aws.amazon.com/cdk/v2/guide/home.html) version 2.69 or higher. +- All required libraries installed using python pip. Below commands are run locally from the root of the repository. + + ``` + pip install -r requirements.txt + pip install -r shared/python/requirements.txt -t shared/python + ``` +The above commands will also download the python libraries for the lambda layer. + +## Deployment +- Deploy the stack: + + ``` + cdk deploy --parameters opensearchAlertEmail='' + ``` + +This will do the following in the target account : +1. Create CloudTrail trails with target CloudWatch log-group for the trails. +2. Create OpenSearch Domain with Cognito auth for user management. +3. Setup Cloudwatch subscription filter (using Lambda) to forward logs to OpenSearch. +4. Create Lambda functions for Opensearch configuration automation(IAM Role mapping, anomaly detector creation). +5. Create SNS topics for alerts and notification lambda for enriched notifications. + +> NOTE: The IAM roles use AWS ManagedPolicies for various cases like lambdaExecution, etc. If required, please update to use self managed policies. + +You can set the context to disable Lambda logging with the trail by setting: `--context enable-lambda-trail=false`. This will skip the Lambda Anomaly detector creation. + +Furthermore, please examine the notification subscription confirmation email delivered to `` and confirm your subscription in order to obtain alert emails. + +## Usage +Once the deployment process concludes, the output from the CDK stack offers essential links for utilizing the solution. +Two primary URLs will be accessible: one for the OpenSearch dashboard endpoint and another for the Cognito user creation. Additionally, these URLs can be located within the Outputs tab of the CloudFormation console, as demonstrated in the example provided below: +![CloudFormation Outputs tab](images/cfn_outputs_tab.png "Outputs Tab") + +- Use the `OpenSearchCreateUserUrl` link (or navigate to the Cognito user pool in the AWS console) to create a new user to access the OpenSearch Dashboard. You can choose to make the user verified or send an invitation, as in the example shown below and then click **Create user**. +![Cognito OpenSearch User Creation](images/cognito_create_user.png "Cognito Create User") +- The user by default does NOT have access to the OpenSearch security management permissions. If you want to provide full access control, please add the user to the `opensearch-admin` group: +![Cognito OpenSearch admin group](images/opensearch_admin_group.png "OpenSearch Admin Group") + +- To access the OpenSearch Dashboard, either use the `OpenSearchDashboardEndpoint` URL or proceed to the corresponding URL within the OpenSearch Service section of the AWS Console. +- Inspect the `cwl-*` index pattern found in the Discover section to view all CloudTrail logs. +- Explore the Dashboard section to find resource usage dashboards for EC2, EBS, Lambda, and insights derived from CloudTrail events. View example dashboard images [here](images/dashboard/). +- Examine the **Anomaly Detection > Detectors** section to discover anomaly detectors associated with EC2 RunInstances, EBS CreateVolume, and Lambda Invoke API calls: +![Anomaly Detectors](images/anomaly_detectors.png "Anomaly Detectors") + +The anomaly detectors will send an email notification based on detected anomalies, for details check section below. +If you want to send a test notification, follow the steps: +1. In the OpenSearch Dashboard, navigate to **Alerting > Monitors** and click on monitor for which you wish to send the test notification: +![OpenSearch Alerting Monitors](images/opensearch_alerting_monitors.png "Alerting Monitors") +2. Click **Edit** and scroll down to **Triggers > Actions** and click **Send test message**: +![Send test message](images/send_test_message.png "Send test message") + + +## Anomaly Detection +Amazon OpenSearch Service supports a highly performant, integrated anomaly detection engine that enables near real-time identification of anomalies in streaming data. Anomaly detection in Amazon OpenSearch Service automatically detects anomalies in your OpenSearch data in near-real time by using the Random Cut Forest (RCF) algorithm. RCF is an unsupervised machine learning algorithm that models a sketch of your incoming data stream. The algorithm computes an anomaly grade and confidence score value for each incoming data point. Anomaly detection uses these values to differentiate an anomaly from normal variations in your data. + +For EC2, we use anomaly detector on RunInstance API call which provisions EC2s. An example anomaly detection can be seen below: +![EC2 Anomalies](images/ec2_anomalies.png "EC2 Anomalies") + +For Lambda, we are using [high-cardinality anomaly detection](https://aws.amazon.com/blogs/big-data/a-deep-dive-into-high-cardinality-anomaly-detection-in-elasticsearch/). +Check below screenshot for example anomaly: +![Lambda HCAD Anomaly Detection](images/lambda_highcard_anomaly_detection.png "Lambda HCAD Anomaly Detection") +![Lambda Invoke Anomaly](images/lambda_highcard_anomalies.png "Lambda Anomalies") ## Security @@ -14,4 +108,3 @@ See [CONTRIBUTING](CONTRIBUTING.md#security-issue-notifications) for more inform ## License This library is licensed under the MIT-0 License. See the LICENSE file. - diff --git a/app.py b/app.py new file mode 100644 index 0000000..c672330 --- /dev/null +++ b/app.py @@ -0,0 +1,71 @@ +#!/usr/bin/env python3 +import aws_cdk as cdk +from os import getenv +from infra.usage_anomaly_detector import UsageAnomalyDetectorStack +from cdk_nag import AwsSolutionsChecks, NagSuppressions, NagPackSuppression + +app = cdk.App() +usage_anomaly_detector_infra_stack = UsageAnomalyDetectorStack(app, app.node.try_get_context('stack-name'), + env=cdk.Environment( + region=getenv('AWS_REGION', getenv('CDK_DEFAULT_REGION')), + account=getenv('AWS_ACCOUNT_ID', getenv('CDK_DEFAULT_ACCOUNT')) + ), + description="Usage Anomaly Detector Stack uksb-1tupbocl1" +) + +tags={ + 'SolutionName': 'Usage Anomaly Detector', + 'SolutionVersion': 'v1.0.0', + 'SolutionIaC': 'CDK v2' +} + +for key, val in tags.items(): + cdk.Tags.of(usage_anomaly_detector_infra_stack).add(key,val) + +# nag suppressions +nagsuppression_checks = [ + { + "rule":"AwsSolutions-L1", + "reason":"Already using latest version pythnb3.9 & nodejs18.x for lambda" + }, + { + "rule":"AwsSolutions-IAM4", + "reason": "use AWS managed policies for IAM roles for lambda & other cdk defaults" + }, + { + "rule":"AwsSolutions-IAM5", + "reason":"use AWS managed policies from cdk defaults" + }, + { + "rule" : "AwsSolutions-OS1", + "reason" : "using public opensearch domain for solution" + }, + { + "rule" : "AwsSolutions-OS3", + "reason" : "using public opensearch domain for solution, IP restriction can be added by oss user." + }, + { + "rule" : "AwsSolutions-OS4", + "reason" : "does not need dedicated master" + }, + { + "rule": "AwsSolutions-OS5", + "reason": "using cognito for public opensearch dashboard auth" + }, + { + "rule": "AwsSolutions-OS9", + "reason": "solution dedicated opensearch, exempting slow logs/index publish" + } + +] +for checks in nagsuppression_checks: + NagSuppressions.add_stack_suppressions(usage_anomaly_detector_infra_stack, [ + NagPackSuppression( + id=checks['rule'], + reason=checks['reason'] + ) +]) + +# nag checks +cdk.Aspects.of(app).add(AwsSolutionsChecks(verbose=True)) +app.synth() diff --git a/cdk.json b/cdk.json new file mode 100644 index 0000000..fa4e828 --- /dev/null +++ b/cdk.json @@ -0,0 +1,43 @@ +{ + "app": "python3 app.py", + "watch": { + "include": [ + "**" + ], + "exclude": [ + "README.md", + "cdk*.json", + "requirements*.txt", + "source.bat", + "**/__init__.py", + "python/__pycache__", + "tests" + ] + }, + "context": { + "@aws-cdk/aws-apigateway:usagePlanKeyOrderInsensitiveId": true, + "@aws-cdk/core:stackRelativeExports": true, + "@aws-cdk/aws-rds:lowercaseDbIdentifier": true, + "@aws-cdk/aws-lambda:recognizeVersionProps": true, + "@aws-cdk/aws-lambda:recognizeLayerVersion": true, + "@aws-cdk/aws-cloudfront:defaultSecurityPolicyTLSv1.2_2021": true, + "@aws-cdk-containers/ecs-service-extensions:enableDefaultLogDriver": true, + "@aws-cdk/aws-ec2:uniqueImdsv2TemplateName": true, + "@aws-cdk/core:checkSecretUsage": true, + "@aws-cdk/aws-iam:minimizePolicies": true, + "@aws-cdk/aws-ecs:arnFormatIncludesClusterName": true, + "@aws-cdk/core:validateSnapshotRemovalPolicy": true, + "@aws-cdk/aws-codepipeline:crossAccountKeyAliasStackSafeResourceName": true, + "@aws-cdk/aws-s3:createDefaultLoggingPolicy": true, + "@aws-cdk/aws-sns-subscriptions:restrictSqsDescryption": true, + "@aws-cdk/aws-apigateway:disableCloudWatchRole": true, + "@aws-cdk/core:enablePartitionLiterals": true, + "@aws-cdk/customresources:installLatestAwsSdkDefault": false, + "@aws-cdk/core:target-partitions": [ + "aws", + "aws-cn" + ], + "stack-name": "usage-anomaly-detector-stack", + "enable-lambda-trail": "true" + } +} diff --git a/images/anomaly_detectors.png b/images/anomaly_detectors.png new file mode 100644 index 0000000000000000000000000000000000000000..0fa6fb9ad04453c1b3905e02edbc5c0bc2115cdd GIT binary patch literal 226125 zcmeFZcT`i|)-Q|*C?JR;pmY>LMF9nZbQGmXQF==#(n+YHR{;SVMT(SAq=?i|La!nU z2n3LlKqZJyKIr;(g@qV(S32p`cKGo@jW& 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aws_sns_subscriptions as sns_subs, + custom_resources as cr, + aws_lambda as _lambda, + aws_kms as kms +) +from cdk_nag import NagSuppressions +from aws_cdk.aws_lambda_event_sources import SnsEventSource +from constructs import Construct + +PWD = path.dirname(path.realpath(__file__)) +LAMBDA_DIR = path.join(PWD, "..", "lambdas") +SHARED_DIR = path.join(PWD, "..", "shared") + +class UsageAnomalyDetectorStack(Stack): + + def __init__(self, scope: Construct, construct_id: str, **kwargs) -> None: + super().__init__(scope, construct_id, **kwargs) + + # sns key + sns_aws_key = kms.Key.from_lookup(self, 'sns-aws-key', + alias_name='alias/aws/sns' + ) + # contexts/parameteres + enable_lambda_trail = self.node.try_get_context('enable-lambda-trail').lower() + + # application prefix for naming + application_prefix = CfnParameter(self, 'applicationPrefix', + type = "String", + description = "application prefix for naming", + default = "usage-anomaly-detector", + allowed_pattern = "^[a-z][a-z0-9-]{2,27}$", + min_length = 3, + max_length = 22 + ).value_as_string + + # opensearch alert notification email + opensearch_alert_email = CfnParameter(self, 'opensearchAlertEmail', + type = "String", + description = "Email address for receiving opensearch email alerts", + default = "example@email.com" + ).value_as_string + + # cloudtrail trail + trail_bucket = s3.Bucket(self, 'usage-anomaly-detector-trail-bucket', + block_public_access=s3.BlockPublicAccess.BLOCK_ALL, + encryption=s3.BucketEncryption.S3_MANAGED, + enforce_ssl=True + ) + NagSuppressions.add_resource_suppressions(trail_bucket,[{ + 'id': 'AwsSolutions-S1', 'reason': 'trail logs bucket does not need access logging' + }]) + + trail = cloudtrail.Trail(self, 'usage-anomaly-detector-trail', + trail_name = application_prefix, + management_events = cloudtrail.ReadWriteType.ALL, + send_to_cloud_watch_logs = True, + cloud_watch_logs_retention = logs.RetentionDays.ONE_DAY, + bucket=trail_bucket, + enable_file_validation = True, + is_multi_region_trail = True + ) + + + # enable lambda logging if explictly set + if enable_lambda_trail == 'true': + trail.log_all_lambda_data_events() + + ## opensearch cognito user/identity pool + domain_user_pool = cognito.CfnUserPool(self, 'opensearch-cognito-user-pool', + admin_create_user_config = cognito.CfnUserPool.AdminCreateUserConfigProperty( + allow_admin_create_user_only = True + ), + username_attributes = ["email"], + auto_verified_attributes = ["email"], + policies=cognito.CfnUserPool.PoliciesProperty( + password_policy=cognito.CfnUserPool.PasswordPolicyProperty( + minimum_length=8, + require_lowercase=True, + require_uppercase=True, + require_numbers=True, + require_symbols=True + ) + ), + user_pool_add_ons=cognito.CfnUserPool.UserPoolAddOnsProperty( + advanced_security_mode="ENFORCED" + ) + ) + + cognito_domain_suffix = Fn.select(4, Fn.split("-", Fn.select(2, Fn.split("/", self.stack_id)))) + cognito.CfnUserPoolDomain(self, 'opensearch-cognito-user-pool-domain', + domain = f"{application_prefix}-{cognito_domain_suffix}", + user_pool_id = domain_user_pool.ref + ) + + domain_identity_pool = cognito.CfnIdentityPool(self, 'opensearch-cognito-identity-pool', + allow_unauthenticated_identities = False, + cognito_identity_providers = [] + ) + + ## opensearch limited role + opensearch_limited_user_role = iam.Role(self, 'opensearch-limited-user-role', + description = 'iam role for opensearch cognito limited user', + assumed_by = iam.FederatedPrincipal('cognito-identity.amazonaws.com',{ + "StringEquals": { "cognito-identity.amazonaws.com:aud": domain_identity_pool.ref }, + "ForAnyValue:StringLike": { "cognito-identity.amazonaws.com:amr": "authenticated"}, + }, + "sts:AssumeRoleWithWebIdentity" + ) + ) + + ## opensearch admin role + opensearch_admin_user_role = iam.Role(self, 'opensearch-admin-user-role', + description = 'iam role for opensearch cognito admin user', + assumed_by = iam.FederatedPrincipal('cognito-identity.amazonaws.com', { + "StringEquals": { "cognito-identity.amazonaws.com:aud": domain_identity_pool.ref }, + "ForAnyValue:StringLike": { "cognito-identity.amazonaws.com:amr": "authenticated"}, + }, + "sts:AssumeRoleWithWebIdentity" + ) + ) + + cognito.CfnUserPoolGroup(self, 'opensearch-cognito-user-pool-group', + user_pool_id = domain_user_pool.ref, + group_name = 'opensearch-admin', + role_arn = opensearch_admin_user_role.role_arn + ) + + ## cloudwatch to opensearch - lambda function IAM role + cloudwatch_to_opensearch_lambda_role = iam.Role(self, 'cloudwatch-to-opensearch-lambda-role', + assumed_by=iam.ServicePrincipal("lambda.amazonaws.com"), + description='iam role for cloudwatch logs to opensearch lambda function', + managed_policies = [ + iam.ManagedPolicy.from_aws_managed_policy_name("service-role/AWSLambdaBasicExecutionRole") + ] + ) + + ## opensearch admin function role + opensearch_admin_fn_role = iam.Role(self, 'opensearch-admin-fn-role', + assumed_by = iam.ServicePrincipal("lambda.amazonaws.com"), + description = 'iam role for opensearch admin function', + managed_policies=[iam.ManagedPolicy.from_aws_managed_policy_name("service-role/AWSLambdaBasicExecutionRole")] + ) + + opensearch_http_policy = iam.ManagedPolicy(self, 'opensearch-http-policy', + description = 'iam policy to allow opensearch http methods', + roles = [opensearch_admin_user_role, opensearch_admin_fn_role, cloudwatch_to_opensearch_lambda_role] + ) + + ## opensearch alerts - sns role + opensearch_alerts_sns_role = iam.Role(self, 'opensearch-alerts-sns-role', + assumed_by=iam.ServicePrincipal("es.amazonaws.com"), + description='iam role for opensearch to send alert emails via sns', + ) + + ## opensearch email alerts - sns topic + alert_topic = sns.Topic(self, "usage-anomaly-detector-alert-topic", + topic_name = f'{application_prefix}-alert-topic', + display_name = "Usage Anomaly Detector Alert", + master_key=sns_aws_key + ) + + opensearch_alerts_sns_role.add_to_policy(iam.PolicyStatement( + actions = ["sns:*"], + resources = [alert_topic.topic_arn] + )) + + ## opensearch alert notification - sns topic + notif_topic = sns.Topic(self, "usage-anomaly-detector-notif-topic", + topic_name = f'{application_prefix}-notif-topic', + display_name = "Usage Anomaly Detector Notification", + master_key=sns_aws_key + ) + notif_topic.add_subscription(sns_subs.EmailSubscription(email_address=opensearch_alert_email)) + + ## opensearch alert notification function role + opensearch_alert_notif_fn_role = iam.Role(self, 'opensearch-alerts-notif-fn-role', + assumed_by = iam.ServicePrincipal("lambda.amazonaws.com"), + description='iam role for opensearch alert notification enrichment lambda function', + managed_policies=[iam.ManagedPolicy.from_aws_managed_policy_name("service-role/AWSLambdaBasicExecutionRole")], + inline_policies={"ResourcePolicy": iam.PolicyDocument(statements = [ + iam.PolicyStatement(actions = ["ec2:Describe*", "lambda:GetFunction*", "lambda:ListFunction*", "cloudwatch:GetMetric*"],resources = ["*"]), + iam.PolicyStatement(actions = ["sns:*"], resources = [notif_topic.topic_arn])] + )} + ) + ## opensearch role + opensearch_role = iam.Role(self, 'opensearch-role', + description = 'opensearch iam role', + assumed_by = iam.ServicePrincipal("es.amazonaws.com"), + managed_policies = [iam.ManagedPolicy.from_aws_managed_policy_name("AmazonOpenSearchServiceCognitoAccess")] + ) + + ## opensearch + domain_arn = f"arn:aws:es:{self.region}:{self.account}:domain/{application_prefix}/*" + + opensearch_http_policy.add_statements(iam.PolicyStatement( + actions = ['es:ESHttpPost', 'es:ESHttpGet', 'es:ESHttpPut', 'es:ESHttpPatch'], + effect = iam.Effect.ALLOW, + resources = [domain_arn] + )) + + domain = opensearch.Domain(self, 'usage-anomaly-detector-os', + version = opensearch.EngineVersion.OPENSEARCH_1_3, + domain_name = application_prefix, + removal_policy = RemovalPolicy.DESTROY, + + capacity = opensearch.CapacityConfig( + data_node_instance_type = 'm6g.large.search', + data_nodes = 3), + + ebs = opensearch.EbsOptions( + enabled = True, + volume_size = 100, + volume_type = ec2.EbsDeviceVolumeType.GP3), + + enforce_https = True, + node_to_node_encryption = True, + encryption_at_rest = opensearch.EncryptionAtRestOptions( + enabled = True), + use_unsigned_basic_auth = True, + + fine_grained_access_control = opensearch.AdvancedSecurityOptions( + master_user_arn = opensearch_admin_fn_role.role_arn + ), + + cognito_dashboards_auth = opensearch.CognitoOptions( + role = opensearch_role, + user_pool_id = domain_user_pool.ref, + identity_pool_id = domain_identity_pool.ref), + + access_policies = [iam.PolicyStatement( + actions = ["es:ESHttp*"], + effect = iam.Effect.ALLOW, + principals = [iam.AnyPrincipal()], + resources = [domain_arn] + )], + + zone_awareness=opensearch.ZoneAwarenessConfig(availability_zone_count=3) + ) + domain_user_pool_clients = cr.AwsCustomResource(self, 'opensearch-cognito-client-id-resource', + policy = cr.AwsCustomResourcePolicy.from_sdk_calls( + resources = [domain_user_pool.attr_arn]), + on_create = cr.AwsSdkCall( + service = 'CognitoIdentityServiceProvider', + action = 'listUserPoolClients', + parameters = {"UserPoolId":domain_user_pool.ref}, + physical_resource_id = cr.PhysicalResourceId.of('ClientId-'+application_prefix) + ) + ) + domain_user_pool_clients.node.add_dependency(domain) + + client_id = domain_user_pool_clients.get_response_field('UserPoolClients.0.ClientId') + provider_name = f"cognito-idp.{self.region}.amazonaws.com/{domain_user_pool.ref}:{client_id}" + cognito.CfnIdentityPoolRoleAttachment(self, 'domain-user-pool-role-attachment', + identity_pool_id = domain_identity_pool.ref, + roles = { + 'authenticated': opensearch_limited_user_role.role_arn + }, + role_mappings = CfnJson(self, 'role-mappings-json', + value={ + provider_name:{ + 'Type': 'Token', + 'AmbiguousRoleResolution': 'AuthenticatedRole' + } + } + ) + ) + + ## cloudwatch to opensearch - lambda function + cloudwatch_to_opensearch_lambda_function = _lambda.Function(self, 'cloudwatch-to-opensearch-lambda-function', + description = 'cloudwatch logs to opensearch lambda function', + code = _lambda.Code.from_asset(path.join(LAMBDA_DIR, "LogsToElasticSearch")), + handler = "index.handler", + runtime = _lambda.Runtime.NODEJS_18_X, + timeout = Duration.seconds(60), + role = cloudwatch_to_opensearch_lambda_role, + environment = { + "OPENSEARCH_DOMAIN_ENDPOINT": domain.domain_endpoint + } + ) + + ## cloudwatch log group - opensearch subs filter + cloudwatch_log_subscription = logs.SubscriptionFilter(self, 'usage-anomaly-detector-logs-subs-filter', + log_group = trail.log_group, + destination = destinations.LambdaDestination(cloudwatch_to_opensearch_lambda_function), + filter_pattern = logs.FilterPattern.all_events() + ) + permission = cloudwatch_log_subscription.node.try_find_child("CanInvokeLambda") + if permission is not None: + cloudwatch_log_subscription.node.add_dependency(permission) + + # opensearch config - function layer + opensearch_config_function_layer = _lambda.LayerVersion(self, 'opensearch-config-function-layer', + code = _lambda.Code.from_asset(path.join(SHARED_DIR)), + compatible_runtimes=[_lambda.Runtime.PYTHON_3_9] + ) + + # opensearch config - function trigger + opensearch_config_function = _lambda.Function(self, 'opensearch-config-function', + description = 'opensearch user/role config automation lambda function trigger', + code = _lambda.Code.from_asset(path.join(LAMBDA_DIR, "OpensearchConfig")), + handler = "main.handler", + runtime = _lambda.Runtime.PYTHON_3_9, + timeout = Duration.seconds(60), + layers = [opensearch_config_function_layer], + role = opensearch_admin_fn_role, + environment = { + "OPENSEARCH_HOST": domain.domain_endpoint + } + ) + + opensearch_config_fn_provider = cr.Provider(self, 'opensearch-config-fn-provider', + on_event_handler = opensearch_config_function, + log_retention=logs.RetentionDays.ONE_DAY + ) + + opensearch_config_cr = CustomResource(self, 'opensearch-config', + service_token = opensearch_config_fn_provider.service_token, + properties={ + "api_requests": [ + { + "method": "patch", + "path": "/_plugins/_security/api/rolesmapping/security_manager", + "body": [{ + "op": "add", + "path": "/backend_roles", + "value": [ + opensearch_admin_fn_role.role_arn, + opensearch_admin_user_role.role_arn + ] + }] + }, + { + "method": "patch", + "path": "/_plugins/_security/api/rolesmapping/all_access", + "body":[{ + "op":"add", + "path":"/backend_roles", + "value":[ + opensearch_admin_fn_role.role_arn, + opensearch_admin_user_role.role_arn, + opensearch_limited_user_role.role_arn, + cloudwatch_to_opensearch_lambda_role.role_arn + ] + }] + } + ] + } + ) + + opensearch_anomalydetector_function = _lambda.Function(self, 'opensearch-anomalydetector-function', + description = 'opensearch anomaly detector config automation lambda function', + code = _lambda.Code.from_asset(path.join(LAMBDA_DIR, "OpensearchAnomalyDetector")), + handler = "main.handler", + runtime = _lambda.Runtime.PYTHON_3_9, + timeout = Duration.seconds(60), + layers = [opensearch_config_function_layer], + role = opensearch_admin_fn_role, + environment = { + "OPENSEARCH_HOST": domain.domain_endpoint, + "ENABLE_LAMBDA_TRAIL": enable_lambda_trail, + "SNS_TOPIC_ARN": alert_topic.topic_arn, + "SNS_ALERT_ROLE": opensearch_alerts_sns_role.role_arn + } + ) + + opensearch_anomalydetector_fn_provider = cr.Provider(self, 'opensearch-anomalydetector-fn-provider', + on_event_handler = opensearch_anomalydetector_function, + log_retention=logs.RetentionDays.ONE_DAY + ) + + opensearch_anomalydetector_cr = CustomResource(self, 'opensaerch-anomalydetector', + service_token = opensearch_anomalydetector_fn_provider.service_token + ) + opensearch_anomalydetector_cr.node.add_dependency(opensearch_config_cr) + + opensearch_anomalydetector_notif_function = _lambda.Function(self, 'opensearch-anomalydetector-notif-function', + description = 'opensearch anomaly detector notification enrichment lambda function', + code = _lambda.Code.from_asset(path.join(LAMBDA_DIR, "OpensearchAnomalyDetectorNotif")), + handler = "main.handler", + runtime = _lambda.Runtime.PYTHON_3_9, + timeout = Duration.seconds(600), + role = opensearch_alert_notif_fn_role, + environment = { + "ANOMALY_EVAL_MINUTES": '80', + "NOTIF_TOPIC_ARN": notif_topic.topic_arn + } + ) + opensearch_anomalydetector_notif_function.add_event_source(SnsEventSource(alert_topic,filter_policy={})) + + ## opensearch domain endpoint + CfnOutput(self, 'Opensearch dashboard endpoint', + value = 'https://' + domain.domain_endpoint + '/_dashboards', + description = 'opensearch dashboard endpoint' + ) + + ## cognito user pool - opensearch user create url + CfnOutput(self, 'Opensearch create user url', + value = 'https://' + self.region + ".console.aws.amazon.com/cognito/users?region=" + self.region + "#/pool/" + domain_user_pool.ref + "/users", + description = 'cognito console url for creating opensearch user' + ) diff --git a/lambdas/LogsToElasticSearch/index.js b/lambdas/LogsToElasticSearch/index.js new file mode 100644 index 0000000..e12ad19 --- /dev/null +++ b/lambdas/LogsToElasticSearch/index.js @@ -0,0 +1,263 @@ + +// v1.1.2 +var https = require('https'); +var zlib = require('zlib'); +var crypto = require('crypto'); + +var endpoint = process.env.OPENSEARCH_DOMAIN_ENDPOINT + +// Set this to true if you want to debug why data isn't making it to +// your Elasticsearch cluster. This will enable logging of failed items +// to CloudWatch Logs. +var logFailedResponses = false; + +exports.handler = function(input, context) { + // decode input from base64 + var zippedInput = new Buffer.from(input.awslogs.data, 'base64'); + + // decompress the input + zlib.gunzip(zippedInput, function(error, buffer) { + if (error) { context.fail(error); return; } + + // parse the input from JSON + var awslogsData = JSON.parse(buffer.toString('utf8')); + + // transform the input to Elasticsearch documents + var elasticsearchBulkData = transform(awslogsData); + + // skip control messages + if (!elasticsearchBulkData) { + console.log('Received a control message'); + context.succeed('Control message handled successfully'); + return; + } + + // post documents to the Amazon Elasticsearch Service + post(elasticsearchBulkData, function(error, success, statusCode, failedItems) { + console.log('Response: ' + JSON.stringify({ + "statusCode": statusCode + })); + + if (error) { + logFailure(error, failedItems); + context.fail(JSON.stringify(error)); + } else { + console.log('Success: ' + JSON.stringify(success)); + context.succeed('Success'); + } + }); + }); +}; + +function transform(payload) { + if (payload.messageType === 'CONTROL_MESSAGE') { + return null; + } + + var bulkRequestBody = ''; + + payload.logEvents.forEach(function(logEvent) { + var timestamp = new Date(1 * logEvent.timestamp); + + // index name format: cwl-YYYY.MM.DD + var indexName = [ + 'cwl-' + timestamp.getUTCFullYear(), // year + ('0' + (timestamp.getUTCMonth() + 1)).slice(-2), // month + ('0' + timestamp.getUTCDate()).slice(-2) // day + ].join('.'); + + var source = buildSource(logEvent.message, logEvent.extractedFields); + source['@id'] = logEvent.id; + source['@timestamp'] = new Date(1 * logEvent.timestamp).toISOString(); + source['@message'] = logEvent.message; + source['@owner'] = payload.owner; + source['@log_group'] = payload.logGroup; + source['@log_stream'] = payload.logStream; + + var action = { "index": {} }; + action.index._index = indexName; + action.index._type = payload.logGroup; + action.index._id = logEvent.id; + + bulkRequestBody += [ + JSON.stringify(action), + JSON.stringify(source), + ].join('\n') + '\n'; + }); + return bulkRequestBody; +} + +function buildSource(message, extractedFields) { + if (extractedFields) { + var source = {}; + + for (var key in extractedFields) { + if (extractedFields.hasOwnProperty(key) && extractedFields[key]) { + var value = extractedFields[key]; + + if (isNumeric(value)) { + source[key] = 1 * value; + continue; + } + + var jsonSubString = extractJson(value); + if (jsonSubString !== null) { + source['$' + key] = JSON.parse(jsonSubString); + } + + source[key] = value; + } + } + return source; + } + + var jsonSubString = extractJson(message); + if (jsonSubString !== null) { + return JSON.parse(jsonSubString); + } + + return {}; +} + +function extractJson(message) { + var jsonStart = message.indexOf('{'); + if (jsonStart < 0) return null; + var jsonSubString = message.substring(jsonStart); + return isValidJson(jsonSubString) ? jsonSubString : null; +} + +function isValidJson(message) { + try { + JSON.parse(message); + } catch (e) { return false; } + return true; +} + +function isNumeric(n) { + return !isNaN(parseFloat(n)) && isFinite(n); +} + +function post(body, callback) { + var requestParams = buildRequest(endpoint, body); + + var request = https.request(requestParams, function(response) { + var responseBody = ''; + response.on('data', function(chunk) { + responseBody += chunk; + }); + + response.on('end', function() { + var info = JSON.parse(responseBody); + var failedItems; + var success; + var error; + + if (response.statusCode >= 200 && response.statusCode < 299) { + failedItems = info.items.filter(function(x) { + return x.index.status >= 300; + }); + + success = { + "attemptedItems": info.items.length, + "successfulItems": info.items.length - failedItems.length, + "failedItems": failedItems.length + }; + } + + if (response.statusCode !== 200 || info.errors === true) { + // prevents logging of failed entries, but allows logging + // of other errors such as access restrictions + delete info.items; + error = { + statusCode: response.statusCode, + responseBody: info + }; + } + + callback(error, success, response.statusCode, failedItems); + }); + }).on('error', function(e) { + callback(e); + }); + request.end(requestParams.body); +} + +function buildRequest(endpoint, body) { + var endpointParts = endpoint.match(/^([^\.]+)\.?([^\.]*)\.?([^\.]*)\.amazonaws\.com$/); + var region = endpointParts[2]; + var service = endpointParts[3]; + var datetime = (new Date()).toISOString().replace(/[:\-]|\.\d{3}/g, ''); + var date = datetime.substr(0, 8); + var kDate = hmac('AWS4' + process.env.AWS_SECRET_ACCESS_KEY, date); + var kRegion = hmac(kDate, region); + var kService = hmac(kRegion, service); + var kSigning = hmac(kService, 'aws4_request'); + + var request = { + host: endpoint, + method: 'POST', + path: '/_bulk', + body: body, + headers: { + 'Content-Type': 'application/json', + 'Host': endpoint, + 'Content-Length': Buffer.byteLength(body), + 'X-Amz-Security-Token': process.env.AWS_SESSION_TOKEN, + 'X-Amz-Date': datetime + } + }; + + var canonicalHeaders = Object.keys(request.headers) + .sort(function(a, b) { return a.toLowerCase() < b.toLowerCase() ? -1 : 1; }) + .map(function(k) { return k.toLowerCase() + ':' + request.headers[k]; }) + .join('\n'); + + var signedHeaders = Object.keys(request.headers) + .map(function(k) { return k.toLowerCase(); }) + .sort() + .join(';'); + + var canonicalString = [ + request.method, + request.path, '', + canonicalHeaders, '', + signedHeaders, + hash(request.body, 'hex'), + ].join('\n'); + + var credentialString = [ date, region, service, 'aws4_request' ].join('/'); + + var stringToSign = [ + 'AWS4-HMAC-SHA256', + datetime, + credentialString, + hash(canonicalString, 'hex') + ] .join('\n'); + + request.headers.Authorization = [ + 'AWS4-HMAC-SHA256 Credential=' + process.env.AWS_ACCESS_KEY_ID + '/' + credentialString, + 'SignedHeaders=' + signedHeaders, + 'Signature=' + hmac(kSigning, stringToSign, 'hex') + ].join(', '); + + return request; +} + +function hmac(key, str, encoding) { + return crypto.createHmac('sha256', key).update(str, 'utf8').digest(encoding); +} + +function hash(str, encoding) { + return crypto.createHash('sha256').update(str, 'utf8').digest(encoding); +} + +function logFailure(error, failedItems) { + if (logFailedResponses) { + console.log('Error: ' + JSON.stringify(error, null, 2)); + + if (failedItems && failedItems.length > 0) { + console.log("Failed Items: " + + JSON.stringify(failedItems, null, 2)); + } + } +} \ No newline at end of file diff --git a/lambdas/OpensearchAnomalyDetector/anomaly_detectors.json b/lambdas/OpensearchAnomalyDetector/anomaly_detectors.json new file mode 100644 index 0000000..1db8d6e --- /dev/null +++ b/lambdas/OpensearchAnomalyDetector/anomaly_detectors.json @@ -0,0 +1,148 @@ +[ + { + "name": "lambda-invoke", + "description": "lambda detector", + "time_field": "eventTime", + "indices": [ + "cwl-*" + ], + "feature_attributes":[{ + "feature_name": "eventName", + "feature_enabled": true, + "aggregation_query": { + "event_name": { + "value_count": { + "field": "eventName.keyword" + } + } + } + }], + "filter_query": { + "bool": { + "filter": [ + { + "term": { + "eventName.keyword": { + "value": "Invoke", + "boost": 1.0 + } + } + } + ], + "adjust_pure_negative": true, + "boost": 1.0 + } + }, + "detection_interval": { + "period": { + "interval": 10, + "unit": "Minutes" + } + }, + "window_delay": { + "period": { + "interval": 8, + "unit": "Minutes" + } + }, + "shingle_size": 8, + "category_field": [ + "requestParameters.functionName.keyword" + ] + }, + { + "name": "ebs-create_volume", + "description": "ebs create volume detector", + "time_field": "eventTime", + "indices": [ + "cwl-*" + ], + "feature_attributes":[{ + "feature_name": "eventName", + "feature_enabled": true, + "aggregation_query": { + "event_name": { + "value_count": { + "field": "eventName.keyword" + } + } + } + }], + "filter_query": { + "bool": { + "filter": [{ + "term": { + "eventName.keyword": { + "value": "CreateVolume", + "boost": 1.0 + } + } + }], + "adjust_pure_negative": true, + "boost": 1.0 + } + }, + "detection_interval": { + "period": { + "interval": 10, + "unit": "Minutes" + } + }, + "window_delay": { + "period": { + "interval": 8, + "unit": "Minutes" + } + }, + "shingle_size": 8 + }, + { + "name": "ec2-run_instances", + "description": "ec2 max count detector", + "time_field": "eventTime", + "indices": [ + "cwl-*" + ], + "feature_attributes":[{ + "feature_name": "eventName", + "feature_enabled": true, + "aggregation_query": { + "event_name": { + "sum": { + "field": "requestParameters.instancesSet.items.maxCount" + } + } + } + }], + "filter_query": { + "bool": { + "filter": [{ + "range": { + "eventName.keyword": { + "from": "RunInstances", + "to": null, + "include_lower": true, + "include_upper": true, + "boost": 1.0 + } + } + }], + "adjust_pure_negative": true, + "boost": 1.0 + } + }, + "detection_interval": { + "period": { + "interval": 10, + "unit": "Minutes" + } + }, + "window_delay": { + "period": { + "interval": 8, + "unit": "Minutes" + } + }, + "shingle_size": 8 + } +] \ No newline at end of file diff --git a/lambdas/OpensearchAnomalyDetector/main.py b/lambdas/OpensearchAnomalyDetector/main.py new file mode 100644 index 0000000..a1f8b0a --- /dev/null +++ b/lambdas/OpensearchAnomalyDetector/main.py @@ -0,0 +1,156 @@ +import boto3 +from os import getenv +import sys +from requests_aws4auth import AWS4Auth +import requests +from requests.adapters import HTTPAdapter, Retry +import json + +OPENSEARCH_HOST = getenv('OPENSEARCH_HOST') +ENABLE_LAMBDA_TRAIL = getenv('ENABLE_LAMBDA_TRAIL') +SNS_TOPIC_ARN = getenv('SNS_TOPIC_ARN') +SNS_ALERT_ROLE = getenv('SNS_ALERT_ROLE') + +REGION = getenv('AWS_REGION', 'us-east-1') +SERVICE = 'es' +URL = 'https://' + OPENSEARCH_HOST + +credentials = boto3.Session().get_credentials() +awsauth = AWS4Auth(credentials.access_key, credentials.secret_key, + REGION, SERVICE, session_token=credentials.token) + +s = requests.Session() +retries = Retry(total=5, backoff_factor=1, status_forcelist=[ 400, 500, 502, 503, 504 ], allowed_methods=frozenset({'POST'})) +s.mount('https://', HTTPAdapter(max_retries=retries)) + +def handler(event, context): + print(event) + try: + request_type = event['RequestType'] + if request_type == 'Create': + return on_create(event) + else: + print('invalid/unhandled request type: {request_type}'.format(request_type=request_type)) + except KeyError: + return on_create(event) + + +def on_create(event): + print('on_create event') + physical_id = 'OpensearchAnomalyDPhysicalId' + + opensearch_index_pattern_dashboard() + + email_destination_id = opensearch_alert_destination('usagedetector_alerting_email') + + try: + with open('anomaly_detectors.json') as f: + detectors = json.load(f) + except OSError: + print('Could not open/read detectors file, check logs!') + sys.exit() + + for detector in detectors: + if 'category_field' in detector: + for category_field in detector['category_field']: + opensearch_dummy_data(category_field.rsplit('.',1)[0],category_field.rsplit('.',1)[1]) + opensearch_anomaly_detector(detector,email_destination_id) + + return {'PhysicalResourceId': physical_id} + +def opensearch_index_pattern_dashboard(): + # index-pattern & dasboards + try: + dashboard_file = {'file': open('usage_detector_dashboards.ndjson', 'rb')} + except OSError: + print('Could not open/read dashboard file, check logs!') + sys.exit() + try: + r = requests.post(URL + '/_dashboards/api/saved_objects/_import?overwrite=true', auth=awsauth, + headers={"osd-xsrf": "true", "securitytenant": "global"}, files=dashboard_file, timeout=10) + print(r.text) + except Exception as e: + print('failed to import opensearch index-patter & dashboards. Error: {err}'.format(err=e)) + sys.exit() + +def opensearch_alert_destination(destination_name): + try: + r = requests.get(URL + '/_plugins/_alerting/destinations', auth=awsauth, timeout=5) + if r.status_code == 404: + print('alerting destinations does not exist.') + else: + destinations = r.json()["destinations"] + for destination in destinations: + if destination["name"] == destination_name: + print('{name} destination already exists!'.format(name=destination_name)) + return destination["id"] + + print('creating alert destination: {name}'.format(name=destination_name)) + r = requests.post(URL + '/_plugins/_alerting/destinations', auth=awsauth, json={ + "name": destination_name, "type": "sns", "sns": {"role_arn": SNS_ALERT_ROLE, "topic_arn": SNS_TOPIC_ARN}}, timeout=10) + print(r.text) + except Exception as e: + print('failed to create alert destination. Error: {err}'.format(err=e)) + sys.exit() + return r.json()["_id"] + +def opensearch_dummy_data(property_name,field_name): + try: + dummy_index_name = 'cwl-dummy' + existing_dummy_index = requests.get(URL+'/'+dummy_index_name, auth=awsauth, timeout=5) + + if existing_dummy_index.status_code == 404: + create_dummy_index = requests.put(URL+'/'+dummy_index_name, auth=awsauth, timeout=5) + create_dummy_index.raise_for_status() + print('created dummy index: {name}'.format(name=dummy_index_name)) + + r = requests.put(URL + '/'+dummy_index_name+'/_mapping', auth=awsauth, json={"properties":{property_name:{"type":"text","fields":{field_name:{"type":"keyword"}}}}}, timeout=10) + r.raise_for_status() + print('added dummy data fields, index:{idx}, field:{field}'.format(idx=dummy_index_name,field=property_name+'.'+field_name)) + except requests.exceptions.HTTPError as err: + print('failed to create dummy data, please check logs! Error: {err}'.format(err=err)) + + +def opensearch_anomaly_detector(detector, email_destination_id): + detector_name = detector["name"] + if detector_name.startswith("lambda-"): + if ENABLE_LAMBDA_TRAIL != 'true': + return + + try: + existing_detectors = requests.post(URL + '/_plugins/_anomaly_detection/detectors/_search', auth=awsauth, json={"query":{"wildcard":{"indices": {"value": "cwl*"}}}}, timeout=10) + + if existing_detectors.status_code == 404: + print('Previous detector configuration does NOT exists!') + else: + print('Previous detector configuration exists! Details: {r}'.format(r=existing_detectors.text)) + if existing_detectors.json()["hits"]["total"]["value"] > 0: + for existing_detecor_names in existing_detectors.json()["hits"]["hits"]: + if detector_name == existing_detecor_names["_source"]["name"]: + print('{detectorName} already exists, will skip creation!'.format(detectorName=detector_name)) + return + + print('creating detector: {detector}'.format(detector=detector)) + create_detector = s.post(URL + '/_plugins/_anomaly_detection/detectors', auth=awsauth, json=detector, timeout=10) + create_detector.raise_for_status() + detector_id = create_detector.json()['_id'] + print('created detector: {detectorName}, detector_id: {detectorId}.'.format( + detectorName=detector_name, detectorId=detector_id)) + + if create_detector.status_code == 201: ## detector created + detector_alert_config = {"name": detector_name+"-Monitor", "type": "monitor", "monitor_type": "query_level_monitor", "enabled": True, "schedule": {"period": {"unit": "MINUTES", "interval":10}},"inputs":[{"search":{"indices":[".opendistro-anomaly-results*"],"query":{"size":1,"sort":[{"anomaly_grade":"desc"},{"confidence":"desc"}],"query":{"bool":{"filter":[{"range":{"execution_end_time":{"from":"{{period_end}}||-20m","to":"{{period_end}}","include_lower":True,"include_upper":True}}},{"term":{"detector_id":{"value":detector_id}}}]}},"aggregations":{"max_anomaly_grade":{"max":{"field":"anomaly_grade"}}}}}}],"triggers":[{"query_level_trigger":{"name":detector_name+"-Trigger","severity":"1","condition":{"script":{"source":"return ctx.results != null && ctx.results.length > 0 && ctx.results[0].aggregations != null && ctx.results[0].aggregations.max_anomaly_grade != null && ctx.results[0].hits.total.value > 0 && ctx.results[0].hits.hits[0]._source != null && ctx.results[0].hits.hits[0]._source.confidence != null && ctx.results[0].aggregations.max_anomaly_grade.value != null && ctx.results[0].aggregations.max_anomaly_grade.value > 0.7 && ctx.results[0].hits.hits[0]._source.confidence > 0.7","lang":"painless"}},"actions":[{"name":detector_name+"Email-Notification","destination_id":email_destination_id,"message_template":{"source":"Monitor {{ctx.monitor.name}} just entered alert status. Please investigate the issue.\n - Trigger: {{ctx.trigger.name}}\n - Period start: {{ctx.periodStart}}\n - Period end: {{ctx.periodEnd}}","lang":"mustache"},"throttle_enabled":False,"subject_template":{"source":detector_name+" Detector Alert","lang":"mustache"}}]}}]} + r = requests.post(URL + '/_plugins/_alerting/monitors', + auth=awsauth, json=detector_alert_config, timeout=10) + print('created monitor: {monitorName} for detector: {detectorName}, monitor_id: {monitorId}'.format( + monitorName=detector_name+"-Monitor", detectorName=detector_name, monitorId=r.json()["_id"])) + + r = requests.post(URL + '/_plugins/_anomaly_detection/detectors/{detectorId}/_start'.format( + detectorId=detector_id), auth=awsauth, timeout=10) + print('started detector: {detectorId}, reponse: {r}'.format(detectorId=detector_id,r=r.text)) + else: + print('Skipped monitor creation: {name} & detector: {detectorName} is NOT started. Check logs for details!'.format( + name=detector_name+"-Monitor",detectorName=detector_name)) + except requests.exceptions.HTTPError as err: + print('failed to create detector: {name}. Error: {err}'.format(name=detector['name'],err=err)) + + return diff --git a/lambdas/OpensearchAnomalyDetector/requirements.txt b/lambdas/OpensearchAnomalyDetector/requirements.txt new file mode 100644 index 0000000..f7836a4 --- /dev/null +++ b/lambdas/OpensearchAnomalyDetector/requirements.txt @@ -0,0 +1,3 @@ +boto3==1.26.75 +requests-aws4auth==1.1.2 +requests==2.28.1 \ No newline at end of file diff --git a/lambdas/OpensearchAnomalyDetector/usage_detector_dashboards.ndjson b/lambdas/OpensearchAnomalyDetector/usage_detector_dashboards.ndjson new file mode 100644 index 0000000..e10e34c --- /dev/null +++ b/lambdas/OpensearchAnomalyDetector/usage_detector_dashboards.ndjson @@ -0,0 +1,20 @@ 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new file mode 100644 index 0000000..983c491 --- /dev/null +++ b/lambdas/OpensearchAnomalyDetectorNotif/main.py @@ -0,0 +1,151 @@ +from boto3 import client +from os import getenv +from datetime import datetime, timedelta + +AWS_REGION = getenv('AWS_REGION', 'us-east-1') +ANOMALY_EVAL_MINUTES = getenv('ANOMALY_EVAL_PERIOD', 80) +NOTIF_TOPIC_ARN = getenv('NOTIF_TOPIC_ARN') + +ec2_cli = client('ec2', region_name=AWS_REGION) +lambda_cli = client('lambda', region_name=AWS_REGION) +cloudwatch_cli = client('cloudwatch', region_name=AWS_REGION) +sns_cli = client('sns', region_name=AWS_REGION) + +time_now = datetime.utcnow() +time_anomly_period = time_now - timedelta(minutes=ANOMALY_EVAL_MINUTES) +time_yesterday = time_anomly_period - timedelta(days=1) + +def ec2_usage(): + EC2_RUNNING_STATE = 'running' + EC2_ALL_COUNT = 0 + EC2_ANOMALY_PERIOD_COUNT = 0 + + paginator = ec2_cli.get_paginator('describe_instances') + response_iterator = paginator.paginate( + PaginationConfig={ + 'PageSize': 100 + } + ) + instances = [] + for response in response_iterator: + for instance in response["Reservations"]: + instance_obj = instance + instances.append(instance_obj) + + for _instances in instances: + for instance in _instances['Instances']: + if instance['State']['Name'] == EC2_RUNNING_STATE: + EC2_ALL_COUNT += 1 + + instance_launchtime = instance['LaunchTime'].strftime('%Y-%m-%d %H:%M:%S') + launchtime = datetime.strptime(instance_launchtime, '%Y-%m-%d %H:%M:%S') + if launchtime <= time_now and launchtime > time_anomly_period: + EC2_ANOMALY_PERIOD_COUNT += 1 + + print(f'ec2_all_count: {EC2_ALL_COUNT}, ec2_anomaly_period_count:{EC2_ANOMALY_PERIOD_COUNT}') + return EC2_ALL_COUNT, EC2_ANOMALY_PERIOD_COUNT + +def ebs_usage(): + EBS_ALL_COUNT = 0 + EBS_ANOMALY_PERIOD_COUNT = 0 + + paginator = ec2_cli.get_paginator('describe_volumes') + response_iterator = paginator.paginate( + PaginationConfig={ + 'PageSize': 100 + } + ) + + for response in response_iterator: + for volume in response["Volumes"]: + EBS_ALL_COUNT += 1 + ebs_createdtime = volume['CreateTime'].strftime('%Y-%m-%d %H:%M:%S') + createdtime = datetime.strptime(ebs_createdtime, '%Y-%m-%d %H:%M:%S') + if createdtime <= time_now and createdtime > time_anomly_period: + EBS_ANOMALY_PERIOD_COUNT += 1 + + print(f'ebs_all_count: {EBS_ALL_COUNT}, ebs_anomaly_period_count:{EBS_ANOMALY_PERIOD_COUNT}') + return EBS_ALL_COUNT, EBS_ANOMALY_PERIOD_COUNT + +def get_lambda_metrics_stats(function_name, metric_name, start_time, end_time): + response = cloudwatch_cli.get_metric_statistics( + Namespace='AWS/Lambda', + MetricName=metric_name, + Dimensions=[ + { + 'Name': 'FunctionName', + 'Value': function_name + } + ], + StartTime=start_time, + EndTime=end_time, + Period=300, + Statistics=['Average'] + ) + + if len(response['Datapoints']) == 0: + return 0 + return int(response['Datapoints'][0]['Average']) + +def lambda_usage(): + LAMBDA_USAGE = [] + + paginator = lambda_cli.get_paginator('list_functions') + response_iterator = paginator.paginate( + PaginationConfig={ + 'PageSize': 100 + } + ) + + for response in response_iterator: + for _function in response["Functions"]: + function_detail = {} + function_name = _function['FunctionName'] + + + function_detail['FunctionName'] = function_name + function_detail['AnomalyPeriodInvokeCount'] = get_lambda_metrics_stats(function_name, 'Invocations', time_anomly_period, time_now) + function_detail['24HAvgInvokeCount'] = get_lambda_metrics_stats(function_name, 'Invocations', time_now - timedelta(days=1), time_now) + + LAMBDA_USAGE.append(function_detail) + + print(LAMBDA_USAGE) + return LAMBDA_USAGE + +def handler(event, context): + + notif_message = '\n Please check opensearch dashboard for more details!' + for record in event["Records"]: + alert_subject = record["Sns"].get("Subject") + if alert_subject: + if "ec2" in alert_subject: + ec2_all_count, ec2_anomaly_period_count = ec2_usage() + notif_message = f'\n - Total Running EC2 Count: {ec2_all_count}\n - EC2 RunInstances during Anomaly Period: {ec2_anomaly_period_count}' + notif_message + elif "ebs" in alert_subject: + ebs_all_count, ebs_anomaly_period_count = ebs_usage() + notif_message = f'\n - Total Volume Count: {ebs_all_count}\n - Volumes Created during Anomaly Period: {ebs_anomaly_period_count}' + notif_message + elif "lambda" in alert_subject: + lambda_res = lambda_usage() + message = '\n Lambda Usage Details(FunctionName, AnomalyPeriodInvokeCount, 24HAvgInvokeCount): \n' + lambda_details = '' + for r in lambda_res: + function_name = r['FunctionName'] + anomaly_period_invoke_count = r['AnomalyPeriodInvokeCount'] + avg_anomaly_invoke_count = r['24HAvgInvokeCount'] + lambda_details = lambda_details + f'\n - {function_name}\t{anomaly_period_invoke_count}\t{avg_anomaly_invoke_count}' + notif_message = message + lambda_details + notif_message + else: + print('failed to get service specific subject.') + + alert_message = record["Sns"].get("Message") + notif_message + + response = sns_cli.publish( + TopicArn = NOTIF_TOPIC_ARN, + Message = alert_message, + Subject = alert_subject + ) + print(response) + + + + diff --git a/lambdas/OpensearchAnomalyDetectorNotif/requirements.txt b/lambdas/OpensearchAnomalyDetectorNotif/requirements.txt new file mode 100644 index 0000000..1e96faf --- /dev/null +++ b/lambdas/OpensearchAnomalyDetectorNotif/requirements.txt @@ -0,0 +1,2 @@ +boto3==1.26.75 +pandas==1.5.3 \ No newline at end of file diff --git a/lambdas/OpensearchConfig/main.py b/lambdas/OpensearchConfig/main.py new file mode 100644 index 0000000..efdf46c --- /dev/null +++ b/lambdas/OpensearchConfig/main.py @@ -0,0 +1,39 @@ +import boto3 +from os import getenv +from requests_aws4auth import AWS4Auth +import requests +import json + +OPENSEARCH_HOST = getenv('OPENSEARCH_HOST') + +REGION = getenv('AWS_REGION', 'us-east-1') +SERVICE = 'es' +URL = 'https://' + OPENSEARCH_HOST + +credentials = boto3.Session().get_credentials() +awsauth = AWS4Auth(credentials.access_key, credentials.secret_key, + REGION, SERVICE, session_token=credentials.token) + + +def handler(event, context): + print(event) + request_type = event['RequestType'] + if request_type == 'Create': + return on_create(event) + else: + print('invalid/unhandled request type: {request_type}'.format(request_type=request_type)) + + +def on_create(event): + print('on_create event') + print(event['ResourceProperties']) + try: + api_requests = event['ResourceProperties']['api_requests'] + physical_id = 'OpensearchConfigPhysicalId' + for api_request in api_requests: + r = requests.request(api_request["method"],URL+api_request["path"],auth=awsauth,json=api_request["body"], timeout=10) + print(r.text) + except Exception as e: + print('failed to configure opensearch. Error: {err}'.format(err=e)) + + return {'PhysicalResourceId': physical_id} diff --git a/lambdas/OpensearchConfig/requirements.txt b/lambdas/OpensearchConfig/requirements.txt new file mode 100644 index 0000000..f7836a4 --- /dev/null +++ b/lambdas/OpensearchConfig/requirements.txt @@ -0,0 +1,3 @@ +boto3==1.26.75 +requests-aws4auth==1.1.2 +requests==2.28.1 \ No newline at end of file diff --git a/requirements-dev.txt b/requirements-dev.txt new file mode 100644 index 0000000..9270945 --- /dev/null +++ b/requirements-dev.txt @@ -0,0 +1 @@ +pytest==6.2.5 diff --git a/requirements.txt b/requirements.txt new file mode 100644 index 0000000..5949216 --- /dev/null +++ b/requirements.txt @@ -0,0 +1,3 @@ +aws-cdk-lib==2.69.0 +constructs>=10.0.0,<11.0.0 +cdk-nag==2.23.5 \ No newline at end of file diff --git a/shared/python/.gitignore b/shared/python/.gitignore new file mode 100644 index 0000000..5c562dd --- /dev/null +++ b/shared/python/.gitignore @@ -0,0 +1,3 @@ +* +!.gitignore +!requirements.txt \ No newline at end of file diff --git a/shared/python/requirements.txt b/shared/python/requirements.txt new file mode 100644 index 0000000..c3fef5c --- /dev/null +++ b/shared/python/requirements.txt @@ -0,0 +1,2 @@ +requests-aws4auth==1.1.2 +requests==2.28.1 \ No newline at end of file diff --git a/source.bat b/source.bat new file mode 100644 index 0000000..9e1a834 --- /dev/null +++ b/source.bat @@ -0,0 +1,13 @@ +@echo off + +rem The sole purpose of this script is to make the command +rem +rem source .venv/bin/activate +rem +rem (which activates a Python virtualenv on Linux or Mac OS X) work on Windows. +rem On Windows, this command just runs this batch file (the argument is ignored). +rem +rem Now we don't need to document a Windows command for activating a virtualenv. + +echo Executing .venv\Scripts\activate.bat for you +.venv\Scripts\activate.bat diff --git a/tests/__init__.py b/tests/__init__.py new file mode 100644 index 0000000..e69de29 diff --git a/tests/unit/__init__.py b/tests/unit/__init__.py new file mode 100644 index 0000000..e69de29 diff --git a/tests/unit/test_infra_stack.py b/tests/unit/test_infra_stack.py new file mode 100644 index 0000000..ddfe13e --- /dev/null +++ b/tests/unit/test_infra_stack.py @@ -0,0 +1,15 @@ +import aws_cdk as core +import aws_cdk.assertions as assertions + +from infra.usage_anomaly_detector import UsageAnomalyDetectorStack + +# example tests. To run these tests, uncomment this file along with the example +# resource in infra/usage_anomaly_detector.py +def test_sqs_queue_created(): + app = core.App() + stack = UsageAnomalyDetectorStack(app, "infra") + template = assertions.Template.from_stack(stack) + +# template.has_resource_properties("AWS::SQS::Queue", { +# "VisibilityTimeout": 300 +# }) diff --git a/troubleshooting.md b/troubleshooting.md new file mode 100644 index 0000000..6397a3f --- /dev/null +++ b/troubleshooting.md @@ -0,0 +1,9 @@ +## Troubleshooting + +### Missing Anomaly Detector +1. If you do not find any of the detector (_lambda-invoke_, _ebs-create\_volume_, _ec2-run\_instances_) check the cloudwatch logs for the opensearch anomaly detector config automation lambda function. +2. You can manually re-run the lambda function in case the detector creation fails for some reason. + +### No Data in EC2/EBS/Lambda Opensearch dashboards +1. Check the time window as there might be no events for the specific time window. +2. Generate custom data by triggering the events. You can do so by creating an ec2 instance or ebs volume or just invoking lambda functions. \ No newline at end of file

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