npx skills add ...
npx skills add aws/agent-toolkit-for-aws --skill querying-aws-cloudwatch
npx skills add aws/agent-toolkit-for-aws --skill querying-aws-cloudwatch
Runs SQL queries on CloudWatch Logs data exported as Apache Iceberg tables in S3 Tables. Covers VPC Flow Logs, WAF logs, CloudFront access logs, Route 53 resolver logs, Network Firewall logs, EKS audit logs, Verified Access logs, SES logs, VPC Lattice logs, Step Functions logs, NLB access logs, and 20+ other AWS vended data sources. Applies when analyzing network traffic, investigating security incidents, querying exported logs with SQL, enabling S3 Tables integration, configuring log export, correlating logs with other data, or running Athena queries on the aws-cloudwatch table bucket. Trigger phrases: query logs with SQL, analyze logs in Athena, SQL on VPC flow logs, investigate network traffic, run SQL on exported logs, enable S3 Tables for CloudWatch, correlate logs, historical log analysis, set up log querying.
Works best with the AWS MCP server for sandboxed execution and audit logging. All commands below use the AWS CLI and work in any environment with configured AWS credentials.
The CloudWatch Logs S3 Tables integration exports log data as Apache Iceberg tables in the AWS-managed aws-cloudwatch table bucket. This enables SQL analysis via Amazon Athena and correlation of log data with non-CloudWatch data (S3 metadata, business tables, etc.). Available at no additional storage charge beyond CloudWatch ingestion pricing.
| User intent | Use this skill? | Alternative |
|---|---|---|
| Run SQL across large volumes of log data | Yes | — |
| Correlate logs with S3 metadata or other tables | Yes — join across catalogs | — |
| Quick log search / pattern matching | No | CloudWatch Logs Insights (faster for ad-hoc) |
| Real-time log streaming/tailing | No | CloudWatch Logs console or logs filter-log-events |
| Set up alarms on log patterns | No | CloudWatch Metric Filters / Alarms |
| Query historical logs before integration was enabled | No | CloudWatch Logs (no backfill in S3 Tables) |
The following data sources are available through the S3 Tables integration. Each data source has a namespace pattern used in SQL queries. Not all AWS vended data sources may be available in all Regions; check the CloudWatch console Data Sources tab for current availability.
| Data Source | Namespace pattern | Common use case |
|---|---|---|
| VPC Flow Logs | amazon_vpc__flow | Network traffic analysis, rejected connections |
| WAF Logs | aws_waf__logs | Blocked requests, rule hit analysis |
| CloudFront Access Logs | amazon_cloudfront__access | CDN traffic patterns, error rates |
| Route 53 Resolver Query Logs | amazon_route53resolver__query | DNS query analysis |
| Network Firewall Logs | aws_networkfirewall__logs | Firewall rule hits, dropped traffic |
| EKS Audit Logs | amazon_eks__audit | Kubernetes API audit trail |
| Verified Access Logs | amazon_verifiedaccess__logs | Zero-trust access decisions |
| SES Mail Logs | amazon_ses__mail | Email delivery/bounce tracking |
| VPC Lattice Access Logs | amazon_vpclattice__access | Service-to-service access patterns |
| Step Functions Logs | aws_stepfunctions__logs | Workflow execution debugging |
| Global Accelerator Flow Logs | aws_globalaccelerator__flow | Global network traffic |
| NLB Access Logs | elastic_load_balancing__nlb_access | Load balancer request tracing |
| Shield Logs | aws_shield__logs | DDoS mitigation events |
| Cognito Logs | amazon_cognito__logs | Auth/identity operations |
| ElastiCache Logs | amazon_elasticache__logs | Redis slow log, engine log |
| SageMaker Logs | amazon_sagemaker__logs | ML training/inference events |
| WorkMail Audit Logs | amazon_workmail__audit | Email security/compliance |
| Bedrock Agent Logs | aws_bedrock_agent_core__logs | AI agent invocations |
| Client VPN Logs | aws_client_vpn__connections | VPN connection tracking |
| Entity Resolution Logs | aws_entity_resolution__logs | Record matching operations |
| MediaPackage Access Logs | aws_elemental_mediapackage__access | Streaming delivery metrics |
| MediaTailor Logs | aws_elemental_mediatailor__logs | Ad insertion events |
| Transfer Family Logs | aws_transfer_family__logs | SFTP/FTPS file transfer tracking |
| Site-to-Site VPN Logs | aws_site_to_site_vpn__logs | VPN tunnel diagnostics |
Note: This table lists the 24 most commonly queried data sources. The integration supports 43+ AWS vended data sources in total. Use
list-namespaceson theaws-cloudwatchbucket to discover all available data sources in your account. Namespace patterns follow the convention<service>__<type>.
List available tables:
Create integration:
Associate a specific data source (recommended):
Associate all data sources (wildcard):
⚠️ Warning: Wildcard association delivers all current and future data sources to S3 Tables. Use specific associations for tighter control over what log data lands in queryable tables.
For IAM requirements (service role trust policy, permissions policy, condition keys), see Security Considerations below.
Requires:
s3tablescatalog)Grant access:
Query syntax:
Constraints:
You MUST ALWAYS run get-tables on the target namespace and include the command in your response before writing any SQL query — schemas vary by data source. Never skip this step even if you already know the likely schema. Run get-tables once on the target namespace (one call returns all tables + columns + types + descriptions):
You MUST confirm workgroup and output location before executing
You MUST inform user that only logs received after association are available (no backfill)
Example — VPC Flow Logs rejected traffic:
Example — WAF blocked requests:
Example — correlate VPC Flow Logs with S3 object metadata:
get-tables on the target namespace before building complex queries| Error | Cause | Fix |
|---|---|---|
aws-cloudwatch bucket not found | Integration not created | Run create-s3-table-integration |
| Bucket exists but no namespaces | No data sources associated, or no log traffic since association | Associate sources; generate traffic |
CATALOG_NOT_FOUND in Athena | S3 Tables not registered in Glue | Enable integration: S3 console > Table buckets > Enable integration |
AccessDenied on query | Missing Lake Formation grants or IAM permissions | See Security Considerations below |
| Empty results | Logs only flow after association; no backfill | Confirm association exists and log source is actively generating data |
| Schema mismatch / column not found | Log type schema updated by AWS | Run get-tables on the namespace to get current columns |
The service role must allow logs.amazonaws.com to assume it. Always include aws:SourceAccount and aws:SourceArn condition keys to prevent confused deputy attacks:
If using a customer managed KMS key, grant both service principals access:
Log data may contain PII including IP addresses, user agents, request parameters, and authentication tokens. Treat all exported log tables as sensitive by default.
srcaddr, source_ip_address, httpRequest). Grant permissions to specific tables and columns rather than wildcards.*/*) to limit which data sources are exported to queryable tables.Enable CloudTrail logging for Athena (StartQueryExecution, GetQueryResults) and Lake Formation (GrantPermissions, RevokePermissions) API calls to maintain an audit trail of who queried what data.
aws observabilityadmin create-s3-table-integration \
--region <REGION> \
--encryption '{"SseAlgorithm": "aws:kms", "KmsKeyArn": "<KMS_KEY_ARN>"}' \
--role-arn <SERVICE_ROLE_ARN>aws logs associate-source-to-s3-table-integration \
--region <REGION> \
--integration-arn <INTEGRATION_ARN> \
--data-source '{"name": "<source-name>", "type": "<source-type>"}'aws logs associate-source-to-s3-table-integration \
--region <REGION> \
--integration-arn <INTEGRATION_ARN> \
--data-source '{"name": "*", "type": "*"}'aws lakeformation grant-permissions \
--principal DataLakePrincipalIdentifier=<ROLE_ARN> \
--resource '{"Table": {"CatalogId": "<ACCOUNT>:s3tablescatalog/aws-cloudwatch", "DatabaseName": "<NAMESPACE>", "Name": "<TABLE>"}}' \
--permissions DESCRIBE SELECT \
--region <REGION>"s3tablescatalog/aws-cloudwatch"."<namespace>"."<table>"