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[LOW PRIORITY] feat: Add ECS cost optimization dashboard for right-sizing analysis

@AgentWrapperchecks n/achecks…feat/ecs-cost-optimization-dashboard → next6 files · +562 −193updated 4mo ago

GitHub

▸Description · 2 noise

Why

The ECS background runner tasks are massively over-provisioned:

Current allocation: 8 vCPU / 48GB RAM
Actual usage: 0.3% CPU avg, 2.8% memory avg (97% underutilized)
Cost impact: ~$800/week on compute that's mostly idle

This dashboard provides data-driven evidence to support right-sizing decisions and track the impact after implementation.

What

Creates a comprehensive Datadog dashboard (ecs-right-sizing.tf) in the datadog-dashboards module showing:

Resource Utilization:

CPU/Memory usage timeseries vs allocated capacity (with 2 vCPU / 8GB proposal markers)
Average and max utilization percentages
Peak memory spikes to identify workflows needing overrides

Cost Analysis:

Real-time cost calculation using existing container metrics (no additional Datadog cost)
Cost comparison table across 4 reservation tiers
Estimated savings: $1,900/year (69% cost reduction)

Risk Assessment:

Workflow success rate tracking
Analysis showing 10-16% of workflows need override to 8vCPU/64GB
Peak memory distribution with 8GB threshold marker

Recommendation: Reduce default to 2 vCPU / 8GB (covers P99 with 3x safety margin on memory, 16x on CPU)

How to Test

View dashboard: terraform output -json | jq -r '.datadog_dashboards.value.ecs_right_sizing_dashboard_url'
- Or directly: https://app.datadoghq.com/dashboard/6zi-zix-ted
Verify all widgets load with data (except AWS ECS integration widgets if not enabled)
Adjust time range to see historical trends
Cost calculation: container-hours × $0.537 should match expected compute costs

Notes

Working widgets:

✅ CPU/Memory usage and utilization (using existing container.* metrics)
✅ Workflow success rate (using cortex.workflows.run.completed)
✅ Cost calculation from container-hours
✅ Peak memory distribution

Dashboard already deployed to prod via terraform apply during development.

Future Enhancements - Additional Metrics to Consider:

Workflow Duration Distribution
- Metric: cortex.workflows.run.duration (if exists) or calculate from initiation_delay + execution time
- Value: Identify which workflows are long-running vs quick (affects cost/override decisions)
OOM Kill Tracking
- Metric: container.memory.oom_kill or ECS task stopped reason
- Value: Critical for validating that proposed 8GB won't cause failures
Per-Workflow Resource Usage
- Metrics: Tag container.memory.usage with workflow_name
- Value: Identify specific workflows that need overrides (currently only see aggregate)
Throttling/CPU Steal
- Metric: container.cpu.throttled or container.cpu.system
- Value: Validate that 2 vCPU won't cause performance degradation
Task Startup Time
- Metric: Time from task start to workflow execution start
- Value: Smaller tasks might have faster cold starts, improving the 110s delay
Memory Cache Hit Rate
- Metric: Application-level caching metrics
- Value: High cache hit rates might justify more memory; low rates support reduction
P95/P99 via Percentiles
- Enhancement: Use Datadog percentile aggregation instead of max
- Value: More accurate risk assessment (currently using max as proxy)
Cost by Workflow Type
- Metrics: Tag workflows with type (fix-action, create-app, etc.)
- Value: Identify which workflow types drive costs and need optimization

To enable these:

Add metrics in cortex/common/metrics.py (like existing initiation_delay)
Tag container metrics with workflow metadata
Consider AWS ECS integration for task lifecycle events (if cost justified)

📊 Dashboard URL: https://app.datadoghq.com/dashboard/6zi-zix-ted

▸ 2 bot/status comments hidden

@github-actions[bot]4mo ago

✅ Terraform Plan: Staging

ℹ️ Note: The Plan: 3 to add, 3 to change, 3 to destroy. output is always expected due to a known Terraform AWS provider issue. ECS task definitions show as must be replaced on every plan because the provider stores container definitions in a different order than AWS returns them. This is cosmetic only - real changes (new images, env vars) are still detected correctly.

module.doppler_aws_secrets.data.external.env_vars: Reading...
module.doppler_aws_secrets.doppler_environment.config: Refreshing state... [id=integrator.staging]
module.rds.random_password.readonly[0]: Refreshing state... [id=none]
module.rds.random_password.master[0]: Refreshing state... [id=none]
module.github_actions_role.data.tls_certificate.github: Reading...
module.datadog_log_pipeline.datadog_apm_retention_filter.llmobs_traces: Refreshing state... [id=-mP2s46hR6yaYgMyEICDtg]
module.datadog_log_pipeline.datadog_apm_retention_filter.error_traces: Refreshing state... [id=h17q4OSSSEie8lqpAgBYyw]
module.github_actions_role.data.tls_certificate.github: Read complete after 0s [id=772ed8785f2c647baa040d3a1b4aa6cafacb6267]
module.datadog_log_pipeline.datadog_logs_custom_pipeline.integrator_json: Refreshing state... [id=Hfi5qZBoQXq00jWU_RovcA]
module.ai_agent_debugging_role.aws_iam_role_policy.vpc_debugging: Refreshing state... [id=integrator-ai-agent-debugging-staging:integrator-ai-agent-debugging-staging-vpc-policy]
module.ai_agent_debugging_role.aws_iam_role_policy.ecr_debugging: Refreshing state... [id=integrator-ai-agent-debugging-staging:integrator-ai-agent-debugging-staging-ecr-policy]
module.ai_agent_debugging_role.aws_iam_role_policy.cloudwatch_metrics_debugging: Refreshing state... [id=integrator-ai-agent-debugging-staging:integrator-ai-agent-debugging-staging-cloudwatch-metrics-policy]
module.ecs_api.aws_iam_role.api_task: Refreshing state... [id=integrator-staging-api-task-role]
module.ai_agent_debugging_role.aws_iam_role_policy.rds_debugging: Refreshing state... [id=integrator-ai-agent-debugging-staging:integrator-ai-agent-debugging-staging-rds-policy]
module.ecs_api.data.aws_ecr_repository.api[0]: Reading...
module.ai_agent_debugging_role.aws_iam_role_policy.deny_privilege_escalation: Refreshing state... [id=integrator-ai-agent-debugging-staging:integrator-ai-agent-debugging-staging-deny-privilege-escalation]
module.ai_agent_debugging_role.aws_iam_role.ai_agent_debugging: Refreshing state... [id=integrator-ai-agent-debugging-staging]
module.ai_agent_debugging_role.aws_iam_role_policy.alb_debugging: Refreshing state... [id=integrator-ai-agent-debugging-staging:integrator-ai-agent-debugging-staging-alb-policy]
module.ai_agent_debugging_role.aws_iam_role_policy.secrets_manager_debugging: Refreshing state... [id=integrator-ai-agent-debugging-staging:integrator-ai-agent-debugging-staging-secrets-manager-policy]
module.ai_agent_debugging_role.aws_iam_role_policy.cloudwatch_logs_debugging: Refreshing state... [id=integrator-ai-agent-debugging-staging:integrator-ai-agent-debugging-staging-cloudwatch-logs-policy]
module.ai_agent_debugging_role.aws_iam_role_policy.s3_debugging: Refreshing state... [id=integrator-ai-agent-debugging-staging:integrator-ai-agent-debugging-staging-s3-policy]
module.ai_agent_debugging_role.aws_iam_role_policy.iam_debugging: Refreshing state... [id=integrator-ai-agent-debugging-staging:integrator-ai-agent-debugging-staging-iam-policy]
module.ai_agent_debugging_role.aws_iam_role_policy.ecs_debugging: Refreshing state... [id=integrator-ai-agent-debugging-staging:integrator-ai-agent-debugging-staging-ecs-policy]
module.ecs_api.data.aws_caller_identity.current: Reading...
module.ecs_api.aws_iam_role.api_task_execution: Refreshing state... [id=integrator-staging-api-task-execution-role]
module.github_actions_role.data.aws_caller_identity.current: Reading...
module.ecs_api.data.aws_caller_identity.current: Read complete after 0s [id=256586139593]
module.rds.aws_secretsmanager_secret.readonly_password[0]: Refreshing state... [id=integrator/staging/rds-readonly-password]
data.aws_iam_openid_connect_provider.github: Reading...
module.github_actions_role.data.aws_caller_identity.current: Read complete after 0s [id=256586139593]
data.aws_caller_identity.current: Reading...
module.ecs_api.aws_cloudwatch_log_group.api_logs: Refreshing state... [id=/ecs/integrator/staging/api]
module.artifacts_bucket.aws_s3_bucket.this: Refreshing state... [id=integrator-artifacts-staging]
data.aws_caller_identity.current: Read complete after 0s [id=256586139593]
module.doppler_aws_secrets.aws_iam_policy.doppler_secrets_manager: Refreshing state... [id=arn:aws:iam::256586139593:policy/integrator-staging-doppler-secrets-manager-policy]
module.ecs_api.aws_cloudwatch_log_group.poller_logs: Refreshing state... [id=/ecs/integrator/staging/poller]
data.aws_iam_openid_connect_provider.github: Read complete after 0s [id=arn:aws:iam::256586139593:oidc-provider/token.actions.githubusercontent.com]
data.aws_vpc.default: Reading...
module.doppler_aws_secrets.data.external.env_vars: Read complete after 0s [id=-]
module.ecs_api.data.aws_ecs_cluster.default: Reading...
module.ecs_api.aws_iam_policy.ecs_exec: Refreshing state... [id=arn:aws:iam::256586139593:policy/integrator-staging-api-ecs-exec-policy]
module.rds.aws_db_parameter_group.main: Refreshing state... [id=integrator-staging-postgres-20251121173128166300000001]
module.rds.aws_secretsmanager_secret.master_password[0]: Refreshing state... [id=arn:aws:secretsmanager:us-east-1:256586139593:secret:integrator/staging/rds-master-password-4QWym0]
module.doppler_aws_secrets.aws_iam_role.doppler_secrets_manager: Refreshing state... [id=integrator-staging-doppler-secrets-manager-role]
module.knowledge_bucket.aws_s3_bucket.this: Refreshing state... [id=integrator-knowledge-staging]
module.ecs_api.aws_cloudwatch_log_group.migrations_logs: Refreshing state... [id=/ecs/integrator/staging/migrations]
module.ecs_api.data.aws_vpc.selected: Reading...
module.rds.data.aws_region.current: Reading...
module.rds.data.aws_region.current: Read complete after 0s [id=us-east-1]
module.doppler_aws_secrets.data.doppler_secrets.existing: Reading...
module.ecs_api.aws_iam_role_policy_attachment.api_task_execution: Refreshing state... [id=integrator-staging-api-task-execution-role-20251121173131958900000005]
module.ecs_api.data.aws_ecs_cluster.default: Read complete after 0s [id=arn:aws:ecs:us-east-1:256586139593:cluster/default]
module.rds.aws_secretsmanager_secret_version.readonly_password[0]: Refreshing state... [id=integrator/staging/rds-readonly-password|terraform-20260115132739255000000001]
module.rds.aws_secretsmanager_secret_version.master_password[0]: Refreshing state... [id=arn:aws:secretsmanager:us-east-1:256586139593:secret:integrator/staging/rds-master-password-4QWym0|terraform-20251128130346365300000002]
module.ecs_api.aws_iam_role_policy_attachment.api_ecs_exec: Refreshing state... [id=integrator-staging-api-task-role-20260110152557084500000001]
module.doppler_aws_secrets.aws_iam_role_policy_attachment.doppler_secrets_manager: Refreshing state... [id=integrator-staging-doppler-secrets-manager-role-20251117112527179200000001]
module.doppler_aws_secrets.doppler_integration_aws_secrets_manager.integration: Refreshing state... [id=44a390e7-e35d-44e3-a573-6476e776f406]
module.github_actions_role.aws_iam_role.github_actions: Refreshing state... [id=integrator-github-actions-staging]
module.artifacts_bucket.aws_s3_bucket_lifecycle_configuration.this: Refreshing state... [id=integrator-artifacts-staging]
module.artifacts_bucket.aws_s3_bucket_public_access_block.this: Refreshing state... [id=integrator-artifacts-staging]
module.artifacts_bucket.aws_s3_bucket_server_side_encryption_configuration.this: Refreshing state... [id=integrator-artifacts-staging]
data.aws_vpc.default: Read complete after 0s [id=vpc-0529dea5160deb846]
data.aws_subnets.public: Reading...
module.rds.data.aws_vpc.selected: Reading...
module.knowledge_bucket.aws_s3_bucket_public_access_block.this: Refreshing state... [id=integrator-knowledge-staging]
module.knowledge_bucket.aws_s3_bucket_lifecycle_configuration.this: Refreshing state... [id=integrator-knowledge-staging]
module.knowledge_bucket.aws_s3_bucket_server_side_encryption_configuration.this: Refreshing state... [id=integrator-knowledge-staging]
module.knowledge_bucket.aws_s3_bucket_versioning.this[0]: Refreshing state... [id=integrator-knowledge-staging]
data.aws_subnets.public: Read complete after 1s [id=us-east-1]
module.ecs_api.data.aws_vpc.selected: Read complete after 1s [id=vpc-0529dea5160deb846]
module.rds.aws_db_subnet_group.main: Refreshing state... [id=integrator-staging-db-subnet-group]
module.ecs_api.aws_lb_target_group.api: Refreshing state... [id=arn:aws:elasticloadbalancing:us-east-1:256586139593:targetgroup/integrator-staging-api-tg/4ebc38c1a3c18f91]
module.doppler_aws_secrets.data.doppler_secrets.existing: Read complete after 1s [id=integrator.staging]
module.ecs_api.aws_security_group.alb: Refreshing state... [id=sg-0f268d8e0027eaad9]
module.ecs_api.data.aws_subnets.public: Reading...
module.doppler_aws_secrets.doppler_secret.secrets["STATSD_METRICS_FLUSH_WAIT_TIME_SECS"]: Refreshing state... [id=integrator.staging.STATSD_METRICS_FLUSH_WAIT_TIME_SECS]
module.ecs_api.data.aws_subnets.public: Read complete after 0s [id=us-east-1]
module.doppler_aws_secrets.doppler_secret.secrets["LANGSMITH_API_KEY"]: Refreshing state... [id=integrator.staging.LANGSMITH_API_KEY]
module.doppler_aws_secrets.doppler_secret.secrets["COMPOSIO_API_KEY"]: Refreshing state... [id=integrator.staging.COMPOSIO_API_KEY]
module.ecs_api.data.aws_ecr_repository.api[0]: Read complete after 1s [id=integrator-api]
module.doppler_aws_secrets.doppler_secret.secrets["DD_API_KEY"]: Refreshing state... [id=integrator.staging.DD_API_KEY]
module.doppler_aws_secrets.doppler_secret.secrets["COMPOSIO_EXA_API_KEY"]: Refreshing state... [id=integrator.staging.COMPOSIO_EXA_API_KEY]
module.doppler_aws_secrets.doppler_secret.secrets["SLACK_BOT_TOKEN"]: Refreshing state... [id=integrator.staging.SLACK_BOT_TOKEN]
module.rds.data.aws_vpc.selected: Read complete after 1s [id=vpc-0529dea5160deb846]
module.doppler_aws_secrets.doppler_secret.secrets["TWITTER_API_KEY"]: Refreshing state... [id=integrator.staging.TWITTER_API_KEY]
module.doppler_aws_secrets.doppler_secret.secrets["COMPOSIO_STAGING_API_KEY"]: Refreshing state... [id=integrator.staging.COMPOSIO_STAGING_API_KEY]
module.doppler_aws_secrets.doppler_secret.secrets["WATCHDOG_BATCH_POLLER_DISABLED"]: Refreshing state... [id=integrator.staging.WATCHDOG_BATCH_POLLER_DISABLED]
module.doppler_aws_secrets.doppler_secret.secrets["AZURE_OPENAI_ENDPOINT_URL"]: Refreshing state... [id=integrator.staging.AZURE_OPENAI_ENDPOINT_URL]
module.doppler_aws_secrets.doppler_secret.secrets["BRANDFETCH_API_KEY"]: Refreshing state... [id=integrator.staging.BRANDFETCH_API_KEY]
module.doppler_aws_secrets.doppler_secret.secrets["PERPLEXITY_API_KEY"]: Refreshing state... [id=integrator.staging.PERPLEXITY_API_KEY]
module.doppler_aws_secrets.doppler_secret.secrets["AZURE_OPENAI_SUBSCRIPTION_KEY"]: Refreshing state... [id=integrator.staging.AZURE_OPENAI_SUBSCRIPTION_KEY]
module.doppler_aws_secrets.doppler_secret.secrets["COMPOSIO_STAGING_ADMIN_TOKEN"]: Refreshing state... [id=integrator.staging.COMPOSIO_STAGING_ADMIN_TOKEN]
module.doppler_aws_secrets.doppler_secret.secrets["TOOLS_DATABASE_URL"]: Refreshing state... [id=integrator.staging.TOOLS_DATABASE_URL]
module.doppler_aws_secrets.doppler_secret.secrets["APOLLO_ADMIN_TOKEN"]: Refreshing state... [id=integrator.staging.APOLLO_ADMIN_TOKEN]
module.doppler_aws_secrets.doppler_secret.secrets["PIPEDREAM_PATH"]: Refreshing state... [id=integrator.staging.PIPEDREAM_PATH]
module.doppler_aws_secrets.doppler_secret.secrets["LANGSMITH_ENDPOINT"]: Refreshing state... [id=integrator.staging.LANGSMITH_ENDPOINT]
module.doppler_aws_secrets.doppler_secret.secrets["COMPOSIO_WEBHOOK_SECRET"]: Refreshing state... [id=integrator.staging.COMPOSIO_WEBHOOK_SECRET]
module.doppler_aws_secrets.doppler_secret.secrets["NOTION_API_KEY"]: Refreshing state... [id=integrator.staging.NOTION_API_KEY]
module.doppler_aws_secrets.doppler_secret.secrets["CLICKHOUSE_USERNAME"]: Refreshing state... [id=integrator.staging.CLICKHOUSE_USERNAME]
module.doppler_aws_secrets.doppler_secret.secrets["GITHUB_ACCESS_TOKEN"]: Refreshing state... [id=integrator.staging.GITHUB_ACCESS_TOKEN]
module.doppler_aws_secrets.doppler_secret.secrets["WATCHDOG_MAX_FIXERS_PER_DAY"]: Refreshing state... [id=integrator.staging.WATCHDOG_MAX_FIXERS_PER_DAY]
module.doppler_aws_secrets.doppler_secret.secrets["THERMOS_USERNAME"]: Refreshing state... [id=integrator.staging.THERMOS_USERNAME]
module.doppler_aws_secrets.doppler_secret.secrets["ANCHOR_API_KEY"]: Refreshing state... [id=integrator.staging.ANCHOR_API_KEY]
module.doppler_aws_secrets.doppler_secret.secrets["COMPOSIO_YELP_API_KEY"]: Refreshing state... [id=integrator.staging.COMPOSIO_YELP_API_KEY]
module.doppler_aws_secrets.doppler_secret.secrets["USE_APOLLO_GET_DOWNLOAD_URL_API"]: Refreshing state... [id=integrator.staging.USE_APOLLO_GET_DOWNLOAD_URL_API]
module.doppler_aws_secrets.doppler_secret.secrets["ANTHROPIC_API_KEY"]: Refreshing state... [id=integrator.staging.ANTHROPIC_API_KEY]
module.doppler_aws_secrets.doppler_secret.secrets["THERMOS_PORT"]: Refreshing state... [id=integrator.staging.THERMOS_PORT]
module.doppler_aws_secrets.doppler_secret.secrets["PYTHONPATH"]: Refreshing state... [id=integrator.staging.PYTHONPATH]
module.doppler_aws_secrets.doppler_secret.secrets["LINEAR_API_KEY"]: Refreshing state... [id=integrator.staging.LINEAR_API_KEY]
module.doppler_aws_secrets.doppler_secret.secrets["BACKEND_READONLY_URL"]: Refreshing state... [id=integrator.staging.BACKEND_READONLY_URL]
module.doppler_aws_secrets.doppler_secret.secrets["TEST_CONNECTION_ID"]: Refreshing state... [id=integrator.staging.TEST_CONNECTION_ID]
module.doppler_aws_secrets.doppler_secret.secrets["COMPOSIO_GEMINI_API_KEY"]: Refreshing state... [id=integrator.staging.COMPOSIO_GEMINI_API_KEY]
module.doppler_aws_secrets.doppler_secret.secrets["MERCURY_AUTOLOAD"]: Refreshing state... [id=integrator.staging.MERCURY_AUTOLOAD]
module.doppler_aws_secrets.doppler_secret.secrets["TWITTER_API_SECRET"]: Refreshing state... [id=integrator.staging.TWITTER_API_SECRET]
module.doppler_aws_secrets.doppler_secret.secrets["COMPOSIO_SEATGEEK_KEY"]: Refreshing state... [id=integrator.staging.COMPOSIO_SEATGEEK_KEY]
module.doppler_aws_secrets.doppler_secret.secrets["THERMOS_HOST"]: Refreshing state... [id=integrator.staging.THERMOS_HOST]
module.doppler_aws_secrets.doppler_secret.secrets["VERCEL_AI_GATEWAY_API_KEY"]: Refreshing state... [id=integrator.staging.VERCEL_AI_GATEWAY_API_KEY]
module.doppler_aws_secrets.doppler_secret.secrets["APOLLO_URL"]: Refreshing state... [id=integrator.staging.APOLLO_URL]
module.doppler_aws_secrets.doppler_secret.secrets["THERMOS_DATABASE"]: Refreshing state... [id=integrator.staging.THERMOS_DATABASE]
module.doppler_aws_secrets.doppler_secret.secrets["OPENAI_API_KEY"]: Refreshing state... [id=integrator.staging.OPENAI_API_KEY]
module.doppler_aws_secrets.doppler_secret.secrets["COMPOSIO_ADMIN_TOKEN"]: Refreshing state... [id=integrator.staging.COMPOSIO_ADMIN_TOKEN]
module.doppler_aws_secrets.doppler_secret.secrets["GITHUB_REVIEWER_TOKEN"]: Refreshing state... [id=integrator.staging.GITHUB_REVIEWER_TOKEN]
module.doppler_aws_secrets.doppler_secret.secrets["DISABLE_MERCURY_CLEANUP"]: Refreshing state... [id=integrator.staging.DISABLE_MERCURY_CLEANUP]
module.doppler_aws_secrets.doppler_secret.secrets["COMPOSIO_INSTACART_API_KEY"]: Refreshing state... [id=integrator.staging.COMPOSIO_INSTACART_API_KEY]
module.doppler_aws_secrets.doppler_secret.secrets["ZAPIER_PATH"]: Refreshing state... [id=integrator.staging.ZAPIER_PATH]
module.doppler_aws_secrets.doppler_secret.secrets["HELICONE_API_KEY"]: Refreshing state... [id=integrator.staging.HELICONE_API_KEY]
module.doppler_aws_secrets.doppler_secret.secrets["THERMOS_PASSWORD"]: Refreshing state... [id=integrator.staging.THERMOS_PASSWORD]
module.doppler_aws_secrets.doppler_secret.secrets["GROQ_API_KEY"]: Refreshing state... [id=integrator.staging.GROQ_API_KEY]
module.doppler_aws_secrets.doppler_secret.secrets["LANGSMITH_TRACING"]: Refreshing state... [id=integrator.staging.LANGSMITH_TRACING]
module.doppler_aws_secrets.doppler_secret.secrets["FIRECRAWL_API_KEY"]: Refreshing state... [id=integrator.staging.FIRECRAWL_API_KEY]
module.doppler_aws_secrets.doppler_secret.secrets["CLICKHOUSE_PASSWORD"]: Refreshing state... [id=integrator.staging.CLICKHOUSE_PASSWORD]
module.doppler_aws_secrets.doppler_secret.secrets["COMPOSIO_TAVILY_API_KEY"]: Refreshing state... [id=integrator.staging.COMPOSIO_TAVILY_API_KEY]
module.doppler_aws_secrets.doppler_secret.secrets["COMPOSIO_SERPAPI_API_KEY"]: Refreshing state... [id=integrator.staging.COMPOSIO_SERPAPI_API_KEY]
module.doppler_aws_secrets.doppler_secret.secrets["ENCRYPTION_KEY"]: Refreshing state... [id=integrator.staging.ENCRYPTION_KEY]
module.github_actions_role.aws_iam_role_policy.cloudwatch_logs: Refreshing state... [id=integrator-github-actions-staging:integrator-github-actions-staging-cloudwatch-logs-policy]
module.github_actions_role.aws_iam_role_policy_attachment.terraform_admin[0]: Refreshing state... [id=integrator-github-actions-staging-20260115154744404400000001]
module.ecs_api.aws_security_group.api: Refreshing state... [id=sg-06a8634c658cb6242]
module.rds.aws_security_group.rds: Refreshing state... [id=sg-0c78e576a056ba44a]
github_actions_secret.aws_role_arn: Refreshing state... [id=integrator:AWS_ROLE_ARN_STAGING]
module.ecs_api.aws_lb.api: Refreshing state... [id=arn:aws:elasticloadbalancing:us-east-1:256586139593:loadbalancer/app/integrator-staging-alb/5e4f301bcd0263cb]
github_actions_secret.ecs_subnets: Refreshing state... [id=integrator:ECS_SUBNETS_STAGING]
module.rds.aws_db_instance.main: Refreshing state... [id=db-I57KURHD3UXFT56QM2OTWRW7TQ]
github_actions_secret.ecs_security_groups: Refreshing state... [id=integrator:ECS_SECURITY_GROUPS_STAGING]
module.rds.null_resource.create_readonly_user[0]: Refreshing state... [id=3885368352693534014]
module.ecs_api.aws_ecs_task_definition.migrations: Refreshing state... [id=integrator-staging-migrations]
module.ecs_background_runner.data.aws_caller_identity.current: Reading...
module.ecs_background_runner.aws_iam_role.task: Refreshing state... [id=integrator-staging-ecs-task-role]
module.ecs_background_runner.aws_iam_policy.s3_knowledge_access: Refreshing state... [id=arn:aws:iam::256586139593:policy/integrator-staging-s3-knowledge-access]
module.ecs_background_runner.data.aws_ecs_cluster.default[0]: Reading...
module.ecs_background_runner.data.aws_caller_identity.current: Read complete after 0s [id=256586139593]
module.ecs_api.aws_lb_listener.http: Refreshing state... [id=arn:aws:elasticloadbalancing:us-east-1:256586139593:listener/app/integrator-staging-alb/5e4f301bcd0263cb/d7549a73fdd1a11a]
module.ecs_background_runner.aws_cloudwatch_log_group.task_logs: Refreshing state... [id=/ecs/integrator/staging/background-runner]
module.ecs_background_runner.aws_iam_policy.ecs_exec: Refreshing state... [id=arn:aws:iam::256586139593:policy/integrator-staging-ecs-exec-policy]
module.ecs_background_runner.data.aws_ecs_cluster.default[0]: Read complete after 0s [id=arn:aws:ecs:us-east-1:256586139593:cluster/default]
module.ecs_background_runner.aws_cloudwatch_log_group.ecs_task_events: Refreshing state... [id=/aws/events/integrator/staging/ecs-task-state-change]
module.ecs_background_runner.data.aws_ecr_repository.background_runner[0]: Reading...
module.ecs_background_runner.aws_iam_role.task_execution: Refreshing state... [id=integrator-staging-ecs-task-execution-role]
module.ecs_background_runner.aws_cloudwatch_event_rule.ecs_task_state_change: Refreshing state... [id=integrator-staging-ecs-task-state-change]
module.ecs_background_runner.aws_iam_role_policy_attachment.task_execution: Refreshing state... [id=integrator-staging-ecs-task-execution-role-20251121173130862100000002]
module.ecs_background_runner.aws_iam_role_policy_attachment.s3_knowledge_access: Refreshing state... [id=integrator-staging-ecs-task-role-20260110152558095500000002]
module.ecs_background_runner.aws_iam_role_policy_attachment.ecs_exec: Refreshing state... [id=integrator-staging-ecs-task-role-20251121173131775000000004]
module.ecs_background_runner.aws_cloudwatch_event_target.ecs_task_state_change_logs: Refreshing state... [id=integrator-staging-ecs-task-state-change-LogTaskStateChanges]
module.doppler_aws_secrets.doppler_secrets_sync_aws_secrets_manager.sync: Refreshing state... [id=3cddcf0b-4014-410d-a552-88d3e5022617]
module.ecs_background_runner.data.aws_ecr_repository.background_runner[0]: Read complete after 1s [id=integrator-background-runner]
module.github_actions_role.aws_iam_role_policy.ecr: Refreshing state... [id=integrator-github-actions-staging:integrator-github-actions-staging-ecr-policy]
module.doppler_aws_secrets.null_resource.wait_for_secrets: Refreshing state... [id=4989053128215798288]
module.ecs_background_runner.aws_iam_policy.secrets_manager_access: Refreshing state... [id=arn:aws:iam::256586139593:policy/integrator-staging-ecs-secrets-access]
module.doppler_aws_secrets.data.aws_secretsmanager_secrets.synced: Reading...
module.ecs_background_runner.aws_iam_role_policy_attachment.secrets_access: Refreshing state... [id=integrator-staging-ecs-task-execution-role-20251121173131402400000003]
module.doppler_aws_secrets.data.aws_secretsmanager_secrets.synced: Read complete after 0s [id=us-east-1]
module.ecs_api.aws_iam_policy.api_secrets_access: Refreshing state... [id=arn:aws:iam::256586139593:policy/integrator-staging-api-secrets-access]
module.ecs_api.aws_ecs_task_definition.poller: Refreshing state... [id=integrator-staging-poller]
module.ecs_background_runner.aws_ecs_task_definition.background_runner: Refreshing state... [id=integrator-staging-background-runner]
module.ecs_api.aws_ecs_service.poller: Refreshing state... [id=arn:aws:ecs:us-east-1:256586139593:service/default/integrator-staging-poller]
module.ecs_api.aws_iam_policy.launch_background_runner: Refreshing state... [id=arn:aws:iam::256586139593:policy/integrator-staging-api-launch-tasks-policy]
module.ecs_api.aws_ecs_task_definition.api: Refreshing state... [id=integrator-staging-api]
module.ecs_api.aws_iam_role_policy_attachment.api_secrets_access: Refreshing state... [id=integrator-staging-api-task-execution-role-20251127102440078700000001]
module.ecs_api.aws_ecs_service.api: Refreshing state... [id=arn:aws:ecs:us-east-1:256586139593:service/default/integrator-staging-api]
module.ecs_api.aws_iam_role_policy_attachment.api_launch_tasks: Refreshing state... [id=integrator-staging-api-task-role-20251121182311833700000002]
module.github_actions_role.aws_iam_role_policy.ecs: Refreshing state... [id=integrator-github-actions-staging:integrator-github-actions-staging-ecs-policy]

Terraform used the selected providers to generate the following execution
plan. Resource actions are indicated with the following symbols:
  ~ update in-place
  - destroy
-/+ destroy and then create replacement

Terraform will perform the following actions:

  # module.ai_agent_debugging_role.aws_iam_role.ai_agent_debugging will be destroyed
  # (because aws_iam_role.ai_agent_debugging is not in configuration)
  - resource "aws_iam_role" "ai_agent_debugging" {
      - arn                   = "arn:aws:iam::256586139593:role/integrator-ai-agent-debugging-staging" -> null
      - assume_role_policy    = jsonencode(
            {
              - Statement = [
                  - {
                      - Action    = "sts:AssumeRole"
                      - Condition = {
                          - StringLike = {
                              - "aws:PrincipalArn" = [
                                  - "arn:aws:iam::256586139593:user/*",
                                  - "arn:aws:iam::256586139593:role/aws-reserved/sso.amazonaws.com/AWSReservedSSO_*",
                                ]
                            }
                        }
                      - Effect    = "Allow"
                      - Principal = {
                          - AWS = "arn:aws:iam::256586139593:root"
                        }
                    },
                ]
              - Version   = "2012-10-17"
            }
        ) -> null
      - create_date           = "2026-01-15T17:15:14Z" -> null
      - force_detach_policies = false -> null
      - id                    = "integrator-ai-agent-debugging-staging" -> null
      - managed_policy_arns   = [] -> null
      - max_session_duration  = 43200 -> null
      - name                  = "integrator-ai-agent-debugging-staging" -> null
      - path                  = "/" -> null
      - tags                  = {
          - "Environment" = "staging"
          - "ManagedBy"   = "Terraform"
          - "Name"        = "integrator-ai-agent-debugging-staging"
          - "Purpose"     = "AI Agent Read-only Debugging"
        } -> null
      - tags_all              = {
          - "Environment" = "staging"
          - "ManagedBy"   = "Terraform"
          - "Name"        = "integrator-ai-agent-debugging-staging"
          - "Purpose"     = "AI Agent Read-only Debugging"
        } -> null
      - unique_id             = "AROATXPNZY7EUBOIKAVM3" -> null

      - inline_policy {
          - name   = "integrator-ai-agent-debugging-staging-alb-policy" -> null
          - policy = jsonencode(
                {
                  - Statement = [
                      - {
                          - Action   = [
                              - "elasticloadbalancing:DescribeLoadBalancers",
                              - "elasticloadbalancing:DescribeTargetGroups",
                              - "elasticloadbalancing:DescribeTargetHealth",
                              - "elasticloadbalancing:DescribeListeners",
                              - "elasticloadbalancing:DescribeRules",
                              - "elasticloadbalancing:DescribeTags",
                              - "elasticloadbalancing:DescribeLoadBalancerAttributes",
                              - "elasticloadbalancing:DescribeTargetGroupAttributes",
                            ]
                          - Effect   = "Allow"
                          - Resource = "*"
                          - Sid      = "ALBReadOnly"
                        },
                    ]
                  - Version   = "2012-10-17"
                }
            ) -> null
        }
      - inline_policy {
          - name   = "integrator-ai-agent-debugging-staging-cloudwatch-logs-policy" -> null
          - policy = jsonencode(
                {
                  - Statement = [
                      - {
                          - Action   = [
                              - "logs:DescribeLogGroups",
                            ]
                          - Effect   = "Allow"
                          - Resource = "*"
                          - Sid      = "CloudWatchLogsDescribeLogGroups"
                        },
                      - {
                          - Action   = [
                              - "logs:DescribeLogStreams",
                              - "logs:GetLogEvents",
                              - "logs:FilterLogEvents",
                              - "logs:DescribeQueries",
                              - "logs:GetQueryResults",
                            ]
                          - Effect   = "Allow"
                          - Resource = [
                              - "arn:aws:logs:us-east-1:256586139593:log-group:/ecs/integrator/staging/*",
                              - "arn:aws:logs:us-east-1:256586139593:log-group:/ecs/integrator/staging/*:*",
                            ]
                          - Sid      = "CloudWatchLogsReadOnly"
                        },
                    ]
                  - Version   = "2012-10-17"
                }
            ) -> null
        }
      - inline_policy {
          - name   = "integrator-ai-agent-debugging-staging-cloudwatch-metrics-policy" -> null
          - policy = jsonencode(
                {
                  - Statement = [
                      - {
                          - Action   = [
                              - "cloudwatch:GetMetricData",
                              - "cloudwatch:GetMetricStatistics",
                              - "cloudwatch:ListMetrics",
                              - "cloudwatch:DescribeAlarms",
                              - "cloudwatch:DescribeAlarmsForMetric",
                              - "cloudwatch:DescribeAlarmHistory",
                            ]
                          - Effect   = "Allow"
                          - Resource = "*"
                          - Sid      = "CloudWatchMetricsReadOnly"
                        },
                    ]
                  - Version   = "2012-10-17"
                }
            ) -> null
        }
      - inline_policy {
          - name   = "integrator-ai-agent-debugging-staging-deny-privilege-escalation" -> null
          - policy = jsonencode(
                {
                  - Statement = [
                      - {
                          - Action   = [
                              - "sts:AssumeRole",
                              - "sts:AssumeRoleWithWebIdentity",
                              - "sts:AssumeRoleWithSAML",
                            ]
                          - Effect   = "Deny"
                          - Resource = "*"
                          - Sid      = "DenyAssumeRole"
                        },
                      - {
                          - Action   = [
                              - "iam:Create*",
                              - "iam:Delete*",
                              - "iam:Update*",
                              - "iam:Put*",
                              - "iam:Attach*",
                              - "iam:Detach*",
                              - "iam:Add*",
                              - "iam:Remove*",
                              - "iam:Set*",
                            ]
                          - Effect   = "Deny"
                          - Resource = "*"
                          - Sid      = "DenyIAMModifications"
                        },
                    ]
                  - Version   = "2012-10-17"
                }
            ) -> null
        }
      - inline_policy {
          - name   = "integrator-ai-agent-debugging-staging-ecr-policy" -> null
          - policy = jsonencode(
                {
                  - Statement = [
                      - {
                          - Action   = [
                              - "ecr:DescribeRepositories",
                              - "ecr:DescribeImages",
                              - "ecr:DescribeImageScanFindings",
                              - "ecr:GetDownloadUrlForLayer",
                              - "ecr:BatchGetImage",
                              - "ecr:BatchCheckLayerAvailability",
                              - "ecr:ListImages",
                              - "ecr:ListTagsForResource",
                              - "ecr:GetRepositoryPolicy",
                              - "ecr:GetLifecyclePolicy",
                              - "ecr:GetLifecyclePolicyPreview",
                            ]
                          - Effect   = "Allow"
                          - Resource = "*"
                          - Sid      = "ECRReadOnly"
                        },
                      - {
                          - Action   = [
                              - "ecr:GetAuthorizationToken",
                            ]
                          - Effect   = "Allow"
                          - Resource = "*"
                          - Sid      = "ECRAuthorization"
                        },
                    ]
                  - Version   = "2012-10-17"
                }
            ) -> null
        }
      - inline_policy {
          - name   = "integrator-ai-agent-debugging-staging-ecs-policy" -> null
          - policy = jsonencode(
                {
                  - Statement = [
                      - {
                          - Action   = [
                              - "ecs:DescribeClusters",
                              - "ecs:DescribeServices",
                              - "ecs:DescribeTaskDefinition",
                              - "ecs:DescribeTasks",
                              - "ecs:DescribeContainerInstances",
                              - "ecs:ListClusters",
                              - "ecs:ListServices",
                              - "ecs:ListTasks",
                              - "ecs:ListTaskDefinitions",
                              - "ecs:ListTaskDefinitionFamilies",
                              - "ecs:ListContainerInstances",
                              - "ecs:ListAttributes",
                            ]
                          - Effect   = "Allow"
                          - Resource = "*"
                          - Sid      = "ECSReadOnly"
                        },
                    ]
                  - Version   = "2012-10-17"
                }
            ) -> null
        }
      - inline_policy {
          - name   = "integrator-ai-agent-debugging-staging-iam-policy" -> null
          - policy = jsonencode(
                {
                  - Statement = [
                      - {
                          - Action   = [
                              - "iam:GetRole",
                              - "iam:GetRolePolicy",
                              - "iam:GetPolicy",
                              - "iam:GetPolicyVersion",
                              - "iam:ListRoles",
                              - "iam:ListRolePolicies",
                              - "iam:ListAttachedRolePolicies",
                              - "iam:ListPolicies",
                              - "iam:ListPolicyVersions",
                              - "iam:ListInstanceProfilesForRole",
                            ]
                          - Effect   = "Allow"
                          - Resource = "*"
                          - Sid      = "IAMReadOnly"
                        },
                    ]
                  - Version   = "2012-10-17"
                }
            ) -> null
        }
      - inline_policy {
          - name   = "integrator-ai-agent-debugging-staging-rds-policy" -> null
          - policy = jsonencode(
                {
                  - Statement = [
                      - {
                          - Action   = [
                              - "rds:DescribeDBInstances",
                              - "rds:DescribeDBClusters",
                              - "rds:DescribeDBSnapshots",
                              - "rds:DescribeDBClusterSnapshots",
                              - "rds:DescribeDBParameterGroups",
                              - "rds:DescribeDBParameters",
                              - "rds:DescribeDBSubnetGroups",
                              - "rds:DescribeOptionGroups",
                              - "rds:DescribeDBLogFiles",
                              - "rds:DownloadDBLogFilePortion",
                              - "rds:ListTagsForResource",
                            ]
                          - Effect   = "Allow"
                          - Resource = "*"
                          - Sid      = "RDSReadOnly"
                        },
                    ]
                  - Version   = "2012-10-17"
                }
            ) -> null
        }
      - inline_policy {
          - name   = "integrator-ai-agent-debugging-staging-s3-policy" -> null
          - policy = jsonencode(
                {
                  - Statement = [
                      - {
                          - Action   = [
                              - "s3:GetObject",
                              - "s3:GetObjectVersion",
                              - "s3:ListBucket",
                              - "s3:ListBucketVersions",
                              - "s3:GetBucketLocation",
                              - "s3:GetBucketVersioning",
                            ]
                          - Effect   = "Allow"
                          - Resource = [
                              - "arn:aws:s3:::integrator-artifacts-staging",
                              - "arn:aws:s3:::integrator-artifacts-staging/*",
                              - "arn:aws:s3:::integrator-knowledge-staging",
                              - "arn:aws:s3:::integrator-knowledge-staging/*",
                            ]
                          - Sid      = "S3ArtifactsReadOnly"
                        },
                    ]
                  - Version   = "2012-10-17"
                }
            ) -> null
        }
      - inline_policy {
          - name   = "integrator-ai-agent-debugging-staging-secrets-manager-policy" -> null
          - policy = jsonencode(
                {
                  - Statement = [
                      - {
                          - Action   = [
                              - "secretsmanager:GetSecretValue",
                              - "secretsmanager:DescribeSecret",
                            ]
                          - Effect   = "Allow"
                          - Resource = [
                              - "arn:aws:secretsmanager:us-east-1:256586139593:secret:integrator/staging/rds-readonly-password*",
                            ]
                          - Sid      = "SecretsManagerReadOnlyPassword"
                        },
                      - {
                          - Action   = [
                              - "secretsmanager:ListSecrets",
                            ]
                          - Effect   = "Allow"
                          - Resource = "*"
                          - Sid      = "SecretsManagerListSecrets"
                        },
                    ]
                  - Version   = "2012-10-17"
                }
            ) -> null
        }
      - inline_policy {
          - name   = "integrator-ai-agent-debugging-staging-vpc-policy" -> null
          - policy = jsonencode(
                {
                  - Statement = [
                      - {
                          - Action   = [
                              - "ec2:DescribeVpcs",
                              - "ec2:DescribeSubnets",
                              - "ec2:DescribeSecurityGroups",
                              - "ec2:DescribeSecurityGroupRules",
                              - "ec2:DescribeNetworkInterfaces",
                              - "ec2:DescribeRouteTables",
                              - "ec2:DescribeInternetGateways",
                              - "ec2:DescribeNatGateways",
                              - "ec2:DescribeVpcEndpoints",
                              - "ec2:DescribeNetworkAcls",
                              - "ec2:DescribeVpcPeeringConnections",
                              - "ec2:DescribeTags",
                            ]
                          - Effect   = "Allow"
                          - Resource = "*"
                          - Sid      = "VPCReadOnly"
                        },
                    ]
                  - Version   = "2012-10-17"
                }
            ) -> null
        }
    }

  # module.ai_agent_debugging_role.aws_iam_role_policy.alb_debugging will be destroyed
  # (because aws_iam_role_policy.alb_debugging is not in configuration)
  - resource "aws_iam_role_policy" "alb_debugging" {
      - id     = "integrator-ai-agent-debugging-staging:integrator-ai-agent-debugging-staging-alb-policy" -> null
      - name   = "integrator-ai-agent-debugging-staging-alb-policy" -> null
      - policy = jsonencode(
            {
              - Statement = [
                  - {
                      - Action   = [
                          - "elasticloadbalancing:DescribeLoadBalancers",
                          - "elasticloadbalancing:DescribeTargetGroups",
                          - "elasticloadbalancing:DescribeTargetHealth",
                          - "elasticloadbalancing:DescribeListeners",
                          - "elasticloadbalancing:DescribeRules",
                          - "elasticloadbalancing:DescribeTags",
                          - "elasticloadbalancing:DescribeLoadBalancerAttributes",
                          - "elasticloadbalancing:DescribeTargetGroupAttributes",
                        ]
                      - Effect   = "Allow"
                      - Resource = "*"
                      - Sid      = "ALBReadOnly"
                    },
                ]
              - Version   = "2012-10-17"
            }
        ) -> null
      - role   = "integrator-ai-agent-debugging-staging" -> null
    }

  # module.ai_agent_debugging_role.aws_iam_role_policy.cloudwatch_logs_debugging will be destroyed
  # (because aws_iam_role_policy.cloudwatch_logs_debugging is not in configuration)
  - resource "aws_iam_role_policy" "cloudwatch_logs_debugging" {
      - id     = "integrator-ai-agent-debugging-staging:integrator-ai-agent-debugging-staging-cloudwatch-logs-policy" -> null
      - name   = "integrator-ai-agent-debugging-staging-cloudwatch-logs-policy" -> null
      - policy = jsonencode(
            {
              - Statement = [
                  - {
                      - Action   = [
                          - "logs:DescribeLogGroups",
                        ]
                      - Effect   = "Allow"
                      - Resource = "*"
                      - Sid      = "CloudWatchLogsDescribeLogGroups"
                    },
                  - {
                      - Action   = [
                          - "logs:DescribeLogStreams",
                          - "logs:GetLogEvents",
                          - "logs:FilterLogEvents",
                          - "logs:DescribeQueries",
                          - "logs:GetQueryResults",
                        ]
                      - Effect   = "Allow"
                      - Resource = [
                          - "arn:aws:logs:us-east-1:256586139593:log-group:/ecs/integrator/staging/*",
                          - "arn:aws:logs:us-east-1:256586139593:log-group:/ecs/integrator/staging/*:*",
                        ]
                      - Sid      = "CloudWatchLogsReadOnly"
                    },
                ]
              - Version   = "2012-10-17"
            }
        ) -> null
      - role   = "integrator-ai-agent-debugging-staging" -> null
    }

  # module.ai_agent_debugging_role.aws_iam_role_policy.cloudwatch_metrics_debugging will be destroyed
  # (because aws_iam_role_policy.cloudwatch_metrics_debugging is not in configuration)
  - resource "aws_iam_role_policy" "cloudwatch_metrics_debugging" {
      - id     = "integrator-ai-agent-debugging-staging:integrator-ai-agent-debugging-staging-cloudwatch-metrics-policy" -> null
      - name   = "integrator-ai-agent-debugging-staging-cloudwatch-metrics-policy" -> null
      - policy = jsonencode(
            {
              - Statement = [
                  - {
                      - Action   = [
                          - "cloudwatch:GetMetricData",
                          - "cloudwatch:GetMetricStatistics",
                          - "cloudwatch:ListMetrics",
                          - "cloudwatch:DescribeAlarms",
                          - "cloudwatch:DescribeAlarmsForMetric",
                          - "cloudwatch:DescribeAlarmHistory",
                        ]
                      - Effect   = "Allow"
                      - Resource = "*"
                      - Sid      = "CloudWatchMetricsReadOnly"
                    },
                ]
              - Version   = "2012-10-17"
            }
        ) -> null
      - role   = "integrator-ai-agent-debugging-staging" -> null
    }

  # module.ai_agent_debugging_role.aws_iam_role_policy.deny_privilege_escalation will be destroyed
  # (because aws_iam_role_policy.deny_privilege_escalation is not in configuration)
  - resource "aws_iam_role_policy" "deny_privilege_escalation" {
      - id     = "integrator-ai-agent-debugging-staging:integrator-ai-agent-debugging-staging-deny-privilege-escalation" -> null
      - name   = "integrator-ai-agent-debugging-staging-deny-privilege-escalation" -> null
      - policy = jsonencode(
            {
              - Statement = [
                  - {
                      - Action   = [
                          - "sts:AssumeRole",
                          - "sts:AssumeRoleWithWebIdentity",
                          - "sts:AssumeRoleWithSAML",
                        ]
                      - Effect   = "Deny"
                      - Resource = "*"
                      - Sid      = "DenyAssumeRole"
                    },
                  - {
                      - Action   = [
                          - "iam:Create*",
                          - "iam:Delete*",
                          - "iam:Update*",
                          - "iam:Put*",
                          - "iam:Attach*",
                          - "iam:Detach*",
                          - "iam:Add*",
                          - "iam:Remove*",
                          - "iam:Set*",
                        ]
                      - Effect   = "Deny"
                      - Resource = "*"
                      - Sid      = "DenyIAMModifications"
                    },
                ]
              - Version   = "2012-10-17"
            }
        ) -> null
      - role   = "integrator-ai-agent-debugging-staging" -> null
    }

  # module.ai_agent_debugging_role.aws_iam_role_policy.ecr_debugging will be destroyed
  # (because aws_iam_role_policy.ecr_debugging is not in configuration)
  - resource "aws_iam_role_policy" "ecr_debugging" {
      - id     = "integrator-ai-agent-debugging-staging:integrator-ai-agent-debugging-staging-ecr-policy" -> null
      - name   = "integrator-ai-agent-debugging-staging-ecr-policy" -> null
      - policy = jsonencode(
            {
              - Statement = [
                  - {
                      - Action   = [
                          - "ecr:DescribeRepositories",
                          - "ecr:DescribeImages",
                          - "ecr:DescribeImageScanFindings",
                          - "ecr:GetDownloadUrlForLayer",
                          - "ecr:BatchGetImage",
                          - "ecr:BatchCheckLayerAvailability",
                          - "ecr:ListImages",
                          - "ecr:ListTagsForResource",
                          - "ecr:GetRepositoryPolicy",
                          - "ecr:GetLifecyclePolicy",
                          - "ecr:GetLifecyclePolicyPreview",
                        ]
                      - Effect   = "Allow"
                      - Resource = "*"
                      - Sid      = "ECRReadOnly"
                    },
                  - {
                      - Action   = [
                          - "ecr:GetAuthorizationToken",
                        ]
                      - Effect   = "Allow"
                      - Resource = "*"
                      - Sid      = "ECRAuthorization"
                    },
                ]
              - Version   = "2012-10-17"
            }
        ) -> null
      - role   = "integrator-ai-agent-debugging-staging" -> null
    }

  # module.ai_agent_debugging_role.aws_iam_role_policy.ecs_debugging will be destroyed
  # (because aws_iam_role_policy.ecs_debugging is not in configuration)
  - resource "aws_iam_role_policy" "ecs_debugging" {
      - id     = "integrator-ai-agent-debugging-staging:integrator-ai-agent-debugging-staging-ecs-policy" -> null
      - name   = "integrator-ai-agent-debugging-staging-ecs-policy" -> null
      - policy = jsonencode(
            {
              - Statement = [
                  - {
                      - Action   = [
                          - "ecs:DescribeClusters",
                          - "ecs:DescribeServices",
                          - "ecs:DescribeTaskDefinition",
                          - "ecs:DescribeTasks",
                          - "ecs:DescribeContainerInstances",
                          - "ecs:ListClusters",
                          - "ecs:ListServices",
                          - "ecs:ListTasks",
                          - "ecs:ListTaskDefinitions",
                          - "ecs:ListTaskDefinitionFamilies",
                          - "ecs:ListContainerInstances",
                          - "ecs:ListAttributes",
                        ]
                      - Effect   = "Allow"
                      - Resource = "*"
                      - Sid      = "ECSReadOnly"
                    },
                ]
              - Version   = "2012-10-17"
            }
        ) -> null
      - role   = "integrator-ai-agent-debugging-staging" -> null
    }

  # module.ai_agent_debugging_role.aws_iam_role_policy.iam_debugging will be destroyed
  # (because aws_iam_role_policy.iam_debugging is not in configuration)
  - resource "aws_iam_role_policy" "iam_debugging" {
      - id     = "integrator-ai-agent-debugging-staging:integrator-ai-agent-debugging-staging-iam-policy" -> null
      - name   = "integrator-ai-agent-debugging-staging-iam-policy" -> null
      - policy = jsonencode(
            {
              - Statement = [
                  - {
                      - Action   = [
                          - "iam:GetRole",
                          - "iam:GetRolePolicy",
                          - "iam:GetPolicy",
                          - "iam:GetPolicyVersion",
                          - "iam:ListRoles",
                          - "iam:ListRolePolicies",
                          - "iam:ListAttachedRolePolicies",
                          - "iam:ListPolicies",
                          - "iam:ListPolicyVersions",
                          - "iam:ListInstanceProfilesForRole",
                        ]
                      - Effect   = "Allow"
                      - Resource = "*"
                      - Sid      = "IAMReadOnly"
                    },
                ]
              - Version   = "2012-10-17"
            }
        ) -> null
      - role   = "integrator-ai-agent-debugging-staging" -> null
    }

  # module.ai_agent_debugging_role.aws_iam_role_policy.rds_debugging will be destroyed
  # (because aws_iam_role_policy.rds_debugging is not in configuration)
  - resource "aws_iam_role_policy" "rds_debugging" {
      - id     = "integrator-ai-agent-debugging-staging:integrator-ai-agent-debugging-staging-rds-policy" -> null
      - name   = "integrator-ai-agent-debugging-staging-rds-policy" -> null
      - policy = jsonencode(
            {
              - Statement = [
                  - {
                      - Action   = [
                          - "rds:DescribeDBInstances",
                          - "rds:DescribeDBClusters",
                          - "rds:DescribeDBSnapshots",
                          - "rds:DescribeDBClusterSnapshots",
                          - "rds:DescribeDBParameterGroups",
                          - "rds:DescribeDBParameters",
                          - "rds:DescribeDBSubnetGroups",
                          - "rds:DescribeOptionGroups",
                          - "rds:DescribeDBLogFiles",
                          - "rds:DownloadDBLogFilePortion",
                          - "rds:ListTagsForResource",
                        ]
                      - Effect   = "Allow"
                      - Resource = "*"
                      - Sid      = "RDSReadOnly"
                    },
                ]
              - Version   = "2012-10-17"
            }
        ) -> null
      - role   = "integrator-ai-agent-debugging-staging" -> null
    }

  # module.ai_agent_debugging_role.aws_iam_role_policy.s3_debugging will be destroyed
  # (because aws_iam_role_policy.s3_debugging is not in configuration)
  - resource "aws_iam_role_policy" "s3_debugging" {
      - id     = "integrator-ai-agent-debugging-staging:integrator-ai-agent-debugging-staging-s3-policy" -> null
      - name   = "integrator-ai-agent-debugging-staging-s3-policy" -> null
      - policy = jsonencode(
            {
              - Statement = [
                  - {
                      - Action   = [
                          - "s3:GetObject",
                          - "s3:GetObjectVersion",
                          - "s3:ListBucket",
                          - "s3:ListBucketVersions",
                          - "s3:GetBucketLocation",
                          - "s3:GetBucketVersioning",
                        ]
                      - Effect   = "Allow"
                      - Resource = [
                          - "arn:aws:s3:::integrator-artifacts-staging",
                          - "arn:aws:s3:::integrator-artifacts-staging/*",
                          - "arn:aws:s3:::integrator-knowledge-staging",
                          - "arn:aws:s3:::integrator-knowledge-staging/*",
                        ]
                      - Sid      = "S3ArtifactsReadOnly"
                    },
                ]
              - Version   = "2012-10-17"
            }
        ) -> null
      - role   = "integrator-ai-agent-debugging-staging" -> null
    }

  # module.ai_agent_debugging_role.aws_iam_role_policy.secrets_manager_debugging will be destroyed
  # (because aws_iam_role_policy.secrets_manager_debugging is not in configuration)
  - resource "aws_iam_role_policy" "secrets_manager_debugging" {
      - id     = "integrator-ai-agent-debugging-staging:integrator-ai-agent-debugging-staging-secrets-manager-policy" -> null
      - name   = "integrator-ai-agent-debugging-staging-secrets-manager-policy" -> null
      - policy = jsonencode(
            {
              - Statement = [
                  - {
                      - Action   = [
                          - "secretsmanager:GetSecretValue",
                          - "secretsmanager:DescribeSecret",
                        ]
                      - Effect   = "Allow"
                      - Resource = [
                          - "arn:aws:secretsmanager:us-east-1:256586139593:secret:integrator/staging/rds-readonly-password*",
                        ]
                      - Sid      = "SecretsManagerReadOnlyPassword"
                    },
                  - {
                      - Action   = [
                          - "secretsmanager:ListSecrets",
                        ]
                      - Effect   = "Allow"
                      - Resource = "*"
                      - Sid      = "SecretsManagerListSecrets"
                    },
                ]
              - Version   = "2012-10-17"
            }
        ) -> null
      - role   = "integrator-ai-agent-debugging-staging" -> null
    }

  # module.ai_agent_debugging_role.aws_iam_role_policy.vpc_debugging will be destroyed
  # (because aws_iam_role_policy.vpc_debugging is not in configuration)
  - resource "aws_iam_role_policy" "vpc_debugging" {
      - id     = "integrator-ai-agent-debugging-staging:integrator-ai-agent-debugging-staging-vpc-policy" -> null
      - name   = "integrator-ai-agent-debugging-staging-vpc-policy" -> null
      - policy = jsonencode(
            {
              - Statement = [
                  - {
                      - Action   = [
                          - "ec2:DescribeVpcs",
                          - "ec2:DescribeSubnets",
                          - "ec2:DescribeSecurityGroups",
                          - "ec2:DescribeSecurityGroupRules",
                          - "ec2:DescribeNetworkInterfaces",
                          - "ec2:DescribeRouteTables",
                          - "ec2:DescribeInternetGateways",
                          - "ec2:DescribeNatGateways",
                          - "ec2:DescribeVpcEndpoints",
                          - "ec2:DescribeNetworkAcls",
                          - "ec2:DescribeVpcPeeringConnections",
                          - "ec2:DescribeTags",
                        ]
                      - Effect   = "Allow"
                      - Resource = "*"
                      - Sid      = "VPCReadOnly"
                    },
                ]
              - Version   = "2012-10-17"
            }
        ) -> null
      - role   = "integrator-ai-agent-debugging-staging" -> null
    }

  # module.ecs_api.aws_ecs_service.api will be updated in-place
  ~ resource "aws_ecs_service" "api" {
        id                                 = "arn:aws:ecs:us-east-1:256586139593:service/default/integrator-staging-api"
        name                               = "integrator-staging-api"
        tags                               = {
            "Environment" = "staging"
            "ManagedBy"   = "Terraform"
            "Name"        = "integrator-staging-api-service"
        }
      ~ task_definition                    = "arn:aws:ecs:us-east-1:256586139593:task-definition/integrator-staging-api:70" -> (known after apply)
        # (16 unchanged attributes hidden)

        # (4 unchanged blocks hidden)
    }

  # module.ecs_api.aws_ecs_service.poller will be updated in-place
  ~ resource "aws_ecs_service" "poller" {
        id                                 = "arn:aws:ecs:us-east-1:256586139593:service/default/integrator-staging-poller"
        name                               = "integrator-staging-poller"
        tags                               = {
            "Environment" = "staging"
            "ManagedBy"   = "Terraform"
            "Name"        = "integrator-staging-poller-service"
        }
      ~ task_definition                    = "arn:aws:ecs:us-east-1:256586139593:task-definition/integrator-staging-poller:56" -> (known after apply)
        # (16 unchanged attributes hidden)

        # (3 unchanged blocks hidden)
    }

  # module.ecs_api.aws_ecs_task_definition.api must be replaced
-/+ resource "aws_ecs_task_definition" "api" {
      ~ arn                      = "arn:aws:ecs:us-east-1:256586139593:task-definition/integrator-staging-api:70" -> (known after apply)
      ~ arn_without_revision     = "arn:aws:ecs:us-east-1:256586139593:task-definition/integrator-staging-api" -> (known after apply)
      ~ container_definitions    = (sensitive value) # forces replacement
      ~ enable_fault_injection   = false -> (known after apply)
      ~ id                       = "integrator-staging-api" -> (known after apply)
      ~ revision                 = 70 -> (known after apply)
        tags                     = {
            "Environment" = "staging"
            "ManagedBy"   = "Terraform"
            "Name"        = "integrator-staging-api"
        }
        # (10 unchanged attributes hidden)
    }

  # module.ecs_api.aws_ecs_task_definition.poller must be replaced
-/+ resource "aws_ecs_task_definition" "poller" {
      ~ arn                      = "arn:aws:ecs:us-east-1:256586139593:task-definition/integrator-staging-poller:56" -> (known after apply)
      ~ arn_without_revision     = "arn:aws:ecs:us-east-1:256586139593:task-definition/integrator-staging-poller" -> (known after apply)
      ~ container_definitions    = (sensitive value) # forces replacement
      ~ enable_fault_injection   = false -> (known after apply)
      ~ id                       = "integrator-staging-poller" -> (known after apply)
      ~ revision                 = 56 -> (known after apply)
        tags                     = {
            "Environment" = "staging"
            "ManagedBy"   = "Terraform"
            "Name"        = "integrator-staging-poller"
        }
        # (10 unchanged attributes hidden)
    }

  # module.ecs_api.aws_iam_policy.launch_background_runner will be updated in-place
  ~ resource "aws_iam_policy" "launch_background_runner" {
        id               = "arn:aws:iam::256586139593:policy/integrator-staging-api-launch-tasks-policy"
        name             = "integrator-staging-api-launch-tasks-policy"
      ~ policy           = jsonencode(
            {
              - Statement = [
                  - {
                      - Action   = [
                          - "ecs:RunTask",
                          - "ecs:DescribeTasks",
    

... (output truncated)

loading diff…

@github-actions[bot]4mo ago

✅ Terraform Plan: Production

ℹ️ Note: The Plan: 3 to add, 3 to change, 3 to destroy. output is always expected due to a known Terraform AWS provider issue. ECS task definitions show as must be replaced on every plan because the provider stores container definitions in a different order than AWS returns them. This is cosmetic only - real changes (new images, env vars) are still detected correctly.

data.doppler_secrets.github: Reading...
module.rds.random_password.readonly[0]: Refreshing state... [id=none]
module.doppler_aws_secrets.data.external.env_vars: Reading...
module.doppler_aws_secrets.doppler_environment.config: Refreshing state... [id=integrator.prod]
module.rds.random_password.master[0]: Refreshing state... [id=none]
module.github_actions_role.data.tls_certificate.github: Reading...
module.rds.tls_private_key.bastion[0]: Refreshing state... [id=b458af7b383ee8f3e3fcd9aeaac04b321158c3eb]
module.doppler_aws_secrets.data.doppler_secrets.existing: Reading...
data.doppler_secrets.github: Read complete after 0s [id=integrator.prod]
module.doppler_aws_secrets.data.external.env_vars: Read complete after 0s [id=-]
module.github_actions_role.data.tls_certificate.github: Read complete after 0s [id=772ed8785f2c647baa040d3a1b4aa6cafacb6267]
module.doppler_aws_secrets.data.doppler_secrets.existing: Read complete after 0s [id=integrator.prod]
module.datadog_log_pipeline.datadog_apm_retention_filter.error_traces: Refreshing state... [id=nUNRxvKsTYaNYc3mOIp8qQ]
module.datadog_log_pipeline.datadog_apm_retention_filter.llmobs_traces: Refreshing state... [id=ZAg6PqW4QYS9vFG1VbVz-g]
module.doppler_aws_secrets.doppler_secret.secrets["COMPOSIO_SERPAPI_API_KEY"]: Refreshing state... [id=integrator.prod.COMPOSIO_SERPAPI_API_KEY]
module.doppler_aws_secrets.doppler_secret.secrets["COMPOSIO_SEATGEEK_KEY"]: Refreshing state... [id=integrator.prod.COMPOSIO_SEATGEEK_KEY]
module.doppler_aws_secrets.doppler_secret.secrets["BACKEND_READONLY_URL"]: Refreshing state... [id=integrator.prod.BACKEND_READONLY_URL]
module.doppler_aws_secrets.doppler_secret.secrets["PYTHONPATH"]: Refreshing state... [id=integrator.prod.PYTHONPATH]
module.doppler_aws_secrets.doppler_secret.secrets["COMPOSIO_EXA_API_KEY"]: Refreshing state... [id=integrator.prod.COMPOSIO_EXA_API_KEY]
module.doppler_aws_secrets.doppler_secret.secrets["LANGSMITH_ENDPOINT"]: Refreshing state... [id=integrator.prod.LANGSMITH_ENDPOINT]
module.datadog_log_pipeline.datadog_logs_custom_pipeline.integrator_json: Refreshing state... [id=Tr5j8R9oTUmYINowsAYAcw]
module.doppler_aws_secrets.doppler_secret.secrets["GITHUB_ACCESS_TOKEN"]: Refreshing state... [id=integrator.prod.GITHUB_ACCESS_TOKEN]
module.doppler_aws_secrets.doppler_secret.secrets["HELICONE_API_KEY"]: Refreshing state... [id=integrator.prod.HELICONE_API_KEY]
module.doppler_aws_secrets.doppler_secret.secrets["ANCHOR_API_KEY"]: Refreshing state... [id=integrator.prod.ANCHOR_API_KEY]
module.doppler_aws_secrets.doppler_secret.secrets["FIRECRAWL_API_KEY"]: Refreshing state... [id=integrator.prod.FIRECRAWL_API_KEY]
module.doppler_aws_secrets.doppler_secret.secrets["WATCHDOG_BATCH_POLLER_DISABLED"]: Refreshing state... [id=integrator.prod.WATCHDOG_BATCH_POLLER_DISABLED]
module.doppler_aws_secrets.doppler_secret.secrets["LINEAR_API_KEY"]: Refreshing state... [id=integrator.prod.LINEAR_API_KEY]
module.doppler_aws_secrets.doppler_secret.secrets["CLICKHOUSE_USERNAME"]: Refreshing state... [id=integrator.prod.CLICKHOUSE_USERNAME]
module.doppler_aws_secrets.doppler_secret.secrets["THERMOS_USERNAME"]: Refreshing state... [id=integrator.prod.THERMOS_USERNAME]
module.doppler_aws_secrets.doppler_secret.secrets["DD_API_KEY"]: Refreshing state... [id=integrator.prod.DD_API_KEY]
module.doppler_aws_secrets.doppler_secret.secrets["OPENAI_API_KEY"]: Refreshing state... [id=integrator.prod.OPENAI_API_KEY]
module.doppler_aws_secrets.doppler_secret.secrets["USE_APOLLO_GET_DOWNLOAD_URL_API"]: Refreshing state... [id=integrator.prod.USE_APOLLO_GET_DOWNLOAD_URL_API]
module.doppler_aws_secrets.doppler_secret.secrets["BRANDFETCH_API_KEY"]: Refreshing state... [id=integrator.prod.BRANDFETCH_API_KEY]
module.doppler_aws_secrets.doppler_secret.secrets["COMPOSIO_STAGING_ADMIN_TOKEN"]: Refreshing state... [id=integrator.prod.COMPOSIO_STAGING_ADMIN_TOKEN]
module.doppler_aws_secrets.doppler_secret.secrets["COMPOSIO_STAGING_API_KEY"]: Refreshing state... [id=integrator.prod.COMPOSIO_STAGING_API_KEY]
module.doppler_aws_secrets.doppler_secret.secrets["APOLLO_URL"]: Refreshing state... [id=integrator.prod.APOLLO_URL]
module.doppler_aws_secrets.doppler_secret.secrets["AZURE_OPENAI_SUBSCRIPTION_KEY"]: Refreshing state... [id=integrator.prod.AZURE_OPENAI_SUBSCRIPTION_KEY]
module.doppler_aws_secrets.doppler_secret.secrets["GITHUB_REVIEWER_TOKEN"]: Refreshing state... [id=integrator.prod.GITHUB_REVIEWER_TOKEN]
module.doppler_aws_secrets.doppler_secret.secrets["ZAPIER_PATH"]: Refreshing state... [id=integrator.prod.ZAPIER_PATH]
module.doppler_aws_secrets.doppler_secret.secrets["ANTHROPIC_API_KEY"]: Refreshing state... [id=integrator.prod.ANTHROPIC_API_KEY]
module.doppler_aws_secrets.doppler_secret.secrets["COMPOSIO_INSTACART_API_KEY"]: Refreshing state... [id=integrator.prod.COMPOSIO_INSTACART_API_KEY]
module.doppler_aws_secrets.doppler_secret.secrets["PERPLEXITY_API_KEY"]: Refreshing state... [id=integrator.prod.PERPLEXITY_API_KEY]
module.doppler_aws_secrets.doppler_secret.secrets["THERMOS_PORT"]: Refreshing state... [id=integrator.prod.THERMOS_PORT]
module.doppler_aws_secrets.doppler_secret.secrets["THERMOS_HOST"]: Refreshing state... [id=integrator.prod.THERMOS_HOST]
module.doppler_aws_secrets.doppler_secret.secrets["MERCURY_AUTOLOAD"]: Refreshing state... [id=integrator.prod.MERCURY_AUTOLOAD]
module.doppler_aws_secrets.doppler_secret.secrets["TEST_CONNECTION_ID"]: Refreshing state... [id=integrator.prod.TEST_CONNECTION_ID]
module.doppler_aws_secrets.doppler_secret.secrets["CLICKHOUSE_PASSWORD"]: Refreshing state... [id=integrator.prod.CLICKHOUSE_PASSWORD]
module.doppler_aws_secrets.doppler_secret.secrets["LANGSMITH_API_KEY"]: Refreshing state... [id=integrator.prod.LANGSMITH_API_KEY]
module.doppler_aws_secrets.doppler_secret.secrets["ENCRYPTION_KEY"]: Refreshing state... [id=integrator.prod.ENCRYPTION_KEY]
module.doppler_aws_secrets.doppler_secret.secrets["AZURE_OPENAI_ENDPOINT_URL"]: Refreshing state... [id=integrator.prod.AZURE_OPENAI_ENDPOINT_URL]
module.doppler_aws_secrets.doppler_secret.secrets["LANGSMITH_TRACING"]: Refreshing state... [id=integrator.prod.LANGSMITH_TRACING]
module.doppler_aws_secrets.doppler_secret.secrets["VERCEL_AI_GATEWAY_API_KEY"]: Refreshing state... [id=integrator.prod.VERCEL_AI_GATEWAY_API_KEY]
module.datadog_dashboards.datadog_dashboard.cost[0]: Refreshing state... [id=sg9-zyk-4r7]
module.doppler_aws_secrets.doppler_secret.secrets["NOTION_API_KEY"]: Refreshing state... [id=integrator.prod.NOTION_API_KEY]
module.doppler_aws_secrets.doppler_secret.secrets["COMPOSIO_API_KEY"]: Refreshing state... [id=integrator.prod.COMPOSIO_API_KEY]
module.doppler_aws_secrets.doppler_secret.secrets["TWITTER_API_SECRET"]: Refreshing state... [id=integrator.prod.TWITTER_API_SECRET]
module.doppler_aws_secrets.doppler_secret.secrets["COMPOSIO_ADMIN_TOKEN"]: Refreshing state... [id=integrator.prod.COMPOSIO_ADMIN_TOKEN]
module.doppler_aws_secrets.doppler_secret.secrets["DISABLE_MERCURY_CLEANUP"]: Refreshing state... [id=integrator.prod.DISABLE_MERCURY_CLEANUP]
module.doppler_aws_secrets.doppler_secret.secrets["GROQ_API_KEY"]: Refreshing state... [id=integrator.prod.GROQ_API_KEY]
module.doppler_aws_secrets.doppler_secret.secrets["COMPOSIO_WEBHOOK_SECRET"]: Refreshing state... [id=integrator.prod.COMPOSIO_WEBHOOK_SECRET]
module.doppler_aws_secrets.doppler_secret.secrets["COMPOSIO_YELP_API_KEY"]: Refreshing state... [id=integrator.prod.COMPOSIO_YELP_API_KEY]
module.doppler_aws_secrets.doppler_secret.secrets["TWITTER_API_KEY"]: Refreshing state... [id=integrator.prod.TWITTER_API_KEY]
module.doppler_aws_secrets.doppler_secret.secrets["APOLLO_ADMIN_TOKEN"]: Refreshing state... [id=integrator.prod.APOLLO_ADMIN_TOKEN]
module.doppler_aws_secrets.doppler_secret.secrets["COMPOSIO_GEMINI_API_KEY"]: Refreshing state... [id=integrator.prod.COMPOSIO_GEMINI_API_KEY]
module.doppler_aws_secrets.doppler_secret.secrets["TOOLS_DATABASE_URL"]: Refreshing state... [id=integrator.prod.TOOLS_DATABASE_URL]
module.doppler_aws_secrets.doppler_secret.secrets["STATSD_METRICS_FLUSH_WAIT_TIME_SECS"]: Refreshing state... [id=integrator.prod.STATSD_METRICS_FLUSH_WAIT_TIME_SECS]
module.doppler_aws_secrets.doppler_secret.secrets["COMPOSIO_TAVILY_API_KEY"]: Refreshing state... [id=integrator.prod.COMPOSIO_TAVILY_API_KEY]
module.doppler_aws_secrets.doppler_secret.secrets["THERMOS_PASSWORD"]: Refreshing state... [id=integrator.prod.THERMOS_PASSWORD]
module.doppler_aws_secrets.doppler_secret.secrets["PIPEDREAM_PATH"]: Refreshing state... [id=integrator.prod.PIPEDREAM_PATH]
module.doppler_aws_secrets.doppler_secret.secrets["SLACK_BOT_TOKEN"]: Refreshing state... [id=integrator.prod.SLACK_BOT_TOKEN]
module.doppler_aws_secrets.doppler_secret.secrets["WATCHDOG_MAX_FIXERS_PER_DAY"]: Refreshing state... [id=integrator.prod.WATCHDOG_MAX_FIXERS_PER_DAY]
module.doppler_aws_secrets.doppler_secret.secrets["THERMOS_DATABASE"]: Refreshing state... [id=integrator.prod.THERMOS_DATABASE]
module.artifacts_bucket.aws_s3_bucket.this: Refreshing state... [id=integrator-artifacts-prod]
module.ai_agent_debugging_role.aws_iam_role_policy.secrets_manager_debugging: Refreshing state... [id=integrator-ai-agent-debugging-prod:integrator-ai-agent-debugging-prod-secrets-manager-policy]
module.rds.data.aws_ami.amazon_linux[0]: Reading...
module.rds.aws_secretsmanager_secret.bastion_ssh_key[0]: Refreshing state... [id=arn:aws:secretsmanager:us-east-1:256586139593:secret:integrator/prod/bastion-ssh-key-1KH899]
module.ai_agent_debugging_role.aws_iam_role_policy.cloudwatch_logs_debugging: Refreshing state... [id=integrator-ai-agent-debugging-prod:integrator-ai-agent-debugging-prod-cloudwatch-logs-policy]
module.ai_agent_debugging_role.aws_iam_role_policy.deny_privilege_escalation: Refreshing state... [id=integrator-ai-agent-debugging-prod:integrator-ai-agent-debugging-prod-deny-privilege-escalation]
module.ai_agent_debugging_role.aws_iam_role_policy.rds_debugging: Refreshing state... [id=integrator-ai-agent-debugging-prod:integrator-ai-agent-debugging-prod-rds-policy]
module.ai_agent_debugging_role.aws_iam_role_policy.cloudwatch_metrics_debugging: Refreshing state... [id=integrator-ai-agent-debugging-prod:integrator-ai-agent-debugging-prod-cloudwatch-metrics-policy]
module.ai_agent_debugging_role.aws_iam_role_policy.ecs_debugging: Refreshing state... [id=integrator-ai-agent-debugging-prod:integrator-ai-agent-debugging-prod-ecs-policy]
module.rds.aws_key_pair.bastion[0]: Refreshing state... [id=integrator-prod-bastion-key]
module.github_actions_role.aws_iam_openid_connect_provider.github[0]: Refreshing state... [id=arn:aws:iam::256586139593:oidc-provider/token.actions.githubusercontent.com]
module.knowledge_bucket.aws_s3_bucket.this: Refreshing state... [id=integrator-knowledge-prod]
module.doppler_aws_secrets.aws_iam_policy.doppler_secrets_manager: Refreshing state... [id=arn:aws:iam::256586139593:policy/integrator-prod-doppler-secrets-manager-policy]
module.ai_agent_debugging_role.aws_iam_role_policy.vpc_debugging: Refreshing state... [id=integrator-ai-agent-debugging-prod:integrator-ai-agent-debugging-prod-vpc-policy]
module.doppler_aws_secrets.aws_iam_role.doppler_secrets_manager: Refreshing state... [id=integrator-prod-doppler-secrets-manager-role]
module.ai_agent_debugging_role.aws_iam_role_policy.iam_debugging: Refreshing state... [id=integrator-ai-agent-debugging-prod:integrator-ai-agent-debugging-prod-iam-policy]
module.rds.aws_db_parameter_group.main: Refreshing state... [id=integrator-prod-postgres-20251121153637932500000001]
module.rds.aws_iam_role.bastion[0]: Refreshing state... [id=integrator-prod-bastion-role]
module.rds.aws_iam_role.rds_monitoring[0]: Refreshing state... [id=integrator-prod-rds-monitoring-role]
module.rds.aws_secretsmanager_secret.master_password[0]: Refreshing state... [id=arn:aws:secretsmanager:us-east-1:256586139593:secret:integrator/prod/rds-master-password-eUwfvl]
module.rds.data.aws_ami.amazon_linux[0]: Read complete after 1s [id=ami-0724302e25d16f8f2]
module.ai_agent_debugging_role.aws_iam_role.ai_agent_debugging: Refreshing state... [id=integrator-ai-agent-debugging-prod]
module.ai_agent_debugging_role.aws_iam_role_policy.ecr_debugging: Refreshing state... [id=integrator-ai-agent-debugging-prod:integrator-ai-agent-debugging-prod-ecr-policy]
module.ecs_api.aws_cloudwatch_log_group.api_logs: Refreshing state... [id=/ecs/integrator/prod/api]
module.ecs_api.aws_iam_policy.ecs_exec: Refreshing state... [id=arn:aws:iam::256586139593:policy/integrator-prod-api-ecs-exec-policy]
module.ai_agent_debugging_role.aws_iam_role_policy.alb_debugging: Refreshing state... [id=integrator-ai-agent-debugging-prod:integrator-ai-agent-debugging-prod-alb-policy]
module.ai_agent_debugging_role.aws_iam_role_policy.s3_debugging: Refreshing state... [id=integrator-ai-agent-debugging-prod:integrator-ai-agent-debugging-prod-s3-policy]
module.private_subnets.data.aws_availability_zones.available: Reading...
module.ecs_api.aws_cloudwatch_log_group.migrations_logs: Refreshing state... [id=/ecs/integrator/prod/migrations]
data.aws_caller_identity.current: Reading...
module.private_subnets.data.aws_availability_zones.available: Read complete after 0s [id=us-east-1]
github_actions_secret.gh_access_token: Refreshing state... [id=integrator:GH_ACCESS_TOKEN]
data.aws_caller_identity.current: Read complete after 0s [id=256586139593]
module.ecs_api.aws_ecr_repository.api[0]: Refreshing state... [id=integrator-api]
module.ecs_api.aws_cloudwatch_log_group.poller_logs: Refreshing state... [id=/ecs/integrator/prod/poller]
module.github_actions_role.data.aws_caller_identity.current: Reading...
module.github_actions_role.data.aws_caller_identity.current: Read complete after 0s [id=256586139593]
module.private_subnets.data.aws_vpc.default: Reading...
module.ecs_api.aws_iam_role.api_task_execution: Refreshing state... [id=integrator-prod-api-task-execution-role]
module.ecs_api.data.aws_ecs_cluster.default: Reading...
module.ecs_api.data.aws_vpc.selected: Reading...
module.ecs_api.aws_iam_role.api_task: Refreshing state... [id=integrator-prod-api-task-role]
module.ecs_api.data.aws_caller_identity.current: Reading...
module.rds.aws_secretsmanager_secret.readonly_password[0]: Refreshing state... [id=integrator/prod/rds-readonly-password]
module.ecs_api.data.aws_caller_identity.current: Read complete after 0s [id=256586139593]
module.rds.data.aws_region.current: Reading...
module.rds.data.aws_region.current: Read complete after 0s [id=us-east-1]
module.rds.aws_secretsmanager_secret_version.bastion_ssh_key[0]: Refreshing state... [id=arn:aws:secretsmanager:us-east-1:256586139593:secret:integrator/prod/bastion-ssh-key-1KH899|terraform-20251209070355334400000002]
module.github_actions_role.aws_iam_role.github_actions: Refreshing state... [id=integrator-github-actions-prod]
module.doppler_aws_secrets.aws_iam_role_policy_attachment.doppler_secrets_manager: Refreshing state... [id=integrator-prod-doppler-secrets-manager-role-20251117114311112900000001]
module.ecs_api.data.aws_ecs_cluster.default: Read complete after 1s [id=arn:aws:ecs:us-east-1:256586139593:cluster/default]
module.doppler_aws_secrets.doppler_integration_aws_secrets_manager.integration: Refreshing state... [id=f8180e75-b756-44ea-94f0-ba14f3f34cf3]
module.rds.aws_secretsmanager_secret_version.master_password[0]: Refreshing state... [id=arn:aws:secretsmanager:us-east-1:256586139593:secret:integrator/prod/rds-master-password-eUwfvl|terraform-20260102104323671400000002]
module.rds.aws_iam_role_policy_attachment.rds_monitoring[0]: Refreshing state... [id=integrator-prod-rds-monitoring-role-20251121100809599300000002]
module.rds.aws_iam_role_policy_attachment.bastion_ssm[0]: Refreshing state... [id=integrator-prod-bastion-role-20251209065339934800000002]
module.rds.aws_iam_instance_profile.bastion[0]: Refreshing state... [id=integrator-prod-bastion-profile]
module.artifacts_bucket.aws_s3_bucket_public_access_block.this: Refreshing state... [id=integrator-artifacts-prod]
module.artifacts_bucket.aws_s3_bucket_server_side_encryption_configuration.this: Refreshing state... [id=integrator-artifacts-prod]
module.artifacts_bucket.aws_s3_bucket_lifecycle_configuration.this: Refreshing state... [id=integrator-artifacts-prod]
module.knowledge_bucket.aws_s3_bucket_public_access_block.this: Refreshing state... [id=integrator-knowledge-prod]
module.knowledge_bucket.aws_s3_bucket_lifecycle_configuration.this: Refreshing state... [id=integrator-knowledge-prod]
module.knowledge_bucket.aws_s3_bucket_server_side_encryption_configuration.this: Refreshing state... [id=integrator-knowledge-prod]
module.knowledge_bucket.aws_s3_bucket_versioning.this[0]: Refreshing state... [id=integrator-knowledge-prod]
module.ecs_api.data.aws_vpc.selected: Read complete after 1s [id=vpc-0529dea5160deb846]
module.ecs_api.aws_ecr_lifecycle_policy.api[0]: Refreshing state... [id=integrator-api]
module.ecs_api.aws_iam_role_policy_attachment.api_task_execution: Refreshing state... [id=integrator-prod-api-task-execution-role-20251119130129752900000001]
module.private_subnets.data.aws_vpc.default: Read complete after 1s [id=vpc-0529dea5160deb846]
module.ecs_api.aws_iam_role_policy_attachment.api_ecs_exec: Refreshing state... [id=integrator-prod-api-task-role-20260110143245125100000001]
module.rds.aws_secretsmanager_secret_version.readonly_password[0]: Refreshing state... [id=integrator/prod/rds-readonly-password|terraform-20260113102854430300000001]
module.doppler_aws_secrets.doppler_secrets_sync_aws_secrets_manager.sync: Refreshing state... [id=dd32cab2-43b9-4982-8608-0d9e7ef07008]
module.ecs_api.aws_lb_target_group.api: Refreshing state... [id=arn:aws:elasticloadbalancing:us-east-1:256586139593:targetgroup/integrator-prod-api-tg/480bcba81e9b7bc4]
module.ecs_api.aws_security_group.alb: Refreshing state... [id=sg-01a98c3baf47519e1]
module.ecs_api.data.aws_subnets.public: Reading...
module.private_subnets.aws_subnet.private[0]: Refreshing state... [id=subnet-0c9ccc78412c4983e]
module.private_subnets.aws_route_table.private: Refreshing state... [id=rtb-0cec1fb4f58eaade7]
module.ecs_api.data.aws_subnets.public: Read complete after 0s [id=us-east-1]
module.private_subnets.aws_subnet.private[1]: Refreshing state... [id=subnet-0e6efa013fe2ac723]
module.github_actions_role.aws_iam_role_policy_attachment.terraform_admin[0]: Refreshing state... [id=integrator-github-actions-prod-20260115155059879900000001]
module.github_actions_role.aws_iam_role_policy.cloudwatch_logs: Refreshing state... [id=integrator-github-actions-prod:integrator-github-actions-prod-cloudwatch-logs-policy]
module.doppler_aws_secrets.null_resource.wait_for_secrets: Refreshing state... [id=204540429253022221]
data.aws_vpc.default: Reading...
module.ecs_api.aws_security_group.api: Refreshing state... [id=sg-0b340dddce9618955]
github_actions_secret.aws_role_arn: Refreshing state... [id=integrator:AWS_ROLE_ARN_PROD]
module.ecs_api.aws_lb.api: Refreshing state... [id=arn:aws:elasticloadbalancing:us-east-1:256586139593:loadbalancer/app/integrator-prod-alb/a90df99d7efaafb4]
module.doppler_aws_secrets.data.aws_secretsmanager_secrets.synced: Reading...
module.rds.aws_security_group.bastion[0]: Refreshing state... [id=sg-00fec6e131a7856da]
module.rds.aws_security_group.rds_client[0]: Refreshing state... [id=sg-0a5f38e269947dd2b]
module.rds.data.aws_vpc.selected: Reading...
module.private_subnets.aws_route_table_association.private[0]: Refreshing state... [id=rtbassoc-0965ac73c1c272e6d]
module.private_subnets.aws_route_table_association.private[1]: Refreshing state... [id=rtbassoc-004db5cb1a7f82fe4]
github_actions_secret.ecs_subnets: Refreshing state... [id=integrator:ECS_SUBNETS_PROD]
module.rds.aws_db_subnet_group.main: Refreshing state... [id=integrator-prod-db-subnet-group]
github_actions_secret.ecs_security_groups: Refreshing state... [id=integrator:ECS_SECURITY_GROUPS_PROD]
module.ecs_api.aws_lb_listener.http: Refreshing state... [id=arn:aws:elasticloadbalancing:us-east-1:256586139593:listener/app/integrator-prod-alb/a90df99d7efaafb4/0c03b8bc33aef8d0]
module.doppler_aws_secrets.data.aws_secretsmanager_secrets.synced: Read complete after 0s [id=us-east-1]
data.aws_vpc.default: Read complete after 0s [id=vpc-0529dea5160deb846]
data.aws_subnets.public: Reading...
module.clickhouse_privatelink.aws_security_group.clickhouse_vpce: Refreshing state... [id=sg-034330929d9d990c1]
data.aws_subnets.public: Read complete after 1s [id=us-east-1]
module.rds.data.aws_vpc.selected: Read complete after 1s [id=vpc-0529dea5160deb846]
module.rds.aws_instance.bastion[0]: Refreshing state... [id=i-0342e072cbf34ad16]
module.rds.aws_security_group.rds: Refreshing state... [id=sg-0d7ecef877697558c]
module.clickhouse_privatelink.aws_vpc_endpoint.clickhouse: Refreshing state... [id=vpce-042be8f500c67fba7]
module.rds.aws_db_instance.main: Refreshing state... [id=db-PPFVILK5DKEQIIFO47ASSRDD2A]
module.rds.null_resource.create_readonly_user[0]: Refreshing state... [id=1172274362782256699]
module.ecs_api.aws_ecs_task_definition.migrations: Refreshing state... [id=integrator-prod-migrations]
module.ecs_api.aws_iam_policy.api_secrets_access: Refreshing state... [id=arn:aws:iam::256586139593:policy/integrator-prod-api-secrets-access]
module.ecs_api.aws_ecs_task_definition.poller: Refreshing state... [id=integrator-prod-poller]
module.ecs_api.aws_iam_role_policy_attachment.api_secrets_access: Refreshing state... [id=integrator-prod-api-task-execution-role-20251127102314997400000001]
module.ecs_api.aws_ecs_service.poller: Refreshing state... [id=arn:aws:ecs:us-east-1:256586139593:service/default/integrator-prod-poller]
module.clickhouse_privatelink.clickhouse_service_private_endpoints_attachment.this: Refreshing state...
module.rds.aws_eip.bastion[0]: Refreshing state... [id=eipalloc-0e0ae9a6a950dc2d6]
module.ecs_background_runner.aws_ecr_repository.background_runner[0]: Refreshing state... [id=integrator-background-runner]
module.ecs_background_runner.aws_iam_policy.ecs_exec: Refreshing state... [id=arn:aws:iam::256586139593:policy/integrator-prod-ecs-exec-policy]
module.ecs_background_runner.data.aws_caller_identity.current: Reading...
module.ecs_background_runner.aws_cloudwatch_log_group.ecs_task_events: Refreshing state... [id=/aws/events/integrator/prod/ecs-task-state-change]
module.ecs_background_runner.aws_cloudwatch_log_group.task_logs: Refreshing state... [id=/ecs/integrator/prod/background-runner]
module.ecs_background_runner.aws_iam_policy.s3_knowledge_access: Refreshing state... [id=arn:aws:iam::256586139593:policy/integrator-prod-s3-knowledge-access]
module.ecs_background_runner.aws_ecs_cluster.cluster[0]: Refreshing state... [id=arn:aws:ecs:us-east-1:256586139593:cluster/default]
module.ecs_background_runner.aws_iam_role.task_execution: Refreshing state... [id=integrator-prod-ecs-task-execution-role]
module.ecs_background_runner.aws_iam_role.task: Refreshing state... [id=integrator-prod-ecs-task-role]
module.ecs_background_runner.data.aws_caller_identity.current: Read complete after 0s [id=256586139593]
module.ecs_background_runner.aws_iam_policy.secrets_manager_access: Refreshing state... [id=arn:aws:iam::256586139593:policy/integrator-prod-ecs-secrets-access]
module.ecs_background_runner.aws_cloudwatch_event_rule.ecs_task_state_change: Refreshing state... [id=integrator-prod-ecs-task-state-change]
module.github_actions_role.aws_iam_role_policy.ecr: Refreshing state... [id=integrator-github-actions-prod:integrator-github-actions-prod-ecr-policy]
module.ecs_background_runner.aws_ecr_lifecycle_policy.background_runner[0]: Refreshing state... [id=integrator-background-runner]
module.ecs_background_runner.aws_iam_role_policy_attachment.task_execution: Refreshing state... [id=integrator-prod-ecs-task-execution-role-20251117132727612500000001]
module.ecs_background_runner.aws_iam_role_policy_attachment.secrets_access: Refreshing state... [id=integrator-prod-ecs-task-execution-role-20251117132727872900000002]
module.ecs_background_runner.aws_iam_role_policy_attachment.s3_knowledge_access: Refreshing state... [id=integrator-prod-ecs-task-role-20260110150021566200000001]
module.ecs_background_runner.aws_iam_role_policy_attachment.ecs_exec: Refreshing state... [id=integrator-prod-ecs-task-role-20251118121957970700000001]
module.ecs_background_runner.aws_ecs_task_definition.background_runner: Refreshing state... [id=integrator-prod-background-runner]
module.ecs_background_runner.aws_cloudwatch_event_target.ecs_task_state_change_logs: Refreshing state... [id=integrator-prod-ecs-task-state-change-LogTaskStateChanges]
module.ecs_api.aws_ecs_task_definition.api: Refreshing state... [id=integrator-prod-api]
module.ecs_api.aws_iam_policy.launch_background_runner: Refreshing state... [id=arn:aws:iam::256586139593:policy/integrator-prod-api-launch-tasks-policy]
module.ecs_api.aws_ecs_service.api: Refreshing state... [id=arn:aws:ecs:us-east-1:256586139593:service/default/integrator-prod-api]
module.ecs_api.aws_iam_role_policy_attachment.api_launch_tasks: Refreshing state... [id=integrator-prod-api-task-role-20251119130129778400000002]
module.github_actions_role.aws_iam_role_policy.ecs: Refreshing state... [id=integrator-github-actions-prod:integrator-github-actions-prod-ecs-policy]

Terraform used the selected providers to generate the following execution
plan. Resource actions are indicated with the following symbols:
  + create
  ~ update in-place
  - destroy
-/+ destroy and then create replacement

Terraform will perform the following actions:

  # module.ai_agent_debugging_role.aws_iam_role.ai_agent_debugging will be destroyed
  # (because aws_iam_role.ai_agent_debugging is not in configuration)
  - resource "aws_iam_role" "ai_agent_debugging" {
      - arn                   = "arn:aws:iam::256586139593:role/integrator-ai-agent-debugging-prod" -> null
      - assume_role_policy    = jsonencode(
            {
              - Statement = [
                  - {
                      - Action    = "sts:AssumeRole"
                      - Condition = {
                          - BoolIfExists = {
                              - "aws:MultiFactorAuthPresent" = "true"
                            }
                          - StringLike   = {
                              - "aws:PrincipalArn" = [
                                  - "arn:aws:iam::256586139593:user/*",
                                  - "arn:aws:iam::256586139593:role/aws-reserved/sso.amazonaws.com/AWSReservedSSO_*",
                                ]
                            }
                        }
                      - Effect    = "Allow"
                      - Principal = {
                          - AWS = "arn:aws:iam::256586139593:root"
                        }
                    },
                ]
              - Version   = "2012-10-17"
            }
        ) -> null
      - create_date           = "2026-01-15T19:13:50Z" -> null
      - force_detach_policies = false -> null
      - id                    = "integrator-ai-agent-debugging-prod" -> null
      - managed_policy_arns   = [] -> null
      - max_session_duration  = 43200 -> null
      - name                  = "integrator-ai-agent-debugging-prod" -> null
      - path                  = "/" -> null
      - tags                  = {
          - "Environment" = "prod"
          - "ManagedBy"   = "Terraform"
          - "Name"        = "integrator-ai-agent-debugging-prod"
          - "Purpose"     = "AI Agent Read-only Debugging"
        } -> null
      - tags_all              = {
          - "Environment" = "prod"
          - "ManagedBy"   = "Terraform"
          - "Name"        = "integrator-ai-agent-debugging-prod"
          - "Purpose"     = "AI Agent Read-only Debugging"
        } -> null
      - unique_id             = "AROATXPNZY7EU7FG2CWPG" -> null

      - inline_policy {
          - name   = "integrator-ai-agent-debugging-prod-alb-policy" -> null
          - policy = jsonencode(
                {
                  - Statement = [
                      - {
                          - Action   = [
                              - "elasticloadbalancing:DescribeLoadBalancers",
                              - "elasticloadbalancing:DescribeTargetGroups",
                              - "elasticloadbalancing:DescribeTargetHealth",
                              - "elasticloadbalancing:DescribeListeners",
                              - "elasticloadbalancing:DescribeRules",
                              - "elasticloadbalancing:DescribeTags",
                              - "elasticloadbalancing:DescribeLoadBalancerAttributes",
                              - "elasticloadbalancing:DescribeTargetGroupAttributes",
                            ]
                          - Effect   = "Allow"
                          - Resource = "*"
                          - Sid      = "ALBReadOnly"
                        },
                    ]
                  - Version   = "2012-10-17"
                }
            ) -> null
        }
      - inline_policy {
          - name   = "integrator-ai-agent-debugging-prod-cloudwatch-logs-policy" -> null
          - policy = jsonencode(
                {
                  - Statement = [
                      - {
                          - Action   = [
                              - "logs:DescribeLogGroups",
                            ]
                          - Effect   = "Allow"
                          - Resource = "*"
                          - Sid      = "CloudWatchLogsDescribeLogGroups"
                        },
                      - {
                          - Action   = [
                              - "logs:DescribeLogStreams",
                              - "logs:GetLogEvents",
                              - "logs:FilterLogEvents",
                              - "logs:DescribeQueries",
                              - "logs:GetQueryResults",
                            ]
                          - Effect   = "Allow"
                          - Resource = [
                              - "arn:aws:logs:us-east-1:256586139593:log-group:/ecs/integrator/prod/*",
                              - "arn:aws:logs:us-east-1:256586139593:log-group:/ecs/integrator/prod/*:*",
                            ]
                          - Sid      = "CloudWatchLogsReadOnly"
                        },
                    ]
                  - Version   = "2012-10-17"
                }
            ) -> null
        }
      - inline_policy {
          - name   = "integrator-ai-agent-debugging-prod-cloudwatch-metrics-policy" -> null
          - policy = jsonencode(
                {
                  - Statement = [
                      - {
                          - Action   = [
                              - "cloudwatch:GetMetricData",
                              - "cloudwatch:GetMetricStatistics",
                              - "cloudwatch:ListMetrics",
                              - "cloudwatch:DescribeAlarms",
                              - "cloudwatch:DescribeAlarmsForMetric",
                              - "cloudwatch:DescribeAlarmHistory",
                            ]
                          - Effect   = "Allow"
                          - Resource = "*"
                          - Sid      = "CloudWatchMetricsReadOnly"
                        },
                    ]
                  - Version   = "2012-10-17"
                }
            ) -> null
        }
      - inline_policy {
          - name   = "integrator-ai-agent-debugging-prod-deny-privilege-escalation" -> null
          - policy = jsonencode(
                {
                  - Statement = [
                      - {
                          - Action   = [
                              - "sts:AssumeRole",
                              - "sts:AssumeRoleWithWebIdentity",
                              - "sts:AssumeRoleWithSAML",
                            ]
                          - Effect   = "Deny"
                          - Resource = "*"
                          - Sid      = "DenyAssumeRole"
                        },
                      - {
                          - Action   = [
                              - "iam:Create*",
                              - "iam:Delete*",
                              - "iam:Update*",
                              - "iam:Put*",
                              - "iam:Attach*",
                              - "iam:Detach*",
                              - "iam:Add*",
                              - "iam:Remove*",
                              - "iam:Set*",
                            ]
                          - Effect   = "Deny"
                          - Resource = "*"
                          - Sid      = "DenyIAMModifications"
                        },
                    ]
                  - Version   = "2012-10-17"
                }
            ) -> null
        }
      - inline_policy {
          - name   = "integrator-ai-agent-debugging-prod-ecr-policy" -> null
          - policy = jsonencode(
                {
                  - Statement = [
                      - {
                          - Action   = [
                              - "ecr:DescribeRepositories",
                              - "ecr:DescribeImages",
                              - "ecr:DescribeImageScanFindings",
                              - "ecr:GetDownloadUrlForLayer",
                              - "ecr:BatchGetImage",
                              - "ecr:BatchCheckLayerAvailability",
                              - "ecr:ListImages",
                              - "ecr:ListTagsForResource",
                              - "ecr:GetRepositoryPolicy",
                              - "ecr:GetLifecyclePolicy",
                              - "ecr:GetLifecyclePolicyPreview",
                            ]
                          - Effect   = "Allow"
                          - Resource = "*"
                          - Sid      = "ECRReadOnly"
                        },
                      - {
                          - Action   = [
                              - "ecr:GetAuthorizationToken",
                            ]
                          - Effect   = "Allow"
                          - Resource = "*"
                          - Sid      = "ECRAuthorization"
                        },
                    ]
                  - Version   = "2012-10-17"
                }
            ) -> null
        }
      - inline_policy {
          - name   = "integrator-ai-agent-debugging-prod-ecs-policy" -> null
          - policy = jsonencode(
                {
                  - Statement = [
                      - {
                          - Action   = [
                              - "ecs:DescribeClusters",
                              - "ecs:DescribeServices",
                              - "ecs:DescribeTaskDefinition",
                              - "ecs:DescribeTasks",
                              - "ecs:DescribeContainerInstances",
                              - "ecs:ListClusters",
                              - "ecs:ListServices",
                              - "ecs:ListTasks",
                              - "ecs:ListTaskDefinitions",
                              - "ecs:ListTaskDefinitionFamilies",
                              - "ecs:ListContainerInstances",
                              - "ecs:ListAttributes",
                            ]
                          - Effect   = "Allow"
                          - Resource = "*"
                          - Sid      = "ECSReadOnly"
                        },
                    ]
                  - Version   = "2012-10-17"
                }
            ) -> null
        }
      - inline_policy {
          - name   = "integrator-ai-agent-debugging-prod-iam-policy" -> null
          - policy = jsonencode(
                {
                  - Statement = [
                      - {
                          - Action   = [
                              - "iam:GetRole",
                              - "iam:GetRolePolicy",
                              - "iam:GetPolicy",
                              - "iam:GetPolicyVersion",
                              - "iam:ListRoles",
                              - "iam:ListRolePolicies",
                              - "iam:ListAttachedRolePolicies",
                              - "iam:ListPolicies",
                              - "iam:ListPolicyVersions",
                              - "iam:ListInstanceProfilesForRole",
                            ]
                          - Effect   = "Allow"
                          - Resource = "*"
                          - Sid      = "IAMReadOnly"
                        },
                    ]
                  - Version   = "2012-10-17"
                }
            ) -> null
        }
      - inline_policy {
          - name   = "integrator-ai-agent-debugging-prod-rds-policy" -> null
          - policy = jsonencode(
                {
                  - Statement = [
                      - {
                          - Action   = [
                              - "rds:DescribeDBInstances",
                              - "rds:DescribeDBClusters",
                              - "rds:DescribeDBSnapshots",
                              - "rds:DescribeDBClusterSnapshots",
                              - "rds:DescribeDBParameterGroups",
                              - "rds:DescribeDBParameters",
                              - "rds:DescribeDBSubnetGroups",
                              - "rds:DescribeOptionGroups",
                              - "rds:DescribeDBLogFiles",
                              - "rds:DownloadDBLogFilePortion",
                              - "rds:ListTagsForResource",
                            ]
                          - Effect   = "Allow"
                          - Resource = "*"
                          - Sid      = "RDSReadOnly"
                        },
                    ]
                  - Version   = "2012-10-17"
                }
            ) -> null
        }
      - inline_policy {
          - name   = "integrator-ai-agent-debugging-prod-s3-policy" -> null
          - policy = jsonencode(
                {
                  - Statement = [
                      - {
                          - Action   = [
                              - "s3:GetObject",
                              - "s3:GetObjectVersion",
                              - "s3:ListBucket",
                              - "s3:ListBucketVersions",
                              - "s3:GetBucketLocation",
                              - "s3:GetBucketVersioning",
                            ]
                          - Effect   = "Allow"
                          - Resource = [
                              - "arn:aws:s3:::integrator-artifacts-prod",
                              - "arn:aws:s3:::integrator-artifacts-prod/*",
                              - "arn:aws:s3:::integrator-knowledge-prod",
                              - "arn:aws:s3:::integrator-knowledge-prod/*",
                            ]
                          - Sid      = "S3ArtifactsReadOnly"
                        },
                    ]
                  - Version   = "2012-10-17"
                }
            ) -> null
        }
      - inline_policy {
          - name   = "integrator-ai-agent-debugging-prod-secrets-manager-policy" -> null
          - policy = jsonencode(
                {
                  - Statement = [
                      - {
                          - Action   = [
                              - "secretsmanager:GetSecretValue",
                              - "secretsmanager:DescribeSecret",
                            ]
                          - Effect   = "Allow"
                          - Resource = [
                              - "arn:aws:secretsmanager:us-east-1:256586139593:secret:integrator/prod/rds-readonly-password*",
                            ]
                          - Sid      = "SecretsManagerReadOnlyPassword"
                        },
                      - {
                          - Action   = [
                              - "secretsmanager:ListSecrets",
                            ]
                          - Effect   = "Allow"
                          - Resource = "*"
                          - Sid      = "SecretsManagerListSecrets"
                        },
                    ]
                  - Version   = "2012-10-17"
                }
            ) -> null
        }
      - inline_policy {
          - name   = "integrator-ai-agent-debugging-prod-vpc-policy" -> null
          - policy = jsonencode(
                {
                  - Statement = [
                      - {
                          - Action   = [
                              - "ec2:DescribeVpcs",
                              - "ec2:DescribeSubnets",
                              - "ec2:DescribeSecurityGroups",
                              - "ec2:DescribeSecurityGroupRules",
                              - "ec2:DescribeNetworkInterfaces",
                              - "ec2:DescribeRouteTables",
                              - "ec2:DescribeInternetGateways",
                              - "ec2:DescribeNatGateways",
                              - "ec2:DescribeVpcEndpoints",
                              - "ec2:DescribeNetworkAcls",
                              - "ec2:DescribeVpcPeeringConnections",
                              - "ec2:DescribeTags",
                            ]
                          - Effect   = "Allow"
                          - Resource = "*"
                          - Sid      = "VPCReadOnly"
                        },
                    ]
                  - Version   = "2012-10-17"
                }
            ) -> null
        }
    }

  # module.ai_agent_debugging_role.aws_iam_role_policy.alb_debugging will be destroyed
  # (because aws_iam_role_policy.alb_debugging is not in configuration)
  - resource "aws_iam_role_policy" "alb_debugging" {
      - id     = "integrator-ai-agent-debugging-prod:integrator-ai-agent-debugging-prod-alb-policy" -> null
      - name   = "integrator-ai-agent-debugging-prod-alb-policy" -> null
      - policy = jsonencode(
            {
              - Statement = [
                  - {
                      - Action   = [
                          - "elasticloadbalancing:DescribeLoadBalancers",
                          - "elasticloadbalancing:DescribeTargetGroups",
                          - "elasticloadbalancing:DescribeTargetHealth",
                          - "elasticloadbalancing:DescribeListeners",
                          - "elasticloadbalancing:DescribeRules",
                          - "elasticloadbalancing:DescribeTags",
                          - "elasticloadbalancing:DescribeLoadBalancerAttributes",
                          - "elasticloadbalancing:DescribeTargetGroupAttributes",
                        ]
                      - Effect   = "Allow"
                      - Resource = "*"
                      - Sid      = "ALBReadOnly"
                    },
                ]
              - Version   = "2012-10-17"
            }
        ) -> null
      - role   = "integrator-ai-agent-debugging-prod" -> null
    }

  # module.ai_agent_debugging_role.aws_iam_role_policy.cloudwatch_logs_debugging will be destroyed
  # (because aws_iam_role_policy.cloudwatch_logs_debugging is not in configuration)
  - resource "aws_iam_role_policy" "cloudwatch_logs_debugging" {
      - id     = "integrator-ai-agent-debugging-prod:integrator-ai-agent-debugging-prod-cloudwatch-logs-policy" -> null
      - name   = "integrator-ai-agent-debugging-prod-cloudwatch-logs-policy" -> null
      - policy = jsonencode(
            {
              - Statement = [
                  - {
                      - Action   = [
                          - "logs:DescribeLogGroups",
                        ]
                      - Effect   = "Allow"
                      - Resource = "*"
                      - Sid      = "CloudWatchLogsDescribeLogGroups"
                    },
                  - {
                      - Action   = [
                          - "logs:DescribeLogStreams",
                          - "logs:GetLogEvents",
                          - "logs:FilterLogEvents",
                          - "logs:DescribeQueries",
                          - "logs:GetQueryResults",
                        ]
                      - Effect   = "Allow"
                      - Resource = [
                          - "arn:aws:logs:us-east-1:256586139593:log-group:/ecs/integrator/prod/*",
                          - "arn:aws:logs:us-east-1:256586139593:log-group:/ecs/integrator/prod/*:*",
                        ]
                      - Sid      = "CloudWatchLogsReadOnly"
                    },
                ]
              - Version   = "2012-10-17"
            }
        ) -> null
      - role   = "integrator-ai-agent-debugging-prod" -> null
    }

  # module.ai_agent_debugging_role.aws_iam_role_policy.cloudwatch_metrics_debugging will be destroyed
  # (because aws_iam_role_policy.cloudwatch_metrics_debugging is not in configuration)
  - resource "aws_iam_role_policy" "cloudwatch_metrics_debugging" {
      - id     = "integrator-ai-agent-debugging-prod:integrator-ai-agent-debugging-prod-cloudwatch-metrics-policy" -> null
      - name   = "integrator-ai-agent-debugging-prod-cloudwatch-metrics-policy" -> null
      - policy = jsonencode(
            {
              - Statement = [
                  - {
                      - Action   = [
                          - "cloudwatch:GetMetricData",
                          - "cloudwatch:GetMetricStatistics",
                          - "cloudwatch:ListMetrics",
                          - "cloudwatch:DescribeAlarms",
                          - "cloudwatch:DescribeAlarmsForMetric",
                          - "cloudwatch:DescribeAlarmHistory",
                        ]
                      - Effect   = "Allow"
                      - Resource = "*"
                      - Sid      = "CloudWatchMetricsReadOnly"
                    },
                ]
              - Version   = "2012-10-17"
            }
        ) -> null
      - role   = "integrator-ai-agent-debugging-prod" -> null
    }

  # module.ai_agent_debugging_role.aws_iam_role_policy.deny_privilege_escalation will be destroyed
  # (because aws_iam_role_policy.deny_privilege_escalation is not in configuration)
  - resource "aws_iam_role_policy" "deny_privilege_escalation" {
      - id     = "integrator-ai-agent-debugging-prod:integrator-ai-agent-debugging-prod-deny-privilege-escalation" -> null
      - name   = "integrator-ai-agent-debugging-prod-deny-privilege-escalation" -> null
      - policy = jsonencode(
            {
              - Statement = [
                  - {
                      - Action   = [
                          - "sts:AssumeRole",
                          - "sts:AssumeRoleWithWebIdentity",
                          - "sts:AssumeRoleWithSAML",
                        ]
                      - Effect   = "Deny"
                      - Resource = "*"
                      - Sid      = "DenyAssumeRole"
                    },
                  - {
                      - Action   = [
                          - "iam:Create*",
                          - "iam:Delete*",
                          - "iam:Update*",
                          - "iam:Put*",
                          - "iam:Attach*",
                          - "iam:Detach*",
                          - "iam:Add*",
                          - "iam:Remove*",
                          - "iam:Set*",
                        ]
                      - Effect   = "Deny"
                      - Resource = "*"
                      - Sid      = "DenyIAMModifications"
                    },
                ]
              - Version   = "2012-10-17"
            }
        ) -> null
      - role   = "integrator-ai-agent-debugging-prod" -> null
    }

  # module.ai_agent_debugging_role.aws_iam_role_policy.ecr_debugging will be destroyed
  # (because aws_iam_role_policy.ecr_debugging is not in configuration)
  - resource "aws_iam_role_policy" "ecr_debugging" {
      - id     = "integrator-ai-agent-debugging-prod:integrator-ai-agent-debugging-prod-ecr-policy" -> null
      - name   = "integrator-ai-agent-debugging-prod-ecr-policy" -> null
      - policy = jsonencode(
            {
              - Statement = [
                  - {
                      - Action   = [
                          - "ecr:DescribeRepositories",
                          - "ecr:DescribeImages",
                          - "ecr:DescribeImageScanFindings",
                          - "ecr:GetDownloadUrlForLayer",
                          - "ecr:BatchGetImage",
                          - "ecr:BatchCheckLayerAvailability",
                          - "ecr:ListImages",
                          - "ecr:ListTagsForResource",
                          - "ecr:GetRepositoryPolicy",
                          - "ecr:GetLifecyclePolicy",
                          - "ecr:GetLifecyclePolicyPreview",
                        ]
                      - Effect   = "Allow"
                      - Resource = "*"
                      - Sid      = "ECRReadOnly"
                    },
                  - {
                      - Action   = [
                          - "ecr:GetAuthorizationToken",
                        ]
                      - Effect   = "Allow"
                      - Resource = "*"
                      - Sid      = "ECRAuthorization"
                    },
                ]
              - Version   = "2012-10-17"
            }
        ) -> null
      - role   = "integrator-ai-agent-debugging-prod" -> null
    }

  # module.ai_agent_debugging_role.aws_iam_role_policy.ecs_debugging will be destroyed
  # (because aws_iam_role_policy.ecs_debugging is not in configuration)
  - resource "aws_iam_role_policy" "ecs_debugging" {
      - id     = "integrator-ai-agent-debugging-prod:integrator-ai-agent-debugging-prod-ecs-policy" -> null
      - name   = "integrator-ai-agent-debugging-prod-ecs-policy" -> null
      - policy = jsonencode(
            {
              - Statement = [
                  - {
                      - Action   = [
                          - "ecs:DescribeClusters",
                          - "ecs:DescribeServices",
                          - "ecs:DescribeTaskDefinition",
                          - "ecs:DescribeTasks",
                          - "ecs:DescribeContainerInstances",
                          - "ecs:ListClusters",
                          - "ecs:ListServices",
                          - "ecs:ListTasks",
                          - "ecs:ListTaskDefinitions",
                          - "ecs:ListTaskDefinitionFamilies",
                          - "ecs:ListContainerInstances",
                          - "ecs:ListAttributes",
                        ]
                      - Effect   = "Allow"
                      - Resource = "*"
                      - Sid      = "ECSReadOnly"
                    },
                ]
              - Version   = "2012-10-17"
            }
        ) -> null
      - role   = "integrator-ai-agent-debugging-prod" -> null
    }

  # module.ai_agent_debugging_role.aws_iam_role_policy.iam_debugging will be destroyed
  # (because aws_iam_role_policy.iam_debugging is not in configuration)
  - resource "aws_iam_role_policy" "iam_debugging" {
      - id     = "integrator-ai-agent-debugging-prod:integrator-ai-agent-debugging-prod-iam-policy" -> null
      - name   = "integrator-ai-agent-debugging-prod-iam-policy" -> null
      - policy = jsonencode(
            {
              - Statement = [
                  - {
                      - Action   = [
                          - "iam:GetRole",
                          - "iam:GetRolePolicy",
                          - "iam:GetPolicy",
                          - "iam:GetPolicyVersion",
                          - "iam:ListRoles",
                          - "iam:ListRolePolicies",
                          - "iam:ListAttachedRolePolicies",
                          - "iam:ListPolicies",
                          - "iam:ListPolicyVersions",
                          - "iam:ListInstanceProfilesForRole",
                        ]
                      - Effect   = "Allow"
                      - Resource = "*"
                      - Sid      = "IAMReadOnly"
                    },
                ]
              - Version   = "2012-10-17"
            }
        ) -> null
      - role   = "integrator-ai-agent-debugging-prod" -> null
    }

  # module.ai_agent_debugging_role.aws_iam_role_policy.rds_debugging will be destroyed
  # (because aws_iam_role_policy.rds_debugging is not in configuration)
  - resource "aws_iam_role_policy" "rds_debugging" {
      - id     = "integrator-ai-agent-debugging-prod:integrator-ai-agent-debugging-prod-rds-policy" -> null
      - name   = "integrator-ai-agent-debugging-prod-rds-policy" -> null
      - policy = jsonencode(
            {
              - Statement = [
                  - {
                      - Action   = [
                          - "rds:DescribeDBInstances",
                          - "rds:DescribeDBClusters",
                          - "rds:DescribeDBSnapshots",
                          - "rds:DescribeDBClusterSnapshots",
                          - "rds:DescribeDBParameterGroups",
                          - "rds:DescribeDBParameters",
                          - "rds:DescribeDBSubnetGroups",
                          - "rds:DescribeOptionGroups",
                          - "rds:DescribeDBLogFiles",
                          - "rds:DownloadDBLogFilePortion",
                          - "rds:ListTagsForResource",
                        ]
                      - Effect   = "Allow"
                      - Resource = "*"
                      - Sid      = "RDSReadOnly"
                    },
                ]
              - Version   = "2012-10-17"
            }
        ) -> null
      - role   = "integrator-ai-agent-debugging-prod" -> null
    }

  # module.ai_agent_debugging_role.aws_iam_role_policy.s3_debugging will be destroyed
  # (because aws_iam_role_policy.s3_debugging is not in configuration)
  - resource "aws_iam_role_policy" "s3_debugging" {
      - id     = "integrator-ai-agent-debugging-prod:integrator-ai-agent-debugging-prod-s3-policy" -> null
      - name   = "integrator-ai-agent-debugging-prod-s3-policy" -> null
      - policy = jsonencode(
            {
              - Statement = [
                  - {
                      - Action   = [
                          - "s3:GetObject",
                          - "s3:GetObjectVersion",
                          - "s3:ListBucket",
                          - "s3:ListBucketVersions",
                          - "s3:GetBucketLocation",
                          - "s3:GetBucketVersioning",
                        ]
                      - Effect   = "Allow"
                      - Resource = [
                          - "arn:aws:s3:::integrator-artifacts-prod",
                          - "arn:aws:s3:::integrator-artifacts-prod/*",
                          - "arn:aws:s3:::integrator-knowledge-prod",
                          - "arn:aws:s3:::integrator-knowledge-prod/*",
                        ]
                      - Sid      = "S3ArtifactsReadOnly"
                    },
                ]
              - Version   = "2012-10-17"
            }
        ) -> null
      - role   = "integrator-ai-agent-debugging-prod" -> null
    }

  # module.ai_agent_debugging_role.aws_iam_role_policy.secrets_manager_debugging will be destroyed
  # (because aws_iam_role_policy.secrets_manager_debugging is not in configuration)
  - resource "aws_iam_role_policy" "secrets_manager_debugging" {
      - id     = "integrator-ai-agent-debugging-prod:integrator-ai-agent-debugging-prod-secrets-manager-policy" -> null
      - name   = "integrator-ai-agent-debugging-prod-secrets-manager-policy" -> null
      - policy = jsonencode(
            {
              - Statement = [
                  - {
                      - Action   = [
                          - "secretsmanager:GetSecretValue",
                          - "secretsmanager:DescribeSecret",
                        ]
                      - Effect   = "Allow"
                      - Resource = [
                          - "arn:aws:secretsmanager:us-east-1:256586139593:secret:integrator/prod/rds-readonly-password*",
                        ]
                      - Sid      = "SecretsManagerReadOnlyPassword"
                    },
                  - {
                      - Action   = [
                          - "secretsmanager:ListSecrets",
                        ]
                      - Effect   = "Allow"
                      - Resource = "*"
                      - Sid      = "SecretsManagerListSecrets"
                    },
                ]
              - Version   = "2012-10-17"
            }
        ) -> null
      - role   = "integrator-ai-agent-debugging-prod" -> null
    }

  # module.ai_agent_debugging_role.aws_iam_role_policy.vpc_debugging will be destroyed
  # (because aws_iam_role_policy.vpc_debugging is not in configuration)
  - resource "aws_iam_role_policy" "vpc_debugging" {
      - id     = "integrator-ai-agent-debugging-prod:integrator-ai-agent-debugging-prod-vpc-policy" -> null
      - name   = "integrator-ai-agent-debugging-prod-vpc-policy" -> null
      - policy = jsonencode(
            {
              - Statement = [
                  - {
                      - Action   = [
                          - "ec2:DescribeVpcs",
                          - "ec2:DescribeSubnets",
                          - "ec2:DescribeSecurityGroups",
                          - "ec2:DescribeSecurityGroupRules",
                          - "ec2:DescribeNetworkInterfaces",
                          - "ec2:DescribeRouteTables",
                          - "ec2:DescribeInternetGateways",
                          - "ec2:DescribeNatGateways",
                          - "ec2:DescribeVpcEndpoints",
                          - "ec2:DescribeNetworkAcls",
                          - "ec2:DescribeVpcPeeringConnections",
                          - "ec2:DescribeTags",
                        ]
                      - Effect   = "Allow"
                      - Resource = "*"
                      - Sid      = "VPCReadOnly"
                    },
                ]
              - Version   = "2012-10-17"
            }
        ) -> null
      - role   = "integrator-ai-agent-debugging-prod" -> null
    }

  # module.datadog_dashboards.datadog_dashboard.ecs_background_runner_right_sizing[0] will be created
  + resource "datadog_dashboard" "ecs_background_runner_right_sizing" {
      + dashboard_lists_removed = (known after apply)
      + description             = "Comprehensive analysis showing 97% CPU and memory underutilization. Current: 8vCPU/48GB. Recommended: 2vCPU/8GB. Potential savings: $1,900/year"
      + id                      = (known after apply)
      + is_read_only            = false
      + layout_type             = "ordered"
      + title                   = "💰 ECS Cost Optimization - Background Runner Right-Sizing (prod)"
      + url                     = (known after apply)

      + widget {
          + id = (known after apply)

          + note_definition {
              + background_color = "blue"
              + content          = <<-EOT
                    ## 📊 Resource Right-Sizing Opportunity
                    
                    **Current Allocation**: 8 vCPU / 48GB RAM
                    **Actual Usage**: 0.3% CPU avg, 2.8% memory avg
                    **P99 Usage**: 1.5% CPU, 4.2% memory
                    
                    **💡 Recommendation**: Reduce default to **2 vCPU / 8GB RAM**
                    - Covers P

... (output truncated)

⚠️ Production changes will be applied after merge to next branch.