PPO KAGGLE · 381 TASKS
These charts come from the 3-shard PPO + LoRA training we ran on free Kaggle T4s. Source data: kaggle ran notebooks/shard {1,2,3}/training_kaggle{N}.json + the 381 scenarios in rl-agent/scenarios/sim/{easy,medium,hard}/*.json, pre-bundled into rl-agent/showcase_data.json by scripts/build_showcase_data.py. Every visible number is computed from those files.

Per-task performance · 381 tasks

Sorted by mean reward across shards. Δ = (last episode reward) − (first episode reward) per task.
Easy
156
Medium
128
Hard
97
Categories
21

Distribution by category

Top 300 tasks by mean reward

IDTitleDiffCategoryVisitsMeanΔActions
sim_easy_ddb_throttle_110notifications DynamoDB throttlingeasyDynamoDB Throttling2-3.780+0.0002
sim_easy_lambda_throttle_002orders Lambda throttlingeasyLambda Throttling2-3.780+0.0004
sim_easy_lambda_throttle_003inventory Lambda throttlingeasyLambda Throttling2-3.780+0.0004
sim_easy_lambda_throttle_005search Lambda throttlingeasyLambda Throttling2-3.780+0.0004
sim_easy_lambda_throttle_008billing Lambda throttlingeasyLambda Throttling2-3.780+0.0004
sim_easy_lambda_throttle_011reviews Lambda throttlingeasyLambda Throttling2-3.780+0.0004
sim_easy_lambda_throttle_014telemetry Lambda throttlingeasyLambda Throttling2-3.780+0.0004
sim_easy_lambda_throttle_015analytics Lambda throttlingeasyLambda Throttling2-3.780+0.0004
sim_easy_lambda_throttle_017cart Lambda throttlingeasyLambda Throttling2-3.780+0.0004
sim_easy_lambda_throttle_018pricing Lambda throttlingeasyLambda Throttling2-3.780+0.0004
sim_easy_lambda_throttle_020media Lambda throttlingeasyLambda Throttling2-3.780+0.0004
sim_gen_cache_warm_session_cache_004Cache outage on session_cache during 0.5x peakeasyGenerated · Cache Cold-Start1-3.780+0.0006
sim_gen_cache_warm_session_cache_012Cache outage on session_cache during 1.4x peakmediumGenerated · Cache Cold-Start1-3.780+0.0006
sim_gen_db_duel_orders_db_015Failover duel — saboteur attacks orders_db, then chokes orders_db_replicahardGenerated · DB Failover Duel1-3.780+0.0007
sim_gen_db_duel_orders_db_018Failover duel — saboteur attacks orders_db, then chokes orders_db_replicahardGenerated · DB Failover Duel1-3.780+0.0007
sim_gen_db_duel_orders_db_024Failover duel — saboteur attacks orders_db, then chokes orders_db_replicahardGenerated · DB Failover Duel1-3.780+0.0007
sim_gen_db_duel_users_db_003Failover duel — saboteur attacks users_db, then chokes users_db_replicahardGenerated · DB Failover Duel1-3.780+0.0007
sim_gen_db_duel_users_db_006Failover duel — saboteur attacks users_db, then chokes users_db_replicahardGenerated · DB Failover Duel1-3.780+0.0007
sim_gen_db_duel_users_db_009Failover duel — saboteur attacks users_db, then chokes users_db_replicahardGenerated · DB Failover Duel1-3.780+0.0007
sim_gen_db_duel_users_db_010Failover duel — saboteur attacks users_db, then chokes users_db_replicahardGenerated · DB Failover Duel1-3.780+0.0007
sim_gen_restore_catalog_db_005Corruption in catalog_db — restore vs rebuild trolleyhardGenerated · DB Restore1-3.780+0.0005
sim_hard_ddb_chain_021checkout latency spike — alert says DDB throttlehardDynamoDB Cascade1-3.780+0.0006
sim_hard_ddb_chain_024payments latency spike — alert says DDB throttlehardDynamoDB Cascade1-3.780+0.0006
sim_hard_ddb_chain_027auth latency spike — alert says DDB throttlehardDynamoDB Cascade1-3.780+0.0006
sim_hard_ddb_chain_030notifications latency spike — alert says DDB throttlehardDynamoDB Cascade1-3.780+0.0006
sim_easy_ddb_throttle_103inventory DynamoDB throttlingeasyDynamoDB Throttling2-3.855+0.1502
sim_easy_ddb_throttle_113fulfillment DynamoDB throttlingeasyDynamoDB Throttling2-3.855-0.1502
sim_easy_lambda_throttle_006recommendations Lambda throttlingeasyLambda Throttling2-3.855+0.1504
sim_easy_lambda_throttle_012catalog Lambda throttlingeasyLambda Throttling2-3.855+0.1504
sim_easy_ddb_throttle_104payments DynamoDB throttlingeasyDynamoDB Throttling2-3.930+0.0002
sim_gen_cache_warm_search_index_015Cache outage on search_index during 1.4x peakmediumGenerated · Cache Cold-Start1-3.930+0.0006
sim_gen_cache_warm_search_index_018Cache outage on search_index during 1.4x peakmediumGenerated · Cache Cold-Start1-3.930+0.0006
sim_gen_cache_warm_search_index_024Cache outage on search_index during 1.4x peakmediumGenerated · Cache Cold-Start1-3.930+0.0006
sim_gen_cache_warm_session_cache_003Cache outage on session_cache during 1.4x peakmediumGenerated · Cache Cold-Start1-3.930+0.0006
sim_med_eb_lambda_017orders pipeline silentmediumEventBridge → Lambda Chain1-3.930+0.0003
sim_med_eb_lambda_020search pipeline silentmediumEventBridge → Lambda Chain1-3.930+0.0003
sim_med_eb_lambda_023billing pipeline silentmediumEventBridge → Lambda Chain1-3.930+0.0003
sim_med_sfn_lambda_050search state machine failingmediumStep Functions → Lambda1-3.930+0.0004
sim_med_sfn_lambda_059telemetry state machine failingmediumStep Functions → Lambda1-3.930+0.0004
sim_gen_db_duel_orders_db_021Failover duel — saboteur attacks orders_db, then chokes orders_db_replicahardGenerated · DB Failover Duel1-3.930+0.0007
sim_gen_db_duel_users_db_007Failover duel — saboteur attacks users_db, then chokes users_db_replicahardGenerated · DB Failover Duel1-3.930+0.0007
sim_gen_db_duel_users_db_012Failover duel — saboteur attacks users_db, then chokes users_db_replicahardGenerated · DB Failover Duel1-3.930+0.0007
sim_gen_restore_catalog_db_006Corruption in catalog_db — restore vs rebuild trolleyhardGenerated · DB Restore1-3.930+0.0005
sim_hard_iam_chain_013inventory pipeline silent — alert says LambdaErrorshardIAM Permission Chain1-3.930+0.0007
sim_easy_ddb_throttle_112catalog DynamoDB throttlingeasyDynamoDB Throttling2-4.080+0.6002
sim_gen_peak_catalog_018Sine-wave peak hammers catalog (x1.8)mediumGenerated · Peak Traffic1-4.080+0.0005
sim_gen_db_duel_users_db_004Failover duel — saboteur attacks users_db, then chokes users_db_replicahardGenerated · DB Failover Duel1-4.080+0.0007
sim_hard_iam_chain_019shipping pipeline silent — alert says LambdaErrorshardIAM Permission Chain1-4.080+0.0007
sim_easy_lambda_throttle_009shipping Lambda throttlingeasyLambda Throttling2-4.230+0.9004
sim_gen_cache_warm_search_index_013Cache outage on search_index during 0.5x peakeasyGenerated · Cache Cold-Start1-4.230+0.0006
sim_gen_cache_warm_search_index_016Cache outage on search_index during 0.5x peakeasyGenerated · Cache Cold-Start1-4.230+0.0006
sim_gen_cache_warm_session_cache_001Cache outage on session_cache during 0.5x peakeasyGenerated · Cache Cold-Start1-4.230+0.0006
sim_gen_cache_warm_session_cache_007Cache outage on session_cache during 0.5x peakeasyGenerated · Cache Cold-Start1-4.230+0.0006
sim_gen_cache_warm_search_index_014Cache outage on search_index during 1.0x peakmediumGenerated · Cache Cold-Start1-4.230+0.0006
sim_gen_cache_warm_search_index_021Cache outage on search_index during 1.4x peakmediumGenerated · Cache Cold-Start1-4.230+0.0006
sim_gen_cache_warm_search_index_023Cache outage on search_index during 1.0x peakmediumGenerated · Cache Cold-Start1-4.230+0.0006
sim_gen_cache_warm_session_cache_006Cache outage on session_cache during 1.4x peakmediumGenerated · Cache Cold-Start1-4.230+0.0006
sim_gen_redherring_inventory_019Red-herring on Slack — true cause is leak in inventorymediumGenerated · Red Herring1-4.230+0.0007
sim_med_eb_lambda_026reviews pipeline silentmediumEventBridge → Lambda Chain1-4.230+0.0003
sim_med_eb_lambda_029telemetry pipeline silentmediumEventBridge → Lambda Chain1-4.230+0.0003
sim_med_sfn_lambda_053billing state machine failingmediumStep Functions → Lambda1-4.230+0.0004
sim_med_sfn_lambda_056reviews state machine failingmediumStep Functions → Lambda1-4.230+0.0004
sim_gen_db_duel_users_db_001Failover duel — saboteur attacks users_db, then chokes users_db_replicahardGenerated · DB Failover Duel1-4.230+0.0007
sim_gen_db_duel_users_db_008Failover duel — saboteur attacks users_db, then chokes users_db_replicahardGenerated · DB Failover Duel1-4.230+0.0007
sim_hard_ddb_chain_022orders latency spike — alert says DDB throttlehardDynamoDB Cascade1-4.230+0.0006
sim_hard_iam_chain_016recommendations pipeline silent — alert says LambdaErrorshardIAM Permission Chain1-4.230+0.0007
sim_easy_ddb_throttle_109shipping DynamoDB throttlingeasyDynamoDB Throttling2-4.305+1.0502
sim_easy_ddb_throttle_119promotions DynamoDB throttlingeasyDynamoDB Throttling2-4.305+1.0502
sim_easy_ddb_throttle_105search DynamoDB throttlingeasyDynamoDB Throttling2-4.380-0.3002
sim_easy_ddb_throttle_116userprofile DynamoDB throttlingeasyDynamoDB Throttling2-4.380+1.2002
sim_gen_cache_warm_search_index_019Cache outage on search_index during 0.5x peakeasyGenerated · Cache Cold-Start1-4.380+0.0006
sim_gen_cache_warm_search_index_017Cache outage on search_index during 1.0x peakmediumGenerated · Cache Cold-Start1-4.380+0.0006
sim_gen_peak_checkout_015Sine-wave peak hammers checkout (x1.8)mediumGenerated · Peak Traffic1-4.380+0.0005
sim_easy_ddb_throttle_115analytics DynamoDB throttlingeasyDynamoDB Throttling2-4.455+1.3502
sim_easy_ddb_throttle_118pricing DynamoDB throttlingeasyDynamoDB Throttling2-4.455+1.3502
sim_easy_sqs_dlq_026recommendations DLQ depth growingeasyOther · Easy2-4.455-0.7503
sim_easy_ddb_throttle_101checkout DynamoDB throttlingeasyDynamoDB Throttling2-4.530-1.2002
sim_easy_ddb_throttle_107auth DynamoDB throttlingeasyDynamoDB Throttling2-4.530+0.6002
sim_gen_cache_warm_search_index_020Cache outage on search_index during 1.0x peakmediumGenerated · Cache Cold-Start1-4.530+0.0006
sim_easy_ddb_throttle_102orders DynamoDB throttlingeasyDynamoDB Throttling2-4.605-1.3502
sim_easy_kms_disabled_072catalog KMS key disabledeasyOther · Easy2-4.605-1.3504
sim_easy_kms_disabled_075analytics KMS key disabledeasyOther · Easy2-4.605-1.0504
sim_easy_sqs_dlq_023inventory DLQ depth growingeasyOther · Easy2-4.605-1.3503
sim_easy_ddb_throttle_108billing DynamoDB throttlingeasyDynamoDB Throttling2-4.680-1.8002
sim_easy_kms_disabled_063inventory KMS key disabledeasyOther · Easy2-4.680-1.5004
sim_gen_app_leak_payments_021Memory leak in payments (aggro=0.6)easyGenerated · App Memory Leak1-4.680+0.0007
sim_gen_cache_warm_session_cache_009Cache outage on session_cache during 1.4x peakmediumGenerated · Cache Cold-Start1-4.680+0.0006
sim_med_sfn_lambda_047orders state machine failingmediumStep Functions → Lambda1-4.680+0.0004
sim_hard_ddb_chain_025search latency spike — alert says DDB throttlehardDynamoDB Cascade1-4.680+0.0006
sim_hard_ddb_chain_028billing latency spike — alert says DDB throttlehardDynamoDB Cascade1-4.680+0.0006
sim_easy_ddb_throttle_106recommendations DynamoDB throttlingeasyDynamoDB Throttling2-4.755+1.0502
sim_gen_app_leak_inventory_029Memory leak in inventory (aggro=0.8)mediumGenerated · App Memory Leak1-4.830+0.0007
sim_gen_redherring_checkout_007Red-herring on Slack — true cause is leak in checkoutmediumGenerated · Red Herring1-4.830+0.0007
sim_med_eb_lambda_016checkout pipeline silentmediumEventBridge → Lambda Chain1-4.830+0.0003
sim_med_lambda_secret_008billing Lambda errors spikemediumOther · Med1-4.830+0.0005
sim_gen_db_duel_users_db_005Failover duel — saboteur attacks users_db, then chokes users_db_replicahardGenerated · DB Failover Duel1-4.830+0.0007
sim_gen_db_duel_users_db_011Failover duel — saboteur attacks users_db, then chokes users_db_replicahardGenerated · DB Failover Duel1-4.830+0.0007
sim_gen_app_leak_catalog_015Memory leak in catalog (aggro=0.6)easyGenerated · App Memory Leak2-4.905+0.1507
sim_easy_ddb_throttle_117cart DynamoDB throttlingeasyDynamoDB Throttling2-4.980-0.3002
sim_easy_kms_disabled_066recommendations KMS key disabledeasyOther · Easy2-4.980+0.3004
sim_gen_app_leak_inventory_026Memory leak in inventory (aggro=0.4)easyGenerated · App Memory Leak2-4.980-1.5007
sim_gen_app_leak_checkout_011Memory leak in checkout (aggro=0.8)mediumGenerated · App Memory Leak2-4.980-1.2007
sim_gen_peak_auth_012Sine-wave peak hammers auth (x1.8)mediumGenerated · Peak Traffic1-4.980+0.0005
sim_gen_app_leak_checkout_009Memory leak in checkout (aggro=0.6)easyGenerated · App Memory Leak2-5.055-2.2507
sim_easy_ddb_throttle_120media DynamoDB throttlingeasyDynamoDB Throttling2-5.130-1.5002
sim_gen_app_leak_frontend_033Memory leak in frontend (aggro=0.6)easyGenerated · App Memory Leak2-5.130-0.3007
sim_gen_cache_warm_search_index_022Cache outage on search_index during 0.5x peakeasyGenerated · Cache Cold-Start1-5.130+0.0006
sim_med_lambda_secret_002orders Lambda errors spikemediumOther · Med1-5.130+0.0005
sim_med_lambda_secret_014telemetry Lambda errors spikemediumOther · Med1-5.130+0.0005
sim_gen_db_duel_users_db_002Failover duel — saboteur attacks users_db, then chokes users_db_replicahardGenerated · DB Failover Duel1-5.130+0.0007
sim_gen_restore_payments_db_002Corruption in payments_db — restore vs rebuild trolleyhardGenerated · DB Restore1-5.130+0.0005
sim_hard_apigw_chain_005search 5xx — alert says ApiGatewayhardAPI Gateway Multi-Stage1-5.130+0.0007
sim_easy_ddb_throttle_111reviews DynamoDB throttlingeasyDynamoDB Throttling2-5.205-1.6502
sim_easy_sqs_dlq_029shipping DLQ depth growingeasyOther · Easy2-5.205-1.6503
sim_gen_app_leak_checkout_008Memory leak in checkout (aggro=0.4)easyGenerated · App Memory Leak2-5.205-1.6507
sim_gen_app_leak_catalog_018Memory leak in catalog (aggro=0.8)mediumGenerated · App Memory Leak2-5.205+0.1507
sim_easy_sqs_dlq_035analytics DLQ depth growingeasyOther · Easy2-5.280-2.1003
sim_gen_app_leak_frontend_036Memory leak in frontend (aggro=0.8)mediumGenerated · App Memory Leak2-5.280-0.9007
sim_gen_app_leak_payments_024Memory leak in payments (aggro=0.8)mediumGenerated · App Memory Leak1-5.280+0.0007
sim_gen_peak_frontend_003Sine-wave peak hammers frontend (x1.8)mediumGenerated · Peak Traffic1-5.280+0.0005
sim_med_lambda_secret_011reviews Lambda errors spikemediumOther · Med1-5.280+0.0005
sim_gen_db_duel_orders_db_014Failover duel — saboteur attacks orders_db, then chokes orders_db_replicahardGenerated · DB Failover Duel1-5.280+0.0007
sim_easy_kms_disabled_078pricing KMS key disabledeasyOther · Easy2-5.355-2.2504
sim_easy_secret_rotation_041checkout secret rotation overdueeasyOther · Easy2-5.355-2.2502
sim_gen_app_leak_checkout_007Memory leak in checkout (aggro=0.4)easyGenerated · App Memory Leak2-5.355-2.2507
sim_gen_app_leak_checkout_012Memory leak in checkout (aggro=0.8)mediumGenerated · App Memory Leak2-5.355-2.2507
sim_easy_lambda_throttle_001checkout Lambda throttlingeasyLambda Throttling2-5.430-3.0004
sim_easy_lambda_throttle_004payments Lambda throttlingeasyLambda Throttling2-5.430-3.0004
sim_easy_sqs_dlq_032catalog DLQ depth growingeasyOther · Easy2-5.430-3.0003
sim_easy_sqs_dlq_038pricing DLQ depth growingeasyOther · Easy2-5.430+0.3003
sim_gen_redherring_catalog_012Red-herring on Slack — true cause is leak in catalogmediumGenerated · Red Herring1-5.430+0.0007
sim_easy_ssm_drift_081checkout pool size droppedeasyOther · Easy2-5.505-2.2503
sim_easy_ssm_drift_093fulfillment pool size droppedeasyOther · Easy2-5.505-2.2503
sim_gen_app_leak_checkout_010Memory leak in checkout (aggro=0.6)easyGenerated · App Memory Leak2-5.505-2.5507
sim_easy_lambda_throttle_010notifications Lambda throttlingeasyLambda Throttling2-5.580-3.6004
sim_easy_lambda_throttle_013fulfillment Lambda throttlingeasyLambda Throttling2-5.580-3.6004
sim_easy_lambda_throttle_019promotions Lambda throttlingeasyLambda Throttling2-5.580-3.6004
sim_easy_secret_rotation_047auth secret rotation overdueeasyOther · Easy2-5.580-2.7002
sim_easy_secret_rotation_053fulfillment secret rotation overdueeasyOther · Easy2-5.580-0.9002
sim_med_lambda_secret_005search Lambda errors spikemediumOther · Med1-5.580+0.0005
sim_gen_restore_payments_db_001Corruption in payments_db — restore vs rebuild trolleyhardGenerated · DB Restore1-5.580+0.0005
sim_hard_apigw_chain_002orders 5xx — alert says ApiGatewayhardAPI Gateway Multi-Stage1-5.580+0.0007
sim_hard_apigw_chain_008billing 5xx — alert says ApiGatewayhardAPI Gateway Multi-Stage1-5.580+0.0007
sim_hard_iam_chain_011checkout pipeline silent — alert says LambdaErrorshardIAM Permission Chain1-5.580+0.0007
sim_easy_ddb_throttle_114telemetry DynamoDB throttlingeasyDynamoDB Throttling2-5.655-0.1502
sim_easy_lambda_throttle_007auth Lambda throttlingeasyLambda Throttling2-5.655-3.4504
sim_easy_lambda_throttle_016userprofile Lambda throttlingeasyLambda Throttling2-5.655-3.7504
sim_gen_app_leak_auth_003Memory leak in auth (aggro=0.6)easyGenerated · App Memory Leak2-5.655-1.3507
sim_gen_app_leak_catalog_014Memory leak in catalog (aggro=0.4)easyGenerated · App Memory Leak2-5.655+0.7507
sim_advanced_slack_redherring_001Slack Red-Herring — A frontend dev claims their hotfix broke checkouthardSlack Red Herring2-5.655+1.0507
sim_easy_secret_rotation_044payments secret rotation overdueeasyOther · Easy2-5.730-1.5002
sim_easy_secret_rotation_048billing secret rotation overdueeasyOther · Easy2-5.730-3.3002
sim_easy_secret_rotation_050notifications secret rotation overdueeasyOther · Easy2-5.730+0.0002
sim_easy_ssm_drift_087auth pool size droppedeasyOther · Easy2-5.730-1.5003
sim_gen_redherring_checkout_006Red-herring on Slack — true cause is leak in checkoutmediumGenerated · Red Herring1-5.730+0.0007
sim_gen_redherring_checkout_008Red-herring on Slack — true cause is leak in checkoutmediumGenerated · Red Herring1-5.730+0.0007
sim_med_eb_lambda_022auth pipeline silentmediumEventBridge → Lambda Chain1-5.730+0.0003
sim_med_kms_lambda_032orders Lambda 5xx after KMS changemediumOther · Med1-5.730+0.0005
sim_hard_iam_chain_018billing pipeline silent — alert says LambdaErrorshardIAM Permission Chain1-5.730+0.0007
sim_easy_kms_disabled_069shipping KMS key disabledeasyOther · Easy2-5.805-2.2504
sim_easy_secret_rotation_043inventory secret rotation overdueeasyOther · Easy2-5.805-4.0502
sim_easy_secret_rotation_056userprofile secret rotation overdueeasyOther · Easy2-5.805-0.4502
sim_gen_app_leak_catalog_017Memory leak in catalog (aggro=0.8)mediumGenerated · App Memory Leak2-5.805+0.1507
sim_advanced_saboteur_duel_0011v1 Duel — Active Saboteur attacks auth_db, then choke-holds the replicahardAdversarial Saboteur2-5.805-4.0507
sim_easy_secret_rotation_055analytics secret rotation overdueeasyOther · Easy2-5.880-3.3002
sim_easy_secret_rotation_058pricing secret rotation overdueeasyOther · Easy2-5.880-3.3002
sim_gen_redherring_catalog_009Red-herring on Slack — true cause is leak in catalogmediumGenerated · Red Herring1-5.880+0.0007
sim_gen_redherring_inventory_018Red-herring on Slack — true cause is leak in inventorymediumGenerated · Red Herring1-5.880+0.0007
sim_gen_redherring_payments_016Red-herring on Slack — true cause is leak in paymentsmediumGenerated · Red Herring1-5.880+0.0007
sim_gen_cascade_payments_db_002Dependency cascade — payments_db is degraded, surfacing as alerts on checkouthardGenerated · Cascade1-5.880+0.0006
sim_gen_db_duel_orders_db_020Failover duel — saboteur attacks orders_db, then chokes orders_db_replicahardGenerated · DB Failover Duel1-5.880+0.0007
sim_gen_db_duel_orders_db_023Failover duel — saboteur attacks orders_db, then chokes orders_db_replicahardGenerated · DB Failover Duel1-5.880+0.0007
sim_easy_secret_rotation_042orders secret rotation overdueeasyOther · Easy2-5.955-2.2502
sim_gen_app_leak_api_gateway_038Memory leak in api_gateway (aggro=0.4)easyGenerated · App Memory Leak2-5.955+0.4507
sim_easy_kms_disabled_065search KMS key disabledeasyOther · Easy2-6.030-2.7004
sim_easy_kms_disabled_070notifications KMS key disabledeasyOther · Easy2-6.030-4.5004
sim_easy_kms_disabled_073fulfillment KMS key disabledeasyOther · Easy2-6.030-4.5004
sim_easy_secret_rotation_046recommendations secret rotation overdueeasyOther · Easy2-6.030-4.5002
sim_gen_cache_warm_session_cache_010Cache outage on session_cache during 0.5x peakeasyGenerated · Cache Cold-Start1-6.030+0.0006
sim_gen_app_leak_inventory_030Memory leak in inventory (aggro=0.8)mediumGenerated · App Memory Leak1-6.030+0.0007
sim_gen_peak_catalog_017Sine-wave peak hammers catalog (x1.5)mediumGenerated · Peak Traffic1-6.030+0.0005
sim_med_eb_lambda_019payments pipeline silentmediumEventBridge → Lambda Chain1-6.030+0.0003
sim_med_kms_lambda_031checkout Lambda 5xx after KMS changemediumOther · Med1-6.030+0.0005
sim_gen_db_duel_orders_db_016Failover duel — saboteur attacks orders_db, then chokes orders_db_replicahardGenerated · DB Failover Duel1-6.030+0.0007
sim_hard_apigw_chain_003inventory 5xx — alert says ApiGatewayhardAPI Gateway Multi-Stage1-6.030+0.0007
sim_hard_apigw_chain_009shipping 5xx — alert says ApiGatewayhardAPI Gateway Multi-Stage1-6.030+0.0007
sim_hard_apigw_chain_010notifications 5xx — alert says ApiGatewayhardAPI Gateway Multi-Stage1-6.030+0.0007
sim_hard_ddb_chain_023inventory latency spike — alert says DDB throttlehardDynamoDB Cascade1-6.030+0.0006
sim_hard_ddb_chain_026recommendations latency spike — alert says DDB throttlehardDynamoDB Cascade1-6.030+0.0006
sim_hard_iam_chain_014payments pipeline silent — alert says LambdaErrorshardIAM Permission Chain1-6.030+0.0007
sim_easy_kms_disabled_068billing KMS key disabledeasyOther · Easy2-6.105-2.5504
sim_easy_kms_disabled_071reviews KMS key disabledeasyOther · Easy2-6.105-1.6504
sim_easy_secret_rotation_049shipping secret rotation overdueeasyOther · Easy2-6.105-4.3502
sim_easy_secret_rotation_052catalog secret rotation overdueeasyOther · Easy2-6.105-2.8502
sim_easy_kms_disabled_079promotions KMS key disabledeasyOther · Easy2-6.180-4.2004
sim_easy_secret_rotation_051reviews secret rotation overdueeasyOther · Easy2-6.180-2.7002
sim_easy_secret_rotation_060media secret rotation overdueeasyOther · Easy2-6.180-3.3002
sim_gen_app_leak_inventory_027Memory leak in inventory (aggro=0.6)easyGenerated · App Memory Leak2-6.180+0.6007
sim_gen_app_leak_payments_023Memory leak in payments (aggro=0.8)mediumGenerated · App Memory Leak1-6.180+0.0007
sim_gen_redherring_payments_013Red-herring on Slack — true cause is leak in paymentsmediumGenerated · Red Herring1-6.180+0.0007
sim_med_kms_lambda_038billing Lambda 5xx after KMS changemediumOther · Med1-6.180+0.0005
sim_advanced_trolley_orders_db_001Trolley: orders_db index corrupted — rebuild vs restorehardTrolley Problem2-6.180+0.3004
sim_gen_cascade_inventory_db_012Dependency cascade — inventory_db is cpu_throttled, surfacing as alerts on checkouthardGenerated · Cascade1-6.180+0.0006
sim_gen_restore_orders_db_008Corruption in orders_db — restore vs rebuild trolleyhardGenerated · DB Restore1-6.180+0.0005
sim_hard_iam_chain_015search pipeline silent — alert says LambdaErrorshardIAM Permission Chain1-6.180+0.0007
sim_hard_iam_chain_017auth pipeline silent — alert says LambdaErrorshardIAM Permission Chain1-6.180+0.0007
sim_easy_kms_disabled_067auth KMS key disabledeasyOther · Easy2-6.255-4.0504
sim_easy_sqs_dlq_030notifications DLQ depth growingeasyOther · Easy2-6.255-4.0503
sim_gen_app_leak_auth_002Memory leak in auth (aggro=0.4)easyGenerated · App Memory Leak2-6.255+1.6507
sim_easy_kms_disabled_062orders KMS key disabledeasyOther · Easy2-6.330-2.1004
sim_easy_kms_disabled_076userprofile KMS key disabledeasyOther · Easy2-6.330-3.9004
sim_easy_sqs_dlq_024payments DLQ depth growingeasyOther · Easy2-6.330-3.9003
sim_easy_sqs_dlq_033fulfillment DLQ depth growingeasyOther · Easy2-6.330-3.9003
sim_gen_app_leak_api_gateway_037Memory leak in api_gateway (aggro=0.4)easyGenerated · App Memory Leak2-6.330-3.9007
sim_gen_app_leak_api_gateway_039Memory leak in api_gateway (aggro=0.6)easyGenerated · App Memory Leak2-6.330-3.9007
sim_gen_app_leak_frontend_034Memory leak in frontend (aggro=0.6)easyGenerated · App Memory Leak2-6.330-2.4007
sim_gen_app_leak_inventory_025Memory leak in inventory (aggro=0.4)easyGenerated · App Memory Leak2-6.330-1.2007
sim_gen_app_leak_auth_006Memory leak in auth (aggro=0.8)mediumGenerated · App Memory Leak2-6.330-0.9007
sim_gen_peak_cdn_008Sine-wave peak hammers cdn (x1.5)mediumGenerated · Peak Traffic1-6.330+0.0005
sim_gen_redherring_auth_002Red-herring on Slack — true cause is leak in authmediumGenerated · Red Herring1-6.330+0.0007
sim_easy_secret_rotation_059promotions secret rotation overdueeasyOther · Easy2-6.405-0.1502
sim_easy_sqs_dlq_027auth DLQ depth growingeasyOther · Easy2-6.405-3.7503
sim_easy_sqs_dlq_036userprofile DLQ depth growingeasyOther · Easy2-6.405-3.7503
sim_easy_ssm_drift_084payments pool size droppedeasyOther · Easy2-6.405-1.9503
sim_easy_ssm_drift_085search pool size droppedeasyOther · Easy2-6.405-3.7503
sim_easy_kms_disabled_064payments KMS key disabledeasyOther · Easy2-6.480-3.6004
sim_easy_kms_disabled_074telemetry KMS key disabledeasyOther · Easy2-6.480-1.8004
sim_easy_kms_disabled_077cart KMS key disabledeasyOther · Easy2-6.480-1.8004
sim_easy_secret_rotation_045search secret rotation overdueeasyOther · Easy2-6.480-2.7002
sim_easy_ssm_drift_082orders pool size droppedeasyOther · Easy2-6.480-3.6003
sim_gen_app_leak_inventory_028Memory leak in inventory (aggro=0.6)easyGenerated · App Memory Leak2-6.480-1.8007
sim_gen_app_leak_auth_005Memory leak in auth (aggro=0.8)mediumGenerated · App Memory Leak2-6.480+1.8007
sim_gen_peak_checkout_014Sine-wave peak hammers checkout (x1.5)mediumGenerated · Peak Traffic1-6.480+0.0005
sim_gen_redherring_catalog_010Red-herring on Slack — true cause is leak in catalogmediumGenerated · Red Herring1-6.480+0.0007
sim_gen_redherring_checkout_005Red-herring on Slack — true cause is leak in checkoutmediumGenerated · Red Herring1-6.480+0.0007
sim_med_kms_lambda_035search Lambda 5xx after KMS changemediumOther · Med1-6.480+0.0005
sim_med_kms_lambda_037auth Lambda 5xx after KMS changemediumOther · Med1-6.480+0.0005
sim_gen_cascade_orders_db_028Dependency cascade — orders_db is memory_leak, surfacing as alerts on api_gatewayhardGenerated · Cascade1-6.480+0.0006
sim_gen_cascade_payments_db_005Dependency cascade — payments_db is cpu_throttled, surfacing as alerts on checkouthardGenerated · Cascade1-6.480+0.0006
sim_gen_db_duel_orders_db_017Failover duel — saboteur attacks orders_db, then chokes orders_db_replicahardGenerated · DB Failover Duel1-6.480+0.0007
sim_gen_restore_inventory_db_003Corruption in inventory_db — restore vs rebuild trolleyhardGenerated · DB Restore1-6.480+0.0005
sim_hard_apigw_chain_006recommendations 5xx — alert says ApiGatewayhardAPI Gateway Multi-Stage1-6.480+0.0007
sim_hard_iam_chain_020notifications pipeline silent — alert says LambdaErrorshardIAM Permission Chain1-6.480+0.0007
sim_easy_kms_disabled_061checkout KMS key disabledeasyOther · Easy2-6.555-3.4504
sim_easy_sqs_dlq_021checkout DLQ depth growingeasyOther · Easy2-6.555-3.4503
sim_gen_app_leak_frontend_031Memory leak in frontend (aggro=0.4)easyGenerated · App Memory Leak2-6.555-1.9507
sim_gen_app_leak_api_gateway_041Memory leak in api_gateway (aggro=0.8)mediumGenerated · App Memory Leak2-6.555-1.6507
sim_gen_app_leak_payments_019Memory leak in payments (aggro=0.4)easyGenerated · App Memory Leak1-6.630+0.0007
sim_gen_app_leak_payments_020Memory leak in payments (aggro=0.4)easyGenerated · App Memory Leak1-6.630+0.0007
sim_gen_peak_api_gateway_005Sine-wave peak hammers api_gateway (x1.5)mediumGenerated · Peak Traffic1-6.630+0.0005
sim_gen_peak_cdn_009Sine-wave peak hammers cdn (x1.8)mediumGenerated · Peak Traffic1-6.630+0.0005
sim_gen_peak_frontend_002Sine-wave peak hammers frontend (x1.5)mediumGenerated · Peak Traffic1-6.630+0.0005
sim_gen_redherring_auth_003Red-herring on Slack — true cause is leak in authmediumGenerated · Red Herring1-6.630+0.0007
sim_gen_redherring_inventory_017Red-herring on Slack — true cause is leak in inventorymediumGenerated · Red Herring1-6.630+0.0007
sim_med_eb_lambda_025notifications pipeline silentmediumEventBridge → Lambda Chain1-6.630+0.0003
sim_med_eb_lambda_028fulfillment pipeline silentmediumEventBridge → Lambda Chain1-6.630+0.0003
sim_easy_sqs_dlq_039promotions DLQ depth growingeasyOther · Easy2-6.705-3.1503
sim_easy_ssm_drift_091reviews pool size droppedeasyOther · Easy2-6.705-3.1503
sim_easy_ssm_drift_100media pool size droppedeasyOther · Easy2-6.780-1.2003
sim_gen_cascade_users_db_020Dependency cascade — users_db is degraded, surfacing as alerts on api_gatewayhardGenerated · Cascade1-6.780+0.0006
sim_gen_app_leak_api_gateway_042Memory leak in api_gateway (aggro=0.8)mediumGenerated · App Memory Leak2-6.855-2.8507
sim_easy_kms_disabled_080media KMS key disabledeasyOther · Easy2-6.930-0.9004
sim_easy_secret_rotation_054telemetry secret rotation overdueeasyOther · Easy2-6.930-1.8002
sim_easy_secret_rotation_057cart secret rotation overdueeasyOther · Easy2-6.930-2.7002
sim_easy_ssm_drift_090notifications pool size droppedeasyOther · Easy2-6.930-1.8003
sim_gen_peak_checkout_013Sine-wave peak hammers checkout (x1.2)mediumGenerated · Peak Traffic1-6.930+0.0005
sim_gen_redherring_inventory_020Red-herring on Slack — true cause is leak in inventorymediumGenerated · Red Herring1-6.930+0.0007
sim_gen_redherring_payments_014Red-herring on Slack — true cause is leak in paymentsmediumGenerated · Red Herring1-6.930+0.0007
sim_med_eb_lambda_027catalog pipeline silentmediumEventBridge → Lambda Chain1-6.930+0.0003
sim_med_eb_lambda_030analytics pipeline silentmediumEventBridge → Lambda Chain1-6.930+0.0003
sim_med_kms_lambda_041reviews Lambda 5xx after KMS changemediumOther · Med1-6.930+0.0005
sim_med_kms_lambda_044telemetry Lambda 5xx after KMS changemediumOther · Med1-6.930+0.0005
sim_med_lambda_secret_010notifications Lambda errors spikemediumOther · Med1-6.930+0.0005
sim_med_sfn_lambda_052auth state machine failingmediumStep Functions → Lambda1-6.930+0.0004
sim_gen_cascade_catalog_db_015Dependency cascade — catalog_db is memory_leak, surfacing as alerts on api_gatewayhardGenerated · Cascade1-6.930+0.0006
sim_gen_cascade_orders_db_025Dependency cascade — orders_db is degraded, surfacing as alerts on api_gatewayhardGenerated · Cascade1-6.930+0.0006
sim_gen_cascade_payments_db_006Dependency cascade — payments_db is cpu_throttled, surfacing as alerts on checkouthardGenerated · Cascade1-6.930+0.0006
sim_gen_db_duel_orders_db_013Failover duel — saboteur attacks orders_db, then chokes orders_db_replicahardGenerated · DB Failover Duel1-6.930+0.0007
sim_gen_restore_orders_db_007Corruption in orders_db — restore vs rebuild trolleyhardGenerated · DB Restore1-6.930+0.0005
sim_hard_apigw_chain_001checkout 5xx — alert says ApiGatewayhardAPI Gateway Multi-Stage1-6.930+0.0007
sim_hard_apigw_chain_007auth 5xx — alert says ApiGatewayhardAPI Gateway Multi-Stage1-6.930+0.0007
sim_hard_ddb_chain_029shipping latency spike — alert says DDB throttlehardDynamoDB Cascade1-6.930+0.0006
sim_hard_iam_chain_012orders pipeline silent — alert says LambdaErrorshardIAM Permission Chain1-6.930+0.0007
sim_easy_ssm_drift_099promotions pool size droppedeasyOther · Easy2-7.005-2.5503
sim_gen_app_leak_api_gateway_040Memory leak in api_gateway (aggro=0.6)easyGenerated · App Memory Leak2-7.005-2.5507
sim_gen_app_leak_catalog_013Memory leak in catalog (aggro=0.4)easyGenerated · App Memory Leak2-7.005-0.7507
sim_gen_app_leak_frontend_032Memory leak in frontend (aggro=0.4)easyGenerated · App Memory Leak2-7.005+1.6507
sim_easy_ssm_drift_096userprofile pool size droppedeasyOther · Easy2-7.080-1.5003
sim_med_kms_lambda_034payments Lambda 5xx after KMS changemediumOther · Med1-7.080+0.0005
sim_med_kms_lambda_040notifications Lambda 5xx after KMS changemediumOther · Med1-7.080+0.0005
sim_med_lambda_secret_007auth Lambda errors spikemediumOther · Med1-7.080+0.0005
sim_med_sfn_lambda_055notifications state machine failingmediumStep Functions → Lambda1-7.080+0.0004
sim_gen_cascade_users_db_023Dependency cascade — users_db is cpu_throttled, surfacing as alerts on api_gatewayhardGenerated · Cascade1-7.080+0.0006
sim_gen_app_leak_catalog_016Memory leak in catalog (aggro=0.6)easyGenerated · App Memory Leak2-7.155-0.4507
sim_advanced_cascade_users_db_001Cascade: users_db memory-leak hides behind frontend 504shardCascading Failure2-7.230+0.3007
sim_gen_app_leak_payments_022Memory leak in payments (aggro=0.6)easyGenerated · App Memory Leak1-7.380+0.0007
sim_gen_cache_warm_session_cache_002Cache outage on session_cache during 1.0x peakmediumGenerated · Cache Cold-Start1-7.380+0.0006
sim_gen_peak_api_gateway_004Sine-wave peak hammers api_gateway (x1.2)mediumGenerated · Peak Traffic1-7.380+0.0005
sim_gen_peak_api_gateway_006Sine-wave peak hammers api_gateway (x1.8)mediumGenerated · Peak Traffic1-7.380+0.0005
sim_gen_peak_auth_011Sine-wave peak hammers auth (x1.5)mediumGenerated · Peak Traffic1-7.380+0.0005