check the patterns and investigate what needs more attention
The main items needing attention are operational rather than normal application traffic:
- otelcol-contrib: 147 errors, the largest error contributor. Investigate collector failures first; these may affect telemetry completeness.
-
SYSTEM monitor alerts: 12 errors, all
monitor.alert.triggeredevents reporting latency alerts. Review the associated monitors and affected endpoints to determine whether latency is sustained or threshold-related. -
flagd EventStream errors: 13 in
flagd, with one EventStream error also appearing inrecommendation,payment,fraud-detection, andad. This suggests a shared flagd/EventStream dependency issue rather than isolated service failures. - Node disk pressure: recurring warning reports insufficient free space on the image filesystem, with 90% of 71.6 GiB used. This is an infrastructure risk and should be addressed before workloads or telemetry collection are impacted.
-
Configuration warnings:
otel-demorepeatedly reports missingdata/binaryDatafields in ConfigMaps. Validate whether these ConfigMaps are expected to contain configuration; otherwise suppress or correct the noisy warning.
Normal high-volume patterns are dominated by successful product-catalog reads, checkout/payment activity, and frontend traffic. Their high occurrence counts do not by themselves indicate incidents.
7
8 tool calls
list_log_patterns
→ [{"first_seen_at":"2026-09-24T00:16:19.457941Z","id":14090939327,"is_error":false,"last_seen_at":"2026-10-26T18:52:39.924744Z","level":null,"occurrence_count":457520,"pattern":"severity_text;badge-info⇒INFO Found <*> products from database <*>","sample_message":"severity_text;badge-info⇒INFO Found 10 products from database attributes;text-textWeak⇒{\"log\":{\"original\":\"Found 10 products from database\"},\"products\":10,\"session\":{\"id\":\"271b5a91-2eba-4a25-88a1-6d22ab011280\"}} session;right-badge-neutral⇒271b5a91-2eba-4a25-88a1-6d22ab011280","service":"product-catalog","state":"acknowledged"},{"first_seen_at":"2026-08-31T15:11:24.331052Z","id":13485440045,"is_error":false,"last_seen_at":"2026-10-26T18:52:39.924744Z","level":null,"occurrence_count":90048,"pattern":"request_type;neutral⇒incoming rpc.method;neutral⇒oteldemo.ProductCatalogService/ListProducts span_name;neutral⇒oteldemo.ProductCatalogService/ListProducts protocol;right-badge-neutral⇒rpc duration;right-badge-neutral⇒<*> ms session;right-badge-neutral⇒<*> user <*>","sample_message":"request_type;neutral⇒incoming rpc.method;neutral⇒oteldemo.ProductCatalogService/ListProducts span_name;neutral⇒oteldemo.ProductCatalogService/ListProducts attributes;text-textWeak⇒{\"demo\":{\"product\":{\"count\":10}},\"rpc\":{\"method\":\"oteldemo.ProductCatalogService/ListProducts\",\"response\":{\"status_code\":\"OK\"},\"system\":{\"name\":\"grpc\"}},\"server\":{\"address\":\"10.42.0.175\",\"port\":8080},\"session\":{\"id\":\"d7630f4f-6ef8-4098-91cb-43c9dbf3911e\"},\"user\":{\"id\":\"14f3f2de-405e-40c1-9ac9-8ec99447bfab\"}} protocol;right-badge-neutral⇒rpc duration;right-badge-neutral⇒1.6 ms session;right-badge-neutral⇒d7630f4f-6ef8-4098-91cb-43c9dbf3911e user id;right-badge-neutral⇒14f3f2de-405e-40c1-9ac9-8ec99447bfab","service":"product-catalog","state":"acknowledged"},{"first_seen_at":"2026-09-01T15:44:00.099Z","id":13603205113,"is_error":false,"last_seen_at":"2026-10-26T18:52:39.924744Z","level":null,"occurrence_
run_queryString "status_code == \"ERROR\" | summarize count() by resource.service.name"
→ Results (7 rows):
recommendation | 5.0
payment | 5.0
otelcol-contrib | 147.0
fraud-detection | 5.0
flagd | 13.0
ad | 5.0
SYSTEM | 12.0
run_queryString "status_code == \"ERROR\" | summarize count() by resource.service.name, name"
→ Results (7 rows):
recommendation | /flagd.evaluation.v2.Service/EventStream | 5.0
payment | grpc.flagd.evaluation.v2.Service/EventStream | 5.0
otelcol-contrib | null | 147.0
fraud-detection | flagd.evaluation.v2.Service/EventStream | 5.0
flagd | flagd.evaluation.v2.Service/EventStream | 13.0
ad | flagd.evaluation.v2.Service/EventStream | 5.0
SYSTEM | monitor.alert.triggered | 12.0
run_queryString "level in (\"WARN\", \"ERROR\", \"FATAL\") | summarize count() by resource.service.name, level"
→ Results (4 rows):
null | WARN | 12.0
otelcol-contrib | ERROR | 147.0
otel-demo | WARN | 60.0
SYSTEM | ERROR | 12.0
run_queryString "status_code == \"ERROR\" | summarize count() by bin_auto(timestamp), resource.service.name"
→ Results (95 rows):
1.79304066e9 | SYSTEM | 1.0
1.79304036e9 | SYSTEM | 1.0
1.79304009e9 | flagd | 1.0
1.79304009e9 | ad | 1.0
1.79304006e9 | SYSTEM | 1.0
1.79303976e9 | SYSTEM | 1.0
1.79303973e9 | payment | 1.0
1.7930397e9 | recommendation | 1.0
1.79303964e9 | flagd | 1.0
1.79303964e9 | fraud-detection | 1.0
1.79303949e9 | flagd | 1.0
1.79303949e9 | ad | 1.0
1.7930394e9 | SYSTEM | 1.0
1.79303913e9 | payment | 1.0
1.7930391e9 | SYSTEM | 1.0
1.7930391e9 | recommendation | 1.0
1.79303904e9 | flagd | 1.0
1.79303904e9 | fraud-detection | 1.0
1.79303886e9 | flagd | 1.0
1.79303886e9 | ad | 1.0
... +75 more
sample_logsString "status_code == \"ERROR\""
→ Sample logs:
- [ERROR] monitor.alert.triggered (SYSTEM): Latency: alerting f0514134-7aba-571f-a83f-12b14035b434 2026-10-26T18:51:06.162946Z null monitor.aler
- [ERROR] monitor.alert.triggered (SYSTEM): Latency: alerting 5612af8a-ac3a-5a2e-b6c2-d7bce3100f31 2026-10-26T18:46:05.135268Z null monitor.aler
- [null] flagd.evaluation.v2.Service/EventStream (flagd): null 33890f7d-5d0b-57c2-b5a1-205bc4d9d25a 2026-10-26T18:41:53.812725Z c62eb050ae9954bce5c1591090e39d
- [null] flagd.evaluation.v2.Service/EventStream (ad): null 97ec81a3-4d04-5432-a3ad-2d30983d595b 2026-10-26T18:41:53.810778Z c62eb050ae9954bce5c1591090e39d
- [ERROR] monitor.alert.triggered (SYSTEM): Latency: alerting 3d4445e0-d5c0-50a3-978a-a331f9904541 2026-10-26T18:41:04.338884Z null monitor.aler
sample_logsString "level == \"ERROR\""
→ Sample logs:
- [ERROR] monitor.alert.triggered (SYSTEM): Latency: alerting f0514134-7aba-571f-a83f-12b14035b434 2026-10-26T18:51:06.162946Z null monitor.aler
- [ERROR] monitor.alert.triggered (SYSTEM): Latency: alerting 5612af8a-ac3a-5a2e-b6c2-d7bce3100f31 2026-10-26T18:46:05.135268Z null monitor.aler
- [ERROR] monitor.alert.triggered (SYSTEM): Latency: alerting 3d4445e0-d5c0-50a3-978a-a331f9904541 2026-10-26T18:41:04.338884Z null monitor.aler
- [ERROR] monitor.alert.triggered (SYSTEM): Latency: alerting e247e285-cdd7-5e99-adf2-174fa74a9693 2026-10-26T18:36:04.295545Z null monitor.aler
- [ERROR] monitor.alert.triggered (SYSTEM): Latency: alerting e9e2d3cc-bda8-5298-9d30-49b7dcf7ddc0 2026-10-26T18:30:15.266585Z null monitor.aler
sample_logsString "level == \"WARN\""
→ Sample logs:
- [WARN] null (otel-demo): No data/binaryData field in configmap fdd5996b-6b23-5e21-a537-cc51a5645369 2026-10-26T18:52:39.76576
- [WARN] null (otel-demo): No data/binaryData field in configmap 24dcbcfd-abf7-5bd2-a93a-dcdd7b2ccb19 2026-10-26T18:51:39.67298
- [WARN] null (otel-demo): No data/binaryData field in configmap a6f3ae77-714c-529e-8d79-e2e1b04c9e0e 2026-10-26T18:50:39.56729
- [WARN] null (null): Insufficient free disk space on the node's image filesystem (90% of 71.6 GiB used). Failed to free s
- [WARN] null (otel-demo): No data/binaryData field in configmap 5ee1e166-30aa-50c4-a50c-10fb8a5ad0b5 2026-10-26T18:49:39.46705