Built Word Documents (.docx):
Spensara Overview (.docx)
Capability Assessment (.docx)
Brink POS Ingestion Analysis (.docx)
The Borg Ingestion Architecture (.docx)
Categories
Implementation Specs (157)
Detailed engineering and feature implementation specifications.
- specs/AnomalyDetection/TASK1.1.md
- specs/AnomalyDetection/TASK1.2.md
- specs/AnomalyDetection/TASK1.3.md
- specs/AnomalyDetection/TASK1.4.md
- specs/AnomalyDetection/TASK2.1.md
- specs/AnomalyDetection/TASK2.2.md
- specs/AnomalyDetection/TASK3.1.md
- specs/AnomalyDetection/TASK3.2.md
- specs/AnomalyDetection/TASK3.3.md
- specs/AnomalyDetection/TASK4.1.md
- specs/AnomalyDetection/TASK4.2.md
- specs/AnomalyDetection/TASK4.3.md
- specs/AnomalyDetection/TASK4.4.md
- specs/AnomalyDetection/TASK5.1.md
- specs/AnomalyDetection/TASK5.2.md
- specs/AnomalyDetection/TASK5.3.md
- specs/AnomalyDetection/TASK6.1.md
- specs/AnomalyDetection/TASK6.2.md
- specs/AnomalyDetection/TASK6.3.md
- specs/AnomalyDetection/TASKS.md
- specs/ApiServicePostgresTestStability/TASK.md
- specs/BackendDatabaseConsolidation/TASK.md
- specs/BackendDatabaseConsolidation/TASK1.1.md
- specs/BackendDatabaseConsolidation/TASK1.2.md
- specs/BackendDatabaseConsolidation/TASK1.3.md
- specs/BackendDatabaseConsolidation/TASK2.1.md
- specs/BackendDatabaseConsolidation/TASK2.2.md
- specs/BackendDatabaseConsolidation/TASK2.3.md
- specs/BackendDatabaseConsolidation/TASK3.1.md
- specs/BackendDatabaseConsolidation/TASK3.2.md
- specs/BackendDatabaseConsolidation/TASK4.1.md
- specs/BackendDatabaseConsolidation/TASK4.2.md
- specs/BackendDatabaseConsolidation/TASK4.3.md
- specs/BackendDatabaseConsolidation/TASK5.1.md
- specs/BackendDatabaseConsolidation/TASK5.2.md
- specs/BrinkLaborGetShiftsStaging/TASK.md
- specs/BrinkPosOrdersFirstEtlJob/TASK.md
- specs/BrinkPosOrdersFirstEtlJob/TASK0.md
- specs/BrinkPosOrdersFirstEtlJob/TASK1.md
- specs/BrinkPosOrdersFirstEtlJob/TASK2.1.md
- specs/BrinkPosOrdersFirstEtlJob/TASK2.2.md
- specs/BrinkPosOrdersFirstEtlJob/TASK2.3.md
- specs/BrinkPosOrdersFirstEtlJob/TASK2.4.md
- specs/BrinkPosOrdersFirstEtlJob/TASK2.md
- specs/BrinkPosOrdersFirstEtlJob/TASK3.1.md
- specs/BrinkPosOrdersFirstEtlJob/TASK3.2.md
- specs/BrinkPosOrdersFirstEtlJob/TASK3.3.md
- specs/BrinkPosOrdersFirstEtlJob/TASK3.4.md
- specs/BrinkPosOrdersFirstEtlJob/TASK3.md
- specs/BrinkPosOrdersFirstEtlJob/TASK4.1.md
- specs/BrinkPosOrdersFirstEtlJob/TASK4.2.md
- specs/BrinkPosOrdersFirstEtlJob/TASK4.3.md
- specs/BrinkPosOrdersFirstEtlJob/TASK4.4.md
- specs/BrinkPosOrdersFirstEtlJob/TASK4.md
- specs/BrinkPosOrdersFirstEtlJob/TASK5.1.md
- specs/BrinkPosOrdersFirstEtlJob/TASK5.2.md
- specs/BrinkPosOrdersFirstEtlJob/TASK5.3.md
- specs/BrinkPosOrdersFirstEtlJob/TASK5.4.md
- specs/BrinkPosOrdersFirstEtlJob/TASK5.md
- specs/BrinkPosOrdersFirstEtlJob/TASK6.1.md
- specs/BrinkPosOrdersFirstEtlJob/TASK6.2.md
- specs/BrinkPosOrdersFirstEtlJob/TASK6.3.md
- specs/BrinkPosOrdersFirstEtlJob/TASK6.4.md
- specs/BrinkPosOrdersFirstEtlJob/TASK6.md
- specs/BrinkPosOrdersFirstEtlJob/TASK7.md
- specs/BrinkPosOrdersFirstEtlJob/TASK8.md
- specs/BrinkPosOrdersFirstEtlJob/TASK9.md
- specs/BrinkSettings2ToStaging/TASK.MD
- specs/CuratedToS3Stage/TASK.md
- specs/CuratedToS3Stage/TASK0.md
- specs/CuratedToS3Stage/TASK1.md
- specs/CuratedToS3Stage/TASK2.md
- specs/CuratedToS3Stage/TASK3.md
- specs/CuratedToS3Stage/TASK4.md
- specs/CustomerCredentialCustomHeaders/TASK.md
- specs/CustomerCredentialCustomHeaders/TASK1.1.md
- specs/CustomerCredentialCustomHeaders/TASK1.2.md
- specs/CustomerCredentialCustomHeaders/TASK2.1.md
- specs/CustomerCredentialCustomHeaders/TASK2.2.md
- specs/CustomerCredentialCustomHeaders/TASK3.1.md
- specs/CustomerCredentialTriggeredProvisioning/TASK.md
- specs/CustomerCredentialTriggeredProvisioning/TASK1.1.md
- specs/CustomerCredentialTriggeredProvisioning/TASK1.2.md
- specs/CustomerCredentialTriggeredProvisioning/TASK2.1.md
- specs/CustomerCredentialTriggeredProvisioning/TASK2.2.md
- specs/CustomerCredentialTriggeredProvisioning/TASK3.1.md
- specs/CustomerCredentialTriggeredProvisioning/TASK3.2.md
- specs/CustomerCredentialTriggeredProvisioning/TASK4.1.md
- specs/EtlSourceAdapterFramework/TASK.md
- specs/EtlSourceAdapterFramework/TASK0.md
- specs/EtlSourceAdapterFramework/TASK1.md
- specs/EtlSourceAdapterFramework/TASK2.md
- specs/EtlSourceAdapterFramework/TASK3.md
- specs/EtlSourceAdapterFramework/TASK4.md
- specs/EtlSourceAdapterFramework/TASK5.md
- specs/EtlSourceAdapterFramework/TASK6.md
- specs/KdsCdcDebeziumIntegration/TASK.md
- specs/KdsCdcDebeziumIntegration/TASK1.md
- specs/KdsCdcDebeziumIntegration/TASK2.md
- specs/KdsCdcDebeziumIntegration/TASK3.md
- specs/KdsCdcDebeziumIntegration/TASK4.md
- specs/KdsCdcDebeziumIntegration/TASK5.md
- specs/KdsCdcDurableRelationRouting/TASK.md
- specs/KdsCdcDurableRelationRouting/TASK1.md
- specs/KdsCdcDurableRelationRouting/TASK2.md
- specs/KdsCdcDurableRelationRouting/TASK3.md
- specs/KdsCdcDurableRelationRouting/TASK4.md
- specs/KdsCdcDurableRelationRouting/TASK5.md
- specs/KdsCdcIngestion/TASK.md
- specs/KdsCdcIngestion/TASK1.md
- specs/KdsCdcIngestion/TASK2.md
- specs/KdsCdcIngestion/TASK3.md
- specs/KdsCdcIngestion/TASK4.md
- specs/KdsCdcIngestion/TASK5.md
- specs/KdsCdcIngestion/TASK6.md
- specs/KdsCdcIngestion/TASK7.md
- specs/KdsCdcIngestion/TASK8.md
- specs/KdsCdcIngestion/TASK9.md
- specs/KdsCdcReplayExecution/TASK.md
- specs/KdsCdcReplayExecution/TASK1.md
- specs/KdsCdcReplayExecution/TASK2.md
- specs/KdsCdcReplayExecution/TASK3.md
- specs/KdsCdcReplayExecution/TASK4.md
- specs/KdsMonitorServingContractMigration/TASK.md
- specs/KdsMonitorServingContractMigration/TASK1.1.md
- specs/KdsMonitorServingContractMigration/TASK1.2.md
- specs/KdsMonitorServingContractMigration/TASK2.1.md
- specs/KdsMonitorServingContractMigration/TASK2.2.md
- specs/KdsMonitorServingContractMigration/TASK3.1.md
- specs/KdsMonitorServingContractMigration/TASK3.2.md
- specs/RedshiftFoundation/TASK.md
- specs/RedshiftFoundation/TASK1.1.md
- specs/RedshiftFoundation/TASK1.2.md
- specs/RedshiftFoundation/TASK1.3.md
- specs/RedshiftFoundation/TASK1.4.md
- specs/RedshiftFoundation/TASK2.1.md
- specs/RedshiftFoundation/TASK2.2.md
- specs/RedshiftFoundation/TASK3.1.md
- specs/RedshiftFoundation/TASK3.2.md
- specs/RedshiftFoundation/TASK3.3.md
- specs/RedshiftSyntheticDataFeed/TASK.md
- specs/RedshiftSyntheticDataFeed/TASK1.1.md
- specs/RedshiftSyntheticDataFeed/TASK1.2.md
- specs/RedshiftSyntheticDataFeed/TASK1.3.md
- specs/RedshiftSyntheticDataFeed/TASK2.1.md
- specs/RedshiftSyntheticDataFeed/TASK2.2.md
- specs/RedshiftSyntheticDataFeed/TASK3.1.md
- specs/RedshiftSyntheticDataFeed/TASK3.2.md
- specs/SingleStoreRedshiftRuntimeReadPath/TASK.md
- specs/SingleStoreRedshiftRuntimeReadPath/TASK1.1.md
- specs/SingleStoreRedshiftRuntimeReadPath/TASK1.2.md
- specs/SingleStoreRedshiftRuntimeReadPath/TASK2.1.md
- specs/SingleStoreRedshiftRuntimeReadPath/TASK2.2.md
- specs/SingleStoreRedshiftRuntimeReadPath/TASK2.3.md
- specs/SingleStoreRedshiftRuntimeReadPath/TASK3.1.md
- specs/SingleStoreRedshiftRuntimeReadPath/TASK3.2.md
- specs/SingleStoreRedshiftRuntimeReadPath/TASK4.1.md
TASK 4: Add Promotion Retry Worker And Observability
Summary
Add durable retry execution for unresolved landing records and surface the diagnostics needed to operate relation-based tenant routing safely.
Current Codebase Findings
Repository/runtime analysis shows:
- unresolved child rows currently cycle through SQS visibility and duplicate detection,
- FIFO head-of-line blocking remains visible in logs,
- there is no durable retry queue/state independent of SQS,
- operational logs can show
resolved into 0 tenant slices, but do not yet expose relation miss backlog as first-class durable state.
Dependencies
- TASK 1
- TASK 2
- TASK 3
Source References
../KdsCdcIngestion/TASK8.md../KdsCdcIngestion/TASK9.md../../docs/features/ETL/kds-cdc/branch-direction-and-flow.md
Scope From Breakdown
This task covers:
- retry worker/promotion coordinator,
- retry scheduling fields,
- relation-resolution diagnostics,
- metrics and logging for unresolved backlog and stale writes.
Files to Create
- retry/promotion coordinator under
backend/Kds.Ai.Integrations/KdsCdc/ - optional hosted service under API service jobs if retry should run continuously
- supporting metrics or telemetry helpers if needed
Files to Modify
- worker or pipeline launch seams consuming promotion state
- promotion-state persistence models if retry metadata fields are missing
- tests under
backend/tests/Kds.Ai.Integrations.Tests/KdsCdc/
Required Behavior
Durable retry loop
Need background retry flow that:
- scans landing/promotion rows in retryable states,
- retries tenant resolution using durable relation indexes,
- promotes rows when relation becomes available,
- records retry count and timestamps,
- keeps final quarantine/failure separate from retryable unresolved state.
Retry metadata
Need at minimum:
RetryCountLastAttemptAtUtcNextAttemptAtUtcRetryReason
Diagnostics and telemetry
Need visibility into:
- relation lookup hits/misses by entity,
- number of
tenant_unresolvedrecords, - age of oldest unresolved record,
- relation writes,
- stale relation writes ignored,
- relation store changes on newer writes,
- promotion successes/failures.
Logging behavior
Logs should distinguish:
- missing direct
store_guid, - missing order relation,
- missing item relation,
- transient promotion failure,
- stale relation write ignored,
- duplicate landing/promotion convergence.
Testing
Add tests for:
- unresolved landing row retries later and promotes when relation appears,
- retry metadata updates across attempts,
- promoted row is not promoted twice,
- stale relation write does not corrupt promotion retry result,
- diagnostics surface relation-miss reason by entity,
- FIFO/SQS is no longer required for successful delayed promotion.
Acceptance Criteria
- [ ] Retryable unresolved rows can be retried from durable state without SQS
- [ ] Promotion succeeds automatically after relation appears
- [ ] Retry metadata is persisted and updated
- [ ] Logs and metrics clearly distinguish relation misses from malformed data
- [ ] Stale relation-write and store-change anomalies are visible
- [ ] Tests cover delayed resolution and retry promotion behavior
Notes
- This task is about operational durability and visibility, not retention policy.
- Avoid introducing noisy log spam without structured reason fields.