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 2: Implement Replay Coordinator And Downstream Stage Execution Paths
Summary
Implement the execution engine that turns a resolved replay plan into real stage runs. This task closes the main functional gap identified by branch audit: replay metadata exists, but replay execution does not.
Current Codebase Findings
KdsCdcPipelineLaunchercurrently launches KDS CDC throughEtlPipelineRunnerand always starts fromextract_raw.EtlPipelineRunnersupportsStopAfterStage, but not mid-pipeline start.- KDS CDC stage wrappers depend on prior stage outputs being present in the current pipeline context.
- KDS CDC stage job interfaces already allow direct execution of downstream stages via
KdsCdcStageJobInput(UpstreamBatchId, ...). - This means current framework seams naturally support:
- replay from raw batch -> call
normalize_load, then downstream stages - replay from load batch -> call
load_to_staging, then downstream stages - replay from curated-pre-export batch -> call
curated_to_s3
Current repo constraints this task must respect:
- Replay must create normal rerun batches and preserve lifecycle semantics.
- Replay should not bypass stage job implementations or directly mutate batch tables.
- Any generic ETL runner change must be justified by an actual KDS CDC replay need.
Dependencies
- TASK 1
../KdsCdcIngestion/TASK8.md
Source References
../../docs/features/ETL/kds-cdc/index.md#checkpointing-and-replay../../docs/features/ETL/kds-cdc/index.md#supported-corner-cases../KdsCdcIngestion/TASK8.md
Files to Create
- Replay execution seam under
backend/Kds.Ai.Integrations/KdsCdc/Replay/: IKdsCdcReplayCoordinatorKdsCdcReplayCoordinator- optional
KdsCdcReplayExecutionResult
Responsibilities:
- execute replay plans,
- call the correct KDS CDC stage jobs in order,
- preserve bounded execution semantics,
- report completed rerun batch ids.
- Optional small internal helpers if needed:
KdsCdcReplayStageExecutorKdsCdcReplayPlanExtensions
Guidance:
- prefer keeping logic in one coordinator unless helpers clearly reduce duplication.
Files to Modify
backend/Kds.Ai.Integrations/DependencyInjectionExtensions.csbackend/Kds.Ai.Integrations/KdsCdc/KdsCdcPipelineLauncher.csonly if raw replay benefits from a shared launch helper- KDS CDC stage-job or support files only where additive replay-specific diagnostics are concretely needed
Required Behavior
Execution Paths
Replay coordinator must support at least these execution paths:
- raw batch replay:
- reopen durable raw stage point
- run
normalize_load -> load_to_staging -> staging_to_curated -> curated_to_s3 - load artifact retry:
- start at
load_to_staging - continue
staging_to_curated -> curated_to_s3 - curated retry:
- start at
staging_to_curatedorcurated_to_s3depending on resolved durable state - tenant/entity replay:
- execute the bounded set of raw batches in deterministic order
- coordinate replay:
- execute the bounded set of raw batches covering the requested coordinate range in deterministic order
Ordering And Boundedness
- Multi-batch replay must run in durable coordinate/order sequence.
- Coordinator must reject overlapping or duplicate candidate execution that would violate deterministic order.
- Replay must not silently widen the operator-requested bound.
Lifecycle And Checkpoint Semantics
- Replay runs must use ordinary stage jobs so batch completion/failure, checkpoint advancement, and replay-index updates continue through existing code.
- Failed replay must stop later stages for the affected execution path.
- Successful replay reruns must rely on existing
IsCurrentandResetOfBatchIdsemantics rather than custom replacement logic.
No SQS Dependency
- Replay coordinator must not read from
IKdsCdcQueueClient. - Replay after acknowledgement must succeed even if original transport messages no longer exist.
Testing
- Integration tests for:
- raw replay invokes stages from
normalize_loadonward in order, - load retry starts at
load_to_staging, - curated retry starts at correct downstream stage,
- multi-batch coordinate replay runs candidates in deterministic order,
- replay failure stops later stages,
- successful replay updates current batch semantics through existing lifecycle services,
- replay does not touch queue client.
Acceptance Criteria
- Replay execution exists as a concrete coordinator, not only metadata lookup.
- Raw, load, and curated replay levels each have a real execution path.
- Replay uses durable artifacts and existing stage jobs rather than SQS or direct table mutation.
- Replay preserves existing batch lifecycle, lineage, and checkpoint behavior.
Notes
- Prefer KDS CDC-specific orchestration over generic
EtlPipelineRunnerredesign unless a real blocker appears. - If a generic mid-pipeline runner seam becomes necessary, keep it minimal and prove it with KDS CDC replay usage immediately.