Repair Apache Spark Delta Checkpoint Replay Skew

Repair Apache Spark Delta Checkpoint Replay Skew — EVIDENCE-LIMITED REVIEW

Scenario received

A Delta streaming consumer replays events and duplicates aggregates after moving checkpoints.

Source register

• S1: Primary graph source records — partial extract described by requester; independently unverified.
• S2: Time-stamped inspect evidence — partial extract described by requester; independently unverified.
• S3: Policy / configuration governing replay — NOT PROVIDED; criteria and effective version unknown.
• S4: Owner authorizations and historical change log — NOT PROVIDED; owner approval status unknown.

Case-specific review checkpoints

Inspect checkpoint metadata and query IDs — NEEDS_VERIFICATION. Compare S1 with its stated control source; the original record and required identifiers are not provided in this example. Owner sign-off required before consequential remediation.
2.

Compare source offsets and Delta transaction log — NEEDS_VERIFICATION. Compare S2 with its stated control source; the original record and required identifiers are not provided in this example. Owner sign-off required before consequential remediation.
3.

Test idempotent output constraints — NEEDS_VERIFICATION. Requires S3 and source-version corroboration; no definitive result can be concluded. Owner sign-off required before consequential remediation.
4.

Design restart with rollback evidence — NEEDS_VERIFICATION. Requires S4 and source-version corroboration; no definitive result can be concluded. Owner sign-off required before consequential remediation.

Structured deliverables

Offset replay timeline — proposed schema with source IDs, timestamps, conflicting observations, confidence and unresolved questions.

Duplicate impact worksheet — proposed schema with source IDs, timestamps, conflicting observations, confidence and unresolved questions.

Controlled restart procedure — proposed schema with source IDs, timestamps, conflicting observations, confidence and unresolved questions.

Decision matrix

• PASS: no checks proven PASS on current example evidence.
• NEEDS_VERIFICATION: all four checks, until source records are supplied.
• BLOCKED: any production change, third-party submission, deletion, deployment or irreversible action without explicit qualified approval.

Exact next evidence request

Provide complete timestamped extracts for Policy / configuration governing replay and Owner authorizations and historical change log, source IDs for S1/S2, responsible owner and effective review window.

Boundaries and sign-off

The offset replay timeline and duplicate impact worksheet are evidence-linked; any uncertainty remains explicitly unresolved until qualified review. No live system was accessed and no changes were performed. This is a synthetic demonstration, not an observed customer result.