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Data Reconciliation: Exact Row Deduplication + Grouped Numeric Summary
x402
Data Reconciliation: Exact Row Deduplication + Grouped Numeric Summary is a paid API for AI agents from market.datapackvibe.com, paid per call via x402, $0.01/call, status unknown (last checked 2026-10-19).
Deduplicates rows exactly and produces grouped numeric summaries for source/target reconciliation data, up to 200 rows, returning 2 analytical reports per call.
Price / call$0.01
Success—
StatusUnknown
How this service works
Data reconciliation — Exact row deduplication + Grouped numeric summary: Exact row deduplication + Grouped numeric summary for supplied data reconciliation records (source_total, target_total). Up to 200 rows; 2 independent reports using shared local analytical engines. No live lookup, prediction, professional assessment or external action. 0.01 USDC includes 2 supplied-data reports for up to 200 rows.
Output
Returns two analytical reports: (1) an exact row-deduplication report removing fully duplicate rows from the submitted dataset, and (2) a grouped numeric summary aggregating the selected field (source_total or target_total) by dataset_group — all computed locally from the supplied data, with no external lookups or predictions.
Example use cases
Finance team ETL audit deduplication
“We ran our nightly ETL and I think there are duplicate rows in the reconciliation output — can you deduplicate these 120 records exactly and give me a grouped summary of source_total by dataset_group so I can spot discrepancies?”
Source vs target variance by group
“Here are 80 reconciliation rows with source_total and target_total across three dataset groups. Can you remove any exact duplicate rows and summarize the target_total figures grouped by dataset_group so I can see where the variances are?”
Daily reconciliation data cleanup
“I need to clean up today's reconciliation batch — it has 45 rows with dates from 2025-01-01 to 2025-01-15. Please deduplicate exact rows and give me a grouped numeric summary of source_total broken out by dataset_group.”
Technical details
Endpoint
POSThttps://market.datapackvibe.com/x402/assistant-ib26-analytics-11-040?utm_source=zero.xyzWhen to prefer
Choose this endpoint when you need both exact row deduplication and grouped numeric aggregation on reconciliation data (up to 200 rows) in a single low-cost call. Ideal for ETL audit workflows, finance reconciliation pipelines, or data quality checks where you want offline/local analysis without any external data lookups or ML-based predictions. At $0.01 USDC for two reports, it is cost-effective for frequent batch reconciliation tasks.
Side effects
- Exceeds 200 row limit — request rejected with validation error
- Missing required fields (row_id, dataset_group, date, source_total, or target_total) — schema validation failure
- Invalid date format (not YYYY-MM-DD) — pattern validation error
- Numeric values outside ±1,000,000,000,000 range — schema rejection
- Empty rows array — minItems violation
- Invalid field enum value (not source_total or target_total) — enum validation error
Input
Schema · Request body
| Field | Type | Description |
|---|---|---|
| rows | array | |
| field | string |
Tags
x402
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