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Transformation Throughput — Exact Row Deduplication + Keyed Dataset Comparison
x402
Transformation Throughput — Exact Row Deduplication + Keyed Dataset Comparison is a paid API for AI agents from market.datapackvibe.com, paid per call via x402, $0.01/call, status unknown (last checked 2026-10-28).
Deduplicates transformation throughput records exactly by row and compares two keyed datasets, returning two analytical reports for up to 200 rows of processed_rows and duration_seconds data.
Price / call$0.01
Success—
StatusUnknown
How this service works
Transformation throughput — Exact row deduplication + Keyed dataset comparison: Exact row deduplication + Keyed dataset comparison for supplied transformation throughput records (processed_rows, duration_seconds). 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 identifying and removing fully identical rows from the primary dataset, and (2) a keyed dataset comparison report showing differences between the primary and secondary datasets matched by row_id. Both reports are computed locally from supplied data with no external lookups.
Example use cases
ETL pipeline run audit
“I have two batches of ETL run logs from last week — each with row_id, dataset_group, date, processed_rows, and duration_seconds. Can you deduplicate the first batch and then compare it key-by-key against the second batch so I can see what changed between runs?”
Data migration throughput validation
“We just migrated our data pipeline and I want to verify the throughput records match. Here are the pre-migration rows and the post-migration rows — both have row_id, dataset_group, date, processed_rows, and duration_seconds fields. Please deduplicate the source set and compare them to flag any discrepancies.”
Duplicate detection in analytics export
“My analytics export for group-a and group-b has some suspected duplicate rows mixed in — can you run exact deduplication on these throughput records (they have processed_rows and duration_seconds per date) and also compare them against my reference dataset to see which entries are new or missing?”
Technical details
Endpoint
POSThttps://market.datapackvibe.com/x402/assistant-ib26-analytics-13-053?utm_source=zero.xyzWhen to prefer
Choose this endpoint when you need both exact row deduplication and a keyed comparison of two transformation throughput datasets in a single call, specifically for data with processed_rows and duration_seconds metrics grouped by dataset_group and date. It is ideal for data engineering workflows where pipeline run logs or ETL output records need to be audited for duplicates and cross-run differences without any external data lookup or ML inference.
Side effects
- More than 200 rows submitted — request rejected or truncated
- Missing required fields (row_id, dataset_group, date, processed_rows, duration_seconds) on any row — validation error
- Invalid date format (not YYYY-MM-DD) — schema validation failure
- Numeric values out of allowed range (±1,000,000,000,000) — rejection
- Empty rows array — minimum 1 item required
- Payment not included or insufficient — x402 payment required at $0.01 USDC
Input
Schema · Request body
| Field | Type | Description |
|---|---|---|
| rows | array | |
| other | array |
Tags
x402
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