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Transformation Throughput — Record Quality Audit + Exact Row Deduplication
x402
Transformation Throughput — Record Quality Audit + Exact Row Deduplication 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).
Audits record quality and identifies exact duplicate rows in transformation throughput data (processed_rows, duration_seconds) for up to 200 supplied records, returning two independent analytical reports.
Price / call$0.01
Success—
StatusUnknown
How this service works
Transformation throughput — Record quality audit + Exact row deduplication: Record quality audit + Exact row deduplication 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 independent reports: (1) a record quality audit identifying issues such as null values, out-of-range numbers, or malformed dates in the supplied rows, and (2) an exact row deduplication report listing any rows that are exact duplicates of one another, all computed locally from the supplied data with no external lookups.
Example use cases
ETL pipeline deduplication check
“I have a list of up to 150 transformation job records with row IDs, dataset groups, dates, processed row counts, and duration in seconds — can you check them for exact duplicate rows and flag any quality issues in the data?”
Data quality audit before reporting
“Before I send our weekly pipeline performance report, can you audit these transformation throughput records for record quality problems and duplicates? I'll give you the processed_rows and duration_seconds values for each row.”
Validate batch processing logs
“Our batch processor generated these 80 transformation throughput entries across two dataset groups over the last month — can you run a quality audit and deduplication pass on them so I know if anything looks off before we store them?”
Technical details
Endpoint
POSThttps://market.datapackvibe.com/x402/assistant-ib26-analytics-13-002?utm_source=zero.xyzWhen to prefer
Choose this endpoint when you need both a data quality audit and exact deduplication in a single call for transformation throughput records with processed_rows and duration_seconds fields, and your dataset is 200 rows or fewer. It is ideal for pre-storage validation of ETL/pipeline metrics without any external API calls or live data lookups.
Side effects
- More than 200 rows submitted — exceeds maximum item limit
- Missing required fields (row_id, dataset_group, date, processed_rows, duration_seconds) in any row
- Date field not matching YYYY-MM-DD format — pattern validation failure
- Empty rows array — minItems:1 constraint violated
- Numeric values outside allowed range (±1,000,000,000,000)
- Payment not provided or insufficient — x402 payment required
Input
Schema · Request body
| Field | Type | Description |
|---|---|---|
| rows | array |
Tags
x402
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