{"uid":"cap__jQYZvdc0G9_jYrYBtrWj","slug":"transformation-throughput-analytics-adjacent-row-changes-keyed-3dbf0d2c","name":"Transformation Throughput Analytics — Adjacent Row Changes + Keyed Dataset Comparison","description":"Transformation throughput — Adjacent row changes + Keyed dataset comparison: Adjacent row changes + 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.","url":"https://market.datapackvibe.com/x402/assistant-ib26-analytics-13-161?utm_source=zero.xyz","method":"POST","headers":{},"bodySchema":{"type":"object","properties":{"rows":{"type":"array","items":{"type":"object","required":["row_id","dataset_group","date","processed_rows","duration_seconds"],"properties":{"date":{"type":"string","default":"","pattern":"^\\d{4}-\\d{2}-\\d{2}$","maxLength":10},"row_id":{"type":"string","default":"","maxLength":80,"minLength":1},"dataset_group":{"type":"string","default":"","maxLength":80},"processed_rows":{"type":["number","null"],"maximum":1000000000000,"minimum":-1000000000000},"duration_seconds":{"type":["number","null"],"maximum":1000000000000,"minimum":-1000000000000}},"additionalProperties":false},"default":[{"date":"2026-10-01","row_id":"row-1","dataset_group":"group-a","processed_rows":10,"duration_seconds":1},{"date":"2026-10-02","row_id":"row-2","dataset_group":"group-b","processed_rows":20,"duration_seconds":2},{"date":"2026-10-03","row_id":"row-3","dataset_group":"group-a","processed_rows":15,"duration_seconds":3},{"date":"2026-10-04","row_id":"row-4","dataset_group":"group-b","processed_rows":30,"duration_seconds":4}],"maxItems":200,"minItems":1},"field":{"enum":["processed_rows","duration_seconds"],"type":"string","default":"processed_rows"},"other":{"type":"array","items":{"type":"object","required":["row_id","dataset_group","date","processed_rows","duration_seconds"],"properties":{"date":{"type":"string","default":"","pattern":"^\\d{4}-\\d{2}-\\d{2}$","maxLength":10},"row_id":{"type":"string","default":"","maxLength":80,"minLength":1},"dataset_group":{"type":"string","default":"","maxLength":80},"processed_rows":{"type":["number","null"],"maximum":1000000000000,"minimum":-1000000000000},"duration_seconds":{"type":["number","null"],"maximum":1000000000000,"minimum":-1000000000000}},"additionalProperties":false},"default":[{"date":"2026-10-01","row_id":"row-1","dataset_group":"group-a","processed_rows":10,"duration_seconds":1},{"date":"2026-10-02","row_id":"row-2","dataset_group":"group-b","processed_rows":21,"duration_seconds":2},{"date":"2026-10-03","row_id":"row-3","dataset_group":"group-a","processed_rows":17,"duration_seconds":3},{"date":"2026-10-04","row_id":"row-4","dataset_group":"group-b","processed_rows":33,"duration_seconds":4}],"maxItems":200,"minItems":0}}},"responseSchema":null,"example":null,"exampleRequest":null,"tags":["x402"],"displayCostAmount":"0.01","displayCostAsset":"USDC","priceDynamic":false,"priceHint":null,"priceStatus":"priced","priceSource":"probe","requiresHandshake":false,"reviewCount":0,"rating":{"score":"0.00","successRate":"0.00","reviews":0,"stars":null,"state":"unrated"},"availabilityStatus":"unknown","priceObserved":null,"sessionDeposit":null,"pricing":{"kind":"static","summary":"$0.01/call","primary":{"kind":"static","protocol":"x402","network":"base","amountUsd":"0.01","per":"call","confidence":"exact"},"accepted":[{"kind":"static","protocol":"x402","network":"base","amountUsd":"0.01","per":"call","confidence":"exact"}]},"paymentMethods":[{"uid":"pm_plZPi24qURIwL_VegDOtT","protocol":"x402","methodType":"crypto","chain":"base","mode":"charge","costAmount":"0.01","costPer":"request","priority":0,"asset":"0x833589fCD6eDb6E08f4c7C32D4f71b54bdA02913","unit":"request","depositMicros":null,"planRef":null}],"brandName":null,"brandSlug":null,"brandBaseUrl":null,"brandDocsUrl":null,"whatItDoes":"Analyzes transformation throughput records (processed_rows, duration_seconds) by computing adjacent row changes and performing keyed dataset comparison across up to 200 rows in two independent reports.","exampleAgentPrompt":"Compare these two transformation throughput logs — the primary one has rows with processed_rows and duration_seconds by date and dataset_group, and so does the comparison set — I want both an adjacent-row-change breakdown and a keyed comparison of the two datasets, analyzing the processed_rows field.","exampleUseCases":[{"title":"ETL pipeline regression detection","prompt":"I have two runs of my nightly ETL job — here are the throughput records (processed_rows and duration_seconds per date and group) for last week and this week. Can you do an adjacent-row delta analysis and a keyed comparison so I can see where processing slowed down or row counts shifted?"},{"title":"Transformation audit between environments","prompt":"We ran the same data transformation in staging and production and I have both outputs as row records with processed_rows and duration_seconds. Run a keyed dataset comparison and adjacent row change report on the processed_rows field so I can spot any discrepancies."},{"title":"Daily throughput trend monitoring","prompt":"Here's a week of transformation throughput data with processed_rows and duration_seconds across two dataset groups. Give me the adjacent row changes in duration_seconds and also compare it against last week's equivalent records using keyed matching."}],"resultDescription":"Returns two independent analytical reports: (1) an adjacent row changes report showing sequential deltas in the selected metric (processed_rows or duration_seconds) across the input rows, and (2) a keyed dataset comparison report matching rows by key between the primary and secondary datasets to surface differences — all computed locally with no external lookups.","failureModes":["Input array exceeds 200 rows — request will be rejected or truncated","Missing required fields (row_id, dataset_group, date, processed_rows, duration_seconds) cause validation errors","date field not matching YYYY-MM-DD pattern causes schema rejection","null values in processed_rows or duration_seconds may affect delta computations","Mismatched row_ids between primary and comparison datasets result in unmatched rows in keyed comparison","Empty rows array (minItems:1 not met) causes rejection"],"whenToPreferThis":"Choose this endpoint when you need both sequential/adjacent-row delta analysis and keyed cross-dataset comparison of transformation throughput metrics in a single call. It is purpose-built for ETL/pipeline analytics on processed_rows and duration_seconds data, covering up to 200 rows at very low cost. Prefer it over general analytics tools when your data is already structured with row_id, dataset_group, and date keys and you need two complementary views (temporal deltas + keyed diff) without any external data enrichment.","instructions":null,"reviewSummary":null,"reviewSummaryHighlights":null,"reviewSummaryConcerns":null,"reviewSummaryGeneratedAt":null,"activationCount":0,"lastUsedAt":null,"lastSuccessfullyRanAt":null,"lastHealthCheckAt":"2026-10-28T19:41:39.232Z","isFirstParty":false,"canonicalSlug":"transformation-throughput-analytics-adjacent-row-changes-keyed-3dbf0d2c"}