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Cloud Usage Imports — CSV Column Statistics
x402
Cloud Usage Imports — CSV Column Statistics 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).
Validates a cloud usage CSV table and returns per-column statistics (up to 1000 rows) including category checks and numeric range validation.
Price / call$0.01
Success—
StatusUnknown
How this service works
Cloud usage imports — Column statistics: Column statistics for Cloud usage imports. Validate a declared CSV table contract, up to 1000 rows. Quoted cells supported; no external enrichment. Specialised preset in a shared 50-profile, 20-operation engine. 0.01 USDC includes one CSV column statistics report.
Output
Returns a per-column statistics report for the submitted CSV, including numeric range checks (min/max conformance), category membership validation, cell length violations, and summary metrics for each column — covering up to 1000 rows of cloud usage data.
Example use cases
Pre-ingestion cloud billing data check
“Before I load this month's cloud usage import into our data warehouse, can you validate the CSV column by column — make sure billed_amount stays between 0 and 500000, resource_id values are only from the list ['compute-1','storage-2','network-3'], and flag anything suspicious?”
Automated FinOps anomaly detection
“I've got a cloud usage CSV from our provider with columns usage_id, reported_on, resource_id, used_units, and billed_amount — run column statistics on it with a minimum of -1 and maximum of 999999 and tell me if any columns have values outside the expected ranges.”
Validating team-submitted usage reports
“Our teams submit cloud usage CSV files every week — can you check this one to make sure the category column only contains allowed values like 'team-alpha' and 'team-beta', numeric columns are all positive, and give me a full column stats breakdown?”
Technical details
Endpoint
POSThttps://market.datapackvibe.com/x402/assistant-bx-csv-cloud-usage-column-stats?utm_source=zero.xyzWhen to prefer
Choose this endpoint when you need structured, per-column statistical validation of a cloud usage or billing CSV — especially when you want to enforce numeric bounds and allowed category values without any external data enrichment. Ideal for pre-ingestion data quality checks in FinOps or cloud cost management pipelines.
Side effects
- CSV exceeds 100,000 character limit — request rejected
- CSV contains more than 1000 rows — only first 1000 processed or error returned
- Malformed CSV that cannot be parsed even with quoted-cell support
- Delimiter mismatch causing incorrect column parsing
- Numeric values outside the -1,000,000,000,000 to 1,000,000,000,000 bounds — validation flags or rejection
- Empty CSV string — minimum length violation
Input
Schema · Request body
| Field | Type | Description |
|---|---|---|
| csv | string | |
| maximum | number | |
| minimum | number | |
| delimiter | string | |
| max_cell_length | integer | |
| allowed_categories | array |
Tags
x402
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