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Bundle Attachment Share - Sequential Input-Change Attribution
x402
Bundle Attachment Share - Sequential Input-Change Attribution is a paid API for AI agents from market.datapackvibe.com, paid per call via x402, $0.01/call, status unknown (last checked 2026-10-14).
Performs waterfall/sequential attribution analysis on bundle attachment share by stepping each input variable from baseline to final values one at a time, showing the incremental contribution of each change.
Price / call$0.01
Success—
StatusUnknown
How this service works
Bundle attachment share - Sequential input-change attribution: Sequential input-change attribution for Bundle attachment share. Supplied retail figures only, up to 200 records. No platform access, live rates or order execution. One of 25 new profiles across 20 shared operations in this industry. 0.01 USDC includes one bounded sequential input-change attribution report.
Output
A bounded sequential input-change attribution report showing the step-by-step (waterfall) decomposition of the bundle attachment share change — each input (eligible_orders, bundle_orders) is moved from its baseline value to its final value one at a time, with the marginal contribution of each change reported, summing to the total observed delta in bundle attachment share.
Example use cases
Retail promotion bundle share shift
“Our bundle promotion ran last month and our bundle attach rate changed — before: 100 eligible orders, 24 bundle orders; after: 120 eligible orders, 30 bundle orders. Can you run a waterfall attribution to show which input drove the share change more?”
Diagnosing a bundle rate decline
“Our bundle attachment share dropped and I need to understand why. Before the quarter we had 500 eligible orders and 150 bundle orders; now we have 480 eligible orders and 120 bundle orders. Run a sequential attribution so I can see how much each input contributed to the decline.”
Validating upsell campaign impact
“After our upsell campaign, eligible orders went from 200 to 220 and bundle orders went from 40 to 50. Can you do a step-by-step attribution on the bundle attachment share change to see the contribution of each input separately?”
Technical details
Endpoint
POSThttps://market.datapackvibe.com/x402/assistant-ar-retail-bundle-attachment-waterfall?utm_source=zero.xyzWhen to prefer
Choose this endpoint when you need to understand which specific input variable (eligible orders vs bundle orders) contributed most to a change in bundle attachment share between two time periods. It is ideal for root cause analysis, post-promotion review, or explaining rate changes to stakeholders as a step-by-step waterfall rather than a simultaneous comparison. Prefer it over a simple before/after comparison when you need the marginal attribution broken out per input rather than just the aggregate delta.
Side effects
- eligible_orders set to 0 (excluded by exclusiveMinimum constraint) causes validation error
- before and after states identical yields zero attribution with no meaningful decomposition
- values exceeding 1,000,000,000,000 maximum rejected
- missing required fields (eligible_orders or bundle_orders) in before or after objects causes schema validation failure
- non-numeric input types rejected
Input
Schema · Request body
| Field | Type | Description |
|---|---|---|
| after | object | |
| before | object |
Tags
x402
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