Exports disagree
Match records by a stable identifier, find field changes, and report ambiguous records before reconciliation.
Compare small CSV files freeData operations
Get one data workflow working.
Replace a repeated export, cleanup or validation task with a defined process. Begin with one input, one transformation and an output you can inspect.
Introductory pricing: $299 one timeDeliveryWorking process, output example, validation and handoff
PaymentScope agreed before payment; no subscription
After the pilotOptional production integration or recurring operation, quoted separately
Choose the recurring problem
Incoming data fails checks
Apply your agreed field, format and schema rules. Deliver valid records with an exception report rather than silently dropping failures.
Try the JSON formatterSeparate sources need joining
Normalize an agreed source and connect records using documented identifiers. Keep source references and unresolved matches visible.
Review integration checksScope and acceptance
| Input | One agreed file format or source interface. We confirm volume, access and representative examples before work. |
|---|---|
| Transformation | One defined validation, comparison, normalization or extraction workflow with documented rules. |
| Output | A usable file or report, rejected-record details and source lineage appropriate to the source. |
| Verification | Expected output checks for representative records, malformed input and ambiguous identifiers. Acceptance checks are part of the scope. |
| Handoff | Operating notes, dependencies, limits and how to rerun the process. |
| Separate work | Additional sources, hosting, paid third-party data, production credentials and ongoing operations are quoted separately. |
Already comfortable comparing exports yourself? Data Workbench is $49 per edition, with a discounted two-edition bundle. A custom pilot is for work that needs your own rules or connections.