Stable contracts
Schemas, identifiers, null handling, timestamps, and delivery conventions are documented before recurring delivery begins.
Receive normalized web data on an agreed schedule through files, object storage, or an API-oriented delivery process.
Collected data becomes useful when it arrives in the right structure, on the right schedule and with the identifiers your systems expect.
We prepare recurring web data outputs for pricing tools, BI platforms, databases, ERP systems and custom software.
Schemas, identifiers, null handling, timestamps, and delivery conventions are documented before recurring delivery begins.
A practical format for large flat datasets, imports, spreadsheets and data processing workflows.
Suitable for structured feeds and systems that already use XML-based exchange.
Useful for software applications, integrations and nested data structures.
Suitable for business users who need a readable file for review or manual analysis.
Depending on project requirements, data can be made available through secure cloud folders, browser download, WebDAV, API-based delivery, scheduled files or another agreed integration workflow.
A dataset can include your internal product ID, source product ID, source URL, collection timestamp, country, region or store, category hierarchy, normalised price fields, currency, availability, seller, raw source values and validation status.
A complete export of all records collected during a run.
A file containing new or changed records, when reliable change detection can be implemented.
Dated files or records that allow your team to build price and availability history from the start of monitoring.
Operational controls may include file naming conventions, timestamps, row-count checks, required-column checks, duplicate checks, delivery completion monitoring, error notifications and reprocessing after recoverable failures.
You provide the expected format or sample import.
We map available source fields to your schema.
We identify required transformations.
We produce a test dataset.
Your team validates the import.
We agree the production schedule and delivery method.