Data Layer Tool
Designed for marketers, developers, and analysts, this tool reveals, validates, and maps the data layer to support accurate analytics tagging and decision making.
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About This Tool
Core logic applies domain rules to detect standard ecommerce structures (event names, currency, value, and items) and non-ecommerce keys such as user properties or page type. It runs validation checks for required fields, type consistency, and cross-field relationships, flagging missing values, incorrect types, duplicate keys, or conflicting event payloads. The system infers a canonical schema and highlights deviations from common conventions so engineers can align data to a shared model.
Audience and impact: marketing analytics teams, developers implementing tag managers, QA analysts, and data engineers benefit from a single source of truth about the data layer. Unique value: automated schema inference, concrete mapping suggestions, and exportable artifacts (JSON/CSV) that integrate with pipelines and ticketing workflows, reducing debugging time and preventing data quality regressions.
Core features include ingestion of JSON snippets or URLs, automatic schema inference, a normalized schema, an event map, and a report of issues with severity and proposed fixes. Use cases cover product impressions, add-to-cart events, purchases, and revenue validation across currencies and locales, with guidance on aligning keys to common naming conventions. The tool is designed as a free online utility to support teams seeking lightweight, rigorous data layer diagnostics.
How to Use
- Provide inputs: paste dataLayer JSON or enter URL.
- Choose validation scope: standard analytics schemas or custom mappings.
- Run analysis: tool parses keys, infers schema, and detects conflicts.
- Review outputs: view issues, event map, and suggested fixes.
- Apply changes and re-validate: update data layer and re-run analysis.
Frequently Asked Questions
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Can it handle non-ecommerce data layers?
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