Validator App

Validator App checks data against schemas and rules, helping developers, QA engineers, and data engineers verify correctness quickly.

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About This Tool

The Validator App provides automated validation of input data against schemas or rule sets, enabling developers, QA engineers, and data engineers to verify data contracts and data quality across services and data pipelines. It supports multiple formats (JSON, CSV, XML) and can apply standard schemas (JSON Schema) or domain-specific rules to detect structural and semantic issues before data moves between systems.
Conceptually, data is parsed into a structured model, rules are evaluated, and any deviations are collected with precise locations, codes, and messages. Validation is deterministic, producing a boolean status and a detailed error list that can be consumed by automated pipelines or reviewed by engineers. The tool supports batch or streaming inputs and can operate in strict or lenient modes.
The Validator App outputs machine-friendly reports (JSON/CSV) for CI logs and audits, while also offering readable summaries for human analysis. Unique value includes the combination of schema-driven checks with optional custom rule language and easy integration via a CLI and API. It emphasizes fast feedback, incremental validation, and clear remediation guidance.
Use cases include API payload validation, data ingestion validation, contract testing in microservices, and data quality gates in ETL pipelines. It helps teams enforce data contracts, reduce runtime errors, and improve overall data reliability, with decisions supported by precise error paths and actionable suggestions.

How to Use

  1. Provide inputs: supply the data payload and the schema or rule set.
  2. Choose mode: select strict or lenient validation to control error severity.
  3. Run validation: initiate the process to analyze data against rules.
  4. Review outputs: inspect validity flag, error list with paths, and suggested fixes.
  5. Iterate and re-validate: update data/schema and re-run until valid.
How to use validator app

Frequently Asked Questions

Find Quick Answers

Which data formats are supported?
The tool supports JSON, CSV, and XML formats, with optional line-delimited variants for streaming scenarios. Validation can target schemas (e.g., JSON Schema) or custom rules.
Can I integrate with CI/CD?
Yes. The validator exposes a CLI and API, returns standard exit codes for valid/invalid data, and can generate machine-readable reports for inclusion in build logs.
How are errors reported?
Errors include a path to the offending data element, a human-readable message, and an error code. This enables precise remediation and automated handling.
Can I validate against custom rules?
Yes. In addition to standard schemas, users can supply domain-specific rule sets that express constraints beyond structural validation.

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