Data Acquisition Tool

Helps data teams capture, validate, and export metadata from multiple sources, enabling reliable datasets and faster, scalable data-driven decisions.

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About This Tool

This tool consolidates data source metadata by connecting to databases, file stores, and APIs to capture schema, lineage, quality signals, and governance attributes. Data engineers, data scientists, and data stewards leverage it to build a repeatable intake process that yields a single source of truth for dataset definitions, versioning, and provenance. By centralizing metadata, teams can audit data origins, reproduce analyses, and comply with governance policies without manual logging. The solution supports standardized field mappings, timestamping, and optional enrichment to fill gaps in source schemas and improve discovery.
Conceptually, the tool uses adapters to fetch metadata, normalizes field names, and infers schemas. It applies validation rules, detects drift between sources and stored definitions, and deduplicates records using keys or content hashes. Provenance metadata (source, ingestion time, user) is attached to every artifact, enabling traceability across pipelines. Outputs are generation-ready artifacts in multiple formats (JSON, CSV, Parquet) with consistent schemas that integrate with data catalogs, lakes, and analytics platforms.
Use cases include data catalog initialization, incremental metadata updates, data quality checks, and regulatory reporting. The tool differentiates itself with automated validation, multi-source orchestration, and robust governance hooks that yield export-ready artifacts. Customers benefit from reduced manual metadata collection, faster onboarding of new datasets, and stronger data governance. Common workflows include metadata extraction, validation, export, and scheduled updates to downstream systems.

How to Use

  1. Provide inputs: define sources, connection details, and the metadata fields to capture.
  2. Configure connectors and validation rules: map fields, set required flags, and establish drift checks.
  3. Run ingestion: trigger metadata capture across all configured sources.
  4. Review outputs: inspect generated metadata, quality metrics, and provenance.
  5. Schedule or export: set a cadence and choose export formats to integrate with catalogs and analytics tools.
How to use data acquisition tool v4.2

Frequently Asked Questions

Find Quick Answers

Which data sources are supported?
The tool uses modular adapters to connect to relational and NoSQL databases, cloud storage, and REST APIs. New connectors can be added by implementing a defined interface, enabling metadata extraction from diverse systems.
How is schema drift handled?
Drift is detected by comparing new metadata against stored definitions; when drift is found, the tool flags it, records a delta, and optionally triggers remediation workflows.
What export formats are available?
Exports are produced in JSON, CSV, and Parquet; each artifact includes provenance and version metadata to support catalog ingestion and auditability.
Is scheduling available?
Yes, the tool supports cron-like schedules or interval-based runs, enabling automated metadata ingestion and routine exports without manual triggering.

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