Eliminate doubt, enable trust
Making data reliable, traceable, and decision-ready.
Why it matters
Data without doubt
According to Gartner, 60% of data errors that disrupt business decisions stem from untracked lineage & inconsistent data models.
In today’s enterprise data ecosystem, “good enough” data doesn’t cut it. You need:
Sanity checks to ensure format, structure, and logical consistency
Provenance to trace data origin, transformation, and access
Confidence that what’s feeding AI or BI is fully reliable
Built-in sanity
Enforcing trust at ingest
We apply continuous sanity checks at ingestion and transformation stages to prevent garbage-in-garbage-out outcomes.
Lineage by design
Know where data’s been
Calsoft embeds lineage tracking into every stage—from ingestion to consumption. This allows teams to:
Trace 100% data lineage for compliance.
Regulatory readiness
Compliance-ready by default
Lineage and sanity aren’t just operational imperatives—they’re legal mandates. Our framework aligns with:
- GDPR: Right to know & explainable AI
- HIPAA: Patient data lineage assurance
- CCPA: Historical data trail mapping
- SOX: Financial system data trustworthiness
- ISO 27001: Access logs and modification trace
Tech Compatibility
Work With Your Stack
Works With Your StacksOur sanity + lineage services integrate natively into modern data ecosystems.
Quantified Value
Real Impact. Measurable Results.
From Calsoft deployments:
reduction in downstream data quality issues
faster RCA (Root Cause Analysis) for analytics errors
reduction in regulatory audit effort
cost reduction in debugging bad pipelines
reduction in regulatory audit effort
cost reduction in debugging bad pipelines
How to start
Make your data defensible
Free Lineage Assessment
We’ll analyze one of your BI dashboards or models and backtrack to show lineage gaps.
Sanity Scan
Automated inspection across select tables for anomalies, structure, or logical inconsistencies.
Mapping Workshop
We work with your tech + data teams to build a lineage and sanity map.
Governance Blueprint
A prescriptive strategy aligned to your industry’s compliance requirements.
