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Build confidence in your data before you build on it

Enables enterprises to profile, classify, and catalog data at scale— ensuring transparency, consistency, and control.

Why it matters

Without understanding, there’s no governance

According to Gartner, 60% of data quality issues are traced back to poor data understanding and undocumented lineage. Calsoft’s profiling and cataloging services eliminate this risk early.

Data profiling intelligence

Know your data before you trust it

We implement AI-augmented profiling engines that:

Scan column-level statistics and outlier patterns
Detect nulls, data drift, and format inconsistencies
Flag PII, PHI, or sensitive fields
Generate confidence scores based on quality dimensions
Automate profiling of new tables via schema detection

Cataloging as a control plane

Your business dictionary for the data era

Calsoft builds enterprise-wide, role-aware catalogs that:

Map metadata, lineage, and transformation logic
Define business terms vs technical schema
Track data owners, stewards, and usage patterns
Support impact analysis and change tracing
Enable ML/BI teams to self-serve trusted datasets

Tools & platforms we integrate with

Bring intelligence to your existing stack

Cataloging & Governance: Atlan, Collibra, Alation, Unity Catalog, Purview

Profiling & Quality: Great Expectations, Monte Carlo, Deequ

Storage & Pipelines: Snowflake, Delta Lake, Redshift, BigQuery, DBT, Airflow

ML & BI: Great Expectations, Monte Carlo, Deequ

Proven outcomes

Proven outcomes

Transparency that powers trust, speed, and compliance

KPIOutcome with Calsoft
Time to onboard new data asset
↓ 65%
PII fields detected automatically
↑ 92%
BI/ML rework from unknown fields
↓ 54%
Catalog search-to-consume ratio
↑ 3x
Compliance audit prep time
↓ 70%

How to start

Stop guessing. Start governing

Data Source Inventory

We catalog and tag all enterprise datasets across lakes, warehouses, and files.

Automated Profiling Setup

Configure scanners for continuous health checks and drift alerts.

Metadata & Lineage Ingestion

Capture schema evolution, transformation history, and access logs.

Role-Based Catalog Access

Enable secure discovery, enrichment, and reuse for BI, engineering, and AI teams.

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Unlock clarity with well-structured, discoverable data

Data Profiling & Cataloging Services – Calsoft Inc.