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Governance that’s enforced, not just documented

Transforms fragmented governance into scalable, enforceable policy embedded across pipelines, metadata, and access.

The governance gap

Policies on paper ≠ Control in practice

IDC reports that 65% of enterprises lack active enforcement of their own governance policies.

Calsoft’s governance framework

Built on principles. Enforced by design

We implement a layered governance model:

Ingestion Schema validation, format enforcement, source tagging
Metadata Automatic lineage mapping, business glossary linkage
Storage Tiered retention policies, masking/encryption
Access Role & attribute-based control (RBAC + ABAC)
Usage Audit logs, usage telemetry, anomaly alerts
Deletion & Archival Compliance-aligned data lifecycle management

Policy-as-code enablement

No more spreadsheets. Only enforceable logic

We deploy governance as executable logic embedded into your tools and platforms:

Apache Ranger / AWS Lake Formation / Unity Catalog rules
Fine-grained access (row-, column-, field-level)
Dynamic masking for sensitive PII/PHI fields
Tokenization and in-flight encryption
ML governance for explainability, fairness, drift detection

Platform integration

Governance wherever your data lives

Calsoft implements governance on top of:

Data lakes: S3, ADLS, GCS

Warehouses: Snowflake, BigQuery, Redshift

Catalogs: Collibra, Alation, Unity, Purview

Pipelines: DBT, Airflow, Informatica

ML Systems: MLflow, Vertex AI, Databricks

BI: Power BI, Tableau, Looker

Impact you can trust

Impact you can trust

Measured governance. Not just promises

MetricOutcome with Calsoft
Ungoverned data access
↓ 88%
Compliance audit prep time
↓ 70%
Sensitive field leakage
↓ 95%
Time to revoke access post-employee exit
↓ 90%
Policy enforcement coverage
↑ 3.5x

How to start

Turn Policy into Platform

Governance Maturity Review

Assess current policies, gaps, and tools across domains.

Policy Framework Design

Define rules, roles, access tiers, and lineage paths.

Integration & Enforcement

Embed policy-as-code across ingestion, storage, and analytics tools.

Monitoring & Alerting Setup

Enable audits, telemetry, and deviation alerts in real time.

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Strengthen compliance with governance that scales effortlessly

Governance Protocols Implementation – Calsoft Inc.