All Articles

Unstructured data discovery explained: how to scan file shares, documents, and email for PII, classify findings, and cut privacy risk with repeatable steps.

Collibra vs OpenMetadata compared on licensing, setup, governance workflows, and total cost, so you can pick a commercial suite or open-source catalog in 2026.

Master MDM matching algorithm configuration. Balance precision and recall, tune thresholds, and eliminate false duplicates and missed matches.

Customer hierarchy management in MDM explained: modeling parent-child and household relationships, survivorship across levels, and common pitfalls to avoid.

Master data management for product data and SKUs across retail and e-commerce channels. Reconcile multi-channel definitions in 2026.

Alation vs Atlan compared across our six published scoring criteria: adoption-first veteran vs API-first modern stack — and how to choose between them.

Master data lineage, quality, and discovery. Build trustworthy, traceable data pipelines with impact analysis, taxonomy, and observability frameworks for 2026.

Data fabric vs data mesh, honestly compared: what each architecture actually is, how governance works in each, and how to decide which fits your organization.

The six data quality dimensions — accuracy, completeness, consistency, timeliness, validity, uniqueness — explained with real examples and how to measure each.

A practitioner's MDM buyer's guide: deployment model, domain depth, matching engines, integration, and TCO — plus a decision framework you can run this week.

Compare Collibra and Atlan for data governance. See architecture, pricing, metadata approach, and which fits mid-market vs. enterprise needs in 2026.

A complete data steward job description: core duties, required skills, salary ranges, interview questions, and a free downloadable JD template pack.

The genuinely free data governance maturity assessments compared: DCAM, CDMC, DataCamp, public-sector tools, and interactive DAMA-based options - no email gates.

Data governance platforms ranked for 2026: six platforms scored on six criteria, the reasoning behind every number, and how to re-weight for your shortlist.

AI-drafted data quality rules are a review problem, not an authoring one. Here's the prompt contract, four-bucket rubric, and deployment checklist from one run.

Metadata management in data catalogs: what to capture, inheritance patterns, how to reduce manual effort, and keep metadata fresh without burnout.

Collibra vs Purview compared for 2026: catalog depth, lineage, pricing (license vs. Azure consumption), lock-in risk, and which fits your governance maturity.

Data observability explained: the five pillars, how it differs from data quality, tooling, and how to catch pipeline issues before they reach the business.

DSARs explained for data teams: what a data subject access request is, GDPR and CCPA timelines, how to fulfill one, and the governance you need to scale it.

Data profiling explained: column, cross-column, and cross-table techniques, profiling tools, and how to turn profile results into data quality rules.