Resources

Expert guides on data matching, entity resolution, deduplication, cleansing, and standardization, built for data engineers, architects, and IT leaders.

Data Standardization: How to Normalize, Format, and Unify Data Across Systems

Data standardization is the process of converting data from multiple sources into a consistent, uniform format that follows defined rules for structure, naming, and values. It includes format normaliz
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Data Standardization Tools: Selection Criteria for Enterprise Environments

Evaluate data standardization tools using 8 enterprise criteria including field-type coverage, rule transparency, and deployment model to find the right fit for your data quality program
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Entity Matching Software: How Algorithms Identify the Same Real-World Object

Understand how entity matching software uses string similarity, phonetic, probabilistic, and ML algorithms to identify records that represent the same entity across databases.
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Entity Resolution and Data Linkage: Connecting the Dots Across Databases

Learn how entity resolution and data linkage connect records across databases when shared identifiers are missing. Covers techniques, linkage models, and enterprise use cases.
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Entity Resolution for Financial Services: KYC, AML, and Fraud Detection

Learn how entity resolution strengthens KYC, AML, sanctions screening, and fraud detection for banks and financial institutions managing complex customer and counterparty data
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Entity Resolution for Healthcare: Patient Matching, Compliance, and Data Quality

Learn how entity resolution improves patient matching, reduces duplicate records, and supports HIPAA compliance for hospitals and health systems managing millions of patient records.
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Entity Resolution Is the New MDM

Traditional MDM failed because it centralized. Entity resolution succeeds because it connects records without consolidating them. Learn why ER is replacing MDM.
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Entity Resolution Software: What to Look For in an Enterprise Solution | MatchLogic

Evaluate entity resolution software for enterprise use. Compare matching approaches, deployment models, and selection criteria for accurate, auditable record unification.
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Entity Resolution Solutions: Build vs. Buy vs. Hybrid Approaches

Compare build, buy, and hybrid approaches to entity resolution. Includes cost analysis, decision framework, and evaluation criteria for enterprise data teams.
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