About This Constellation ShortList™

Master data management (MDM) is both a technology and methodology for linking, centralizing and maintaining enterprise data to a singular point of reference. MDM programs typically include a methodology to support data governance and ensure data quality across the enterprise. This requires a common definition of terms and entities across an organization and a consistent data quality approach for classifying, transforming, augmenting, mastering, securing, delivering and refreshing enterprise data.

MDM in the past addressed entities such as customer, product, supplier and other specific domains. Today, most MDM systems can handle multidomain models across multicloud architectures. As migrations to the cloud accelerate, it’s increasingly important to consider the availability of software-as-a-service options and cloud-native deployment options, integrations and partnerships.

Stibo Systems has been added to this ShortList on the strength of its progress in delivering a cloud-native offering on Azure and pioneering new capabilities based on generative AI. TIBCO EBX was removed from this ShortList in the wake of significant restructuring and management changes at TIBCO in 2023.

Threshold Criteria

Constellation considers the following criteria for these solutions:

  • Information integration
  • Data quality
  • Data governance
  • Multidomain (i.e., customer, product, supplier, reference data, sites, location)
  • Multiple deployment models: on-premises, hybrid cloud and multicloud
  • Augmented capabilities, including emerging GenAI capabilities, designed to automate or assist humans with entity resolution, data profiling, data mapping and/or data modeling 
  • Industry-specific templates and accelerators 
  • Self-service business rules 
  • Support for data privacy rules and regulations 
  • Customer references

The Constellation ShortList™

Constellation evaluates more than 15 solutions categorized in this market. This Constellation ShortList is determined by client inquiries, partner conversations, customer references, vendor selection projects, market share and internal research.

  • Informatica
  • Reltio
  • Semarchy
  • Stibo Systems

Frequency of Evaluation

Each Constellation ShortList is updated at least once per year. Updates may occur after six months if deemed necessary.

Evaluation Services

Constellation clients can work with the analyst and research team to conduct a more thorough discussion of this Constellation ShortList. Constellation can also provide guidance in vendor selection and contract negotiation.

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