Buyers Guides for Data Management and Operations

2026 Software Provider and Product Assessment

The ISG Buyers Guides for Data Management and Operations are the distillation of continuous market and product research. They are an assessment of how well software providers’ offerings address enterprises’ requirements for platforms software. The Value Index methodology is structured to support a request for information (RFI) for a request for proposal (RFP) process by incorporating all criteria needed to evaluate, select, utilize and maintain relationships with software providers. The ISG Buyers Guide evaluates customer experience and the product experience in its capability and platform.

The 2026 ISG Buyers Guides™ for Data Management and Operations evaluate leading software providers across five platform industry areas: Data Management and Operations, Data Quality and Data Observability, Data Intelligence and Data Products. Each guide delivers unique research, detailed ratings and rankings and in-depth analyses to help enterprises assess and select the data management software that best fits their requirements.

• The Data Management and Operations Buyers Guide evaluates 11 software providers offering products that support a combination of data management and Data Ops. The guide assesses the following providers: AWS, Databricks, Google Cloud, IBM, Microsoft, Pentaho, Qlik, Salesforce, SAP, Snowflake and Tencent Cloud.

• The Data Quality and Data Observability Buyers Guide evaluates 13 software providers offering products supporting data quality and data observability. The guide assesses the following providers: Acceldata, Actian, Ataccama, Collibra, Databricks, IBM, Pentaho, Precisely, Qlik, Quest, Salesforce, Snowflake and Tencent Cloud.
  
  
• The Data Intelligence and Data Products Buyers Guide evaluates 16 software providers offering products that support data intelligence, including data discovery and data governance, as well as data product development, consumption and management. The guide assesses the following providers: Actian, Alation, Ataccama, Atlan, AWS, Collibra, Databricks, Google Cloud, IBM, Microsoft, Pentaho, Qlik, Quest, Salesforce, SAP and Snowflake.
  
  
• The Data Engineering Buyers Guide evaluates 26 software providers offering products that support data pipelines, data orchestration and data integration. The guide assesses the following providers: Acceldata, Alteryx, Astronomer, AWS, BMC, Boomi, CData, Cloudera, Databricks, DataOps.live, Fivetran + dbt Labs, Gathr, Google Cloud, IBM, K2view, Matillion, Nexla, Palantir, Pentaho, Qlik, Salesforce, SAP, Snowflake, Tencent Cloud, Workato and Zoho.
  

• The Data Integrity Buyers Guide evaluates 26 software providers offering products that support data governance, data quality and master data management. The guide assesses the following providers: Actian, Alation, Alibaba Cloud, Ataccama, Atlan, AWS, Cloud Software Group, Collibra, Databricks, Experian, Google Cloud, Huawei Cloud, IBM, Microsoft, Oracle, OvalEdge, Pentaho, Precisely, Qlik, Quest, Salesforce, SAP, SAS, Snowflake, Syniti and Tencent Cloud.
  
  

To view the executive summaries of the research, please select the report below.

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To learn more about our Buyers Guide services for software providers including purchasing the complete research and charts or performing an assessment, click here.