2025 Buyers Guide - Data Management & Analytics

Please rate the completeness of your company's Data Management and Analytics solutions and services in each of the areas below. Your responses will inform how your company is positioned in the Buyers Guide for Data Management and Analytics technologies and services. Thank you for your participation.
1.Section 1 - Data Integration(Required.)
No Capability
Minimal Capability
Partial Capability
Major Capability
Full Capability
Data Extraction
Data Mapping
Data Loading and ETL (Extract, Transform, Load)
Data Synchronization and Replication
Data Quality and Governance
Metadata Management
API Integration
Data Federation
2.Section 2 - Master Data Validation(Required.)
No Capability
Minimal Capability
Partial Capability
Major Capability
Full Capability
Data Collection & Cleansing
Data Transformation
Data Validation
Error Handling
Reconciliation
User Acceptance Testing (UAT)
3.Section 3 - Data Storage and Architecture(Required.)
No Capability
Minimal Capability
Partial Capability
Major Capability
Full Capability
Database Management System
Data Modeling
Data Validation
Data Storage and Data Lakes creation
Data Warehousing
Data Mobility
Data Hub
4.Section 4 - Data Governance(Required.)
No Capability
Minimal Capability
Partial Capability
Major Capability
Full Capability
Data Quality
Data Availability
Data Usability
Data Integrity
Data Security
Data Modeling
Data Compliance
Data Archiving
5.Section 5 - Data Analysis and Reporting(Required.)
No Capability
Minimal Capability
Partial Capability
Major Capability
Full Capability
Data Collection
Data Cleaning and Preprocessing
Data Visualization
Statistical Analysis
Machine Learning and Predictive Modeling
Data Reporting and Dashboards
Performance Monitoring and Optimization
6.Section 6 - Data Migration and Replication(Required.)
No Capability
Minimal Capability
Partial Capability
Major Capability
Full Capability
Selective Data Transition
Greenfield Migrations
Brownfield Migrations
7.Section 7 - Data Security(Required.)
No Capability
Minimal Capability
Partial Capability
Major Capability
Full Capability
Data Masking
Access Controls and Monitoring
Data Encryption 
Real-time Threat Detection and Response
Cross-Application SOD
User Access Controls and Reviews
Vulnerability Management 
Code Scanning
Endpoint Security and Support
8.Section 8 - Data Privacy and Compliance(Required.)
No Capability
Minimal Capability
Partial Capability
Major Capability
Full Capability
Privacy Impact Assessments and Management
Data Subject Rights Management
Vendor Due Diligence
Continuous Automated Compliance
Policy Management
Regulatory Compliance Management
9.Organization Name(Required.)
10.Your Name (this will not be published in the Buyers Guide)(Required.)
11.Your Title (this will not be published in the Buyers Guide)(Required.)
12.Your Email Address (this will not be published in the Buyers Guide)(Required.)
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