Last updated June 5th 2024

Top 20 Data Integration Requirement Checklist in 2025

Merge varied data into a single format for enhanced analysis and decision-making.

This requirements table for Data Integration products clearly outlines the key features and functionalities considered when evaluating vendors. We include Data Delivery, Data Replication, Integration, Compliance, Distributed Architecture, Data Governance, Release Management, Backup and Disaster Recovery, Error Handling and Monitoring, Platform, Scalability, Security and User Interface.

Other important considerations may include the level of technical support offered, the availability of detailed documentation and developer resources, and pricing and licensing options. Customize these requirements in Taloflow and get expert ratings for 15 different vendors against all of the features in the table below, including None.

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Requirement Description Features
Must have compliance with data security and privacy regulations Adheres to industry standards for data security and privacy, safeguarding sensitive information.
  • CCPA
  • FFIEC
  • FISMA
  • FedRAMP
  • HITRUST
  • IRAP
  • MTCS
  • PCI
  • PSD2
  • SOX
Must have data enrichment capabilities to improve data quality and add value Enhances data quality and value with data enrichment features.
  • Data Enrichment
Must have data format conversion capabilities for seamless compatibility between systems Ensures compatibility by converting data formats between systems.
  • ANSI X.12
  • EANCOM
  • EDIFACT
  • EDIFICE
  • RosettaNet
  • TRADACOMS
  • VDA
  • XBRL
Must have data quality management features to ensure clean and accurate data Guarantees clean and accurate data through data quality management.
  • Data Archiving
Must have data security features such as encryption, access control, and auditing Ensures data security with encryption, access control, and auditing.
  • Audit Trails
  • Custom Authorization Policies
  • Data Encryption
  • Data Masking
  • Key Management
  • Multi Factor Authentication (MFA)
  • Role Based Access Control (RBAC)
  • Row/Column Level Security
  • Single Sign On (SSO)
  • Transport Layer Security (TLS)
  • User Activity Logs
  • User Authentication via IAM
Must have data virtualization capabilities to access and manipulate data without moving it Allows data access and manipulation without physically moving it.
  • Data Virtualization
Must have efficient batch processing capabilities for large data sets Efficiently processes large data sets in batches.
  • Bulk Data Movement
  • Data Partitioning
  • Distributed Processing
Must have flexible scheduling options for running integration tasks Provides flexibility in scheduling integration tasks.
Must have metadata management capabilities to track and manage data definitions and lineage Effectively tracks and manages data definitions and lineage with metadata management.
  • IBM InfoSphere Master Data Management
  • Informatica MDM Cloud
  • Master Data Management (MDM)
  • SAP Master Data Governance
  • TIBCO EBX
  • Talend MDM
Must have robust error handling capabilities to ensure data integrity and reliability Ensures data reliability and integrity through effective error handling.
  • Error Handling & Recovery
  • Runtime Administration
  • Self-Optimization
Must have seamless integration with existing data catalog tools Seamless integration ensures compatibility with current extraction methods.
  • Alation
  • Alteryx
  • Cloudera
  • Collibra
  • Informatica
  • Talend
Must have seamless integration with various data storage solutions Provides seamless integration with different data storage options.
  • Amazon RDS
  • Amazon Redshift
  • Azure Blob Storage
  • Azure CosmosDB
  • Azure Data Factory
  • Azure Data Lake
  • Cassandra
  • CouchDB
  • Couchbase
  • IBM Db2
  • Microsoft SQL Server
  • MongoDB
  • NoSQL Databases
  • Oracle Database
  • PostgreSQL
  • Redis
  • Relational Databases
  • SAP Hana Cloud
  • Snowflake
Must have support for change data capture to track and process incremental data changes Tracks and processes data changes incrementally with CDC support.
  • Change Data Capture (CDC)
  • Key-based Data Replication
  • Log-based Data Replication
Must have support for data federation to integrate data from multiple sources without moving it Integrates data from multiple sources without requiring data movement.
  • Data Federation
  • Data Source Auto-detection
Must have support for data lineage tracking for transparency and compliance Offers transparency and compliance through data lineage tracking.
Must have support for data streaming for real-time data processing and analysis Provides real-time data processing and analysis through data streaming.
Must have support for event-driven integration to respond to specific events or triggers Allows integration to be triggered by specific events.
Must have support for extracting, transforming, and mapping diverse data types using various techniques Support for multiple techniques enables handling of different data types.
  • Data Extraction
  • Data Mapping
  • Data Transformation
Must have support for orchestration to manage complex workflows and dependencies Manages complex workflows and dependencies with orchestration capabilities.
  • Version Control
  • Workflow Automation
Must have support for real-time data integration for immediate access to up-to-date information Enables real-time access to the latest data through instant integration.
  • Real-time Data Delivery
Evaluating solutions?
Work with Taloflow's technology selection platform containing tens of thousands of up-to-date vendor data points in dozens of categories to:
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Evaluate vendors for your exact use case
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