at Financial Technnology Year

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Refinitiv Data Platform from Refinitiv (LSEG)

Comprehensive market data management solution that provides access to vast amounts of financial data. Features include data discovery, integration APIs, and analytics capabilities. Offers specific modules for different asset classes and data types, with robust permissions and entitlements management.

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More about Refinitiv (LSEG)

Product analysis by function

Market Data Management Platforms for Data Management

Systems that acquire, process, validate, and distribute market data from various sources, including pricing information, reference data, corporate actions, and benchmarks across the organization.
More Market Data Management Platforms More Data Management ...

Data Acquisition
(0 Yes /0 Known /12 Possible features)

Data Processing & Enrichment
(0 Yes /0 Known /12 Possible features)

Data Validation & Quality Assurance
(0 Yes /0 Known /12 Possible features)

Data Distribution & Integration
(0 Yes /0 Known /12 Possible features)

Security & Compliance
(0 Yes /0 Known /12 Possible features)

Administration & Usability
(0 Yes /0 Known /11 Possible features)

Scalability & Performance
(0 Yes /0 Known /12 Possible features)

Vendor & Data License Management
(0 Yes /0 Known /12 Possible features)

Monitoring & Alerting
(0 Yes /0 Known /12 Possible features)

Reference Data & Corporate Actions
(0 Yes /0 Known /12 Possible features)

Reporting & Analytics
(0 Yes /0 Known /12 Possible features)

Investment Data Warehouses for Data Management

Centralized repositories designed to store, organize, and make accessible various types of investment data including historical prices, positions, transactions, and analytical datasets.
More Investment Data Warehouses More Data Management ...

Data Integration & Ingestion
(0 Yes /0 Known /13 Possible features)

Data Storage & Architecture
(0 Yes /0 Known /12 Possible features)

Data Security & Access Control
(0 Yes /0 Known /12 Possible features)

Data Quality & Management
(0 Yes /0 Known /10 Possible features)

Performance & Scalability
(0 Yes /0 Known /10 Possible features)

Analytical & Reporting Tools
(0 Yes /0 Known /10 Possible features)

Data Governance & Compliance
(0 Yes /0 Known /10 Possible features)

Interoperability & Integration
(0 Yes /0 Known /10 Possible features)

User Experience & Administration
(0 Yes /0 Known /10 Possible features)

Monitoring, Maintenance & Support
(0 Yes /0 Known /10 Possible features)

Data Integration Platforms for Data Management

Tools that enable data flows between different systems within the organization and with external parties such as custodians, fund administrators, and market data providers through APIs, ETL processes, and messaging.
More Data Integration Platforms More Data Management ...

Connectivity & Integration
(0 Yes /0 Known /13 Possible features)

Data Transformation & ETL
(0 Yes /0 Known /12 Possible features)

Data Quality & Governance
(0 Yes /0 Known /12 Possible features)

Security & Compliance
(0 Yes /0 Known /12 Possible features)

Performance & Scalability
(0 Yes /0 Known /10 Possible features)

Monitoring & Alerting
(0 Yes /0 Known /10 Possible features)

User Experience & Self-service
(0 Yes /0 Known /10 Possible features)

Deployment & Architecture
(0 Yes /0 Known /10 Possible features)

Vendor Support & Ecosystem
(0 Yes /0 Known /10 Possible features)

Cost & Licensing
(0 Yes /0 Known /10 Possible features)

Extensibility & Customization
(0 Yes /0 Known /10 Possible features)

Compare

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Multi-source connectivity Ability to connect to multiple data sources (exchanges, vendors, etc.).		No information available
Real-time data ingestion Supports real-time streaming ingestion of data feeds.		No information available
Historical data import Capability to load and process historical datasets.		No information available
Automated feed scheduling Automatic scheduling and orchestration of data imports.		No information available
Latency Average time between data publication and ingestion.		No information available
Concurrent sources supported Maximum number of data sources that can be ingested simultaneously.		No information available
Custom feed handler Support for custom or user-defined data feed integration.		No information available
Vendor API compatibility Supports major market data vendor APIs (Bloomberg, Refinitiv, ICE, etc.).		No information available
Intraday updates Capability to acquire and process intraday or tick-level data.		No information available
File and message protocol support Handles protocols such as FIX, SFTP, API, and others.		No information available
Retry mechanisms Automated retry and failover during feed interruptions.		No information available
Data coverage breadth Number of distinct data asset classes supported.		No information available

Data normalization Automated standardization of source data into a consistent format.		No information available
Data mapping Maps vendor or source fields to internal data models.		No information available
Cross-referencing Cross-linking between identifiers (RIC, ISIN, SEDOL, CUSIP, etc.).		No information available
Identifier management Tracks and manages multiple security identifiers.		No information available
Data enrichment Augmenting records with additional metadata from internal or third-party sources.		No information available
Derived values calculation Calculation of derived metrics such as VWAP, moving averages.		No information available
Business rule engine Configurable rules for custom transformations and enrichment.		No information available
Processing speed Rate at which data records can be processed.		No information available
Batch processing support Handles scheduled or on-demand batch jobs for data transformation.		No information available
Corporate actions adjustment Processes events like dividends, splits, and applies them to security data.		No information available
Data lineage tracking Tracks the origins and transformation steps for each data element.		No information available
Benchmark enrichment Integration of benchmark indices for comparison or analytics.		No information available

Outlier detection Automated checks to identify out-of-range or anomalous values.		No information available
Completeness checks Verification that all required data fields are populated.		No information available
Data accuracy scoring Assigns data quality scores based on predefined rules.		No information available
Range validation Validates that data falls within expected parameters.		No information available
Data consistency checks Ensures that data is internally consistent across time and sources.		No information available
Duplicate detection and resolution Identifies and merges or removes duplicate entries.		No information available
Exception management workflow Manages data issues and exceptions with audit trails.		No information available
Alerts and notifications Automatic notifications on validation failures or data anomalies.		No information available
Repair tools Manual and automated tools for correcting data errors.		No information available
Validation rule configurability Ability to define and maintain custom validation rules.		No information available
Audit logs of validations Maintain a full history of validation actions and outcomes.		No information available
Vendor data comparison Cross-checks data from multiple vendors/sources for discrepancies.		No information available

Real-time data publishing Sends updates to consumers as soon as new data arrives.		No information available
Scheduled batch data delivery Supports timed or event-triggered distribution.		No information available
API access Availability of RESTful or other programmatic interfaces.		No information available
File export Exports to standard file formats (CSV, Excel, XML, JSON).		No information available
Message queue integration Delivers data via messaging systems (Kafka, MQ, etc.).		No information available
User-defined delivery channels Support for custom or client-specified distribution mechanisms.		No information available
Consumer permissions management Controls which users/applications receive which data.		No information available
Latency to delivery Time taken from data validation to downstream delivery.		No information available
Downstream system integration Supports integration with trade platforms, analytics, risk, and reporting systems.		No information available
Notifications on data delivery Alerts stakeholders when data is delivered or when delivery fails.		No information available
Bulk download support Ability to download large datasets on demand.		No information available
Output data volume Maximum data that can be distributed within a given period.		No information available

Role-based access control (RBAC) Granular user and system permissions.		No information available
Audit trail Comprehensive logging of all user and system actions for compliance.		No information available
Encryption in transit Secures data as it moves across networks.		No information available
Encryption at rest Stores data in encrypted format on disk.		No information available
Data masking Redacts sensitive fields from unauthorized users.		No information available
Compliance reporting Automated generation of reports for regulatory purposes.		No information available
Data retention management Configurable policies for data storage and deletion.		No information available
GDPR/CCPA compliance features Functions to support privacy obligations and subject requests.		No information available
Vendor access controls Restricts and audits external vendor access to systems and data.		No information available
Third-party security certifications Holds certifications such as ISO 27001, SOC 2, etc.		No information available
Secure API gateway Protects and monitors all API accesses.		No information available
Penetration tests frequency Number of penetration/security tests performed per year.		No information available

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Financial Technology Year

Refinitiv Data Platform from Refinitiv (LSEG)

Product analysis by function

Market Data Management Platforms for Data Management

Data Acquisition
(0 Yes /0 Known /12 Possible features)

Data Processing & Enrichment
(0 Yes /0 Known /12 Possible features)

Data Validation & Quality Assurance
(0 Yes /0 Known /12 Possible features)

Data Distribution & Integration
(0 Yes /0 Known /12 Possible features)

Security & Compliance
(0 Yes /0 Known /12 Possible features)

Administration & Usability
(0 Yes /0 Known /11 Possible features)

Scalability & Performance
(0 Yes /0 Known /12 Possible features)

Vendor & Data License Management
(0 Yes /0 Known /12 Possible features)

Monitoring & Alerting
(0 Yes /0 Known /12 Possible features)

Reference Data & Corporate Actions
(0 Yes /0 Known /12 Possible features)

Reporting & Analytics
(0 Yes /0 Known /12 Possible features)

Investment Data Warehouses for Data Management

Data Integration & Ingestion
(0 Yes /0 Known /13 Possible features)

Data Storage & Architecture
(0 Yes /0 Known /12 Possible features)

Data Security & Access Control
(0 Yes /0 Known /12 Possible features)

Data Quality & Management
(0 Yes /0 Known /10 Possible features)

Performance & Scalability
(0 Yes /0 Known /10 Possible features)

Analytical & Reporting Tools
(0 Yes /0 Known /10 Possible features)

Data Governance & Compliance
(0 Yes /0 Known /10 Possible features)

Interoperability & Integration
(0 Yes /0 Known /10 Possible features)

User Experience & Administration
(0 Yes /0 Known /10 Possible features)

Monitoring, Maintenance & Support
(0 Yes /0 Known /10 Possible features)

Data Integration Platforms for Data Management

Connectivity & Integration
(0 Yes /0 Known /13 Possible features)

Data Transformation & ETL
(0 Yes /0 Known /12 Possible features)

Data Quality & Governance
(0 Yes /0 Known /12 Possible features)

Security & Compliance
(0 Yes /0 Known /12 Possible features)

Performance & Scalability
(0 Yes /0 Known /10 Possible features)

Monitoring & Alerting
(0 Yes /0 Known /10 Possible features)

User Experience & Self-service
(0 Yes /0 Known /10 Possible features)

Deployment & Architecture
(0 Yes /0 Known /10 Possible features)

Vendor Support & Ecosystem
(0 Yes /0 Known /10 Possible features)

Cost & Licensing
(0 Yes /0 Known /10 Possible features)

Extensibility & Customization
(0 Yes /0 Known /10 Possible features)

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User management dashboard Admin interface for adding, removing, and managing users.		No information available
Configuration management User-friendly tools for configuring data sources, rules, and outputs.		No information available
Customizable dashboards Interactive dashboards for monitoring data flows and system health.		No information available
Self-service data access Allows users to query and retrieve data without IT intervention.		No information available
Workflow automation Tools for automating operational processes.		No information available
Multi-language support User interface available in multiple languages.		No information available
Onboarding tools Guides and tools for fast setup of new data sources or users.		No information available
Custom reporting Users can create ad hoc or scheduled reports.		No information available
Help and documentation Comprehensive user guides, APIs, and support documentation.		No information available
Change tracking Logs and highlights system setting changes.		No information available
User roles supported Number of customizable user roles/groups.		No information available

Horizontal scalability Supports scaling by adding more servers or nodes.		No information available
High availability Built-in redundancy and failover for continuous operation.		No information available
Cloud-native deployment Supports cloud and hybrid deployments.		No information available
Elastic resource allocation Resources scale automatically with demand.		No information available
Maximum throughput Peak volume of data that can be processed per unit time.		No information available
Supported concurrent users Maximum number of simultaneous users.		No information available
Disaster recovery Integrated disaster recovery and rapid restore features.		No information available
Load balancing Automatic distribution of workload across resources.		No information available
Data partitioning Splits data for scalable storage and processing.		No information available
Minimum supported response time Fastest guaranteed response for a standard query.		No information available
Rolling upgrades Enables upgrades without downtime.		No information available
Edge deployment support Deployable close to data sources for ultra-low-latency.		No information available

License enforcement Monitors and enforces contractual data usage limits.		No information available
Data vendor entitlement management Controls access to data assets as per vendor contracts.		No information available
Usage analytics Tracks how and by whom data is consumed.		No information available
Cost allocation tools Allocates and reports data costs by user, team, or business unit.		No information available
Contract management Stores, tracks, and alerts on market data contracts.		No information available
Data usage dashboard Visualizes consumption to optimize vendor spend.		No information available
Automated entitlements provisioning Automates granting and revoking of data rights.		No information available
Audit of vendor usage Auditable trails of all vendor data accesses.		No information available
Inbound/outbound data usage limits Maximum data volumes allowed by licensing contracts.		No information available
Excess usage alerts Notifications when data access exceeds contractual entitlements.		No information available
Flexible entitlement models Supports complex licensing structures (by asset class, geography, user type, etc.).		No information available
License exception handling Processes permissions for exceptional or urgent access needs.		No information available

Feed health monitoring Continuous monitoring of inbound/outbound data feeds for up/down states.		No information available
Application performance monitoring Monitors resource usage, latency, and system responsiveness.		No information available
Custom alert configuration Allows users to set specific alerting conditions.		No information available
Alert notification channels Supports email, SMS, dashboard pop-ups, etc.		No information available
Incident tracking integration Integrates with ticketing/incident systems (ServiceNow, Jira, etc.).		No information available
Downtime tracking Measures and logs system or feed outages.		No information available
SLA monitoring Checks if platform performance meets service-level agreements.		No information available
Event log retention Length of time logs and metrics are stored.		No information available
Proactive anomaly detection AI/ML-driven detection of unexpected system behaviors.		No information available
User activity monitoring Tracks user-level activity for security and compliance.		No information available
Dashboard visualization of alerts Consolidated view of all operational metrics and alerts.		No information available
Escalation workflow for critical alerts Automated escalation process for unresolved incidents.		No information available

Multi-identifier support Manages various instrument and counterparty identifiers (ISIN, LEI, SEDOL, etc.).		No information available
Entity relationship mapping Captures relationships between entities (issuer, parent, subsidiary, etc.).		No information available
Corporate actions feed integration Integrates with standardized action feeds from vendors and custodians.		No information available
Corporate action event validation Validates and confirms authenticity of announced events.		No information available
Event impact calculation Determines the effect of actions (splits, mergers, etc.) on security data.		No information available
Audit history of changes Maintains a trail of changes to reference data and corporate action processing.		No information available
Golden copy management Maintains a single validated version of key reference data.		No information available
Exception workflow for action events Routes problematic events for manual review or escalation.		No information available
Cross-asset class reference data Supports all asset types: equities, fixed income, derivatives, etc.		No information available
Automated data refresh frequency Frequency at which reference data is automatically refreshed.		No information available
Source reconciliation Cross-verifies reference data from multiple sources.		No information available
Orphaned record detection Identifies reference data without supporting records (for deprecation/removal).		No information available

Standard report library Pre-built reports for common market data, quality, and usage metrics.		No information available
Custom report builder Create, schedule, and distribute custom reports.		No information available
Data lineage analysis Visualize the data’s journey from source through transformation to consumer.		No information available
Audit and compliance reporting Dedicated reports for compliance review and audits.		No information available
Usage statistics dashboard Interactive dashboard for visualizing consumption, errors, and bottlenecks.		No information available
Drill-down analytics Enables detailed exploration of underlying datasets.		No information available
Time series analytics Analyzes trends and patterns in price or reference data over time.		No information available
Export to BI tools Integration with popular business intelligence platforms.		No information available
Scheduled report delivery Automated report generation and emailing.		No information available
Ad hoc query support On-demand querying and analysis of market or reference data.		No information available
Large dataset reporting performance Maximum data volume supported for interactive reporting.		No information available
Custom visualization tools Built-in tools for data charting and visualization.		No information available

Multi-Source Connectivity Ability to connect to multiple data sources such as custodians, brokers, market data feeds, CRM, and internal systems.		No information available
Real-Time Ingestion Support for real-time or near real-time data ingestion and updates.		No information available
Batch Processing Support Supports bulk or scheduled data loads at defined intervals.		No information available
Data Validation Rules Automated quality checks during ingestion for format, completeness, or range validation.		No information available
Data Mapping/Transformation Ability to map, normalize, or transform source data to internal schemas.		No information available
API Access for Ingestion Availability of APIs to push/pull data from external systems.		No information available
ETL (Extract, Transform, Load) Tools Built-in or integrated ETL processes for complex workflows.		No information available
Customizable Workflows Support for creating custom data ingestion and integration workflows.		No information available
Streaming Data Capability Ingestion and management of continuously flowing data (e.g., tick data, news feeds).		No information available
Error Logging & Alerting Automated notifications or logs on ingestion failures, anomalies, or discrepancies.		No information available
Scalability Maximum capacity of records the ingestion process can handle per hour.		No information available
Latency Time taken from data arrival at source to availability in warehouse.		No information available
Auto Schema Detection Automated detection and suggestion for new/unknown data schemas.		No information available

Storage Capacity Maximum volume of data that can be stored.		No information available
Data Compression Support for storage-efficient compression algorithms.		No information available
Partitioning & Sharding Support for data partitioning or sharding for optimized performance.		No information available
Columnar vs. Row Storage Choice between columnar or row-based data storage, or hybrid models.		No information available
Elastic Scaling Ability to dynamically scale storage resources up/down as needed.		No information available
High Availability & Redundancy Built-in redundancy for data protection and system resilience.		No information available
Data Snapshots Capability to take periodic snapshots or backups of stored data.		No information available
Cloud/On-Premises Option Deployment flexibility on cloud, on-premises or hybrid environments.		No information available
Object Storage Integration Ability to integrate with external object stores (like S3, Azure Blob, etc).		No information available
Immutable Data Storage Supports 'write-once, read-many' records for archiving and audit trails.		No information available
Data Encryption at Rest Uses encryption to secure data at rest on storage devices.		No information available
Schema Evolution Capability to modify and evolve storage schemas with minimal disruption.		No information available

Role-Based Access Controls (RBAC) Enables fine-grained permissions based on user roles and responsibilities.		No information available
Multi-Factor Authentication (MFA) Requires multiple authentication methods for enhanced security.		No information available
Data Encryption In Transit Secures data as it moves between systems using transport-layer encryption.		No information available
Audit Logging Captures logs of all user actions for compliance and review.		No information available
Granular Permissions Allows field-, table-, or dataset-level restrictions on view/edit		No information available
User Provisioning Automation Streamlines onboarding/offboarding of user access rights.		No information available
Single-Sign-On (SSO) Integration Integration with enterprise authentication solutions for single sign-on.		No information available
Data Masking Conceals sensitive fields from unauthorized users while keeping them available for queries.		No information available
Security Incident Alerting Automated alerts triggered by unusual activities or access violations.		No information available
Field Level Encryption Ability to encrypt specific columns or fields within the warehouse.		No information available
Certifications/Compliance System meets external standards (e.g. SOC 2, ISO 27001, GDPR).		No information available
Data Access Expiry Ability to grant time-limited access to specific datasets.		No information available

Automated Data Quality Checks Scheduled or real-time scans for inconsistencies, outages, and data drift.		No information available
Data Lineage Tracking Full traceability of data sources and transformations.		No information available
Data Deduplication Automated identification and resolution of duplicate records.		No information available
Historical Data Versioning Retains and enables access to previous versions of records.		No information available
Metadata Management Cataloging of data with descriptive metadata, tags, and classifications.		No information available
Data Reconciliation Tools Tools for aligning positions, transactions, and market values with external sources.		No information available
Custom Validation Rules Administrators can define custom data validation and alert logic.		No information available
Error Correction Workflow Built-in process for reviewing and resolving flagged issues.		No information available
Data Anomaly Detection Automated identification of abnormal or suspicious data patterns.		No information available
Quality Score Metrics Quantitative scoring of data quality or completeness.		No information available

24/7 Technical Support Round-the-clock access to expert technical support.		No information available
Dedicated Account Manager A single point of contact for relationship management.		No information available
Community Forums Engaged user community for peer support.		No information available
Extensive Documentation Detailed guides, manuals, and reference materials.		No information available
Regular Product Updates Frequent improvements and new feature releases.		No information available
Training & Certification Availability of certifications and formal training programs.		No information available
Partner/Marketplace Ecosystem Third-party integrations, add-ons, and certified partners.		No information available
Service Level Agreements (SLAs) Contractual performance and availability guarantees.		No information available
Customer Success Programs Proactive guidance to help clients realize value.		No information available
Multi-language Support Availability of user interfaces and documentation in multiple languages.		No information available

Query Response Time Average time for user queries to complete.		No information available
Concurrent Users Supported Maximum number of simultaneous active users.		No information available
Max Query Throughput Highest number of queries handled per second.		No information available
Elastic Compute Scaling Ability to add processing resources dynamically as workload grows.		No information available
High Availability Uptime/availability percentage supported by system architecture.		No information available
Geographic Distribution Ability to distribute data and resources across multiple locations.		No information available
Hybrid Scaling Support for both vertical (bigger servers) and horizontal (more servers) growth.		No information available
Resource Utilization Optimizations Automated resource allocation and optimization for performance.		No information available
Data Caching Layered caching to speed up frequently accessed queries.		No information available
Workload Isolation Isolating analytic and operational workloads to prevent interference.		No information available

Ad-Hoc Query Tools User ability to run custom queries without IT intervention.		No information available
Integrated Reporting Provision of built-in or plug-in dashboards and report templates.		No information available
Data Visualization Support for charting, heatmaps, and other visualization outputs.		No information available
OLAP (Online Analytical Processing) Multi-dimensional data cubes for advanced slicing/dicing.		No information available
API for Data Export APIs for exporting data to downstream analytics/BI tools.		No information available
Scheduled Reporting Capability to schedule and distribute recurring reports.		No information available
Self-Service BI Integration Connection with leading business intelligence tools (Power BI, Tableau, etc).		No information available
User-Defined Metrics & Calculations Ability for users to create custom metrics and run calculations.		No information available
Natural Language Query Supports querying data using plain English or natural language.		No information available
Audit Reports Automated generation of compliance or data access audit reports.		No information available

Data Retention Policies Automated enforcement of data lifespan per regulatory requirements.		No information available
Consent Management Tools to record and enforce user/client consent for data use.		No information available
GDPR/CCPA Compliance Modules Functions for supporting global privacy laws in data management.		No information available
Change Management & Approval Workflow Approval process tracking for critical data or schema changes.		No information available
Policy Documentation Portal Online repository for governance, access, and retention policies.		No information available
Data Stewardship Assignment Assign roles for stewardship and ongoing data oversight.		No information available
Data Usage Monitoring Track and report data access frequency and patterns.		No information available
Automated Regulatory Reporting Template-driven and automated generation of regulatory filings.		No information available
E-discovery Support Tools for responding to legal or regulatory data queries.		No information available
Full Audit Trail Detailed, immutable logging of data access and changes for compliance.		No information available

Standardized API Interfaces Support for REST, GraphQL, or other industry-standard APIs.		No information available
Event Driven Architecture Ability to publish/subscribe to changes via events (e.g., webhooks, Kafka).		No information available
Data Export Connectors Pre-built connectors to downstream systems (accounting, risk, performance).		No information available
Data Import Connectors Connectors for ingesting data from industry-standard vendors and records.		No information available
Bulk Data Transfer Support Efficient mechanisms for exporting/importing large datasets.		No information available
Custom Plugin Support Ability to extend functionality via custom plugins.		No information available
Data Synchronization Scheduling Configure schedules and triggers for sync with external applications.		No information available
Federated Query Support Query data across multiple sources without data movement.		No information available
Open Standards Adoption Uses open-source or de-facto industry schemas and protocols.		No information available
Integration Testing Sandbox Provides a test environment for third-party integration validation.		No information available

Intuitive User Interface Modern, easy-to-navigate web UI for end users and admins.		No information available
Customizable Dashboards Personalized dashboards for different user roles.		No information available
User Activity Monitoring Admin panel to review recent logins and actions.		No information available
Bulk User Management Batch provisioning, editing, or deactivation of users.		No information available
Localization and Multi-language Support UI and documentation in multiple languages.		No information available
Accessibility Compliance Adheres to WCAG or other accessibility standards.		No information available
Custom Notification Settings Users can configure their own notification preferences.		No information available
In-platform Help & Support Contextual help guides, live chat, or ticket escalation.		No information available
System Usage Analytics Track and visualize user adoption and active usage trends.		No information available
Theming & Branding Options Support for organization-specific visual branding.		No information available

Real-Time System Monitoring Visibility into performance, capacity, and health via dashboards.		No information available
Automated Backups Scheduled and on-demand backup management.		No information available
Disaster Recovery Support Plans and automation for fast recovery from critical failures.		No information available
24/7 Technical Support Access to technical support all day, every day.		No information available
Self-Healing Capabilities Automated detection and mitigation of system faults.		No information available
Patch & Version Management Tools for applying updates and managing software versions.		No information available
Automated Resource Scaling Dynamic allocation of compute and storage as workload changes.		No information available
Incident Management Dashboard Central dashboard for viewing, tracking, and resolving operational incidents.		No information available
Performance Baselines Historical records of key performance baselines for benchmarking.		No information available
Service Level Agreement (SLA) Uptime Guaranteed system availability percentage per SLA.		No information available

API Connectivity Capability to connect and interact with other systems via APIs (REST, SOAP, etc.).		No information available
Pre-built Connectors Availability of pre-built connectors to common fund systems, custodians, administrators, and data vendors.		No information available
Custom Connector Support Ability to build custom data connectors/adapters.		No information available
File-based Integration Supports integration via file exchange (CSV, XML, XLS, etc.).		No information available
Message Queue Integration Integration with messaging systems/brokers (MQ, Kafka, RabbitMQ).		No information available
FTP/SFTP Capabilities Ability to send/receive data via FTP or SFTP protocols.		No information available
Webhooks Support Supports event-driven integrations via webhooks.		No information available
Batch vs. Real-time Processing Flexible support for both batch and real-time data integration.		No information available
Data Source Auto-Discovery Automated recognition and onboarding of new data sources.		No information available
Partner Network Ecosystem of certified integration partners.		No information available
Number of Supported Systems Total number of different systems/platforms supported for integration.		No information available
Simultaneous Connections Maximum concurrent data connections supported.		No information available
API Throughput Maximum number of API calls handled per second.		No information available

Visual Data Mapping Graphical tools for defining data transformation and mapping.		No information available
Scripting/Custom Logic Ability to include scripts or custom logic in data pipelines.		No information available
Data Validation Rules Built-in validation of data formats, types, and constraints.		No information available
Error Handling & Logging Comprehensive error tracking and data issue logging mechanisms.		No information available
Automated Data Cleansing Capabilities to auto-correct or flag suspect data.		No information available
Data Enrichment Ability to enhance datasets with reference or market data.		No information available
Reprocessing Failed Batches Supports automated or manual rerun of failed data batches.		No information available
Reusable Transformation Templates Templates for recurring transformation patterns.		No information available
Auditable Transformation Steps Transformation history and audit logging for compliance.		No information available
Parallel Processing Concurrency in executing ETL jobs.		No information available
Job Runtime Average time taken to run an ETL job.		No information available
Supported Data Types Number of structured/semi-structured/unstructured data types supported.		No information available

Data Lineage Tracing data origin, transformations, and flow.		No information available
Data Catalog Central registry of available data and sources.		No information available
Quality Metrics Dashboard Visualization of data quality indicators (completeness, accuracy, timeliness, etc.).		No information available
Automated Anomaly Detection Identifying data outliers or issues automatically.		No information available
Data Versioning Version control for datasets and schemas.		No information available
Master Data Management Ensures unique and consistent master data across systems.		No information available
Policy Enforcement Automated enforcement of data governance policies.		No information available
Stewardship Workflows Tools for data stewards to manage and resolve issues.		No information available
Regulatory Reporting Support Facilitates compliance with industry and regulatory standards.		No information available
Data Retention Policy Controls Configuration of record retention and disposal schedules.		No information available
Role-based Data Access Restricts actions/visibility based on user/group roles.		No information available
Access Audit Logs Detailed logging of data access and modifications.		No information available

Data Encryption In-Transit Encryption of all data during transfer between systems.		No information available
Data Encryption At-Rest Encryption of stored data on disk/databases.		No information available
Multi-factor Authentication Multi-factor login for users and administrators.		No information available
User Access Controls Fine-grained control over user permissions and roles.		No information available
Audit Trail Complete logging of all user and system activities.		No information available
Compliance Certifications Adherence (and certifications) to standards like ISO 27001, SOC 2, GDPR.		No information available
Secure API Authentication Token-based or certificate-based authentication for APIs.		No information available
Penetration Testing Practices Regular security testing for vulnerabilities.		No information available
Data Masking/Redaction Ability to mask or redact sensitive data in outputs.		No information available
Incident Response Mechanisms Pre-defined procedures for data breaches or security incidents.		No information available
Automated Compliance Monitoring Continuous monitoring for regulatory compliance violations.		No information available
Retention Policy Enforcement Automated enforcement of data retention and document destruction policies.		No information available

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Financial Technology Year

Refinitiv Data Platform from Refinitiv (LSEG)

Product analysis by function

Market Data Management Platforms for Data Management

Data Acquisition (0 Yes /0 Known /12 Possible features)

Data Processing & Enrichment (0 Yes /0 Known /12 Possible features)

Data Validation & Quality Assurance (0 Yes /0 Known /12 Possible features)

Data Distribution & Integration (0 Yes /0 Known /12 Possible features)

Security & Compliance (0 Yes /0 Known /12 Possible features)

Administration & Usability (0 Yes /0 Known /11 Possible features)

Scalability & Performance (0 Yes /0 Known /12 Possible features)

Vendor & Data License Management (0 Yes /0 Known /12 Possible features)

Monitoring & Alerting (0 Yes /0 Known /12 Possible features)

Reference Data & Corporate Actions (0 Yes /0 Known /12 Possible features)

Reporting & Analytics (0 Yes /0 Known /12 Possible features)

Investment Data Warehouses for Data Management

Data Integration & Ingestion (0 Yes /0 Known /13 Possible features)

Data Storage & Architecture (0 Yes /0 Known /12 Possible features)

Data Security & Access Control (0 Yes /0 Known /12 Possible features)

Data Quality & Management (0 Yes /0 Known /10 Possible features)

Performance & Scalability (0 Yes /0 Known /10 Possible features)

Analytical & Reporting Tools (0 Yes /0 Known /10 Possible features)

Data Governance & Compliance (0 Yes /0 Known /10 Possible features)

Interoperability & Integration (0 Yes /0 Known /10 Possible features)

User Experience & Administration (0 Yes /0 Known /10 Possible features)

Monitoring, Maintenance & Support (0 Yes /0 Known /10 Possible features)

Data Integration Platforms for Data Management

Connectivity & Integration (0 Yes /0 Known /13 Possible features)

Data Transformation & ETL (0 Yes /0 Known /12 Possible features)

Data Quality & Governance (0 Yes /0 Known /12 Possible features)

Security & Compliance (0 Yes /0 Known /12 Possible features)

Performance & Scalability (0 Yes /0 Known /10 Possible features)

Monitoring & Alerting (0 Yes /0 Known /10 Possible features)

User Experience & Self-service (0 Yes /0 Known /10 Possible features)

Deployment & Architecture (0 Yes /0 Known /10 Possible features)

Vendor Support & Ecosystem (0 Yes /0 Known /10 Possible features)

Cost & Licensing (0 Yes /0 Known /10 Possible features)

Extensibility & Customization (0 Yes /0 Known /10 Possible features)

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Data Acquisition
(0 Yes /0 Known /12 Possible features)

Data Processing & Enrichment
(0 Yes /0 Known /12 Possible features)

Data Validation & Quality Assurance
(0 Yes /0 Known /12 Possible features)

Data Distribution & Integration
(0 Yes /0 Known /12 Possible features)

Security & Compliance
(0 Yes /0 Known /12 Possible features)

Administration & Usability
(0 Yes /0 Known /11 Possible features)

Scalability & Performance
(0 Yes /0 Known /12 Possible features)

Vendor & Data License Management
(0 Yes /0 Known /12 Possible features)

Monitoring & Alerting
(0 Yes /0 Known /12 Possible features)

Reference Data & Corporate Actions
(0 Yes /0 Known /12 Possible features)

Reporting & Analytics
(0 Yes /0 Known /12 Possible features)

Data Integration & Ingestion
(0 Yes /0 Known /13 Possible features)

Data Storage & Architecture
(0 Yes /0 Known /12 Possible features)

Data Security & Access Control
(0 Yes /0 Known /12 Possible features)

Data Quality & Management
(0 Yes /0 Known /10 Possible features)

Performance & Scalability
(0 Yes /0 Known /10 Possible features)

Analytical & Reporting Tools
(0 Yes /0 Known /10 Possible features)

Data Governance & Compliance
(0 Yes /0 Known /10 Possible features)

Interoperability & Integration
(0 Yes /0 Known /10 Possible features)

User Experience & Administration
(0 Yes /0 Known /10 Possible features)

Monitoring, Maintenance & Support
(0 Yes /0 Known /10 Possible features)

Connectivity & Integration
(0 Yes /0 Known /13 Possible features)

Data Transformation & ETL
(0 Yes /0 Known /12 Possible features)

Data Quality & Governance
(0 Yes /0 Known /12 Possible features)

Security & Compliance
(0 Yes /0 Known /12 Possible features)

Performance & Scalability
(0 Yes /0 Known /10 Possible features)

Monitoring & Alerting
(0 Yes /0 Known /10 Possible features)

User Experience & Self-service
(0 Yes /0 Known /10 Possible features)

Deployment & Architecture
(0 Yes /0 Known /10 Possible features)

Vendor Support & Ecosystem
(0 Yes /0 Known /10 Possible features)

Cost & Licensing
(0 Yes /0 Known /10 Possible features)

Extensibility & Customization
(0 Yes /0 Known /10 Possible features)

Horizontal Scalability Ability to scale out across multiple servers or cloud instances.		No information available
Vertical Scalability Ability to add resources (CPU, RAM, Storage) to improve performance.		No information available
Data Throughput Maximum volume of data processable per unit time.		No information available
Latency Average time taken to process a transaction or data record.		No information available
Concurrency Support Number of data flows/pipelines that can run in parallel.		No information available
High Availability Built-in failover and redundancy for uninterrupted service.		No information available
Load Balancing Distributes workloads evenly for optimal resource usage.		No information available
Auto-scaling Automatic adjustment of resources based on workload.		No information available
Processing Window Size Configurable time window for batch processing.		No information available
Transaction Volume Capacity Maximum volume of transactions supported per day.		No information available

Real-time Health Dashboard Live display of system health and key metrics.		No information available
Custom Alerts User-configurable monitoring rules and thresholds.		No information available
Historical Data Analytics Tools for reviewing past trends and incidents.		No information available
Error Notification Channels Multiple channels for error alerts (email, SMS, Slack, etc.).		No information available
Automated Remediation Rules to auto-resolve common issues or trigger workflows.		No information available
Usage Analytics Reports on platform usage and performance.		No information available
User Activity Logging Detailed tracking of all user activities.		No information available
Customizable Reporting Support for building and scheduling custom reports.		No information available
MTTR Tracking Time to detect and resolve technical incidents.		No information available
Alert Response Time Time for alerts to be delivered to responsible parties.		No information available

No-code/Low-code Pipeline Builder Drag-and-drop interface for building data flows without programming.		No information available
Role-based Dashboards User interfaces tailored for different user types (IT, Ops, Business, etc.)		No information available
Self-service Data Ingestion Allow non-technical users to upload and ingest data.		No information available
Template Library Library of pre-built templates for common data flows and use cases.		No information available
Customizable Workspaces Users can personalize workspace layouts, filters, and views.		No information available
Inline Help & Documentation Integrated help, tooltips, and user guides.		No information available
Approval Workflows Request/approve changes to pipelines and integrations.		No information available
Bulk Operations Manage multiple records/files in one action.		No information available
Search & Filtering Powerful search and filtering of data and workflows.		No information available
Mobile Accessibility Mobile-friendly or dedicated mobile applications.		No information available

Cloud Deployment Support Native support for cloud deployment (AWS, Azure, GCP).		No information available
On-premises Installation Support for on-premises or private cloud environments.		No information available
Hybrid Deployment Ability to operate across both cloud and on-premises infrastructure.		No information available
Multi-tenancy Supports logical separation for different teams or clients.		No information available
Microservices Architecture System is designed with microservices for modularity and resilience.		No information available
Disaster Recovery Capabilities Automatic failover and backup/restore for business continuity.		No information available
Containerization Support Support for Docker, Kubernetes, and similar technologies.		No information available
Multi-region Support Ability to operate across multiple geographic regions/data centers.		No information available
Zero-downtime Upgrades Apply platform upgrades without interrupting service.		No information available
Resource Auto-provisioning Automated deployment and resource allocation.		No information available

Usage-based Pricing Pricing model based on consumption (e.g., data processed, transactions, users).		No information available
Flexible License Models Options for perpetual, subscription, or pay-as-you-go licenses.		No information available
Transparent Pricing Clear, upfront pricing without hidden fees.		No information available
Trial/Evaluation Period Available free trial or PoC before commitment.		No information available
Volume Discounts Discounts for larger usage or enterprise agreements.		No information available
Support Cost Inclusions Support and maintenance included in standard fees.		No information available
Cost Predictability Ability to forecast and control total cost of ownership.		No information available
Automated Billing Self-service billing and invoicing.		No information available
Cost Optimization Tools Built-in analytics to optimize platform usage and minimize cost.		No information available
Multi-currency Pricing Support Ability to quote and bill in multiple currencies.		No information available

Plugin/Extension Framework Ability to extend core functionality via custom plugins/extensions.		No information available
Custom Workflow Support Build and deploy custom data workflows and processes.		No information available
API for Custom Integrations Well-documented APIs for extending and integrating with external tools.		No information available
White-labeling Ability to customize branding and user interface.		No information available
Custom Roles & Permissions Define new user roles and granular access configurations.		No information available
Scripting Language Support Built-in support for languages like Python or JavaScript for user scripts.		No information available
UI Theming and Customization Configure appearance and user interface elements.		No information available
Event Hooks Custom logic triggered on data events or system actions.		No information available
Open Standards Compliance Built with and extends using open industry standards.		No information available
Integration SDK Software development kit for building deep integrations.		No information available