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Premium Research Nov 2025
... research and build a strong foundation for DLP by assessing business processes, classifying sensitive data, and implementing a phased DLP strategy tailored to their organization’s cybersecurity needs. Overview Problem Statement The Gartner Approach The Guidance Framework Gartner Recommended Reading Gartner ...

Analyst(s):   Anthony Carpino   |   Mike Huskey
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Premium Research Nov 2025
... Organizations often experiment with machine learning by manually deploying models to show value. After initial success, data scientists and AI architects must use MLOps practices to scale ML by automating training, deployment, and monitoring. This research provides a roadmap for MLOps maturity. Overview ...

Analyst(s):   Cuneyd Kaya   |   Sumit Agarwal
Premium Research Oct 2025
... Data streaming is essential for processing data in real time; however, organizations often find solutions to be overly complex and costly. D&A leaders should optimize data streaming architectures to support real-time use cases by selecting tools best aligned with required capabilities. Overview Introduction ...

Analyst(s):   Joe Antelmi   |   Thornton Craig   |   Michele Launi
Premium Research Oct 2025
... Data and analytics leaders face growing pressure to optimize data delivery across increasingly fragmented environments, driven by the urgent need for AI-ready data. This guide helps you navigate the DataOps tools market and select solutions that streamline orchestration, observability, automation, and ...

Analyst(s):   Sharat Menon   |   Michael Simone   |   Robert Thanaraj
Article November 03 2025
... multiple availability zones and be ready to fail over quickly to another region when needed. It’s not about eliminating risk; it’s about reducing blast radius and recovery time. That means understanding service dependencies (like databases or DNS), maintaining up-to-date runbooks and practicing failover ...
Premium Research Nov 2025
... types, robust developer experience and deployment flexibility. Identity architects, evaluating CIAM tools, can use this research to develop solution criteria that cater to their organizational needs. Overview Solution Criteria Using the Criteria Toolkit Gartner Recommended Reading Note 1: Demonstrating ...

Analyst(s):   Nat Krishnan   |   Mary Ruddy
Premium Research Nov 2025
... fixed state. Instead, data must be fit for purpose according to the requirements of AI use cases and take into consideration data availability and access, internal skills and cost constraints. Data scientists must complete the current assessment to determine if their data is AI-ready. Overview Strategic Planning ...

Analyst(s):   Zain Khan
Research Nov 2025
... Access Insights Already a Gartner client? Cybersecurity leaders must regularly assess their overall vulnerabilities and threat exposure as a key input to security architecture and operations planning. This research helps security teams evaluate exposure assessment platform vendors. Strategic Planning Assumption ...

Analyst(s):   Dhivya Poole   |   Mitchell Schneider   |   Jonathan Nunez
Research Oct 2025
... organizations navigate an era of unprecedented disruption, managing change is pivotal to their success. As those directly responsible for change management in their business units, HRBPs can use this body of research to help them implement change successfully. Analysis Research Highlights Gartner Recommended ...

Analyst(s):   Steven Peter
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