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PALO ALTO, CA – March 5, 2026 – K2view, a leading provider of data masking, test data management, and synthetic data generation solutions, today released the results of its 2026 State of Enterprise Data Compliance survey, examining where privacy compliance breaks down once data moves beyond production systems into into development, testing, analytics, and AI environments, where enterprise data is most frequently copied, shared, and modified.
The survey found that 76% of organizations experienced a sensitive-data incident in non-production environments over the past three years, while only 4% say their development and test environments are fully compliant with privacy requirements.
The findings reveal a significant gap between perceived compliance in production systems and actual protections applied once data is replicated into lower environments.
“When only 4% say development and testing are fully compliant and just 2% say the same for AI environments, organizations are exposed to significant risks of data breaches, regulatory fines, and brand damage,” said Ronen Schwartz, CEO of K2view. “Enterprises need stronger technical controls to discover sensitive data, minimize data replication, and protect data by design – before it ever reaches data and development pipelines as well as AI workflows.”
Key findings include:
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Compliance breaks down outside production
While 88% report full compliance in core production systems, only 4% consider development and test environments fully compliant, and just 2% say the same for AI and GenAI environments.
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Non-production is now the primary incident zone
Over the past three years, 76% of organizations experienced a sensitive-data-related incident in lower environments, including 71% reporting internal compliance issues, 12% ransomware or other security incidents, and 7% data breaches or data loss.
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Sensitive data discovery confidence collapses in modern platforms
Leaders report high confidence locating sensitive data in SQL databases (88%), but only 13% are fully confident in NoSQL databases, 9% in data lakes, and 2% in flat files.
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Copy sprawl multiplies exposure
Organizations report an average of 29 full production database copies across non-production and analytics environments, with forty-four percent maintaining 26 or more copies.
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GenAI adoption is outpacing enforcement
98% report using GenAI with enterprise data, but only 13% have implemented technical controls to prevent sensitive data from entering LLM systems.
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HR and mainframe data are widely replicated but inconsistently protected
87% replicate HR and HCM data into lower environments, yet only 27% always protect it in those environments. Similarly, 88% replicate mainframe or midrange data, but only 13% always protect it after replication.
About K2view
K2view simplifies and accelerates the delivery of compliant data across the enterprise with industry-leading solutions for Data Masking, Synthetic Data Generation, and Test Data Management. Using a patented entity-based approach to ingest and process data, K2view ensures data integrity and privacy across every environment, from DevOps to AI. With a self-service portal and seamless CI/CD integration, K2view empowers developers and data scientists with on-demand access to high-quality data, significantly reducing time-to-market and boosting productivity.
To download a copy of the full report, please visit: https://www.k2view.com/2026-state-of-enterprise-data-compliance/
Media Contact:
Amitai Richman
Director of Product Marketing
