Okyline is an Executable Data Design (EDD) platform for declarative data validation contracts and measurable operational data quality.
Instead of maintaining disconnected specifications, validators, tests, and quality dashboards, Okyline uses a single executable contract as the operational source of truth for validation and flow quality monitoring.
The same readable contract drives multi-format validation, deterministic execution, quality measurement, data quality gate, and historical quality analytics across APIs, events, files, LLM structured outputs, and enterprise data flows.
Community Edition provides the open specification, a free Java validation runtime, a public Claude AI assistant for contract generation, and a free online studio for executable JSON validation contracts and JSON Schema transpilation.
Enterprise Edition supports direct validation of JSONL, XML, CSV, FIXED, and EDI flows, data quality gate, and operational quality dashboards, all without databases
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DataTrust
DataTrust is built to accelerate test cycles and reduce the cost of delivery by enabling continuous integration and continuous deployment (CI/CD) of data. It’s everything you need for data observability, data validation, and data reconciliation at a massive scale, code-free, and easy to use. Perform comparisons, and validations, and do reconciliation with re-usable scenarios. Automate the testing process and get alerted when issues arise. Interactive executive reports with quality dimension insights. Personalized drill-down reports with filters. Compare row counts at the schema level for multiple tables. Perform checksum data comparisons for multiple tables. Rapid generation of business rules using ML. Flexibility to accept, modify, or discard rules as needed. Reconciling data across multiple sources. DataTrust solutions offers the full set of applications to analyze source and target datasets.
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Virima
VIRIMA is a SaaS platform delivering highly automated IT Asset Management (ITAM), IT Service Management (ITSM) and IT Operations Management (ITOM) solutions that are easy and inexpensive to deploy. Through advanced infrastructure discovery and visualization capabilities, VIRIMA links the business processes to the technology and services business rely upon. The innovative automation capabilities of the VIRIMA CMDB deliver insight, control and value to IT organizations large and small, enabling them to efficiently tackle the challenges of managing and securing today’s dynamic, dispersed and complex IT estate.
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Forcepoint Data Classification
Forcepoint Data Classification leverages Machine Learning (ML) and Artificial Intelligence (AI) to increase the accuracy of data classification for unstructured data to improve your team’s efficiency, reduce false alerts and better prevent data loss. Insight generated using AI drives an innovative approach to classification so you can accurately and efficiently determine how data should be classified, at scale. Coverage of the broadest range of data types in the industry powers efficiency and streamlines compliance while delivering better protection for organizations’ data. Increase the speed and efficiency of data classification to reduce false positives and spend more time on legitimate data security incidents. Forcepoint enables organizations to discover, classify, monitor, and protect data with a complementary suite of data security products. Gain a panoramic view of unstructured data across your organization.
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