Okyline
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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dbt
dbt helps data teams transform raw data into trusted, analysis-ready datasets faster. With dbt, data analysts and data engineers can collaborate on version-controlled SQL models, enforce testing and documentation standards, lean on detailed metadata to troubleshoot and optimize pipelines, and deploy transformations reliably at scale. Built on modern software engineering best practices, dbt brings transparency and governance to every step of the data transformation workflow.
Thousands of companies, from startups to Fortune 500 enterprises, rely on dbt to improve data quality and trust as well as drive efficiencies and reduce costs as they deliver AI-ready data across their organization. Whether you’re scaling data operations or just getting started, dbt empowers your team to move from raw data to actionable analytics with confidence.
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Data Quality Sense
Data Quality Sense (DQS) is a 100% Salesforce-native data quality app by Tucario. It measures, monitors, and improves the reliability of your CRM data without ever exporting it — everything runs inside your Salesforce org.
DQS scores your data across six dimensions — Completeness, Validity, Uniqueness, Consistency, Timeliness, and PII Detection — producing a weighted Data Quality Score at the org, object, and field level. A no-code Definition Builder (5-step wizard) lets admins define rules, scheduled scans keep scores current, and Insight Studio surfaces trends and field health.
Automatic PII detection (8 pattern types incl. SSN, credit card, IBAN, email, IP, date of birth) helps teams find and protect sensitive data before exposure. With Agentforce and AI on the rise, DQS prepares your Salesforce data for reliable AI — an AI agent is only as good as the data behind it.
Available on the Salesforce AppExchange.
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