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Introduction

In today’s data-driven digital landscape, organizations across all industries are generating and collecting data at an unprecedented scale. However, the true competitive advantage no longer lies in simply amassing large quantities of data it lies in the ability to understand, govern, and extract meaningful insights from it. Unfortunately, many enterprises struggle with fragmented data environments, siloed information, inconsistent metadata, and a lack of governance standards. These challenges can hinder innovation, delay decision-making, and increase compliance risks.

This is where Dawiso becomes a game-changer.

Dawiso is a robust, metadata-driven knowledge management and data governance platform that enables organizations to transform raw, decentralized data into trusted, contextual, and actionable intelligence. It acts as a unified data intelligence layer that empowers both technical and non-technical stakeholders to seamlessly discover, catalog, manage, and collaborate on enterprise data assets.

Designed to bridge the gap between data producers and consumers, Dawiso ensures data is not only well-organized and accessible but also governed in line with regulatory requirements and organizational standards. Whether it's boosting operational efficiency, enabling data democratization, maintaining compliance, or enhancing data literacy across teams Dawiso lays the foundation for responsible and confident decision-making in a complex data ecosystem.

By bringing transparency, trust, and agility to the way organizations handle data, Dawiso supports a data culture that drives innovation, minimizes risk, and maximizes business value.

🌟 What is Dawiso?

At its core, Dawiso is an intelligent, metadata-driven platform designed to help organizations gain complete visibility and control over their data ecosystem. It acts as a central source of truth, enabling teams to discover, understand, document, and govern data assets with precision and ease.

Dawiso connects to a wide range of structured and unstructured data sources, including databases, data lakes, APIs, cloud storage, BI tools, and more. It automatically scans and collects metadata from these sources to create a comprehensive data catalog, giving users instant access to key information like data definitions, formats, sources, usage, and ownership.

One of Dawiso’s most powerful capabilities lies in its ability to standardize business terminology and definitions across departments. By establishing a shared data vocabulary, it eliminates confusion, reduces duplication, and fosters a culture of consistency in how data is interpreted and used.

Another standout feature is its data lineage mapping, which visually traces how data flows across systems from origin to transformation to final consumption. This gives data stewards and analysts crucial visibility into dependencies, helping ensure trust and accountability across reporting and analytics.

By adopting a metadata-first approach, Dawiso makes every data element context-rich, traceable, and governed. Regardless of where the data resides or who accesses it, Dawiso ensures that it is:

• Classified and tagged with business context

• Searchable and discoverable across the organization

• Linked to data owners, policies, and usage insights

• Continuously monitored for quality, access, and compliance

In short, Dawiso empowers organizations to turn data chaos into clarity. It equips teams technical and non-technical alike with the knowledge and governance tools they need to collaborate confidently, make smarter decisions faster, and stay aligned with compliance and data protection standards.

🎯 Core Values & Benefits of Dawiso

Dawiso is more than just a data management platform it embodies a philosophy of collaborative, transparent, and intelligent data governance. Its core values are deeply embedded in every feature, delivering tangible benefits that help organizations scale their data strategy with confidence.

1. ✅ Shared Understanding

In many organizations, data is siloed across departments, and terminology varies between teams leading to misinterpretation, inefficiencies, and costly errors. Dawiso tackles this challenge by creating a single source of truth that brings clarity and consistency across the enterprise.

How Dawiso fosters shared understanding:

• 📘 Centralized Business Definitions: Align teams with standardized terms and KPIs used across reports, dashboards, and analytics tools.

• 📑 Policy & Rule Management: Ensure compliance by making data policies, data classification standards, and governance rules visible and enforceable.

• 📂 Technical Documentation Hub: Give data engineers and analysts easy access to technical metadata like schemas, tables, column details, and ETL logic.

• 👩‍💼 Subject-Matter Expertise Mapping: Connect data elements to responsible individuals or departments, preserving tribal knowledge and fostering accountability.

By enabling a common language for data, Dawiso breaks down silos and promotes cross-functional collaboration. It helps democratize data access, preserve institutional knowledge, and drive a more data-literate culture where everyone from analysts to executives makes decisions with confidence and clarity.

2. 📊 Consistent Reporting

In the absence of standardized metrics and clearly defined KPIs, organizations often face discrepancies in reports leading to confusion, mistrust, and flawed decision-making. Dawiso solves this by establishing a single, authoritative source of truth for data-driven reporting.

How Dawiso ensures consistent reporting:

• 📌 Standardized KPIs & Metrics: Define, manage, and distribute approved metrics across departments to ensure consistency in reporting.

• 📈 Trusted Financial & Operational Data: Eliminate duplicate or conflicting data sources so teams rely on verified numbers for forecasting, budgeting, and analysis.

• 📊 Reliable Dashboards & Analytics: Enable business intelligence (BI) tools to pull data from verified sources, increasing stakeholder confidence in what they see.

By aligning everyone on the same definitions and data sources, Dawiso significantly reduces discrepancies, increases transparency, and helps decision-makers trust their dashboards, reports, and insights.

3. 🤖 Responsible AI Governance

As AI becomes central to business strategies, organizations must ensure that its use is transparent, ethical, and compliant with evolving regulations. Dawiso addresses this need by embedding governance into the AI development and deployment lifecycle.

How Dawiso supports responsible AI governance:

• 📜 Regulatory Compliance Tools: Align your data and AI practices with legal frameworks such as GDPR, HIPAA, CCPA, and other global data privacy laws.

• 🧠 AI Model Documentation: Maintain detailed documentation on AI models, including training datasets, algorithms used, risk assessments, and model owners.

• 🔍 Automated Audit Trails: Capture and log all data access, changes, and processing steps to support auditability and accountability.

• ⚖️ Ethical Governance Policies: Define and enforce policies for AI usage, fairness, bias mitigation, and risk management throughout your organization.

With Dawiso, companies can confidently innovate with AI while ensuring they operate within ethical boundaries and compliance standards building trust with users, regulators, and stakeholders alike.

⚙️ Key Features of Dawiso

Dawiso is packed with powerful, enterprise-grade features designed to simplify data discovery, enhance governance, and promote intelligent collaboration. Its modular and scalable architecture supports integration with a wide variety of tools and platforms, making it a seamless addition to any modern data stack.

🔍 Data & Analytics Catalog

Dawiso’s Data & Analytics Catalog acts as a Google-like search engine for your enterprise data. It intelligently indexes metadata across diverse tools, platforms, and storage systems, making data instantly searchable, discoverable, and understandable for everyone in the organization.

Integrated with popular data tools such as:

• 📊 Power BI – Catalog dashboards and reports, view lineage, and understand metric definitions.

• ☁️ Azure Data Factory – Trace data pipelines and transformations for transparency and auditability.

• ❄️ Snowflake – Search tables, columns, schemas, and permissions with full metadata context.

• 🟥 Amazon Redshift – Discover warehoused datasets and monitor usage across teams.

• ⚡ Apache Kafka – Map real-time data streams and understand event-driven architectures.

• 🔥 Databricks – Index notebooks, workflows, and models in a governed environment.

Whether you’re a data analyst looking for the right dataset, a business user trying to validate a KPI, or a data engineer tracing pipeline dependencies, Dawiso provides a centralized, intuitive interface that cuts through complexity and silos.

Key benefits of the catalog:

• Unified search across the entire data landscape

• Metadata enrichment and classification

• Auto-discovery of new data assets

• Smart filters and advanced search capabilities

• Business and technical metadata in one view

By bridging the gap between data producers and consumers, Dawiso’s catalog ensures every team can find the right data fast and trust what they’re using.

📘 Business Glossary

Dawiso’s Business Glossary is a centralized, collaborative space for defining and standardizing business terminology across the organization. It plays a crucial role in aligning business users, data analysts, and technical teams by ensuring that everyone uses consistent language when discussing data.

Core capabilities of the Business Glossary:

• 🔗 Linking Terms to Reports & Datasets: Each glossary term can be directly linked to relevant dashboards, reports, datasets, or KPIs helping users understand context and application.

• 🧑‍💼 Role-Based Editing & Approvals: Only authorized users can create, edit, or approve glossary entries. This ensures governance without sacrificing collaboration.

• 🕒 Version History & Change Tracking: Dawiso maintains a full audit trail of glossary changes, making it easy to track how definitions evolve over time and who made the updates.

This feature is particularly valuable in large organizations where inconsistent definitions can lead to reporting discrepancies, miscommunication, or compliance risks. By building a shared vocabulary, Dawiso helps foster a culture of data literacy and accountability, ensuring that all stakeholders from marketing to compliance to engineering speak the same language.

🔄 Interactive Data Lineage

Dawiso’s Interactive Data Lineage feature provides dynamic, visual diagrams that trace the entire lifecycle of data across systems and workflows. These lineage maps help users understand the flow of data from its origin, through transformation processes, to final consumption in reports and apps.

What Data Lineage enables:

• 📥 Track Data Origins: Understand where specific data comes from (e.g., a transactional system, third-party API, or raw log file).

• 🔧 Map Transformations: Visualize how data is modified through ETL pipelines, business logic, or scripts.

• 📤 Identify End-Use Points: See where data is used, such as in dashboards, reports, AI models, or exports.

Use cases for interactive lineage:

• 🧪 Debugging Data Issues: Quickly identify broken pipelines or root causes of inconsistencies.

• 🔍 Impact Analysis: Know which systems and reports will be affected by schema or logic changes.

• 📋 Audit & Compliance Readiness: Easily demonstrate data flow and control points to auditors or regulators.

• ✅ Building Trust: Help stakeholders verify data accuracy and understand the full data journey.

This feature is a must-have for data stewards, engineers, and governance teams who need full visibility and traceability across the data ecosystem. Dawiso’s lineage maps are intuitive, auto-generated, and continuously updated to reflect real-time changes in data flow.

📑 Documentation Module

Dawiso’s Documentation Module empowers teams to create, manage, and organize internal documentation directly within the data ecosystem. Rather than relying on scattered external docs or siloed notes, this module brings contextual documentation into the data governance workflow.

Key capabilities include:

• 📝 Author Internal Documentation: Create detailed notes, how-to guides, policies, SOPs, or process explanations tailored to your data assets or workflows.

• 🔗 Link Docs to Data Assets: Attach documentation to specific datasets, tables, columns, dashboards, or pipelines ensuring users get the right context where they need it.

• 🕒 Version Control & Audit History: Keep track of changes over time with versioning features that ensure edits are documented and reversible.

• 📚 Contextual Enrichment: Embed metadata, data policies, ownership details, and operational procedures directly within the documentation.

This feature ensures that tribal knowledge is captured and preserved, new team members can onboard faster, and existing users can navigate complex data assets with confidence. By integrating documentation with the data itself, Dawiso enhances transparency, efficiency, and knowledge continuity.

📦 Data Products

The Data Products feature in Dawiso allows organizations to package datasets, insights, and analytics outputs into standardized, reusable assets just like a product. This turns data into a value-generating asset, enabling faster delivery, consistency, and even internal monetization.

How Dawiso supports data productization:

• 📦 Reusable Data Bundles: Package cleansed, curated, and governed datasets into consumable products for downstream users or applications.

• 📐 Standardized Data Delivery: Ensure data consumers (e.g., analysts, applications, departments) receive data in a consistent, pre-approved format with proper documentation and SLAs.

• 💸 Internal Data Monetization: Facilitate cross-departmental use of valuable datasets by treating them as "internal products" promoting efficiency and cost-effectiveness.

• 🧠 Productized Analytics Workflows: Encapsulate complex analytics processes or dashboards into reusable workflows that can be shared across teams or projects.

This concept of "Data as a Product" encourages ownership, quality control, and scalability. It’s especially valuable in large organizations with multiple departments, where treating data as a product promotes accountability and consistent user experience.

🤖 AI-Powered Productivity Tools

Dawiso leverages advanced artificial intelligence capabilities to streamline data governance workflows and boost productivity across teams. By embedding AI-powered automation and intelligent suggestions, Dawiso reduces manual effort and accelerates key tasks, allowing data professionals to focus on high-value activities.

AI-driven features include:

• ✍️ “Help Me Write” Glossary Suggestions: AI assists users in creating clear, standardized definitions for business terms by suggesting phrasing, related concepts, and examples ensuring consistency and quality.

• 📄 Auto-Generated Dataset & Report Summaries: Automatically produce concise, human-readable summaries for datasets, pipelines, and reports, making it easier for users to quickly grasp key insights without digging through technical details.

• 🏷️ AI-Powered Tagging & Metadata Enrichment: Intelligent algorithms scan data assets to generate relevant tags, classifications, and metadata annotations, improving searchability and discoverability without heavy manual input.

By automating repetitive governance tasks and enriching metadata intelligently, Dawiso helps organizations reduce overhead, improve accuracy, and speed up collaboration across business and technical teams.

🔌 Flexible Integrations

Dawiso is built to fit seamlessly into any existing data architecture, offering extensive integration capabilities to ingest, sync, and unify metadata from a wide range of sources and platforms.

Supported integrations include:

• 🗄️ SQL Server, Snowflake, Redshift, Google BigQuery: Connect relational and cloud data warehouses effortlessly.

• ⚡ Kafka: Integrate real-time data streaming metadata for dynamic data environments.

• 📊 Power BI: Index reports, dashboards, and metrics from BI tools for holistic governance.

• ☁️ Databricks: Sync notebooks, models, and pipelines to enable collaboration across data engineering and analytics.

Dawiso supports both push and pull synchronization mechanisms as well as micro-batching to ensure metadata stays current with minimal latency. This flexibility enables organizations to scale their data governance strategy without disrupting existing workflows or systems.

🧱 Metadata Repository & Custom Apps

Dawiso offers a highly flexible Metadata Repository that empowers organizations to design and customize metadata models tailored specifically to their unique workflows, data structures, and business processes.

Key capabilities include:

• 🏗️ Custom Objects: Define bespoke metadata types beyond standard catalogs such as custom data attributes, business concepts, or compliance controls that reflect your organization’s specific requirements.

• 🧩 Custom Apps and Modules: Build specialized applications and functional modules on top of the metadata repository to support distinct use cases, whether it’s specialized reporting, compliance tracking, or domain-specific data workflows.

• 🏢 Organizational Spaces: Create segmented metadata environments or workspaces for different departments, teams, or projects, enabling decentralized governance while maintaining overall control and visibility.

This level of customization ensures Dawiso can mirror internal organizational structures and processes, making it highly adaptable. It allows enterprises to embed metadata management deeply into their business context, thereby maximizing relevance, adoption, and impact.

💼 Why Companies Choose Dawiso

Organizations across industries select Dawiso because it combines speed, flexibility, scalability, and security delivering a modern data governance platform that meets evolving business needs without the complexity or cost of traditional solutions.

🚀 Fast Onboarding

Dawiso is designed for quick deployment so your teams can start realizing value within days, not months.

• 🔄 Rapid Implementation: Unlike legacy platforms that require lengthy consulting engagements, Dawiso’s intuitive setup and metadata-first design allow fast configuration and integration with existing data sources.

• 💸 Affordable Pricing: Plans start as low as €245 per month for 5 active users, making enterprise-grade data governance accessible to small and mid-sized organizations.

• 🏃‍♂️ Accelerated Time to Value: Users can quickly discover, catalog, and govern data without waiting for complicated implementations, speeding up digital transformation initiatives.

🔧 Customizable & Future-Proof

Dawiso embraces a low-code, flexible architecture that empowers admins and data stewards to tailor the platform without deep technical skills.

• 🛠️ Configurable Workflows & Policies: Easily adapt glossary terms, metadata attributes, approval processes, and governance rules to reflect changing business requirements.

• 🔄 Scalable to Data Complexity: As your data landscape grows both in volume and diversity Dawiso scales seamlessly without requiring expensive reengineering.

• 🚀 Future-Proof Design: Built on modern technologies and open standards, Dawiso evolves alongside your organization’s data strategy, ensuring long-term relevance.

🌍 Scalable Deployment

Whether you’re a small team or a global enterprise, Dawiso supports growth and collaboration at every scale.

• 👥 User-Based Pricing: Transparent pricing tiers based on active users help eliminate hidden costs and make budgeting predictable.

• 📈 Enterprise-Ready: From 5 to 500+ users, Dawiso accommodates growing user bases with multi-tenant support, organizational spaces, and granular role management.

• 🌐 Global Reach: Designed for distributed teams, Dawiso supports multi-region deployments and cloud/on-premises flexibility.

🔐 Security & Compliance

Recognizing that data governance must align with strict security standards, Dawiso offers robust protections to safeguard sensitive information and maintain regulatory compliance.

• 🔑 Single Sign-On (SSO) & LDAP Support: Integrate easily with existing identity providers to enforce secure access controls.

• 📜 Detailed Audit Logs: Track every change, access event, and approval for accountability and audit readiness.

• 🔄 Version Control: Maintain comprehensive histories for data definitions, policies, and documentation to ensure traceability.

• 🛡️ Role-Based Access Control: Enterprise-grade permissions let you define fine-grained user roles and access levels to protect critical metadata and data assets.

These combined capabilities make Dawiso the trusted choice for organizations aiming to build a robust, user-friendly, and secure data governance foundation accelerating data-driven innovation and compliance with confidence.

🌐 Real-World Impact

Dawiso delivers measurable benefits to organizations by streamlining data governance and enhancing user engagement resulting in significant operational improvements and cross-industry adoption.

⏳ Time Savings

Clients using Dawiso have reported up to a 30% reduction in time spent on critical data management activities, including:

• 🔎 Searching for Data: Fast, unified search cuts down hours spent hunting for datasets, dashboards, or reports buried across multiple systems.

• 📉 Resolving KPI Discrepancies: Standardized definitions and lineage tracking drastically reduce time spent reconciling conflicting metrics.

• 📊 Explaining Dashboards: Clear documentation and metadata enable faster understanding and fewer questions from business users.

This increased efficiency frees data teams to focus on high-impact analysis and strategic initiatives rather than repetitive, manual troubleshooting.

😀 User Satisfaction

Dawiso’s intuitive design and responsive support make it a favorite among users of all technical backgrounds:

• 🖥️ Intuitive User Interface: Clean layouts, simple navigation, and powerful search features ensure a smooth user experience.

• 🎨 Modern Design: Thoughtful UX/UI helps users quickly adopt and rely on the platform.

• 🤝 Responsive Customer Support: Dedicated support teams provide timely assistance and proactive guidance.

• 🔄 Continuous Feature Updates: Frequent enhancements based on user feedback keep the platform relevant and innovative.

🏭 Cross-Industry Applications

Dawiso’s versatility and scalability have made it a trusted solution across a broad spectrum of industries:

• 💰 Finance & Banking: Ensuring data compliance, audit readiness, and trusted financial reporting.

• ⚡ Energy & Utilities: Managing complex operational data and regulatory reporting.

• 🏥 Healthcare & Life Sciences: Safeguarding sensitive patient data while enabling research analytics.

• 🏛️ Government & Public Sector: Enhancing transparency, accountability, and data democratization.

• 🚚 Manufacturing & Logistics: Streamlining supply chain analytics and operational insights.

🧠 Getting Started with Dawiso

Dawiso supports new users and organizations with a wealth of resources and tools to accelerate adoption and maximize platform value.

📚 Dawiso Academy

A free, comprehensive learning platform offering:

• 📖 Platform Basics: Step-by-step tutorials to familiarize users with Dawiso’s core functionality.

• 🗂️ Glossary Management: Best practices for building and maintaining a shared business glossary.

• 🔄 Lineage Visualization: Guidance on interpreting and utilizing interactive data lineage features.

• 📄 Documentation Best Practices: Tips for authoring clear, impactful data documentation.

🧰 Toolbox for Practitioners

A curated collection of practical tools to assist data leaders and governance teams:

• 💰 ROI Calculators: Quantify the financial benefits of implementing Dawiso.

• 📊 Data Catalog Comparison Sheets: Evaluate Dawiso against other governance platforms.

• 🤖 AI Maturity Checklists: Assess organizational readiness for AI-driven data governance.

• 🛠️ Governance Adoption Frameworks: Roadmaps for integrating Dawiso into existing workflows.

🎁 Free Trial: Organizations interested in Dawiso can request a free trial with full platform access, enabling hands-on evaluation before committing. Pricing is scalable and tailored based on active user counts, ensuring a cost-effective fit for any organization size.

🧾 Conclusion

Dawiso is much more than a traditional data catalog it’s a comprehensive knowledge operating system designed to empower enterprises to manage, govern, and maximize the value of their data assets seamlessly. Whether you’re overseeing a handful of dashboards or orchestrating complex, large-scale data environments, Dawiso offers a centralized, intelligent, and scalable platform that integrates metadata management, data governance, AI-powered productivity tools, and real-time collaboration.

✅ Final Takeaways:

• Clarity: Achieve complete transparency across your data landscape with interactive lineage, a shared business glossary, and powerful search capabilities that enable users to find and understand data quickly.

• Control: Maintain compliance effortlessly through customizable metadata models, audit-ready logs, role-based access controls, and continuous monitoring.

• Collaboration: Foster cross-functional teamwork with browser-based access, guided workflows, and collaborative documentation empowering every user, regardless of technical expertise.

• Cost-Efficiency: Benefit from a simple, scalable pricing model that charges only for active contributors, ensuring optimal return on investment.

• Confidence: Build unwavering trust in your data by ensuring consistency, rich context, and governance throughout the data lifecycle.

If your organization views data as a strategic asset and is ready to transform how teams discover, govern, and act on information, Dawiso is the platform that can accelerate your data-driven journey unlocking insights, enabling compliance, and driving innovation with confidence.

Frequently Asked Questions (FAQ) about Dawiso

1. What is Dawiso?

• Dawiso is a metadata-driven knowledge management and data governance platform designed to help organizations discover, understand, document, and govern their data assets. It provides a centralized source of truth that connects diverse data sources and enables both technical and non-technical users to collaborate confidently.

2. How does Dawiso help with data governance?

• Dawiso ensures data governance by standardizing business definitions, managing data policies and rules, mapping data lineage, and maintaining audit trails. It supports regulatory compliance with frameworks like GDPR, HIPAA, and CCPA, ensuring data is managed responsibly and ethically.

3. What types of data sources does Dawiso integrate with?

• Dawiso supports a wide range of data sources including databases (SQL Server, Snowflake, Redshift), data lakes, BI tools (Power BI), real-time streaming platforms (Kafka), cloud storage, APIs, and platforms like Databricks and Google BigQuery.

4. Who can benefit from using Dawiso?

• Both technical teams (data engineers, analysts) and non-technical users (business stakeholders, compliance officers) benefit from Dawiso. It promotes data literacy, transparency, and collaboration across departments, enabling better decision-making.

5. How does Dawiso improve data consistency and reporting?

• By creating a unified business glossary and standardized KPIs, Dawiso eliminates confusion caused by inconsistent definitions. This results in reliable dashboards, trusted metrics, and reduced reporting discrepancies.

6. What is Data Lineage and why is it important?

• Data Lineage is a visual map showing the journey of data from its origin, through transformations, to final consumption. It helps users understand data flow, perform impact analysis, debug data issues, and prepare for audits, thereby building trust in data accuracy.

7. Can Dawiso be customized to fit unique business needs?

• Yes, Dawiso offers customizable metadata models, custom objects, apps, and organizational spaces. This flexibility allows businesses to mirror internal workflows and tailor governance processes without complex coding.

8. Does Dawiso support AI and automation?

• Absolutely. Dawiso features AI-powered productivity tools like automated glossary suggestions, dataset summaries, and metadata tagging. These reduce manual overhead and accelerate governance workflows.

9. How easy is it to onboard and deploy Dawiso?

• Dawiso offers rapid onboarding with deployments possible within days. Its low-code configuration enables admins to tailor workflows and policies without needing deep technical skills, making it suitable for organizations of all sizes.

10. What security and compliance features does Dawiso provide?

• Dawiso supports enterprise-grade security features including Single Sign-On (SSO), LDAP integration, detailed audit logs, version control, and role-based access control to safeguard sensitive data and maintain compliance.

11. Is Dawiso scalable for growing organizations?

• Yes, Dawiso scales from small teams to enterprises with 500+ users. Its transparent, user-based pricing model grows with your organization, and it supports multi-region deployments and flexible cloud or on-premises setups.

12. How does Dawiso support collaboration across departments?

• By centralizing metadata, business glossaries, documentation, and data products in one platform, Dawiso breaks down silos and fosters cross-functional collaboration through browser-based access and guided workflows.

13. Can I try Dawiso before purchasing?

• Yes, Dawiso offers a free trial with full platform access, allowing organizations to evaluate features hands-on. Pricing is scalable and tailored based on active user counts.

14. What industries use Dawiso?

• Dawiso is used across multiple industries including finance, banking, energy, utilities, healthcare, life sciences, government, manufacturing, and logistics, demonstrating versatility and wide applicability.

15. How does Dawiso help with data literacy and knowledge sharing?

• Through a centralized business glossary, documentation modules, and subject-matter expert mapping, Dawiso helps democratize data knowledge and preserve institutional expertise, empowering users at all levels.