EVALUATION GUIDE
Data Catalog Comparison Guide
We've defined a set of evaluation criteria based on real needs from modern data teams. These criteria go beyond technical specifications to help you navigate the landscape with confidence.
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Which data catalog is right for you?
Choose Dawiso if…
- Your data catalog should double as a context layer for AI: knowledge graph, data modeling, MCP built in
- One place for data assets, business terms, metrics and AI use cases. Beyond metadata tables.
- Transparent, user-based pricing. No hidden fees. No mandatory implementation costs.
- Go live in weeks. Your team picks it up without a training army.
Consider Collibra or Alation if…
- You are a large enterprise with deep, process-heavy governance needs
- You have dedicated implementation teams and long rollout timelines
- You need a mature ecosystem with a large consulting partner network
Consider Open Metadata if…
- Your team is highly technical and prefers open-source flexibility
- You have in-house engineering capacity for customization and maintenance
- Vendor lock-in is your primary concern
Coverage at a Glance
Core Comparison
Key differentiators across all platforms
Data Catalog
Business Glossary
Data Modeling
Knowledge Graph
AI Chatbot
AI-driven Domain Creation
On-premises Support
EU AI Act Compliance
ISO 27001 Certificate
Transparent Pricing
Built for Business Users
Fast Adoption
Low-code Experience
| Data Catalog | |||||||
|---|---|---|---|---|---|---|---|
| Business Glossary | Partially | ||||||
| Data Modeling | Partially | ||||||
| Knowledge Graph | Partially | ||||||
| AI Chatbot | |||||||
| AI-driven Domain Creation | |||||||
| On-premises Support | Partially | ||||||
| EU AI Act Compliance | Partially | ||||||
| ISO 27001 Certificate | |||||||
| Transparent Pricing | |||||||
| Built for Business Users | Partially | Partially | |||||
| Fast Adoption | Partially | Partially | |||||
| Low-code Experience |
Features
Core capabilities for metadata management, data modeling, and governance.
Data Catalog
Business Glossary
Interactive Data Lineage
Automated Metadata Scanning
Role-based control / ownership
Collaboration & commenting
Custom workflows
API availability
Data product support
Data modeling
Conceptual modeling
AI models governance
Data quality integration
Knowledge graph
| Data Catalog | |||||||
|---|---|---|---|---|---|---|---|
| Business Glossary | Partially | ||||||
| Interactive Data Lineage | Partially | ||||||
| Automated Metadata Scanning | |||||||
| Role-based control / ownership | |||||||
| Collaboration & commenting | Partially | ||||||
| Custom workflows | |||||||
| API availability | |||||||
| Data product support | Partially | ||||||
| Data modeling | Partially | ||||||
| Conceptual modeling | Partially | ||||||
| AI models governance | Partially | Partially | |||||
| Data quality integration | Partially | ||||||
| Knowledge graph | Partially |
AI & Automation
AI-powered features that accelerate documentation, discovery, and workflows.
AI-assisted documentation
AI search / recommendation
AI Chatbot
AI-driven domain creation
Fully customizable automated workflow notifications
Automatically ingest metadata
Automated impact analysis
| AI-assisted documentation | Partially | ||||||
|---|---|---|---|---|---|---|---|
| AI search / recommendation | |||||||
| AI Chatbot | |||||||
| AI-driven domain creation | |||||||
| Fully customizable automated workflow notifications | Partially | Partially | Partially | Partially | |||
| Automatically ingest metadata | |||||||
| Automated impact analysis |
Deployment & Integration
Cloud, on-prem, and hybrid options plus connectors to your data stack.
Custom scanner development
SaaS/cloud deployment
On-premises support
Hybrid deployment
Integration with Snowflake
Integration with Azure
Integration with dbt
Integration with BI tools (e.g.,Tableau, Power BI)
Integration with Keboola
Integration with Jira
Integration with Slack
Integration with Teams
| Custom scanner development | Partially | Partially | |||||
|---|---|---|---|---|---|---|---|
| SaaS/cloud deployment | |||||||
| On-premises support | Partially | ||||||
| Hybrid deployment | |||||||
| Integration with Snowflake | |||||||
| Integration with Azure | Partially | ||||||
| Integration with dbt | |||||||
| Integration with BI tools (e.g.,Tableau, Power BI) | |||||||
| Integration with Keboola | |||||||
| Integration with Jira | |||||||
| Integration with Slack | |||||||
| Integration with Teams |
Usability & Adoption
How quickly teams can onboard, customize, and see real value.
Built for business users in mind
Ease of Use
Highly customizable
Customer support
Custom apps development
Fast adoption
Marketplace availability
Academy, training, guidance
| Built for business users in mind | Partially | Partially | |||||
|---|---|---|---|---|---|---|---|
| Ease of Use | Partially | Partially | Partially | Partially | |||
| LLM powered search functionality | Partially | ||||||
| Search by customizable tags | |||||||
| Data dictionary component | |||||||
| Slack integration | |||||||
| Modern UI | Partially | ||||||
| Ability to create nested documents and establish folder hierarchy | Partially | ||||||
| Ability to implement immediately | Partially | Partially | Partially | ||||
| Live support and training | |||||||
| Highly customizable | Partially | Partially | |||||
| Low-code experience | |||||||
| Custom attributes | |||||||
| Configurable workflows | Partially | Partially | Partially | Partially | Partially | ||
| UI customization | Partially | Partially | Partially | Partially | Partially | ||
| Custom apps or modules | Partially | Partially | |||||
| Access control customization | |||||||
| Custom integrations | |||||||
| Automation & scripting | Partially | Partially | |||||
| Out of the box integrations with modern cloud warehouses | |||||||
| Out of the box integrations with modern data stack tooling | |||||||
| API access to create custom integrations | |||||||
| API access to build data discovery process into existing workflows | |||||||
| Customer support | Partially | ||||||
| Custom apps development | Partially | ||||||
| Fast adoption | Partially | Partially | |||||
| Low setup / implementation time (weeks, not months) | Partially | Partially | |||||
| Minimal training needed (intuitive UI, simple onboarding) | Partially | ||||||
| Prebuilt connectors and automations (plug-and-play data integration) | |||||||
| No-code or low-code configurability (doesn't require heavy IT support) | Partially | Partially | |||||
| Role-specific experiences (clear value for business users and data teams alike) | Partially | Partially | |||||
| Quick time-to-value (organizations can start seeing impact within 30–60 days) | Partially | Partially | |||||
| Marketplace availability | |||||||
| Academy, training, guidance | Partially |
Ready to see Dawiso in action?
See how Dawiso compares in a live, personalized walkthrough.
Compliance & Governance
Regulatory frameworks, certifications, and security standards.
EU AI Act compliance
Other compliance frameworks (e.g., GDPR, HIPAA, BCBS 239)
SOC 2 Type II Cybersecurity compliance
ISO 27001 Security Certificate
ISO 27018 Security Certificate
| EU AI Act compliance | Partially | ||||||
|---|---|---|---|---|---|---|---|
| Other compliance frameworks (e.g., GDPR, HIPAA, BCBS 239) | Partially | ||||||
| SOC 2 Type II Cybersecurity compliance | |||||||
| ISO 27001 Security Certificate | |||||||
| ISO 27018 Security Certificate |
Pricing & Scalability
Pricing transparency, SME suitability, and hidden cost comparison.
Transparent pricing
Base plan price under $250/month
Suitable for SMEs
Implementation fees
Unlimited integrations
Unlimited data sets
Flexible, user-based pricing
| Transparent pricing | |||||||
|---|---|---|---|---|---|---|---|
| Base plan price under $250/month | |||||||
| Suitable for SMEs | Partially | Partially | |||||
| Implementation fees | Partially | ||||||
| Unlimited integrations | |||||||
| Unlimited data sets | |||||||
| Flexible, user-based pricing | Partially |
Export Capabilities
Supported formats for exporting data, diagrams, and documentation.
MS Excel
REST API
DB API
Word
PNG (diagrams)
| MS Excel | |||||||
|---|---|---|---|---|---|---|---|
| REST API | |||||||
| DB API | |||||||
| Word | |||||||
| PNG (diagrams) |
Why Dawiso stands out
Context Layer for AI
Transparent Pricing
Fast Adoption
Frequently Asked Questions
How customizable is the platform to match our specific workflows, terminology, and governance needs?
Dawiso is probably the most customizable and flexible catalog on the market. Thanks to its low-code capabilities, the platform can be tailored quickly and precisely to fit your organization's specific needs.
You can configure nearly every aspect of Dawiso and create your own templates:
- Use your own terminology, naming conventions, and classifications.
- Adapt workflows and governance processes to match how your teams actually work
- Define your own data models and documentation structures.
Ensures flexibility, so the tool adapts to your organization, not the other way around.
Does the platform go beyond traditional governance to support business metadata, structured documentation, and data modeling?
Yes, Dawiso goes beyond traditional governance functions. It supports business metadata through a dynamic business glossary, enables structured AI-powered documentation with customizable templates and defined relationships between data assets. Also includes both data and conceptual modeling features for organizing entities, attributes, and domains. Conceptual modeling allows you to visualize business processes, making complex structures easier to understand. This comprehensive approach creates a clear, business-aligned view of your data, not just a technical metadata repository.
Can the solution scale affordably, or will licensing costs limit broader adoption?
Yes. We use a user-based pricing model, we don't charge extra for additional use cases, databases, or tools generating metadata. You only pay for real users, not for growing your data landscape. Also, avoid expensive fees that restrict access to key contributors. See our pricing plans: /pricing
What factors should I consider when deciding on a data management solution?
Specific needs: evaluate the organization's specific data management requirements. Ask the following questions:
- Do you need a comprehensive solution?
- Do I need a solution focused on technical aspects or knowledge management?
- How big is my data team? How many people do I need access for?
- Does it fit into my technical data stack?
If you're already at a higher data governance maturity level, you can opt for a more developed solution that offers more features.
Budget and resources: assess your budget and tell yourself how many people you need seats for. When you buy a data solution, you are buying several licenses. You need to determine how many seats and viewers you need to include in the process, which will determine the final price of the product. For smaller businesses, "large-scale complexity" solutions can be expensive and resource-intensive. For beginners, it's better to look for more affordable all-in-one basic packages to help them get from maturity 0 to higher levels of data governance maturity.
Answer the questions:
- How many seats do I need to purchase?
- How many people do I need access for (viewers)
User-friendliness: consider the ease of implementation and user-friendliness of the solution. An overly complex system may hinder adoption. It is better to choose a simpler solution (definitely when you want to just start with governance). Clients often already think about where they will be in three years when choosing a solution, and solutions offering basic features seem insufficient. Which is unfortunate thinking if they are still on maturity level one and want to behave like someone two or three levels above. The important thing is to learn how to work with these tools first, which is usually harder with more complex tools.
- What stage of data governance maturity am I at?
- Can my company handle the implementation of the solution under consideration?
Regulatory requirements: consider the needs of your industry and compliance. Does the tool help me to comply with all regulations?
Is the Dawiso platform designed for both business and technical users, or just governance teams?
Yes, it's designed for everyone in your organization, not just data specialists. The platform is designed to be intuitive and accessible, allowing business users to easily find, understand, and work with data, while also providing the depth and flexibility that technical teams need for advanced metadata management, lineage analysis, and integration. By bridging the gap between business and IT, Dawiso supports true cross-functional collaboration around data.