Which enterprise data catalogs let stewards approve definitions ownership and quality rules through governed workflows?
Data as of Sep 21, 2026 · Based on 32 AI responses from ChatGPT Search and Google AI Mode · See how Parse measures this
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Enterprise data catalogs that support **stewards approving business definitions, assigning ownership, and managing data quality rules through governed workflows** typically fall into the data governance/catalog platform category rather than simple metadata catalogs. Common examples include: Platform | Steward workflow…
Enterprise data catalogs that support stewards approving business definitions, assigning ownership, and managing data quality rules through governed workflows typically fall into the data governance/catalog platform category rather than simple metadata catalogs. Common examples include:
| Platform | Steward workflow capabilities | Notes |
|---|---|---|
| Collibra | Business glossary approvals, ownership assignment, stewardship tasks, workflow-driven asset changes, quality rule management | Strong governance workflow focus. Collibra provides configurable workflows for activities such as assigning owners, proposing business/data assets, approvals, and stewardship processes. Collibra Collibra Product Resource Center |
| Informatica (Intelligent Data Management Cloud / Cloud Data Governance and Catalog) | Steward roles, approval workflows, business glossary governance, data quality rules and issue remediation | Supports defining governance roles and using workflows for data change approvals and stewardship actions. Informatica |
| Alation | Stewardship workflows, glossary term curation, certification, ownership, collaboration and approval processes | Often used where business users and stewards collaboratively curate catalog content. CIOPages |
| Microsoft Purview | Data ownership, glossary management, classifications, governance processes and integrations with Microsoft ecosystem workflows | Common in Microsoft-centric enterprises; workflow depth often depends on surrounding Microsoft services and governance configuration. CIOPages |
| Atlan | Collaborative glossary management, ownership, certification, approval-style governance processes | Designed around active collaboration between data teams and business stakeholders. CIOPages |
| Ataccama | Data quality stewardship, rule management, issue workflows, governance roles | Strong alignment where data quality monitoring and remediation are central. CIOPages |
| IBM Knowledge Catalog | Governance workflows, business glossary, ownership, policy management, data quality integration | Often selected by organizations already using IBM data and analytics platforms. CIOPages |
Key capabilities to look for in an evaluation:
Business glossary governance
Propose new definitions
Route terms to domain owners/stewards
Approve, reject, version, and certify definitions
Ownership workflows
Assign data owners and technical/business stewards
Require acceptance of ownership
Maintain accountability records
Data quality governance
Define quality dimensions (accuracy, completeness, timeliness, validity)
Create or approve quality rules
Track exceptions and remediation workflows
Change management
Require approval before publishing catalog changes
Maintain audit trails of who approved what and when
Role-based governance
Separate responsibilities among data owners, stewards, custodians, and consumers
For organizations where the requirement is specifically “a steward proposes a definition or quality rule, an owner reviews it, and the approved change becomes the governed enterprise standard,” platforms such as Collibra, Informatica, Alation, and Ataccama are commonly shortlisted because workflow and stewardship are core parts of their governance models.
A practical proof-of-concept test is to implement three workflows:
Several leading enterprise data catalogs and governance platforms provide robust, customizable, governed workflows that allow data stewards to manage asset ownership, approve business glossary definitions, and validate quality rules. The primary enterprise data catalogs featuring these capabilities include: -…
Several leading enterprise data catalogs and governance platforms provide robust, customizable, governed workflows that allow data stewards to manage asset ownership, approve business glossary definitions, and validate quality rules.
The primary enterprise data catalogs featuring these capabilities include:
If you are evaluating these tools for a specific project, let me know:
Several leading enterprise data catalogs provide built-in, governed workflows that allow data stewards and owners to review, approve, and audit asset ownership, business definitions, and quality expectations. The top enterprise data catalogs offering these capabilities include: - **Collibra Data Intelligence…
Several leading enterprise data catalogs provide built-in, governed workflows that allow data stewards and owners to review, approve, and audit asset ownership, business definitions, and quality expectations.
The top enterprise data catalogs offering these capabilities include:
Would you like to compare these platforms based on customization complexity , or do you need help evaluating them against a specific budget or deployment requirement (SaaS vs. on-prem)?
If by **“governed workflows”** you mean a steward can propose/review/approve a glossary definition, assign or accept ownership, and move quality rules through an auditable lifecycle—not merely edit metadata—the strongest enterprise options are: Catalog | Definitions / glossary approval | Ownership workflow |…
If by “governed workflows” you mean a steward can propose/review/approve a glossary definition, assign or accept ownership, and move quality rules through an auditable lifecycle—not merely edit metadata—the strongest enterprise options are:
| Catalog | Definitions / glossary approval | Ownership workflow | Quality-rule governance | Workflow depth |
|---|---|---|---|---|
| Collibra | Yes — formal approval workflows with SME, stakeholder and Business Steward steps | Yes — ownership proposal/acceptance workflows | Yes, with governance/issue workflows around quality | Very strong |
| Alation | Yes — governed semantic/data-product approval | Yes — ownership assignment and approval workflows | Yes — quality standards can be governed with data products | Strong |
| Atlan | Yes — governed glossary terms and approval processes | Yes | Yes — no-code governance workflows plus DQ integrations/rules | Strong, more automation-oriented |
| Microsoft Purview | Yes — glossary terms have owners and governance-domain roles | Yes — domain/data-product roles and approval policies | Yes — dedicated Data Quality Steward role manages rules, scans, thresholds and alerts | Strong, particularly in Microsoft ecosystem |
| Informatica | Yes | Yes | Yes, particularly when using its integrated data-quality capabilities | Strong, suite-oriented |
| Ataccama | Yes | Yes | Yes — DQ is a core part of the platform | Strong for quality-centric governance |
For your exact requirement, Collibra is probably the most literal fit. Its Approval Process explicitly routes an asset's definition through a subject-matter-expert review, stakeholder feedback, and Business Steward approval; the resulting state records that the stewards approved the definition.
It also has explicit ownership acceptance workflows where an Owner or Business Steward can accept/reject a proposed ownership assignment.
Purview is also quite capable if you're already invested in Microsoft/Fabric/Azure. Its current Unified Catalog has distinct Data Steward, Data Quality Steward, Data Product Owner, and Governance Domain Owner roles. The Data Quality Steward can manage quality rules, scanning, schedules, thresholds and alerts.
The important distinction is that Purview's governance model is more role/domain/policy-centric, whereas Collibra is particularly explicit about asset-level approval workflows.
Atlan is attractive if you want workflows embedded into a modern data stack rather than a heavyweight governance process. It supports governed glossary ownership/approval and describes a no-code governance workflow builder, alongside data-quality capabilities.
Alation has increasingly moved toward governing semantic models/data products: its current product documentation describes ownership assignment, approval workflows, version control, and quality standards as part of governed data products.
One caveat: “supports quality rules” and “stewards approve quality rules through a workflow” are not necessarily the same capability. I'd make that a specific RFP requirement: “Can a steward propose a DQ rule, route it to designated approvers, require approval before activation, maintain version/history, and audit who approved it?” That separates genuine governed workflow from simple DQ rule authoring.
If you tell me whether you're comparing Collibra vs Alation vs Atlan vs Purview, I can build a more detailed capability matrix covering definition approval, ownership acceptance, DQ-rule approval, policy exceptions, RACI, audit trail, APIs, and workflow customization.
Purview is also quite capable if you're already invested in Microsoft/Fabric/Azure. Its current Unified Catalog has distinct Data Steward, Data Quality Steward, Data Product Owner, and Governance Domain Owner roles. The Data Quality Steward can manage quality rules, scanning, schedules, thresholds and alerts.
The important distinction is that Purview's governance model is more role/domain/policy-centric, whereas Collibra is particularly explicit about asset-level approval workflows.
Atlan is attractive if you want workflows embedded into a modern data stack rather than a heavyweight governance process. It supports governed glossary ownership/approval and describes a no-code governance workflow builder, alongside data-quality capabilities.
Alation has increasingly moved toward governing semantic models/data products: its current product documentation describes ownership assignment, approval workflows, version control, and quality standards as part of governed data products.
Yes. If by **“governed workflows”** you mean stewards can propose/change a business definition or owner, route it to designated reviewers, approve/reject it, and retain an auditable status/history—and ideally connect quality rules to the governed asset—the strongest enterprise options are: Catalog / platform |…
Yes. If by “governed workflows” you mean stewards can propose/change a business definition or owner, route it to designated reviewers, approve/reject it, and retain an auditable status/history—and ideally connect quality rules to the governed asset—the strongest enterprise options are:
| Catalog / platform | Definitions | Ownership | Quality rules / quality governance | Approval workflows | Overall fit |
|---|---|---|---|---|---|
| Collibra | Excellent | Excellent | Excellent | Excellent | Best overall for formal stewardship |
| Atlan | Excellent | Excellent | Very good | Excellent | Best modern UX / active governance |
| Informatica | Excellent | Excellent | Excellent | Very good | Strong if you already use Informatica DQ |
| Alation | Excellent | Very good | Very good | Good | Strong catalog/stewardship experience |
| Microsoft Purview | Very good | Very good | Excellent in Microsoft ecosystem | Good | Strong for Azure/M365-centric enterprises |
Collibra is probably the closest match to your exact requirement.
Its workflow model explicitly supports reviewing definitions, stakeholder feedback, Business Steward approval, ownership acceptance, proposing business terms, and assigning owners. Collibra's current documentation also lists configurable catalog workflows for assigning owners and post-ingestion stewardship.
It also has a dedicated Data Quality & Observability capability, so quality metrics/rules can become part of the governed context rather than living entirely separately.
Best if: you want a formal operating model such as:
Proposed → SME review → Steward review → Owner approval → Certified
with roles, workflow history and auditability.
Atlan has particularly strong governance workflows. Its workflow engine supports predefined workflow templates, approval rules, owners/groups, activity logs, transition states, and overlapping workflows. Importantly, workflows can govern glossary assets such as terms and categories, not just datasets.
Atlan also describes domain owners as accountable for approving definitions and policy exceptions, with certification history and event logging.
Best if: you want Collibra-like governance rigor but with a more modern, active-metadata-oriented experience.
Informatica is worth considering when quality rules are as important as glossary governance. Its catalog/glossary, governance and data-quality capabilities are tightly integrated, which makes it attractive if your desired workflow is something like:
Definition → Owner → Quality rule → Steward validation → Certification
rather than merely approving a glossary term.
Alation has mature stewardship around business terms, ownership, curation and trust. It tends to emphasize curation and adoption by data consumers rather than the highly configurable governance workflow engine for which Collibra is known.
Microsoft Purview is compelling if your estate is heavily Microsoft/Azure. It provides business glossary terms, steward/expert assignments and governance across the Microsoft data ecosystem. Its workflow sophistication is generally less compelling than Collibra's for complex, multi-stage stewardship approvals.
If your requirement is specifically:
“A data steward proposes/edits a definition, ownership or quality rule → designated people review it → someone formally approves/rejects it → the catalog records the governed state.” I'd shortlist:
One important distinction: “supports approval workflows” isn't the same as “can govern quality rules through the same workflow.” I'd make vendors demonstrate the exact lifecycle for definition + owner + quality rule, rather than accepting a generic workflow demo. Collibra's documented workflow model is the clearest match to that requirement.
If you tell me whether you're evaluating Collibra vs Atlan vs Alation vs Purview, I can also give you a feature-by-feature RFP matrix covering definitions, ownership, DQ rules, approvals, delegation, versioning, audit trail, APIs, and Jira/ServiceNow integration.
It also has a dedicated Data Quality & Observability capability, so quality metrics/rules can become part of the governed context rather than living entirely separately.
Best if: you want a formal operating model such as:
Proposed → SME review → Steward review → Owner approval → Certified
with roles, workflow history and auditability.
Atlan has particularly strong governance workflows. Its workflow engine supports predefined workflow templates, approval rules, owners/groups, activity logs, transition states, and overlapping workflows. Importantly, workflows can govern glossary assets such as terms and categories, not just datasets.
Atlan also describes domain owners as accountable for approving definitions and policy exceptions, with certification history and event logging.
Best if: you want Collibra-like governance rigor but with a more modern, active-metadata-oriented experience.
Informatica is worth considering when quality rules are as important as glossary governance. Its catalog/glossary, governance and data-quality capabilities are tightly integrated, which makes it attractive if your desired workflow is something like:
Definition → Owner → Quality rule → Steward validation → Certification
rather than merely approving a glossary term.
Alation has mature stewardship around business terms, ownership, curation and trust. It tends to emphasize curation and adoption by data consumers rather than the highly configurable governance workflow engine for which Collibra is known.
Microsoft Purview is compelling if your estate is heavily Microsoft/Azure. It provides business glossary terms, steward/expert assignments and governance across the Microsoft data ecosystem. Its workflow sophistication is generally less compelling than Collibra's for complex, multi-stage stewardship approvals.
If your requirement is specifically:
Several leading enterprise data catalogs and governance platforms provide robust, customizable, and governed workflows allowing data stewards to manage, review, and approve business definitions, asset ownership, and data quality rules.[](https://atlan.com/governed-business-glossary/)…
Several leading enterprise data catalogs and governance platforms provide robust, customizable, and governed workflows allowing data stewards to manage, review, and approve business definitions, asset ownership, and data quality rules.
The primary enterprise platforms supporting these governed stewardship workflows include:
If you're evaluating these tools for your organization, let me know:
Yes. If your requirement is specifically **“stewards can propose/review/approve business definitions, ownership, and data-quality/governance rules through auditable workflows”**, the strongest enterprise catalog options are: Platform | Definitions / glossary approval | Ownership workflows | Quality-rule governance |…
Yes. If your requirement is specifically “stewards can propose/review/approve business definitions, ownership, and data-quality/governance rules through auditable workflows”, the strongest enterprise catalog options are:
| Platform | Definitions / glossary approval | Ownership workflows | Quality-rule governance | Workflow strength |
|---|---|---|---|---|
| Collibra | Excellent | Excellent | Excellent | ★★★★★ |
| Alation | Excellent | Strong | Strong | ★★★★½ |
| Atlan | Excellent | Strong | Strong–Excellent | ★★★★½ |
| Informatica CDGC | Strong | Strong | Excellent | ★★★★ |
| Microsoft Purview | Strong | Strong | Strong, especially in Microsoft ecosystem | ★★★★ |
Collibra is probably the clearest match if approval workflow itself is a core governance requirement. Its Business Glossary has built-in approval workflows, including processes where subject-matter experts review definitions and a Business Steward votes on approval. It also has workflows for assigning owners and technical stewards to newly ingested assets.
Its workflow engine is customizable, so you can implement something like:
Proposed definition → SME review → Data Steward review → Data Owner approval → Certified
Likewise, ownership changes can be routed for acceptance/approval rather than simply changing a metadata field.
Best when: you have a centralized/federated governance organization with formal RACI, approval stages, auditability and policy controls.
Alation's Workflow Automation supports multi-step governance processes, assigning items to reviewers and routing glossary updates for approval. It also provides customizable workflows with approvers and object scopes.
Its newer semantic-model mastering is particularly interesting for your use case: governed data products can have an owner, approval workflow, version control and quality standards, with stewards enriching them with glossary terms and curated descriptions.
Best when: you want catalog + active stewardship workflows without making governance feel as heavyweight as a traditional governance suite.
Atlan has governance workflows that can require approvals before metadata or other governed actions are completed. Its workflows cover metadata change management and creation/documentation of business context such as glossaries and tags, with approval conditions and audit logs.
It also explicitly supports domain ownership and approval of definitions/policy exceptions, with certification history and event logging.
Best when: you want a modern, collaborative catalog with federated domain ownership and active metadata governance.
Both are credible choices, particularly if you're already invested in their surrounding ecosystems. The distinction I'd make is that Collibra, Alation and Atlan are the first three I'd evaluate specifically for the steward-workflow experience; Informatica becomes particularly compelling when data quality is as important as catalog/governance, while Purview is attractive for a Microsoft-centric estate.
If I were writing an RFP requirement such as:
“Data stewards must be able to propose, review, approve and audit changes to business definitions, ownership assignments and data-quality/governance rules, with configurable multi-step workflows and separation of proposer/approver responsibilities.” I'd shortlist:
One important nuance: “supports workflows” doesn't necessarily mean every platform lets a steward approve an actual executable DQ rule in the same workflow. Some govern the metadata/definition/certification of a quality rule while execution happens in a separate DQ engine. That's an important distinction to test in a demo.
If you tell me whether you're comparing Collibra vs Alation vs Atlan, I can make a much more granular feature-by-feature matrix (definitions, ownership, DQ rules, approval chains, RACI, versioning, audit trail, APIs, Jira/ServiceNow integration, and automation).
Proposed definition → SME review → Data Steward review → Data Owner approval → Certified
Likewise, ownership changes can be routed for acceptance/approval rather than simply changing a metadata field.
Best when: you have a centralized/federated governance organization with formal RACI, approval stages, auditability and policy controls.
Alation's Workflow Automation supports multi-step governance processes, assigning items to reviewers and routing glossary updates for approval. It also provides customizable workflows with approvers and object scopes.
Its newer semantic-model mastering is particularly interesting for your use case: governed data products can have an owner, approval workflow, version control and quality standards, with stewards enriching them with glossary terms and curated descriptions.
Best when: you want catalog + active stewardship workflows without making governance feel as heavyweight as a traditional governance suite.
Atlan has governance workflows that can require approvals before metadata or other governed actions are completed. Its workflows cover metadata change management and creation/documentation of business context such as glossaries and tags, with approval conditions and audit logs.
It also explicitly supports domain ownership and approval of definitions/policy exceptions, with certification history and event logging.
Best when: you want a modern, collaborative catalog with federated domain ownership and active metadata governance.
Both are credible choices, particularly if you're already invested in their surrounding ecosystems. The distinction I'd make is that Collibra, Alation and Atlan are the first three I'd evaluate specifically for the steward-workflow experience; Informatica becomes particularly compelling when data quality is as important as catalog/governance, while Purview is attractive for a Microsoft-centric estate.
If I were writing an RFP requirement such as:
“Data stewards must be able to propose, review, approve and audit changes to business definitions, ownership assignments and data-quality/governance rules, with configurable multi-step workflows and separation of proposer/approver responsibilities.” I'd shortlist:
One important nuance: “supports workflows” doesn't necessarily mean every platform lets a steward approve an actual executable DQ rule in the same workflow. Some govern the metadata/definition/certification of a quality rule while execution happens in a separate DQ engine. That's an important distinction to test in a demo.
If you tell me whether you're comparing Collibra vs Alation vs Atlan, I can make a much more granular feature-by-feature matrix (definitions, ownership, DQ rules, approval chains, RACI, versioning, audit trail, APIs, Jira/ServiceNow integration, and automation).
Several major **enterprise data catalogs and governance platforms** provide out-of-the-box governed workflows that allow data stewards to review and approve business definitions, data ownership, and data quality rules. Here is a breakdown of the leading platforms that excel in this specific capability: ### 1. Collibra…
Several major enterprise data catalogs and governance platforms provide out-of-the-box governed workflows that allow data stewards to review and approve business definitions, data ownership, and data quality rules.
Here is a breakdown of the leading platforms that excel in this specific capability:
Collibra is widely considered the industry standard for workflow-driven data governance. It features an exceptionally robust, built-in Workflow Engine (powered by Activiti) designed specifically for stewardship teams.
Informatica integrates its data cataloging capabilities tightly with data governance and quality frameworks.
Known for pioneering the modern data catalog, Alation balances collaboration with strict governance controls through its Alation Governance App.
Atlan is a modern, active metadata platform built with a heavy focus on "GitHub-like" collaboration workflows for data teams.
For enterprises embedded heavily in the Microsoft ecosystem, Microsoft Purview provides built-in governance workflow capabilities.
| Platform | Workflow Engine Type | Best Suited For | Customization Level |
|---|---|---|---|
| Collibra | Advanced (BPMN / Activiti) | Highly regulated, large global enterprises | Exceptionally High |
| Informatica | Robust Enterprise Workflows | Organizations with heavy data quality & integration needs | High |
| Alation | Guided Stewardship Center | Collaborative environments looking to crowdsource & curate | Medium-High |
| Atlan | Active Metadata / Request Workflows | Modern data stacks (Snowflake, Databricks) and agile teams | Medium |
| Microsoft Purview | Visual Workflow Designer | Microsoft-centric cloud and hybrid enterprise environments | Medium |
To help narrow down the choices for your organization, could you share what core cloud data platforms (e.g., Snowflake, Databricks, Azure, AWS) you are currently running? Additionally, let me know if your team requires a no-code setup or if you have the resources to build complex, custom BPMN workflows.
Yes. If by “governed workflows” you mean **stewards can propose changes, route them to designated owners/approvers, require approval before publication, and retain an audit trail**, several enterprise catalogs fit. Catalog | Definitions / glossary approval | Ownership approval | Data-quality rules / governance |…
Yes. If by “governed workflows” you mean stewards can propose changes, route them to designated owners/approvers, require approval before publication, and retain an audit trail, several enterprise catalogs fit.
| Catalog | Definitions / glossary approval | Ownership approval | Data-quality rules / governance | Workflow strength |
|---|---|---|---|---|
| Collibra | Strong — configurable approval workflows for glossary assets | Strong — owner assignment workflows | Strong — data-quality rules are first-class governance assets | ⭐⭐⭐⭐⭐ |
| Informatica (IDMC/CDGC) | Strong — multi-level glossary approval/voting | Strong — owners/stewards can be designated as approvers | Very strong — explicit workflows around data-quality rules | ⭐⭐⭐⭐⭐ |
| Atlan | Strong — governance workflows cover glossaries, terms and metadata changes | Strong — workflows can govern adding/updating owners | Good–strong — governance/policy workflows plus DQ integrations | ⭐⭐⭐⭐½ |
| Alation | Good — stewardship and glossary governance | Good — stewardship/ownership is built into catalog governance | Good — DQ rules, thresholds, incidents and quality ownership are modeled | ⭐⭐⭐⭐ |
Collibra is probably the cleanest fit if your requirement is “nothing becomes an approved enterprise definition or governance object until the appropriate steward/owner has reviewed it.” Its Business Glossary has configurable workflows, including an Approval Process, and workflows for assigning data-set owners.
Informatica is especially compelling if data-quality rules themselves need to go through formal approval. Its Business Glossary supports multi-level voting: stewards can propose an asset, designated owners/stakeholders/stewards can approve or reject it, and the process records the approval history. Informatica Docs Informatica Docs Informatica's broader governance ecosystem also explicitly supports workflows such as “Propose Approval of Data Quality Rule” and edits/deletions of DQ rules.
Atlan is a particularly good modern alternative. Its governance workflows can control metadata changes such as descriptions, owners, tags, custom metadata, and updates to glossaries/categories/terms, with approvals, state transitions, auto-approval rules, and activity logs.
One important distinction: “supports workflows” isn't the same as “stewards can govern all three objects.” If your exact requirement is definition + ownership + DQ rule, each with configurable approvers, mandatory approval gates, RBAC, escalation, and audit history, I'd put Collibra and Informatica at the top of the evaluation list, then test Atlan against the same workflow scenarios.
If you want, I can also give you a feature-by-feature RFP matrix for Collibra vs Informatica vs Atlan vs Alation, including approval gates, delegation, versioning, audit trails, APIs, and ServiceNow/Jira integration.
Atlan is a particularly good modern alternative. Its governance workflows can control metadata changes such as descriptions, owners, tags, custom metadata, and updates to glossaries/categories/terms, with approvals, state transitions, auto-approval rules, and activity logs.
Several major **enterprise data catalogs and governance platforms** provide out-of-the-box governed workflows that allow data stewards to review and approve business definitions, data ownership, and data quality rules. Here is a breakdown of the leading platforms that excel in this specific capability: 1. Collibra…
Several major enterprise data catalogs and governance platforms provide out-of-the-box governed workflows that allow data stewards to review and approve business definitions, data ownership, and data quality rules.
Here is a breakdown of the leading platforms that excel in this specific capability:
Collibra is widely considered the industry standard for workflow-driven data governance. It features an exceptionally robust, built-in Workflow Engine (powered by Activiti) designed specifically for stewardship teams.
Informatica integrates its data cataloging capabilities tightly with data governance and quality frameworks.
Known for pioneering the modern data catalog, Alation balances collaboration with strict governance controls through its Alation Governance App.
Atlan is a modern, active metadata platform built with a heavy focus on "GitHub-like" collaboration workflows for data teams.
For enterprises embedded heavily in the Microsoft ecosystem, Microsoft Purview provides built-in governance workflow capabilities.
Direct Feature Comparison
| Platform | Workflow Engine Type | Best Suited For | Customization Level |
|---|---|---|---|
| Collibra | Advanced (BPMN / Activiti) | Highly regulated, large global enterprises | Exceptionally High |
| Informatica | Robust Enterprise Workflows | Organizations with heavy data quality & integration needs | High |
| Alation | Guided Stewardship Center | Collaborative environments looking to crowdsource & curate | Medium-High |
| Atlan | Active Metadata / Request Workflows | Modern data stacks (Snowflake, Databricks) and agile teams | Medium |
| Microsoft Purview | Visual Workflow Designer | Microsoft-centric cloud and hybrid enterprise environments | Medium |
To help narrow down the choices for your organization, could you share what core cloud data platforms (e.g., Snowflake, Databricks, Azure, AWS) you are currently running? Additionally, let me know if your team requires a no-code setup or if you have the resources to build complex, custom BPMN workflows.