Compare Coalesce Catalog (formerly CastorDoc) and Databricks 
At a Glance
Market Segments
Mid-Market (58.7% of reviews)
Enterprise (45.1% of reviews)
Entry-Level Pricing
No pricing available
No pricing available
Coalesce Catalog (formerly CastorDoc)
Star Rating
(64)4.7 out of 5
Market Segments
Mid-Market (58.7% of reviews)
Pros & Cons
Entry-Level Pricing
No pricing available
Learn more about Coalesce Catalog (formerly CastorDoc)Databricks
Star Rating
(719)4.6 out of 5
Market Segments
Enterprise (45.1% of reviews)
Pros & Cons
Entry-Level Pricing
No pricing available
Learn more about DatabricksSummary
AI Generated Summary
AI-generated. Powered by real user reviews.
- G2 reviewers report that the Databricks Data Intelligence Platform excels in overall user satisfaction, boasting a significantly higher G2 Score compared to Coalesce Catalog. Users appreciate its ability to scale large language models and manage data security across multiple cloud environments, making it a robust choice for enterprises.
- Users say that Coalesce Catalog offers a highly intuitive experience, particularly with its lineage feature that simplifies data discovery. The integration with Slack is also highlighted as a convenient tool, allowing users to quickly access data information by simply mentioning the platform.
- Reviewers mention that while Databricks provides a powerful interface with interactive notebooks for SQL and Python, some users have found the setup process to be more complex compared to Coalesce Catalog, which is praised for its straightforward onboarding and ease of use.
- According to verified reviews, Databricks shines in its data integration capabilities, receiving positive feedback for its autoscaling feature that helps reduce cloud resource costs. In contrast, Coalesce Catalog is noted for its effective data governance tools, which provide comprehensive insights into data objects.
- Users highlight that Databricks has a strong support system, although some recent users have noted that response times can vary. On the other hand, Coalesce Catalog users consistently commend its quality of support, often describing it as timely and helpful.
- Reviewers indicate that while Databricks is favored for its advanced analytics capabilities and workflow management, Coalesce Catalog excels in self-service features and data discovery, making it a strong contender for mid-market companies looking for user-friendly solutions.
Pricing
Entry-Level Pricing
Coalesce Catalog (formerly CastorDoc)
No pricing availableDatabricks
No pricing availableFree Trial
Coalesce Catalog (formerly CastorDoc)
Free Trial is available
Databricks
Free Trial is available
Ratings
Meets Requirements
9.0
50
8.9
567
Ease of Use
9.6
52
8.9
578
Ease of Setup
9.3
26
8.7
450
Ease of Admin
9.1
25
8.3
181
Quality of Support
9.7
47
8.7
542
Has the product been a good partner in doing business?
9.5
25
8.9
185
Product Direction (% positive)
9.8
53
9.6
555
Features by Category
Reports
Not enough data
8.2
11
Not enough data
7.4
9
Not enough data
8.3
11
Not enough data
8.0
9
Not enough data
8.9
14
Data Preparation
Not enough data
8.9
6
Not enough data
8.8
7
Data Modeling and Blending
Not enough data
9.0
8
Not enough data
8.8
7
Not enough data
8.8
8
Generative AI
Not enough data
9.1
9
Not enough data
9.2
6
Agentic AI - Analytics Platforms
Not enough data
9.3
7
Not enough data
8.7
5
Not enough data
8.3
6
Not enough data
8.3
6
Not enough data
8.3
7
Not enough data
9.7
6
Not enough data
9.3
5
Self Service
Not enough data
7.7
10
Not enough data
7.7
10
Not enough data
8.5
11
Not enough data
8.1
12
Not enough data
8.2
11
Not enough data
7.9
8
Deployment & Integration - Analytics Platforms
Not enough data
8.1
7
Not enough data
9.2
8
Not enough data
8.6
6
Not enough data
9.2
6
Advanced Analytics
Not enough data
8.3
11
Not enough data
8.2
11
Not enough data
9.0
12
Performance & Scalability - Analytics Platforms
Not enough data
8.8
7
Not enough data
Not enough data
Advanced Analytics & Modeling - Analytics Platforms
Not enough data
9.0
8
Not enough data
8.5
8
Not enough data
8.6
6
Agentic AI Capabilities - Analytics Platforms
Not enough data
8.6
7
Not enough data
8.8
7
Not enough data
8.9
6
Not enough data
8.6
7
Personalized Intelligence - Analytics Platforms
Not enough data
9.2
6
Not enough data
7.9
8
Not enough data
8.3
7
Building Reports
Not enough data
9.0
148
Not enough data
8.6
143
Not enough data
7.6
123
Not enough data
8.4
144
Data Governance
10.0
13
Not enough data
9.6
9
Not enough data
9.9
13
Not enough data
Data Preparation
9.7
12
Not enough data
8.3
8
Not enough data
8.5
8
Not enough data
7.9
8
Not enough data
Collaboration
9.3
12
Not enough data
9.4
11
Not enough data
9.9
13
Not enough data
9.9
14
Not enough data
Artificial Intelligence
9.4
11
Not enough data
8.2
10
Not enough data
8.5
9
Not enough data
Generative AI
Not enough data
Not enough data
Not enough data
Not enough data
Agentic AI - Machine Learning Data Catalog
Not enough data
Not enough data
Not enough data
Not enough data
Not enough data
Not enough data
Not enough data
Not enough data
Not enough data
Not enough data
Administration
7.9
19
8.8
99
8.5
21
8.6
93
7.7
17
9.0
94
8.0
16
8.7
97
Management
7.9
28
8.4
87
9.1
30
8.6
86
Feature Not Available
8.6
87
7.6
19
8.5
87
9.4
32
8.8
86
Compliance
8.2
17
8.8
98
8.0
18
8.7
92
7.1
14
8.9
94
7.4
15
8.7
94
Security
8.3
25
9.0
86
8.2
23
8.9
85
8.3
20
8.8
86
Data Quality
7.7
14
9.0
94
8.1
15
8.7
93
8.2
17
9.0
93
Maintainence
8.0
22
8.7
85
8.3
18
8.8
83
Generative AI
Not enough data
8.4
82
Not enough data
8.5
81
Agentic AI - Data Governance
Not enough data
8.5
10
Not enough data
8.8
11
Not enough data
9.0
14
Not enough data
8.5
12
Not enough data
9.0
12
Not enough data
9.0
13
Management
Not enough data
8.6
171
Not enough data
8.5
164
Functionality
Not enough data
9.1
172
Not enough data
9.2
174
Not enough data
9.1
172
Not enough data
9.0
167
Not enough data
9.1
167
Deployment
Not enough data
8.9
64
Not enough data
8.9
64
Not enough data
8.9
66
Not enough data
8.9
66
Not enough data
9.0
67
Deployment
Not enough data
8.9
61
Not enough data
8.8
62
Not enough data
8.6
66
Not enough data
8.9
65
Not enough data
9.0
66
Management
Not enough data
9.0
63
Not enough data
8.8
65
Not enough data
9.2
61
Not enough data
8.9
68
Operations
Not enough data
8.7
62
Not enough data
8.8
61
Not enough data
9.0
62
Management
Not enough data
8.8
60
Not enough data
8.7
61
Not enough data
9.1
59
Generative AI
Not enough data
8.3
28
Not enough data
8.3
28
System
Not enough data
8.9
180
Model Development
Not enough data
8.8
182
Not enough data
7.9
187
Not enough data
8.3
186
Not enough data
8.7
190
Model Development
Not enough data
8.5
172
Machine/Deep Learning Services
Not enough data
8.2
174
Not enough data
8.5
180
Not enough data
8.3
172
Not enough data
8.2
172
Machine/Deep Learning Services
Not enough data
8.4
158
Not enough data
8.4
160
Deployment
Not enough data
8.5
178
Not enough data
8.7
180
Not enough data
9.0
187
Generative AI
Not enough data
8.2
86
Not enough data
8.4
87
Not enough data
7.6
86
Agentic AI - Data Science and Machine Learning Platforms
Not enough data
9.2
8
Not enough data
8.3
7
Not enough data
8.1
8
Not enough data
8.6
7
Not enough data
9.2
10
Not enough data
9.2
6
Not enough data
9.3
7
Data Management
Not enough data
9.0
185
|
Verified
Not enough data
8.9
180
|
Verified
Not enough data
8.9
179
|
Verified
Not enough data
8.8
180
|
Verified
Not enough data
8.7
167
|
Verified
Not enough data
9.1
171
|
Verified
Integration
Not enough data
8.8
168
|
Verified
Not enough data
8.8
166
|
Verified
Not enough data
9.1
174
|
Verified
Deployment
Not enough data
7.9
156
|
Verified
Not enough data
9.1
178
|
Verified
Performance
Not enough data
9.1
177
|
Verified
Security
Not enough data
8.8
168
|
Verified
Not enough data
8.9
168
|
Verified
Generative AI
Not enough data
8.5
76
Not enough data
8.4
75
Management
Not enough data
Not enough data
Not enough data
Not enough data
Not enough data
Not enough data
Not enough data
Not enough data
Not enough data
Not enough data
Maintenance
Not enough data
Not enough data
Not enough data
Not enough data
Not enough data
Not enough data
Security
Not enough data
Not enough data
Not enough data
Not enough data
Data Management
8.9
9
9.0
68
9.3
10
8.7
69
9.3
10
8.8
68
7.8
10
9.1
68
Agentic AI - DataOps Platforms
Not enough data
9.1
9
Not enough data
8.8
7
Not enough data
8.9
9
Not enough data
9.0
8
Not enough data
9.4
8
Analytics
7.8
10
8.8
67
8.5
10
8.5
67
Monitoring and Management
8.5
10
8.6
67
8.1
8
8.6
68
Cloud Deployment
7.6
7
9.0
63
8.6
7
9.0
64
Generative AI
Not enough data
8.9
36
Not enough data
8.9
36
Data management
9.3
23
Not enough data
8.2
19
Not enough data
9.1
22
Not enough data
9.7
26
Not enough data
9.4
25
Not enough data
Reporting
9.0
16
Not enough data
8.0
15
Not enough data
8.6
13
Not enough data
Generative AI
Not enough data
Not enough data
Not enough data
Not enough data
Scalability and Performance - Generative AI Infrastructure
Not enough data
Not enough data
Not enough data
Not enough data
Not enough data
Not enough data
Cost and Efficiency - Generative AI Infrastructure
Not enough data
Not enough data
Not enough data
Not enough data
Not enough data
Not enough data
Integration and Extensibility - Generative AI Infrastructure
Not enough data
Not enough data
Not enough data
Not enough data
Not enough data
Not enough data
Security and Compliance - Generative AI Infrastructure
Not enough data
Not enough data
Not enough data
Not enough data
Not enough data
Not enough data
Usability and Support - Generative AI Infrastructure
Not enough data
Not enough data
Not enough data
Not enough data
Customization - AI Agent Builders
Not enough data
Not enough data
Not enough data
Not enough data
Not enough data
Not enough data
Functionality - AI Agent Builders
Not enough data
Not enough data
Not enough data
Not enough data
Not enough data
Not enough data
Not enough data
Not enough data
Data and Analytics - AI Agent Builders
Not enough data
Not enough data
Not enough data
Not enough data
Not enough data
Not enough data
Integration - AI Agent Builders
Not enough data
Not enough data
Not enough data
Not enough data
Not enough data
Not enough data
Not enough data
Not enough data
Traffic Management & Performance - AI Gateways
Not enough data
Not enough data
Not enough data
Not enough data
Not enough data
Not enough data
Governance & Observability - AI Gateways
Not enough data
Not enough data
Not enough data
Not enough data
Not enough data
Not enough data
Database
Not enough data
8.7
236
Not enough data
8.9
243
Not enough data
9.3
256
Integrations
Not enough data
8.3
220
Not enough data
9.1
256
Platform
Not enough data
9.0
246
Not enough data
8.8
246
Not enough data
9.1
256
Processing
Not enough data
9.0
242
Not enough data
9.0
242
Data Transformation
Not enough data
8.8
226
Not enough data
9.1
232
Connectivity
Not enough data
8.7
206
Not enough data
9.2
230
Not enough data
9.0
220
Not enough data
9.2
230
Operations
Not enough data
8.4
227
Not enough data
8.8
224
Not enough data
8.6
212
Not enough data
8.6
209
Not enough data
9.3
229
Building Reports
Not enough data
9.0
148
Not enough data
8.6
143
Not enough data
7.6
123
Not enough data
8.4
144
Platform
Not enough data
Not enough data
Not enough data
Not enough data
Not enough data
Not enough data
Not enough data
Not enough data
Not enough data
Not enough data
Not enough data
Not enough data
Not enough data
Not enough data
Categories
Categories
Shared Categories
Coalesce Catalog (formerly CastorDoc) and Databricks are categorized as Data Governance and DataOps Platforms
Unique Categories
Coalesce Catalog (formerly CastorDoc) is categorized as Active Metadata Management and Machine Learning Data Catalog
Reviews
Reviewers' Company Size
Coalesce Catalog (formerly CastorDoc)
Small-Business(50 or fewer emp.)
Mid-Market(51-1000 emp.)
Enterprise(> 1000 emp.)
Databricks
Small-Business(50 or fewer emp.)
Mid-Market(51-1000 emp.)
Enterprise(> 1000 emp.)
Small-Business
(50 or fewer emp.)
Mid-Market
(51-1000 emp.)
Enterprise
(> 1000 emp.)
Reviewers' Industry
Information Technology and Services
17.5%
Financial Services
15.9%
Computer Software
11.1%
Marketing and Advertising
6.3%
Insurance
3.2%
Other
46.0%
Information Technology and Services
15.4%
Financial Services
10.6%
Computer Software
8.5%
Consulting
3.7%
Hospital & Health Care
3.7%
Other
57.9%
Alternatives
Discussions
Coalesce Catalog (formerly CastorDoc) has no discussions with answers
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