--- title: IBM watsonx.data intelligence Reviews meta_title: 'IBM watsonx.data intelligence Reviews 2026: Details, Pricing, & Features | G2' meta_description: Filter 29 reviews by the users' company size, role or industry to find out how IBM watsonx.data intelligence works for a business like yours. aggregate_rating: rating_value: 4.2 review_count: 29 scale: '5' date_modified: '2026-10-23' parent_category: name: IT Management url: https://www.g2.com/categories/it-management ---

IBM watsonx.data intelligence Pros and Cons: Top 5 Advantages and Disadvantages

Quick AI Summary Based on G2 Reviews

Generated from real user reviews

Users appreciate the automation features of IBM watsonx.data intelligence, enhancing understanding of data flow and mitigating risks. (3 mentions)
Users appreciate the easy visualization of data flows with IBM Manta, enhancing data governance and insights. (3 mentions)
Users value the easy visualization of data flows with IBM Watsonx.data intelligence, enhancing data governance and insight generation. (2 mentions)
Users value the ease of use of IBM Watsonx.data intelligence, facilitating seamless data understanding and governance. (2 mentions)
Users appreciate the efficiency of IBM watsonx.data intelligence, streamlining data processes and enhancing decision-making capabilities. (2 mentions)
Users find the complex implementation of IBM watsonx.data intelligence challenging, often needing specialized expertise for setup. (3 mentions)
Users find the setup complexity of IBM watsonx.data intelligence requires specialized expertise, making implementation challenging. (2 mentions)
Users find IBM watsonx.data intelligence expensive, with high implementation costs and ongoing financial commitments. (2 mentions)
Users note that specialized expertise is required for proper implementation, adding to the complexity of setup. (2 mentions)
Users find the extra costs of IBM watsonx.data intelligence can be significant, making it less accessible for some. (2 mentions)

5 Pros or Advantages of IBM watsonx.data intelligence

5 Cons or Disadvantages of IBM watsonx.data intelligence

IBM watsonx.data intelligence Reviews (29)

Reviews

IBM watsonx.data intelligence Reviews (29)

4.2
29 reviews
Search reviews
Filter Reviews
Clear Results
G2 reviews are authentic and verified.
SC
srikanth c.
Data Engineer
Small-Business (50 or fewer emp.)
"Intuitive Data Lineage Solution"
4.5/5
What do you like best about IBM watsonx.data intelligence?

IBM Manta Data Lineage provides an easy view of data flows across systems, making it easier to understand how data moves and transforms. Its ability to automatically discover and map lineage in large-scale data environments is a godsend in data governance. Interface is also good. Review collected by and hosted on G2.com.

What do you dislike about IBM watsonx.data intelligence?

IBM Manta Data Lineage can be challenging to set up as it requires adding configurations of multiple complex environments, requiring significant effort. Review collected by and hosted on G2.com.

RC
Rahul C.
Consultant
Small-Business (50 or fewer emp.)
"Good Data Management Tool !"
4/5
What do you like best about IBM watsonx.data intelligence?

It gives clear view of data flow across the systems. Automation features are pretty good on this one. Review collected by and hosted on G2.com.

What do you dislike about IBM watsonx.data intelligence?

Integration issues are there. And also, it's implementation is pretty complex for some users. Review collected by and hosted on G2.com.

Rinky Y.
RY
Rinky Y.
Sales Marketing Head
Small-Business (50 or fewer emp.)
Business partner of the seller or seller's competitor, not included in G2 scores.
"Excellent"
4.5/5
What do you like best about IBM watsonx.data intelligence?

Malta is the best source of data and it has improved the flow of data. Manta support remains speedy and accurate as your organization's data numbers grow scalability. Review collected by and hosted on G2.com.

What do you dislike about IBM watsonx.data intelligence?

I don't think there is any type of dislike in this software and I'll recommend it to all they have to go with Manta and they have to include their daily life to use this. Review collected by and hosted on G2.com.

Adhi K.
AK
Adhi K.
Account Executive
Mid-Market (51-1000 emp.)
"Manta Software review"
4.5/5
What do you like best about IBM watsonx.data intelligence?

Automated data Lineage Visualization are detailed manual efforts are removed Makes users asses the potential effects of data environment which mitegates risk Review collected by and hosted on G2.com.

What do you dislike about IBM watsonx.data intelligence?

Difficulty with integration Implementation cost could be High Setup Complexity requires specilizaed expertise to proper implementation Review collected by and hosted on G2.com.

Verified User in Banking
UB
Verified User in Banking
Mid-Market (51-1000 emp.)
"data analyst"
4/5
What do you like best about IBM watsonx.data intelligence?

I am evaluating and discovering what IBM Watson can do. Review collected by and hosted on G2.com.

What do you dislike about IBM watsonx.data intelligence?

Now I'm just reviewing the document, I don't have any dislikes yet. Review collected by and hosted on G2.com.

Sumeet J.
SJ
Sumeet J.
Lead Assistant Vice President
Enterprise (> 1000 emp.)
"Manta - Managing data flows for your data landscape"
4/5
What do you like best about IBM watsonx.data intelligence?

It supports various data sources and platforms accommodating diverse IT environments. Its impact analysis feature is the main USP, allowing users to assess the potential impact of changes by understanding how alterations to data sources or processes affect downstream systems. Moreover, it also has an automated lineage discovery technique, which is a plus point. Review collected by and hosted on G2.com.

What do you dislike about IBM watsonx.data intelligence?

There are certain integration challenges - compatibility with specific databases and technologies should be thoroughly evaluated. Review collected by and hosted on G2.com.

AA
Annet A.
Small-Business (50 or fewer emp.)
"A Platform to Improve Data Management and its Associated Processes"
4.5/5
What do you like best about IBM watsonx.data intelligence?

Manta makes it easy to build data lineage which is a crucial data governance process indicator.

You can easily construct lineage from custom SQL code, reports, work flows for data spanning the entire organization.

Improves visualization, control of data and improves its analysis resulting in the generation of core actionable insights capable of driving decisions based on accurate and complete data.

Manta improves the flow of organizational data internally.

Manta supports scalability, remains speedy and accurate as your organizational data volumes grow.

Manta makes it possible to assign different views of the same data for different users helping to secure data. Review collected by and hosted on G2.com.

What do you dislike about IBM watsonx.data intelligence?

Manta is somewhat complex to set up and you may need to get someone experienced or with specialized expertise to do that.

It may be out of reach for many because of the cost. You will have to pay for a license and incur ongoing costs. Review collected by and hosted on G2.com.

PK
Panagiotis K.
Mid-Market (51-1000 emp.)
"Manta"
5/5
What do you like best about IBM watsonx.data intelligence?

The software automates the process of documenting data lineage and metadata, reducing the manual effort and time required for documentation tasks. This feature helps organizations maintain up-to-date documentation, which is crucial for compliance, auditing, and collaboration among teams. Review collected by and hosted on G2.com.

What do you dislike about IBM watsonx.data intelligence?

Enterprise-level software solutions like Manta Analytics Software typically involve licensing fees and ongoing maintenance costs. The pricing structure may be a consideration for smaller organizations or those with budget constraints. It's important to assess the cost versus the expected benefits and return on investment before committing to the software. Review collected by and hosted on G2.com.

Pranendu Bikash P.
PP
Pranendu Bikash P.
Managed Network Expert
Small-Business (50 or fewer emp.)
"Works like a charm for Machine Learning models"
4/5
What do you like best about IBM watsonx.data intelligence?

The automated stuffs of IBM Watson and its AI capabilities are great. Review collected by and hosted on G2.com.

What do you dislike about IBM watsonx.data intelligence?

Some more Deep Learning possibilities are there. Review collected by and hosted on G2.com.

Aaron W.
AW
Aaron W.
Business Intelligence Manager
Enterprise (> 1000 emp.)
"Manta has provided visibility into how our data structures are connected to each other."
4/5
What do you like best about IBM watsonx.data intelligence?

As we onboard new team members and have existing team members work on projects in new data areas, Manta allows us to see how a given data structure is used downstream and upstream in our data pipelines. This allows for appropriate impact analysis and testing whenever logic changes. Review collected by and hosted on G2.com.

What do you dislike about IBM watsonx.data intelligence?

There is a bit of setup required to get it installed and implemented. Also, for complex environments with many tables, there's a bit of organization needed to understand and visualize our data structures. Review collected by and hosted on G2.com.