DataMatch Enterprise Reviews & Product Details

DataMatch Enterprise (DME) by Data Ladder is an entity resolution and data matching platform that identifies, links, and consolidates records describing the same person, business, or entity across systems. Teams use it to profile, standardize, match, deduplicate, and merge data into a trusted golden record for customer 360, KYC, fraud, and master data management. DataMatch Enterprise pairs a visual, code-free interface for business teams with a REST API for developers, so the same matching engine works inside applications, pipelines, and AI agent workflows. Matching logic is configurable and explainable, showing why records were linked rather than returning an opaque score. New capabilities include entity graphs for visualizing linked records, live search for real-time matching, and Docker deployment alongside on-premises and cloud options. Benchmarked across 15 studies, DataMatch Enterprise finds 5 to 12% more matches with fewer false positives, up to 99% accuracy, and matched 10 million records in 41 minutes.

Seller

Data Ladder

Discussions

DataMatch Enterprise Community

Solution Type

Best-of-Breed

Overview by

Mahmoud SAEED (Data Architect | Azure data Platforms)

Value at a Glance

Averages based on real user reviews.

Perceived Cost

$$$$$

View More Pricing Information

Top-Rated Alternatives

WinPure Clean & Match

View All Alternatives

User Insights

Average based on 27 real user reviews.

Perceived Cost

$$$$$

Log in to unlock pricing and user insights

DataMatch Enterprise Reviews FAQs

Generated using AI

Last updated: Nov 04, 2026

What is DataMatch Enterprise, and what problem is it built to solve?

DataMatch Enterprise is a data quality and data matching tool from Data Ladder. It is intended to help organizations cleanse, deduplicate, and enrich data so they can make decisions using more accurate and reliable information.

What company sizes and industries is DataMatch Enterprise the best fit for?

DataMatch Enterprise appears most often in positive accounts from mid-market organizations, with several industries represented among the strongest clusters. The clearest segments are:

Mid-market: Organizations with 51–1,000 employees.
Internet and marketing and advertising: These industries are among the most represented in positive accounts.
Small business: Also represented among positive accounts.

What customer support options does DataMatch Enterprise provide, and how do users find the overall support experience?

Support is a notable part of the experience, though it varies: users describe helpful, responsive assistance and hands-on tutorials, while some have been dissatisfied with how an issue was handled. Support-related experiences include:

Helpful technical assistance with troubleshooting and product questions.
Live tutorials and video sessions to help teams get started.
Concerns about being directed to upgrade when seeking help.

G2 reviews are authentic and verified.

Here's how.

IM

Verified User in Marketing and Advertising

Mid-Market (51-1000 emp.)

Originally submitted 9/20/2018

"Covers all my data matching needs"

3.5/5

What do you like best about DataMatch Enterprise?

My favorite aspect is being able to manipulate different sets of data to tell one story Review collected by and hosted on G2.com.

What do you dislike about DataMatch Enterprise?

Unable to work with very large sets of data Review collected by and hosted on G2.com.

AC

Verified User in Civic & Social Organization

Mid-Market (51-1000 emp.)

9/25/2018

"Great piece of software"

4.5/5

What do you like best about DataMatch Enterprise?

Easy to get up and running. Producing far more results than working by hand, in less time. Review collected by and hosted on G2.com.

What do you dislike about DataMatch Enterprise?

None yet. I've been using the software intermittently for 3 months, so there's still more to learn. So far, it's performed very well. Review collected by and hosted on G2.com.

UI

Verified User in Internet

Mid-Market (51-1000 emp.)

8/22/2018

"Great Program Clunky Experience"

3/5

What do you like best about DataMatch Enterprise?

The program works. It is a no frill program and is effective 99% of the time. The program is very stable even when working with large datasets. Review collected by and hosted on G2.com.

What do you dislike about DataMatch Enterprise?

The UI is not great. Many colleagues complain that the interface is confusing. Review collected by and hosted on G2.com.

SH

Shelley H.

Business Development Associate

Staffing and Recruiting

Small-Business (50 or fewer emp.)

7/11/2017

"My Go-To Database Tool; Saves Time, Increases Efficiency"

5/5

What do you like best about DataMatch Enterprise?

DataMatch Enterprise is easy to learn and use. It's easy to review results. Saves us tons of time in manually checking records. Review collected by and hosted on G2.com.

What do you dislike about DataMatch Enterprise?

Occasionally wonder why some records aren't tagged as possible dupes. But the number of dupes that slip through is small given our datasets, and we consider it an acceptable percentage. Review collected by and hosted on G2.com.

Recommendations to others considering DataMatch Enterprise:

Enterprise was in beta when we started with Data Ladder. They worked with us diligently until everything worked perfectly for us. The product has functions and features we haven't even used, so I am confident it can be helpful in ways we don't even know of. This product has been a lifesaver for me! Review collected by and hosted on G2.com.

What problems is DataMatch Enterprise solving and how is that benefiting you?

Identifying records in purchased lists that are already in our database. Very helpful when we transitioned from one CRM to another; allowed us to compare datasets as we needed to troubleshoot problems that cropped up during and after the transition. Allows us to cross-reference our database with data we find online in order to incorporate new info into our database. Review collected by and hosted on G2.com.

AB

Andrew B.

Managing Principal | Business Strategy & Analytics Consultant

Management Consulting

Small-Business (50 or fewer emp.)

9/25/2017

"Brilliant"

5/5

What do you like best about DataMatch Enterprise?

Primarily I use DME in a direct marketing context to match campaign responders to campaign targets. Together with Address Verification it is the most robust, easy-to-use and cost efficient tool I've ever used. It's also pretty fast. DME doesn't require programming skills to create or fine tune algorithms. Review collected by and hosted on G2.com.

What do you dislike about DataMatch Enterprise?

The address verification function runs slowly and the user interface takes training to understand completely. Review collected by and hosted on G2.com.

Recommendations to others considering DataMatch Enterprise:

Get a tutorial of the UI during any trial period. The tutorial covers features that aren't obvious (or are confusing) to a new user. Review collected by and hosted on G2.com.

What problems is DataMatch Enterprise solving and how is that benefiting you?

I use DME for direct marketing campaign results measurement. Benefits are better results (i.e., more matches with higher confidence level), faster turn-around time, transparency into the algorithms, and no requirement for SAS, SQL, etc., programmers. Review collected by and hosted on G2.com.

UR

Verified User in Research

Mid-Market (51-1000 emp.)

10/31/2016

"DO NOT BUY"

3/5

What do you like best about DataMatch Enterprise?

it's a really good data cleansing software, it rarely gets stuck and works wonderfully with mysql Review collected by and hosted on G2.com.

What do you dislike about DataMatch Enterprise?

it doesn't have that many different functions, options and capacities Review collected by and hosted on G2.com.

Recommendations to others considering DataMatch Enterprise:

I would suggest that it is only purchased for very large, corporation sized databases, it's not worth using in smaller databases Review collected by and hosted on G2.com.

What problems is DataMatch Enterprise solving and how is that benefiting you?

we are cleansing our extensive oil sample database and updating it much more quickly Review collected by and hosted on G2.com.

KT

Ken T.

SENIOR DATA ANALYST – MARKETING

Telecommunications

Enterprise (> 1000 emp.)

7/29/2014

"Disappointed...missing a major component that was supposed to be there"

1/5

What do you like best about DataMatch Enterprise?

It has a nice interface and the filtering of data once you get it to Datamatch is good. Review collected by and hosted on G2.com.

What do you dislike about DataMatch Enterprise?

The SQL extraction functionality does not work. This was explained at the sale and no one ever told us that it didn't work until after purchase and I tried to use it. When I went back to them about it in January 2014 the Tech team told me it was a "planned feature" in the next release. It is now July 2014 and there has been no update to correct this issue. Review collected by and hosted on G2.com.