No more typing reviews! Try our Samantha, our new voice AI agent.

DV Fraud & Invalid Traffic Avoidance vs Tulip comparison

Why PeerSpot?
 

Comparison Buyer's Guide

Executive Summary

Review summaries and opinions

We asked business professionals to review the solutions they use. Here are some excerpts of what they said:
 

Categories and Ranking

DV Fraud & Invalid Traffic ...
Ranking in AWS Marketplace
41st
Average Rating
8.4
Number of Reviews
3
Ranking in other categories
No ranking in other categories
Tulip
Ranking in AWS Marketplace
3rd
Average Rating
8.0
Number of Reviews
15
Ranking in other categories
No ranking in other categories
 

Mindshare comparison

As of November 2026, in the AWS Marketplace category, the mindshare of DV Fraud & Invalid Traffic Avoidance is 0.2%, down from 0.3% compared to the previous year. The mindshare of Tulip is 0.3%, down from 0.4% compared to the previous year. It is calculated based on PeerSpot user engagement data.
AWS Marketplace Mindshare Distribution
ProductMindshare (%)
Tulip0.3%
DV Fraud & Invalid Traffic Avoidance0.2%
Other99.5%
AWS Marketplace
 

Featured Reviews

reviewer2908254 - PeerSpot reviewer
Programmatic Operations at a university with 10,001+ employees
Daily insights have improved traffic quality and consistently protect our ad spend
I think the dashboard could be improved because it is a little bit hard to understand, so more clarity and pop-ups for what the different metrics mean would be helpful. I gave it an eight because some of the metrics are a bit opaque unless you have taken a long time to understand what they mean. In terms of accuracy and reliability of output for DV Fraud & Invalid Traffic Avoidance, we have seen some instances where there is inaccuracy, but I hope that it will improve over time.
Prathamesh Kakde - PeerSpot reviewer
Associate Software Engineer at a manufacturing company with 10,001+ employees
Digital workflows have replaced paper on the shop floor and speed up regulated manufacturing
Definitely, AI in a regulated industry is something that is a concern of the clients. However, Tulip can stick to 21 CFR Part 11 strictly when it comes to Tulip's AI capabilities. Tulip has already started to look forward to compliance-related things. For example, Tulip's AI widget offers data reading throughout the site. It does not allow any AI to interact with external systems when we apply firewalls on it. In this regard, if Tulip continues in that way, they can definitely stick to the governance and security. As of now, I didn't face any issue related to their AI capabilities. It is working fine but not accurate, which is a red flag in a GXP regulated system. This is my feedback on their AI capabilities. This has been introduced into the latest LTS version and needs more hands-on experience. Before that, I cannot give a direct justification or feedback on their AI capabilities being reliable and accurate. However, at the extent that I have used them, they are accurate and reliable as of now. Tulip is an emerging platform and being a cloud-native MES, it has a lot to improve. According to me, traditional MES like FactoryTalk PharmaSuite has more complex features and user-oriented use cases and complexities that the application itself handles. However, when it comes to Tulip, all the things that matter are in the hands of a developer. That is something that Tulip can improve on. Tulip can switch to a traditional way of delivering in the pharmaceutical industry while keeping the cloud-native impact intact. One improvement that I can give an example of is that Tulip has application templates. Instead of templates, they can offer concrete applications to their pharmaceutical or any specific industrial client for their specific needs, such as a recipe designer and production management for a pharmaceutical client. Then production or material tracking or BOM tracking for a discrete client. In that way, I can see an improvement where Tulip can perform well.
report
Use our free recommendation engine to learn which AWS Marketplace solutions are best for your needs.
921,523 professionals have used our research since 2012.
 

Top Industries

By visitors reading reviews
Construction Company
44%
Comms Service Provider
16%
Outsourcing Company
6%
Manufacturing Company
5%
Construction Company
19%
Healthcare Company
15%
Outsourcing Company
14%
Comms Service Provider
12%
 

Company Size

By reviewers
Large Enterprise
Midsize Enterprise
Small Business
No data available
By reviewers
Company SizeCount
Small Business7
Midsize Enterprise2
Large Enterprise10
 

Questions from the Community

What needs improvement with DV Fraud & Invalid Traffic Avoidance?
I think the dashboard could be improved because it is a little bit hard to understand, so more clarity and pop-ups for what the different metrics mean would be helpful. I gave it an eight because s...
What is your primary use case for DV Fraud & Invalid Traffic Avoidance?
My main use case for DV Fraud & Invalid Traffic Avoidance is ensuring that our ad spend appears where it should and on sites that have actual human traffic. When we launch a campaign, we start ...
What advice do you have for others considering DV Fraud & Invalid Traffic Avoidance?
I rate DV Fraud & Invalid Traffic Avoidance an eight on a scale of one to ten. Regarding DV Fraud & Invalid Traffic Avoidance's AI capabilities, I think its governance and security are ...
What needs improvement with Tulip?
Tulip can be improved by offering better design and better functionalities. While making the application workable is really good, we should also focus on being great and user-friendly. Tulip is alr...
What is your primary use case for Tulip?
My main use case for Tulip is to fill up all the data which will be available from backend for the use of a warehouse. In a warehouse environment, I use Tulip by recording all the data, which made ...
What advice do you have for others considering Tulip?
Regarding Tulip's AI capabilities, I believe its accuracy and reliability of output is good. Whatever data we provide from the data perspective is displayed, and whatever UI is created is there...
 

Overview

Find out what your peers are saying about DV Fraud & Invalid Traffic Avoidance vs. Tulip and other solutions. Updated: October 2026.
921,523 professionals have used our research since 2012.