Teradata is used for many use cases, such as clickstream, website support, and manufacturing control.
Principal at Insight Data Consulting
Excellent native features, highly stable, and impressive automation
Pros and Cons
- "The most valuable features of Teradata are that it is a massively parallel platform and I can receive a lot of data and get the queries out correctly, especially if it's been appropriately designed. The native features make it very suitable for multiple large data tasks in a structured data environment. Additionally, the automation is very good."
- "I've been using the same UI for 20 years in Teradata. It could use some updating. Adding more stability around Teradata Studio would be outstanding. Teradata Studio is a Java-based version of their tool. It's much better now, but it still has some room for improvement."
- "The price of Teradata is expensive."
What is our primary use case?
How has it helped my organization?
Teradata has helped our organization accelerate substantially the decision-making that happens.
What is most valuable?
The most valuable features of Teradata are that it is a massively parallel platform and I can receive a lot of data and get the queries out correctly, especially if it's been appropriately designed. The native features make it very suitable for multiple large data tasks in a structured data environment. Additionally, the automation is very good.
What needs improvement?
I've been using the same UI for 20 years in Teradata. It could use some updating. Adding more stability around Teradata Studio would be outstanding. Teradata Studio is a Java-based version of their tool. It's much better now, but it still has some room for improvement.
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October 2026
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For how long have I used the solution?
I have been using Teradata for approximately 20 years.
What do I think about the stability of the solution?
The stability of Teradata is outstanding.
What do I think about the scalability of the solution?
Teradata is highly scalable, it is excellent.
We have approximately hundreds of users using this solution.
How are customer service and support?
I have not used support recently, but I have previously.
Which solution did I use previously and why did I switch?
I previously used SQL Server.
How was the initial setup?
The initial setup of Teradata is complex. The business layers on top of Teradata add to the complexity. The way the business uses Teradata adds to the complexity that the software itself doesn't necessarily have.
You can do an upgrade for Teradata in a couple of days. Deploying it is not difficult at all, nor is it time-consuming.
I rate the ease of setup for Teradata a one out of five.
What's my experience with pricing, setup cost, and licensing?
The price of Teradata is expensive. However, what they deliver they are outstanding. If you're looking for an inexpensive solution to run a database, this isn't your tool. It's the Ferrari of databases for data warehousing.
There are add-ons that you can purchase, such as special features. Teradata likes to sell an industry logical data model that's customized for just about every industry they have clients in. That is an extremely expensive add-on, but it does give you a step up in getting your logical modeling created. They've also done some work towards being able to go from logical to physical in an automated fashion with that ILM.
What other advice do I have?
Teradata is being used on-premise, but we're moving to the cloud and I don't know that we'll retain Teradata further. We might be switching to the Google platform and their native databases.
Make sure that your data volumes are large enough for it and that you follow their standards. The modeling for Teradata is slightly different than anything else out there. Match your primary indexes if you can. These PI-to-PI joins are incredibly fast, even with massive amounts of data. I've worked on Teradata installations in the petabyte range.
I rate Teradata a nine out of ten.
Which deployment model are you using for this solution?
On-premises
Disclosure: My company does not have a business relationship with this vendor other than being a customer.
Sr Manager at Cognizant
Uses parallelism, provides lower TCO, and has optimizer, loading, and unloading features
Pros and Cons
- "There are several features of Teradata that I like. One of the most basic is the indexes. I also like that it provides lower TCO. It also has the optimizer feature which is a good feature and isn't found in other legacy systems. Parallelism is also another feature I like in Teradata because when you are running or hosting on multiple systems, you have this shared-nothing architecture that helps. Loading and unloading in Teradata are also really helpful compared to other systems."
- "Since I was working on the very basic, legacy systems, the memory thing was always a challenge. If Teradata is moving to the cloud, the space constraint or the memory issue that my company generally faces will eventually resolve, in time. What I'd like to see in the next release of Teradata is that it becomes full-fledged on the cloud, apart from better connectivity to various systems. For example, if I have to read or include a Python script, if I write some basic codes, I should be able to read even unstructured data. I know that it's not supported even in Snowflake, but at least semi-structured data support, if that can be a little more enhanced, that would be good."
- "Since I was working on the very basic, legacy systems, the memory thing was always a challenge."
What is our primary use case?
Teradata was mostly a control system for us where we were fetching the data from it on basic time intervals, on various DVs and various schema where we had to fetch the data. Reading was the main operation that we used Teradata for, but while reading, there were complex ENTs that we had to write because of a few data that was supposed to be transformed and then fetched, so that was the major use case for the solution.
What is most valuable?
There are several features of Teradata that I like. One of the most basic is the indexes. I also like that it provides lower TCO. It also has the optimizer feature which is a good feature and isn't found in other legacy systems. Parallelism is also another feature I like in Teradata because when you are running or hosting on multiple systems, you have this shared-nothing architecture that helps. Loading and unloading in Teradata are also really helpful compared to other systems.
What needs improvement?
Teradata is good, but eventually, my company is moving to a higher-level system. You wouldn't want to work on a lower-level system.
As for the areas for improvement in Teradata, since I was working on the very basic, legacy systems, the memory thing was always a challenge. If Teradata is moving to the cloud, the space constraint or the memory issue that my company generally faces will eventually resolve, in time.
What I'd like to see in the next release of Teradata is that it becomes full-fledged on the cloud, apart from better connectivity to various systems. For example, if I have to read or include a Python script, if I write some basic codes, I should be able to read even unstructured data. I know that it's not supported even in Snowflake, but at least semi-structured data support, if that can be a little more enhanced, that would be good.
For how long have I used the solution?
I've been using Teradata for a year and a half now, and I'm using its latest version.
What do I think about the stability of the solution?
In terms of stability, Teradata is stable. All legacy systems are quite stable and do not have that much downtime, probably because no one would work with a system that is not stable.
What do I think about the scalability of the solution?
Teradata is scalable, but it takes time because you have to increase the servers. On the legacy system, it's the physical servers that you increase and that takes time.
How are customer service and support?
I don't have experience with Teradata technical support, because the client handles the maintenance. It's the client who reaches out to the technical support team in case there's a need to increase service on the Teradata system, or if there's any downtime or any glitches in terms of catching or loading the data, but that doesn't happen often.
How was the initial setup?
Setting up Teradata took time. The server has to be set up and that takes time. Next, the IDs need to be set up and the role level security that the legacy system provides is definitely not up to the mark when compared to the cloud, so that is a concern. I'm talking truly about the legacy system. I haven't worked on the cloud part of it. It took more time to deploy Teradata.
Deploying the solution from dev to the QA environment, for example, creating tables, then copying over the data, are completed within twenty four to forty eight hours. It's the timeframe the DBA used to give, which is pretty high. With the closing features that we have normally, that would be a long time.
What about the implementation team?
Implementation was taken care of by the client.
What's my experience with pricing, setup cost, and licensing?
Teradata pricing is fine, and it's competitive with all the legacy models. On a scale of one to five, with one being the worst and five being the best, I'm giving Teradata a three, because it can be a little expensive, when compared to other solutions.
What other advice do I have?
Teradata requires maintenance, but the team in charge of the maintenance was not in-house. It was taken care of by an external support team. There are forty to fifty users of the solution in the company. I'm use Teradata on a daily basis.
I'm rating Teradata an eight out of ten.
Which deployment model are you using for this solution?
On-premises
Disclosure: My company does not have a business relationship with this vendor other than being a customer.
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Teradata
October 2026
Learn what your peers think about Teradata. Get advice and tips from experienced pros sharing their opinions. Updated: October 2026.
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Managing Director at DNA Payroll Outsourcing
Superior solution for optimizing data
Pros and Cons
- "The most valuable features are the large volume of data and the structuring of the data to optimize it and get very optimal data warehouse solutions for customers."
- "Teradata needs to pay attention to the cloud-based solution to make sure it runs smoothly."
- "An area that needs improvement is the cloud-based version of the solution because it's designed for on-prem and then transferred to the cloud version."
What is most valuable?
The most valuable features are the large volume of data and the structuring of the data to optimize it and get very optimal data warehouse solutions for customers.
What needs improvement?
An area that needs improvement is the cloud-based version of the solution because it's designed for on-prem and then transferred to the cloud version. Teradata needs to pay attention to the cloud-based solution to make sure it runs smoothly. In the next release, I would like Teradata to be cloud-agnostic in order to not limit customers' choices.
For how long have I used the solution?
I've been using this solution for fifteen to twenty years.
What do I think about the stability of the solution?
Teradata is superior, stable, and has no problems.
What do I think about the scalability of the solution?
Teradata is easily scalable.
How was the initial setup?
The setup is complex and requires specialized people for implementation.
What's my experience with pricing, setup cost, and licensing?
The cost of running Teradata is quite high, but you get a good return on investment.
Which other solutions did I evaluate?
I've also evaluated Snowflake, which allows you to expose your data to multiple sources for monitoring without additional work.
What other advice do I have?
For the on-prem solution, there isn't really anyone who can compete with Teradata. I would rate it as eight out of ten.
Disclosure: My company has a business relationship with this vendor other than being a customer. Integrator
End-End Technical Manager Teradata/Netezza/Greenplum DBA Group at a computer software company with 10,001+ employees
You can schedule any testing you want to do in production.
Pros and Cons
- "In Data Lab, you can schedule any testing you want to do in production. You can take a small subset of data from production, copy it there, and run all your tests. It reduces your testing costs because it's all in the lab."
- "If I want to implement an upgrade, I'd like to see how it will be different. Ideally, Data Lab should help me test production items and also do future things. Future releases should be downloadable and testable in Data Lab."
- "If I want to implement an upgrade, I'd like to see how it will be different."
What is our primary use case?
Teradata Data Lab is used for simulations.
What is most valuable?
In Data Lab, you can schedule any testing you want to do in production. You can take a small subset of data from production, copy it there, and run all your tests. It reduces your testing costs because it's all in the lab.
What needs improvement?
If I want to implement an upgrade, I'd like to see how it will be different. Ideally, Data Lab should help me test production items and also do future things. Future releases should be downloadable and testable in Data Lab.
What do I think about the stability of the solution?
Data Lab is very stable. It has been in the market for 25 years.
What do I think about the scalability of the solution?
Data Lab is highly scalable. My organization has a lot of users, but each company has more than 30,000 users. More than a thousand customers are using it, so there are more than 300,000 users out there.
How are customer service and support?
Teradata technical support is excellent.
How was the initial setup?
You don't have to do any installation. It is an out-of-the-box solution. It's low maintenance. We have one person, but if you need 24/7 coverage, you need four or five people.
What's my experience with pricing, setup cost, and licensing?
We have a subscription. Nowadays, everything is cloud-based, so you pay for the subscription, and it is pretty affordable. There aren't any additional costs. So what you see is what you get.
What other advice do I have?
I rate Teradata Data Lab nine out of 10.
Which deployment model are you using for this solution?
Public Cloud
Disclosure: My company does not have a business relationship with this vendor other than being a customer.
Solution Sales and Lead Information at TechAccess Asia Distribution
Good performance, flexible, easy to tune queries, and scales well
Pros and Cons
- "The flexibility in design is very good."
- "Performance-wise, Teradata beats everything."
- "Teradata should focus on functionality for building predictive models because, in that regard, it can definitely improve."
- "There are a few things where you are totally dependent on the customer service and support from Teradata. This is an area where they really need to improve a bit, especially when you're talking about cloud service integration."
What is our primary use case?
My current use case is an analytical system for an oil and gas company. They have a data lake and they are getting their data from different IoTs and different SAP systems. They wanted to have some feedback about their system and check on their production.
The IoT center's data was actually our use case, then how we can use that data to prevent disaster from happening. Previously, this work was all done manually. If there is a leak in the pipes then it is a large area to search because there are hundreds of kilometers that have been run.
To tackle this problem, they use IoT sensor data. It helps them to understand how the flow is working at a specific point in time, what happens when they're drilling the oil and other types of data. To complete the analysis, we use an analytical system or a Teradata Azure system that we designed.
The ECL was designed in a manner where we were doing the transformation on Hadoop. It is more like a balanced system where you use Hadoop for what it is good for, and where you use Teradata for its purpose.
I have worked in several different environments. The largest Teradata implementation on Azure was done by me. Right now, I'm working with AWS but previously, I have implemented both on-premises and hybrid deployments.
What is most valuable?
Performance-wise, Teradata beats everything.
The flexibility in design is very good.
When you want to tune it, it is very easy to do. I have worked a lot as a DB and I know that when there is a query that is stuck for hours, and you want to tune it, the task is quite easy. You can use the indexes and architecture, and exploit the power of Teradata.
What needs improvement?
There are lots of improvements that Teradata is working on and many that have already been done. However, recently I was in a session with people who are working on the data sciences side of the business. The data science group is not using the Teradata modeling features. Rather, they are using third-party tools for the prediction and forecasting models that they are building. Teradata should focus on functionality for building predictive models because, in that regard, it can definitely improve.
In my experience with Teradata, I have seen their sales strategy and that needs to change. As an organization marketing a product, they need to be cloud-focused instead of the on-premises thinking that they currently have.
There are a few things where you are totally dependent on the customer service and support from Teradata. This is an area where they really need to improve a bit, especially when you're talking about cloud service integration. Depending on the environment you may need to contact the AWS team, or the Azure team, or the GCP team, or the Teradata team. In all of these environments, improvements need to be made.
For how long have I used the solution?
I have been working with Teradata for more than a decade, probably close to 11 years. I have been in the industry for approximately 18 years.
What do I think about the stability of the solution?
We are satisfied with the stability.
What do I think about the scalability of the solution?
It is quite easy to scale. For a cloud-based deployment, it's even simpler now.
Previously, it was easy if we just wanted to add power but there was an impediment when you had to add a node. Similarly, it was difficult when you had to shift to the newer nodes. Now, however, with the cloud, it's easy to do.
How was the initial setup?
For the on-premises deployment, a lot of people consider the initial setup to be difficult. Keep in mind, however, that Teradata is a million-dollar product, so they set it up for you.
For a cloud-based deployment, it is now pretty simple to deploy.
What's my experience with pricing, setup cost, and licensing?
The price of Teradata is on the higher side, and I think that it where they lose out on some of their business. The price should be reduced to make it more competitive.
Which other solutions did I evaluate?
One of my clients recently tried to switch solutions but they have rolled back to Teradata. The same thing happened with another company that I know of in Pakistan, where they tried working with an IBM product.
What other advice do I have?
My advice for anybody who is implementing this product is that they really need to hire the right people. Get people who actually have worked on Teradata to guide them.
You can buy Teradata and you can get it up and running, but until you hire a few good people, you are not going to get the full benefits from it. These people are not resources that you would ask Teradata to provide you. Rather, you can hire them from the market.
The important part is that you need to have people who have good experience with Teradata because they can truly exploit its power for you.
Overall, this is a good product. It is close to the best but I cannot rate it perfectly because of the price.
I would rate this solution a nine out of ten.
Which deployment model are you using for this solution?
Hybrid Cloud
If public cloud, private cloud, or hybrid cloud, which cloud provider do you use?
Amazon Web Services (AWS)
Disclosure: My company has a business relationship with this vendor other than being a customer. Partner
Operations Lead at a retailer with 201-500 employees
Good availability, good performance, and offers good value
Pros and Cons
- "The solution scales well on the cloud."
- "Teradata is a 100% stable environment."
- "Teradata is a bit late for the cloud."
What is our primary use case?
We used the solution for our data warehouse.
What is most valuable?
The availability is very good.
We have found performance to be one of the most valuable aspects.
The solution scales well on the cloud.
What needs improvement?
Teradata is a bit late for the cloud. They maybe need to have some room for cloud improvements.
Scalability is limited on-premises.
The solution could use more AI support.
For how long have I used the solution?
I've used the solution for a while. The last time I used it was two months ago.
What do I think about the stability of the solution?
The performance is great. It's stable and reliable. There are no bugs or glitches. It doesn't crash or freeze.
Teradata is a 100% stable environment.
What do I think about the scalability of the solution?
In on-premise systems, it was a bit tricky to scale. However, in the cloud, it's very easy.
People are not directly connecting to Teradata. However, they are using reports that are fed from Teradata. In that sense, the entire company is using Teradata. It's more than 1,000 people.
How are customer service and support?
I'm not directly connected with technical support from Teradata. I connect the local support here, and they are connected to Teradata, and on the weekends or after working hours, we get support and solutions. So we were happy with Teradata's and local company's support.
How would you rate customer service and support?
Positive
Which solution did I use previously and why did I switch?
This product was already set up when I joined the organization. As far as I know, they were trying to replace SAP BW. There was an SAP BW system, and they were trying to replace it with Teradata.
How was the initial setup?
It was easy for me to set up since I didn't handle the setup. Our local support company managed everything and prepared the environment, and handed it over to us. It was very easy in that sense.
What about the implementation team?
We had a local support organization assist us in the setup.
What was our ROI?
We have seen an ROI. It's worth the money.
What's my experience with pricing, setup cost, and licensing?
Teradata is not a very cheap solution, yet it is a good solution. You get a good return on what you have paid for.
What other advice do I have?
I'm an end-user.
If new users are experienced database users, they will know the administration side is different than the other databases. However, it's almost the same for an end user, a developer, or somebody doing reports on Teradata on another database. It has some differences, yet the logic is the same.
I'd recommend the solution to others. I love Teradata.
I would rate the solution an eight out of ten.
I was happy to use it. I was glad to have Teradata, since, with Teradata, we can meet the requests of the customers, and it is highly available.
Which deployment model are you using for this solution?
Public Cloud
Disclosure: My company does not have a business relationship with this vendor other than being a customer.
Sr. Data Management Specialist at a computer software company with 1,001-5,000 employees
Highly scalable and fast with historical data
Pros and Cons
- "Teradata's best feature is its speed with historical data."
- "Teradata's scalability is one of its best features."
- "Teradata's UI could be improved."
What is our primary use case?
I mainly used Teradata as an EDW and for customizing and integrating CLDM, applying aggregation in the database, and analysis.
What is most valuable?
Teradata's best feature is its speed with historical data.
What needs improvement?
Teradata's UI could be improved.
For how long have I used the solution?
I've been using Teradata for about four years.
What do I think about the stability of the solution?
Teradata's stability is good.
What do I think about the scalability of the solution?
Teradata's scalability is one of its best features.
What's my experience with pricing, setup cost, and licensing?
Teradata's licensing is on the expensive side.
What other advice do I have?
I would rate Teradata nine out of ten.
Which deployment model are you using for this solution?
On-premises
Disclosure: My company does not have a business relationship with this vendor other than being a customer.
Software Engineer at a tech services company with 51-200 employees
Secure, reliable, and migrates data well
Pros and Cons
- "The most valuable feature of Teradata is security. It runs on Unix and Linux platforms which provide better security."
- "Teradata could improve by being less complicated. There are some aspects that are not available on the Unix server and a Unix system is required to access some data, such as in case of an emergency."
- "Teradata could improve by being less complicated."
What is our primary use case?
The purpose that we are using Teradata for is to migrate data to the cloud.
What is most valuable?
The most valuable feature of Teradata is security. It runs on Unix and Linux platforms which provide better security.
What needs improvement?
Teradata could improve by being less complicated. There are some aspects that are not available on the Unix server and a Unix system is required to access some data, such as in case of an emergency.
For how long have I used the solution?
I have been using Teradata for approximately one year.
What do I think about the stability of the solution?
Teradata is stable.
I rate the stability of Teradata a seven out of ten.
What do I think about the scalability of the solution?
We have more than 1,000 people using Teradata in my company.
How are customer service and support?
I have not used the support from Teradata.
How was the initial setup?
The initial setup of Teradata is not simple.
What about the implementation team?
We have different teams of approximately 200 people total that are supporting Teradata in many cities and branches.
What's my experience with pricing, setup cost, and licensing?
The price of Teradata could be less expensive.
I rate the price of Teradata a seven out of ten.
Which other solutions did I evaluate?
We did not evaluate other vendors before choosing Teradata.
What other advice do I have?
I rate Teradata an eight out of ten.
Which deployment model are you using for this solution?
Hybrid Cloud
Disclosure: My company does not have a business relationship with this vendor other than being a customer.
Test Engineer at cigniti
Easy to set up and reliable with good performance capabilities
Pros and Cons
- "I've never had any issues with scalability."
- "The performance is the key item we appreciate, we're able to easily trigger jobs and we have access to integrations for running jobs, it's easy to use for the most part, which is why I really like it, it's stable and reliable."
- "Apart from Control-M, it would be nice if it could integrate with other tools."
What is our primary use case?
We primarily use the solution for the EDW.
What is most valuable?
The performance is the key item we appreciate. We're able to easily trigger jobs and we have access to integrations for running jobs. It's easy to use for the most part, which is why I really like it.
It's stable and reliable.
I've never had any issues with scalability.
The initial setup is pretty simple to set up.
What needs improvement?
Apart from Control-M, it would be nice if it could integrate with other tools. Specifically, with respect to the integrations with the automation tools, if that can be increased, and if the tester could be able to test more automation scripts in a better way it would help. The efficiency could always be increased.
Occasionally, at the outset of the implementation process, we struggled a little bit.
For how long have I used the solution?
I've only used the solution for a few months. It hasn't been a year yet. It hasn't been that long.
What do I think about the stability of the solution?
The stability has been good so far. It's reliable and the performance is good. there are no bugs or glitches and it doesn't crash or freeze.
What do I think about the scalability of the solution?
The solution seems to be scalable. I've never run into any issues with sizing. It's good.
I cannot recall the exact number of users that are on this solution currently.
How are customer service and support?
Technical support is quite good. We used them once or twice and, as I recall, their response was always very quick. We are quite satisfied with the level of service they offer.
How was the initial setup?
For the most part, the initial setup is good. We found it pretty straightforward. That said, sometimes, in the beginning, we struggle.
For us, the deployment took around two hours. It didn't take too long.
We had about ten members on the technical team that handled deployment and maintenance.
What about the implementation team?
We are able to handle the initial setup ourselves. As long there are not some prerequisites or system issues, then it's possible for us to handle everything.
What's my experience with pricing, setup cost, and licensing?
I don't have any direct details about the licensing or pricing of the solution.
What other advice do I have?
I'm not sure of which version of the solution we're using. It might be a previous version.
I'd recommend the solution to other users and organizations.
I would rate the solution nine out of ten. We are quite pleased with its general capabilities.
Which deployment model are you using for this solution?
On-premises
Disclosure: My company does not have a business relationship with this vendor other than being a customer.
Business Intelligence Project Leader at NOUX C.A.
Improves analytics and can be deployed anywhere
Pros and Cons
- "Teradata can be deployed on-premise, on the cloud, or in a virtual machine, which means customers can move without having to create their architecture all over again."
- "Our customers say that Teradata makes them faster, smarter, and capable of more sophisticated analytics."
- "Teradata's pricing is quite high compared to Redshift, Synapse, or GCP alternatives."
What is our primary use case?
Primarily, Teradata is a traditional data warehouse, but we also encourage our customers to adapt to the logical data warehouse and data lab.
What is most valuable?
The most valuable feature is the ability to be anywhere - Teradata can be deployed on-premise, on the cloud, or in a virtual machine, which means customers can move without having to create their architecture all over again.
What needs improvement?
Teradata's pricing is quite high compared to Redshift, Synapse, or GCP alternatives. In the next release, I would like Teradata to refine their Object Store to be more compatible with cloud environments.
For how long have I used the solution?
I've been working with Teradata since 2014.
What do I think about the stability of the solution?
Teradata's stability is very strong, and our customers feel their data is safe with it.
What do I think about the scalability of the solution?
Teradata's scalability is good, it takes only the push of a button to scale up, and if that's not enough, you could scale with the cloud or a virtual machine.
How was the initial setup?
The initial setup is straightforward if you have some knowledge about the logic of the environment. However, for those without knowledge, there will be a learning curve to understand how to use the solution.
What was our ROI?
Our customers say that Teradata makes them faster, smarter, and capable of more sophisticated analytics.
What other advice do I have?
For anyone thinking of implementing Teradata, I would recommend preparing by understanding the technology and putting in the effort to keep it being adaptive to different and urgent requirements from your business. I would give Teradata a score of ten out of ten.
Disclosure: My company has a business relationship with this vendor other than being a customer. Partner
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