Actian Ingres vs Teradata comparison

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88% willing to recommend

Actian Ingres

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Executive SummaryUpdated on Apr 5, 2026

Teradata and Actian Ingres compete in data management and analytics. Teradata seems to have the upper hand due to its advanced analytics capabilities.

Features: Teradata offers scalability, robust analytics capabilities, and is suitable for enterprises with large data needs. It provides tools for streamlined data visualization and predictive analytics. Actian Ingres offers efficient relational database management, adaptability to various systems, and is designed for speed. It also delivers reliable transaction processing features.

Ease of Deployment and Customer Service: Teradata supports cloud deployment, enabling rapid scaling but with complex integration. Its customer service is extensive but can be intricate. Actian Ingres provides flexible deployment options, efficiently supporting on-premise infrastructures. It has straightforward support services tailored to its deployment model.

Pricing and ROI: Teradata's setup is higher due to its comprehensive suite, promising significant ROI for intense analytics demands. Actian Ingres offers a cost-effective setup, appealing to organizations with tighter budgets needing database functions. Teradata aligns higher costs with extensive capabilities, while Ingres provides an economical approach for targeted tasks.

To learn more, read our detailed Actian Ingres vs. Teradata Report (Updated: August 2026).

Actian Ingres vs. Teradata

August 2026

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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

Actian Ingres

Ranking in Relational Databases Tools

26th

Ranking in Data Warehouse

17th

Average Rating

8.6

Reviews Sentiment

7.9

Number of Reviews

Ranking in other categories

No ranking in other categories

Teradata

Ranking in Relational Databases Tools

7th

Ranking in Data Warehouse

2nd

Average Rating

8.2

Reviews Sentiment

6.9

Number of Reviews

Ranking in other categories

Customer Experience Management (5th), Backup and Recovery (11th), Data Integration (15th), BI (Business Intelligence) Tools (8th), Marketing Management (4th), Cloud Data Warehouse (2nd), Database Management Systems (DBMS) (5th)

Mindshare comparison

As of August 2026, in the Data Warehouse category, the mindshare of Actian Ingres is 2.5%, up from 1.0% compared to the previous year. The mindshare of Teradata is 8.6%, down from 14.9% compared to the previous year. It is calculated based on PeerSpot user engagement data.

Data Warehouse Mindshare Distribution
Product	Mindshare (%)
Teradata	8.6%
Actian Ingres	2.5%
Other	88.9%

Data Warehouse

Featured Reviews

GustavHoltzhausen

Sr Sales Engineer at a tech vendor with 10,001+ employees

Reliable performance enhances operations with good technical support

We run the entire IRS system, the income system, and the tax system. We also manage the entire Absa banking system in Africa. There's a lot of database applications, similar to those used in banks and the IRS The most valuable features for us are reliability and performance. Our system is used…

Read full review

David Durand Velásquez

Engineers at a consultancy with 11-50 employees

Delivers consistent performance and enables advanced analytics across complex data environments

Teradata stands out as a solid platform for managing and analyzing large volumes of data. Its architecture allows information to be processed efficiently while maintaining stable performance, even in highly demanding environments. One of its most notable strengths is the ability to run complex queries at high speed, which is essential for organizations that require timely and reliable analytics. Teradata offers a well-integrated ecosystem that supports working with different types of data and enables scalability as organizational needs grow. Its focus on advanced analytics, integration with modern business intelligence tools, and the ability to operate both on-premise and in the cloud make it a versatile solution for data warehousing and large-scale processing. Teradata's stability, technological maturity, and the availability of strong documentation and best practices are noteworthy. I consider Teradata to be a tool with great potential for any organization looking to enhance its analytical capabilities, optimize data processing, and move toward more data-driven decision-making. Teradata stands out as a solid platform for managing a large volume of data in different projects. Its architecture allows information to be processed efficiently while maintaining stable performance, even in high-demanding environments. A well-integrated AI ecosystem that supports working with different types of data and enables scalability as organizational needs grow across different kinds of enterprises or organizations. The focus on advanced analytics integration with modern business intelligence tools is particularly valuable. Teradata combines a powerful parallel process and optimizing SQL engine with a highly scalable architecture allowing businesses to execute complex queries and analytics in real-time. It supports multi-cloud, hybrid, and on-premise environments, giving organizations flexibility to choose the setup that best aligns with their strategy. One of the biggest strengths is the ability to unify disparate data sources and support high concurrency, enabling different teams, such as analytics, operations, BI, and data science, to access consistent, trusted data across the enterprise.

Read full review

Quotes from Members

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

Pros

"The most valuable features for us are reliability and performance."

"The deployment of our solution across a number of servers using Ingres .NET has meant that we can protect the database server behind a highly secure firewall and deploy the front end solutions on a normal web server."

"Ingres is the only database solution that has maintained a level of consistency and integrity about the way users interact with it."

"It's very mature from a technology perspective."

"The solution's banking model, called FSLDM (Financial Services Logical Data Model), is sophisticated and good."

"For large EDWH solutions, Teradata is the best."

"Designing the database is easy."

"We moved from an Enterprise platform, to non-Enterprise and ended up with a machine that was 20X more powerful."

"Teradata's most valuable feature is that it's easy to use."

"The most important thing we get out of the product is the intelligence that we derive."

"It architects the databases well, right from data modelling, the correct appliance to be chosen, the queries hitting the system, strategic and tactical, and that business knowledge should be easy to understand to end developers."

More Teradata pros

Cons

"The seamless integration is a bit of an issue."

"The ability to reset the log file without stopping the DBMS would be helpful for us."

"I would like more security and speed."

"Teradata needs to expand the kind of training that's available to customers."

"Needs compatibility with more Big Data platforms."

"The SQL Assistant is very basic. This tool can be improved for usability."

"I was not impressed by tech support. We made several requests regarding performance issues we had with our applications but did not get helpful answers."

"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."

"Teradata should focus on functionality for building predictive models because, in that regard, it can definitely improve."

"The primary challenge with Teradata lies in its cost structure, encompassing subscription fees, software licenses, and hardware expenses."

More Teradata cons

Pricing and Cost Advice

Information not available

"We had a lot of parties involved when purchasing from the AWS Marketplace. They are very flexible and aggressive in trying to close the deal. They are good at what they have to offer and listening to the customer. It's a two-way street."

"It's a very expensive product."

"It is still a very expensive solution. While I very much like the pure technological supremacy of the software itself, I believe Teradata as a company needs to become more affordable. They are already losing the market to more flexible or cheaper competitors."

"The cost is substantial, totaling around $1.2 million, solely dedicated to upgrading the hardware."

"The cost of running Teradata is quite high, but you get a good return on investment."

"The initial cost may seem high, but the TCO is low."

"The cost is significantly high."

"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."

More Teradata pricing and cost advice

See which vendors are best for you

Use our free recommendation engine to learn which Data Warehouse solutions are best for your needs.

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908,834 professionals have used our research since 2012.

Comparison Review

it_user232068

Senior Data Architect at a pharma/biotech company with 1,001-5,000 employees

Aug 5, 2015

Netezza vs. Teradata

Original published at https://www.linkedin.com/pulse/should-i-choose-net Two leading Massively Parallel Processing (MPP) architectures for Data Warehousing (DW) are IBM PureData System for Analytics (formerly Netezza) and Teradata. I thought talking about the similarities and differences…

Read full review

Top Industries

By visitors reading reviews

Comms Service Provider

12%

Construction Company

12%

Computer Software Company

11%

Manufacturing Company

Financial Services Firm

18%

Manufacturing Company

Construction Company

Comms Service Provider

Company Size

By reviewers

Large Enterprise

Midsize Enterprise

Small Business

No data available

By reviewers
Company Size	Count
Small Business	28
Midsize Enterprise	13
Large Enterprise	53

Questions from the Community

What needs improvement with Actian Ingres?

The seamless integration is a bit of an issue. I would like to see more direct connectors and stuff like SQLAlchemy. It's there but isn't available as a standard, so it involves going to GitHub to ...

What is your primary use case for Actian Ingres?

What is your experience regarding pricing and costs for Actian Ingres?

Initially, it's a lot less expensive than competitors. Price performance has always been a priority, ensuring we remain competitive in the market.

Comparing Teradata and Oracle Database, which product do you think is better and why?

I have spoken to my colleagues about this comparison and in our collective opinion, the reason why some people may declare Teradata better than Oracle is the pricing. Both solutions are quite simi...

Which companies use Teradata and who is it most suitable for?

Before my organization implemented this solution, we researched which big brands were using Teradata, so we knew if it would be compatible with our field. According to the product's site, the comp...

Is Teradata a difficult solution to work with?

Teradata is not a difficult product to work with, especially since they offer you technical support at all levels if you just ask. There are some features that may cause difficulties - for example,...

SQL Server vs Actian Ingres

Comparisons

Compared 9% of the time

VMware Tanzu Data Solutions vs Actian Ingres

Compared 7% of the time

Snowflake vs Actian Ingres

Compared 7% of the time

Oracle Database Appliance vs Actian Ingres

Compared 6% of the time

Oracle Exadata vs Actian Ingres

Compared 4% of the time

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Snowflake vs Teradata

Compared 4% of the time

Oracle Database vs Teradata

Compared 4% of the time

SQL Server vs Teradata

Compared 3% of the time

Databricks vs Teradata

Compared 3% of the time

MySQL vs Teradata

Compared 2% of the time

More Teradata Competitors

Product Reports

Download Actian Ingres product report

Data Warehouse

July 2026

Download Teradata product report

July 2026

Also Known As

Ingres, Ingres 2006

IntelliFlex, Aster Data Map Reduce, , QueryGrid, Customer Interaction Manager, Digital Marketing Center, Data Mover, Data Stream Architecture, Teradata Vantage Enterprise (DIY)

Overview

Actian Ingres is a robust database management system tailored for mission-critical applications, known for its scalability and reliability. It supports various industries, offering seamless data management and integration capabilities.

Actian Ingres serves as a comprehensive database solution designed for enterprises that require high performance and reliability. With advanced data management features, Ingres is ideal for businesses of all sizes in need of efficient data handling and integration. Users appreciate its capability to handle complex queries, support for multiple platforms, and ability to integrate seamlessly with other applications. This makes it a go-to choice for organizations looking for cost-effective scalability and reliability in database management.

What are the most important features of Actian Ingres?

Scalability: Easily handles large volumes of data, making it suitable for growing businesses.
Cross-Platform Support: Offers compatibility across multiple operating systems, enhancing flexibility.
High Availability: Ensures minimal downtime with robust data recovery options.
Integration Capabilities: Seamlessly connects with other systems, allowing for streamlined operations.
Efficient Query Management: Optimizes complex queries for better performance and speed.

What benefits or ROI can users expect from Actian Ingres?

Cost Efficiency: Offers a competitive pricing structure that reduces total ownership costs.
Improved Performance: Delivers fast query processing, enhancing productivity.
Reliability: Provides consistent performance, which is crucial for mission-critical applications.
Scalability: Supports business growth with minimal additional investment.

Actian Ingres has found wide application across industries such as finance, healthcare, and telecommunications due to its reliability and integration capabilities. In the healthcare sector, it supports the management of patient data with high security and efficiency. In finance, it aids in handling transactional data and analytics, while in telecommunications, it ensures seamless data flow and processing. Businesses in these sectors value its flexibility and robust data management features, allowing for customized solutions to meet industry-specific requirements.

Actian

Teradata is a powerful tool for handling substantial data volumes with its parallel processing architecture, supporting both cloud and on-premise environments efficiently. It offers impressive capabilities for fast query processing, data integration, and real-time reporting, making it suitable for diverse industrial applications.

Known for its robust parallel processing capabilities, Teradata effectively manages large datasets and provides adaptable deployment across cloud and on-premise setups. It enhances performance and scalability with features like advanced query tuning, workload management, and strong security. Users appreciate its ease of use and automation features which support real-time data reporting. The optimizer and intelligent partitioning help improve query speed and efficiency, while multi-temperature data management optimizes data handling.

What are the key features of Teradata?

Parallel Processing Architecture: Enables efficient handling of substantial data volumes.
Cloud and On-Premise Deployment: Offers seamless adaptability across environments.
Query Tuning: Improves speed and performance of data retrieval processes.
Workload Management: Ensures optimal resource allocation for enhanced performance.
Robust Security: Provides high levels of data protection and system integrity.
Data Integration: Facilitates cohesive data management from multiple sources.
Automation for Real-time Reporting: Enhances timely data insights and decision-making.
Optimizer and Intelligent Partitioning: Further increase query speed and system efficiency.
Multi-Temperature Data Management: Optimizes the handling and retrieval of data.

What benefits and ROI do users look for?

Efficient Data Management: Facilitates smooth integration and processing of diverse data sets.
Scalability: Easy adjustment to increasing or decreasing data requirements.
Improved Performance: Fast query speeds and optimized resource use.
Comprehensive Security: Safeguards data integrity and accessibility.
Ease of Use: Simplifies data handling and operational processes.

In the finance, retail, and government sectors, Teradata is employed for data warehousing, business intelligence, and analytical processing. It handles vast datasets for activities like customer behavior modeling and enterprise data integration. Supporting efficient reporting and analytics, Teradata enhances data storage and processing, whether deployed on-premise or on cloud platforms.

Sample Customers

Groupe Adeo, IsCool Entertainment

Netflix