Actian Ingres vs Teradata comparison

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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: September 2026).

Actian Ingres vs. Teradata

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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

29th

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

3rd

Average Rating

8.2

Reviews Sentiment

6.9

Number of Reviews

Ranking in other categories

Customer Experience Management (6th), Backup and Recovery (20th), Data Integration (21st), BI (Business Intelligence) Tools (13th), Marketing Management (5th), Cloud Data Warehouse (5th), Database Management Systems (DBMS) (6th)

Mindshare comparison

As of October 2026, in the Data Warehouse category, the mindshare of Actian Ingres is 2.3%, up from 1.3% compared to the previous year. The mindshare of Teradata is 9.0%, down from 12.2% compared to the previous year. It is calculated based on PeerSpot user engagement data.

Data Warehouse Mindshare Distribution
Product	Mindshare (%)
Teradata	9.0%
Actian Ingres	2.3%
Other	88.7%

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

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

"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."

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

"What really impressed me is their approach to design the data warehouse."

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

"It is a solid database a lot of different tools to move data."

"It's the same as your visual database. I like the fast load feature for data, the BTQ solution is very good, and storage procedures are very fast."

"The data mover is valuable over the last two years as it allows us to achieve data replication to our disaster recovery systems."

"BTEQ is the best feature of Teradata, as it allows me to execute multiple queries such as select, insert, update, and delete in a single script, handle errors, automate running multiple SQL statements, and schedule ETL jobs, making it lightweight and scriptable, unlike SQL Assistant."

"Cuts time to process huge amounts of data with efficient analytical queries."

"Teradata effectively uses parallelism to the granular level, performing better than other databases."

More Teradata pros

Cons

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

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

"They should add more connectors to different platforms."

"The only issue our company has with Teradata IntelliFlex is that it is not cost-effective because of the way the product has been designed."

"It could use some more advanced analytics relating to structured and semi-structured data."

"Query language and its functionality are rather limited, compared to Oracle or even SQL Server. However, it is possible to perform any kind of logic in it (though some workarounds may be required)."

"Apart from Control-M, it would be nice if it could integrate with other tools."

"The reporting side wasn't very good in the past, but with the latest versions, it's getting better. Still, the friendliness of the PDC reporting and functionality needs to be improved."

"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."

"The capability to implement it with comparable performance across various private cloud environments, ensuring adaptability to different infrastructure setups would be beneficial."

More Teradata cons

Pricing and Cost Advice

Information not available

"Teradata is a very expensive solution."

"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 product cost is high for what the client gets. There may be more cost-effective solutions for small and medium-sized organizations."

"I would advise others to look into migration and setup as a fixed price and incorporate a SaaS option for other Teradata services."

"It comes at a notably high cost for what it offers."

"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."

"The price of Teradata could be less expensive."

"The price of the solution could be reduced, it is expensive."

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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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

14%

Construction Company

12%

Computer Software Company

10%

Manufacturing Company

Financial Services Firm

16%

Outsourcing Company

10%

Manufacturing Company

Construction Company

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

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Compared 6% of the time

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Compared 4% of the time

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Compared 3% of the time

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Compared 3% of the time

Databricks vs Teradata

Compared 2% of the time

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Compared 2% of the time

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Product Reports

Data Warehouse

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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

Actian Ingres vs. Teradata