Coalesce.io vs Teradata comparison

Coalesce.io and Teradata are both solutions in the Data Warehouse category. Coalesce.io is ranked #16 with an average rating of 9.0, while Teradata is ranked #3 with an average rating of 7.7. Coalesce.io holds a 1.1% mindshare in Data Warehouse, compared to Teradata’s 9.5% mindshare. Additionally, 100% of Coalesce.io users are willing to recommend the solution, compared to 88% of Teradata users who would recommend it.

Coalesce.io

Read 1 Coalesce.io review

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224 Comparison Views

100% willing to recommend

Teradata

Read 83 Teradata reviews

10,773 Views
3,232 Comparison Views

88% willing to recommend

Coalesce.io

Teradata

Comparison Buyer's Guide

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Executive SummaryUpdated on Jan 4, 2026

Teradata and Coalesce.io compete in the data analytics management and optimization category. Coalesce.io often seems favored due to its agility and innovative features, appealing to organizations desiring flexibility and ease of use.

Features: Teradata offers advanced analytics capabilities, scalability across large datasets, and seamless integration with enterprise systems. Coalesce.io provides a user-friendly interface, automation features, and high customization levels.

Ease of Deployment and Customer Service: Teradata employs a traditional deployment model suited for large enterprises, offering comprehensive support. Coalesce.io's cloud-based deployment leads to faster implementation and easy integration, coupled with responsive customer service for versatile data management.

Pricing and ROI: Teradata involves higher initial setup costs due to its vast infrastructure, providing significant returns in large-scale deployments. Coalesce.io's competitive pricing results in a faster ROI, benefiting businesses focused on cost-effectiveness and quick results.

To learn more, read our detailed Data Warehouse Report (Updated: January 2026).

Buyer's Guide

Data Warehouse

January 2026

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Helped 881,082 peers since 2012

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

Coalesce.io

Ranking in Data Warehouse

16th

Average Rating

9.0

Reviews Sentiment

6.1

Number of Reviews

Ranking in other categories

No ranking in other categories

Teradata

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 (15th), Data Integration (15th), Relational Databases Tools (6th), BI (Business Intelligence) Tools (8th), Marketing Management (5th), Cloud Data Warehouse (3rd), Database Management Systems (DBMS) (3rd)

Mindshare comparison

As of January 2026, in the Data Warehouse category, the mindshare of Coalesce.io is 1.1%, up from 0.2% compared to the previous year. The mindshare of Teradata is 9.5%, down from 15.6% compared to the previous year. It is calculated based on PeerSpot user engagement data.

Data Warehouse Market Share Distribution
Product	Market Share (%)
Teradata	9.5%
Coalesce.io	1.1%
Other	89.4%

Data Warehouse

Featured Reviews

reviewer2784381

Lead at a tech vendor with 10,001+ employees

Low-code pipelines have accelerated team collaboration and simplified CI/CD development

Developers can share within Coalesce.io. I would rate Coalesce.io as nine out of ten. We do not track any metrics at the moment. Coalesce.io is deployed in a private cloud. When Coalesce.io needs to be updated or maintained, we must declare the maintenance window. We cannot use the tool during maintenance, but we try to keep maintenance time low to prevent any issues. I don't have much information about security features. Coalesce.io offers capabilities that we managed to use, but we also use external tools. The Coalesce.io integration was planned to be smooth because before it, we used another tool, so we had to migrate what we had on the previous tool to Coalesce.io and then switch off when everything was done. I suggest Coalesce.io to everyone who wants a collaborative environment deeply integrated with Snowflake that supports developers in their job.

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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.

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Quotes from Members

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

Pros

"Coalesce.io has impacted our organization positively by providing a low-code approach, supporting different sources so we don't need to write custom code, and offering a collaborative tool suitable for teams with a large number of developers."

"The solution scales well on the cloud."

"It has massive parallel processing ability to do large amounts of concurrent querying."

"Designing the database is easy."

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

"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."

"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."

"Teradata's best feature is its speed with historical data."

"The ability to handle machine data parallel processing is the most valuable feature of Teradata."

More Teradata pros

Cons

"At the moment, the only improvement I see is deeper support for AI agents to support the developer's job."

"They should add more connectors to different platforms."

"The following could be better: licensing, architecture openness, integration with other tools."

"Teradata is somewhat late in adopting cloud technology."

"It would help to make scaling easier with a reduced cost. "

"When backups are performed, it locks the database, preventing user access, which is a concern."

"There is a need to improve performance in high transaction processes, as well as the reporting system."

"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."

"Stability-wise, we have had some issues with automation and the ability to handle large datasets."

More Teradata cons

Pricing and Cost Advice

Information not available

"When looking into implementing this product, pricing is the main issue followed by technical expertise."

"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."

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

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

"Teradata is expensive, so it's typically marketed to big customers. However, there have been some changes, and Teradata is now offering more flexible pricing models and equipment leasing. They've added pay-as-you-go and cloud models, so it's changing, but Teradata is generally known as an expensive high-end product."

"Users have to pay a yearly licensing fee for Teradata IntelliFlex, which is very expensive."

"In the past, it turned out that other solutions, in order to provide the full range of abilities that the Teradata platform provides plus the migration costs, would end up costing more than Teradata does."

"Teradata is expensive but gives value for money, especially if you don't want to move your data to the cloud."

More Teradata pricing and cost advice

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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…

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Top Industries

By visitors reading reviews

No data available

Financial Services Firm

24%

Manufacturing Company

Computer Software Company

Government

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	52

Questions from the Community

What is your experience regarding pricing and costs for Coalesce.io?

Coalesce.io was purchased through the AWS marketplace.

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What needs improvement with Coalesce.io?

At the moment, the only improvement I see is deeper support for AI agents to support the developer's job. Coalesce.io is a very complete platform, but it could be an even better product if it suppo...

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What is your primary use case for Coalesce.io?

Coalesce.io is used as a main platform for developing ETL pipelines.

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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...

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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...

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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,...

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Comparisons

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Compared 38% of the time

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Compared 32% of the time

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Oracle Exadata vs Teradata

Compared 7% of the time

Snowflake vs Teradata

Compared 6% of the time

Oracle Database vs Teradata

Compared 5% of the time

SQL Server vs Teradata

Compared 5% of the time

IBM Db2 Database vs Teradata

Compared 5% of the time

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Product Reports

Buyer's Guide

Data Warehouse

January 2026

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Buyer's Guide

Teradata

January 2026

Download Teradata product report

Also Known As

No data available

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

Overview

Coalesce.io delivers data integration and transformation capabilities, tailored for data-driven companies seeking efficient data solutions. It offers a comprehensive platform to streamline data processes, offering impactful features with room for refinement.

Coalesce.io operates as a robust platform designed for facilitating efficient data workflows. Its primary function is to aid organizations in transitioning from raw data to actionable insights. Utilizing cutting-edge technology, it supports diverse data management requirements, ensuring a seamless integration with existing tools. Coalesce.io stands out by offering a blend of usability and functionality which caters to tech-savvy teams aiming to optimize data operations. While offering a strong feature set, ongoing development holds promise for addressing user suggestions and expanding to new capabilities.

What are the most important features of Coalesce.io?

Data Integration: Simplifies the process of combining data from diverse sources.
Scalability: Adapts to growing data volumes and organizational growth.
Customizable Workflows: Enables tailored data processes to meet specific requirements.

What benefits or ROI can users expect from Coalesce.io?

Increased Efficiency: Reduces time spent on data management tasks.
Cost-Effectiveness: Streamlines operations, leading to potential savings.
Enhanced Data Quality: Provides consistent and reliable data outputs.

Industries implement Coalesce.io by integrating it into their data ecosystem, allowing for streamlined data operations in sectors like finance and healthcare. Its adaptability supports specialized industry requirements, offering flexible solutions that cater to specific data challenges, maximizing resource utilization and actionable insights.

Coalesce.io

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.

Teradata

Sample Customers

Information Not Available

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