Chroma vs SingleStore comparison

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Chroma

Comparison Buyer's Guide

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Executive SummaryUpdated on Mar 5, 2025

SingleStore and Chroma are both players in the database management and analytics field. SingleStore is seen as stronger in performance efficiency and scalability, particularly noted for its low-latency query capabilities, while Chroma is favorably recognized for its advanced analytical features and seamless integration with diverse data sources.

Features: SingleStore provides high-speed data processing, real-time analytics, and the ability to handle transactional and analytical workloads simultaneously. Chroma features a comprehensive analytical engine, capabilities for deep data analysis, and advanced visualization tools, making it a strong contender for complex analytical operations.

Ease of Deployment and Customer Service: SingleStore offers a straightforward deployment process and strong technical support, focusing on performance optimization and agility. Chroma, although having a complex deployment process, provides thorough documentation and responsive customer service, with a deployment model allowing for extensive customization to suit intricate analytics environments.

Pricing and ROI: SingleStore requires a higher initial investment, but its performance and scalability justify the cost with a commendable return on investment. Chroma presents a flexible pricing structure with a focus on detailed cost control for analytical features, making it attractive for those seeking tailored analytical solutions.

To learn more, read our detailed Chroma vs. SingleStore Report (Updated: March 2025).

Chroma vs. SingleStore

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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

Chroma

Ranking in Vector Databases

1st

Average Rating

8.6

Reviews Sentiment

5.5

Number of Reviews

Ranking in other categories

No ranking in other categories

SingleStore

Ranking in Vector Databases

13th

Average Rating

8.8

Reviews Sentiment

7.4

Number of Reviews

Ranking in other categories

Database as a Service (DBaaS) (7th)

Mindshare comparison

As of March 2025, in the Vector Databases category, the mindshare of Chroma is 14.1%, down from 16.0% compared to the previous year. The mindshare of SingleStore is 1.5%, up from 1.1% compared to the previous year. It is calculated based on PeerSpot user engagement data.

Vector Databases

Featured Reviews

Sameer Bhangale

Leader, Data Science Practice at a computer software company with 5,001-10,000 employees

Used for RAG (Retrieval-augmented generation) and provides good documentation

If I have to deploy my application in a scalable environment with lots of data and users, I sometimes need to create multiple instances of my database or have a distributed database across different machines. Using Kubernetes, I can quickly increase the horizontal spread of Milvus because it is containerized and readily available. I don't have to do anything by myself. New users can go to Chroma's 'Get Started' page and follow it like a tutorial. Then, they will be ready to use the solution. Chroma has helped us reduce the overall project post production time. Overall, I rate the solution an eight out of ten.

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Hitesh Kunchakuri

Associate Consultant at University of California at Davis

A reasonably priced product that offers good speed and seamless support

Currently, I can't think of any areas that require improvement because SingleStore was recently launched in the market. The product can be developed further to provide more appropriate output to users as it is one of the areas where there are shortcomings. The current SingleStore model provides output based on the RANK function. If a user searches for a liquor bottle, then with all the data the product has, it will search for the liquor bottle in the data, and based on a match, the product has an algorithm to rank the product because of which the paragraph that has the best match will be ranked as a 100, the next one as 99, following which the next product will be ranked as 98 and so on. The output from the solution will fetch you all the 100 products that are available in a store, but sometimes a user might require a product with a 97 or 98 percent match from the DB, meaning the product doesn't always work to provide a 100 percent match, an area I feel that can be optimized in the product. Currently, SingleStore's features are excellent as it can read documents, images, and everything. The product works seamlessly for me.

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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

"The solution's most valuable feature is its documentation, which allows new users to easily learn, deploy, and use it."

"It's very easy to set up and runs easily."

"The product's initial setup phase was pretty straightforward, with no complex processes."

"MemSQL supports the MySQL protocol, and many functions are similar, so the learning curve is very short."

"The paramount advantage is the exceptional speed."

"The most valuable feature is the ability to create pipelines, streamline and extract data from the pipelines."

"It's a distributed relational database, so it does not have a single server, it has multiple servers. Its architecture itself is fast because it has multiple nodes to distribute the workload and process large amounts of data."

"The product can automatically reinstall and reconfigure in case of a shutdown."

"The ability to store data in memory is a standout feature, enhanced by robust failover mechanisms."

Cons

"I think Chroma doesn't have a ready-made containerized image available."

"The hybrid algorithm needs improvement."

"Having the ability to migrate servers using a single command would be extremely beneficial."

"The product can be developed further to provide more appropriate output to users as it is one of the areas where there are shortcomings."

"For new customers, it's very tough to start. Their documentation isn't organized, and there's no online training available. SingleStore is working on it, but that's a major drawback."

"There should be more pipelines available because I think that if MemSQL can connect to other services, that would be great."

"Poor key distribution can significantly impact performance, requiring a backward approach in design rather than adding tables incrementally."

"It is not the optimal choice for direct data collection through queries, and it's more suited for aggregation tasks."

"We don't get good discounts in Pakistan."

Pricing and Cost Advice

"The current version is an open-source."

"Using it for analytical purposes can be cost-effective in the long run, especially in terms of infrastructure."

"I would advise users to try the free 128GB version."

"They have two main options: cloud installation and bare-metal installation, each with different pricing models."

"The price of the product is okay compared to the other available solutions in the market. SingleStore is a reasonably priced product, considering the functions it offers."

"The product's licensing is not expensive. It is comparable."

"SingleStore is a bit expensive."

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Top Industries

By visitors reading reviews

Computer Software Company

15%

Financial Services Firm

14%

Manufacturing Company

10%

University

Financial Services Firm

33%

Computer Software Company

13%

Healthcare Company

Manufacturing Company

Company Size

By reviewers

Large Enterprise

Midsize Enterprise

Small Business

No data available

Questions from the Community

What do you like most about Chroma?

The solution's most valuable feature is its documentation, which allows new users to easily learn, deploy, and use it.

What needs improvement with Chroma?

The hybrid algorithm needs improvement.

What is your primary use case for Chroma?

We collect customer's feedback, and then we present it to the clients.

What do you like most about SingleStore DB?

The paramount advantage is the exceptional speed.

What is your experience regarding pricing and costs for SingleStore DB?

Using it for analytical purposes can be cost-effective in the long run, especially in terms of infrastructure. While building an on-premise cluster incurs an initial cost for servers with ample RAM...

What needs improvement with SingleStore DB?

There's a noteworthy consideration when it comes to collecting massive amounts of data. It is not the optimal choice for direct data collection through queries, and it's more suited for aggregation...

ClickHouse vs SingleStore

Comparisons

LanceDB vs Chroma

Compared 33% of the time

OpenSearch vs Chroma

Compared 11% of the time

PostgreSQL vs Chroma

Compared 11% of the time

Faiss vs Chroma

Compared 11% of the time

Elastic Search vs Chroma

Compared 1% of the time

More Chroma Competitors

Compared 13% of the time

SQL Server vs SingleStore

Compared 7% of the time

Teradata vs SingleStore

Compared 7% of the time

MongoDB vs SingleStore

Compared 6% of the time

CockroachDB vs SingleStore

Compared 6% of the time

More SingleStore Competitors

Product Reports

Vector Databases

Download Chroma product report

Download SingleStore product report

Overview

Chroma is a versatile tool that enhances visual display quality, offering features such as color accuracy improvement, brightness adjustment, and image settings fine-tuning.

It creates vibrant and immersive visual experiences, making it valuable for content creators, gamers, and design professionals.

Chroma's customizable lighting options and seamless integration with other devices are highly praised, allowing users to personalize their setups and create visually stunning effects.

Its compatibility with various devices ensures a cohesive and immersive user experience.

Chroma

SingleStore enables organizations to scale from one to one million customers, handling SQL, JSON, full text and vector workloads — all in one unified platform.

Sample Customers

1. Google 2. Netflix 3. Amazon 4. Facebook 5. Microsoft 6. Apple 7. Twitter 8. Spotify 9. Adobe 10. Uber 11. Airbnb 12. LinkedIn 13. Pinterest 14. Snapchat 15. Dropbox 16. Salesforce 17. IBM 18. Intel 19. Oracle 20. Cisco 21. HP 22. Dell 23. Samsung 24. Sony 25. LG 26. Panasonic 27. Philips 28. Toshiba 29. Nokia 30. Motorola 31. Xiaomi 32. Huawei

6Sense, ADNOC, Adobe, Akamai, CARFAX, Cigna, Cisco, Comcast, DBS Bank, Dell, Dentsu, EY, FirstEnergy, GE, Goldman Sachs, Heap, Hulu, IMAX, Kakao, Kroger, LG, LiveRamp, Lumana, NBC, OpenDialog, Outreach, Palo Alto Networks, PicPay, RBC, Samsung, Siemens, SiriusXM, SK Telecom, SKAI, Sony, State Street Financial, STC, SunRun, TATA, Thorn, and ZoomInfo.

Chroma vs. SingleStore