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MarkLogic vs SingleStore comparison

 

Comparison Buyer's Guide

Executive Summary

Review summaries and opinions

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

ROI

Sentiment score
6.4
Organizations gained efficiency and cost savings with MarkLogic, improving feature delivery, data retrieval, and reducing maintenance complexities.
Sentiment score
5.9
SingleStore enhances performance and efficiency with minimal setup, delivering transactional and analytical capabilities while reducing operational overhead.
For example, by using MarkLogic to handle semi-structured data directly, I have reduced ETL prep and transformation time by roughly 30 to 40 percent, freeing up engineers to focus on more value-added tasks instead of manual data cleaning.
Senior Data Engineer at a insurance company with 10,001+ employees
This led to roughly a thirty to forty percent reduction in backend development effort.
SDE 2 at Virtusa
In metrics, I think they save three or four hours now daily because we have really enabled them to have the data in real time instead of waiting for another day.
Manager at TCS
The efficiency has increased significantly, and our workflows are consolidated into a single platform, thus reducing the operational overhead we previously faced.
SDE III at a tech vendor with 1,001-5,000 employees
The objective was to scale as data loads with high-performing query model responses.
Senior Software Engineer at Honeywell
I have seen a return on investment in terms of time saved.
Devops Engineer at a tech vendor with 51-200 employees
 

Customer Service

Sentiment score
6.2
MarkLogic customer service is praised for responsiveness, expertise, and effective issue resolution with well-structured support models.
Sentiment score
7.9
SingleStore provides exceptional customer support with 24/7 availability, dedicated teams, and an intuitive interface, earning high satisfaction.
I would rate customer support 10 out of 10.
Manager at TCS
Customer support for MarkLogic provides strong enterprise-level assistance through direct interactions.
Software Engineer at ValueMomentum
I would rate MarkLogic's customer support an eight due to its responsiveness, especially for higher priority issues.
SDE 2 at Virtusa
The customer support is very proactive and responsive twenty-four hours per day, seven days per week.
Senior Software Engineer at Honeywell
Their team is capable of resolving issues efficiently, allowing users to create tickets and receive support.
Devops Engineer at a tech vendor with 51-200 employees
We have our own account manager who keeps us informed of the latest solutions and improvements in the system.
Vice President, Research & Development at a computer software company with 11-50 employees
 

Scalability Issues

Sentiment score
6.1
MarkLogic offers efficient horizontal scalability, supporting seamless resource expansion and handling large datasets with consistent, enterprise-level performance.
Sentiment score
7.9
SingleStore efficiently scales with minimal downtime, supporting both vertical and horizontal scaling, and handles increased data loads effectively.
Overall, it scales well, but getting the best performance depends on how well you design and configure it.
Developer at a tech vendor with 10,001+ employees
In production, when you get to know that your data is increasing and you need to add one more node, that is not easy and not straightforward.
Staff Engineer at a tech vendor with 10,001+ employees
MarkLogic is highly scalable and supports horizontal scaling through its clustered architecture.
Software Engineer at ValueMomentum
As our data volumes grow, we can expand resources without significant performance degradation.
SDE III at a tech vendor with 1,001-5,000 employees
SingleStore's scalability is really nice, as the process model includes master aggregator and slave aggregators or child aggregators, making it very well scalable both vertically and horizontally.
Vice President, Research & Development at a computer software company with 11-50 employees
I have added both storage and additional instances many times, and it worked perfectly.
Database Administrator at Twingo
 

Stability Issues

Sentiment score
7.7
MarkLogic is reliable for enterprise apps, offering high availability, ACID transactions, and strong performance despite occasional stability issues.
Sentiment score
8.3
SingleStore is highly rated for its stability, consistent uptime, effective workload handling, and reliability as a main database engine.
It supports ACID transactions, which ensure data consistency and reliability.
Software Engineer at ValueMomentum
The built-in replication and failover features also help maintain uptime, ensuring the system stays operational even during maintenance or updates.
Senior Data Engineer at a insurance company with 10,001+ employees
We used to have production issues, mainly due to MarkLogic failures.
Staff Engineer at a tech vendor with 10,001+ employees
It handles large workloads and maintains consistent performance very well overall.
SDE III at a tech vendor with 1,001-5,000 employees
The performance and usability of SingleStore as a main database engine are significantly superior to other both paid and open-source solutions.
Vice President, Research & Development at a computer software company with 11-50 employees
I have not seen any downtime.
Senior Software Engineer at Honeywell
 

Room For Improvement

MarkLogic needs UI enhancements, better integration, and developer tools to address learning curve, documentation, and pricing challenges.
SingleStore needs improvements in data distribution, SQL features, documentation, integration, error handling, administration, monitoring, migration, and community support.
You do not need to worry about maintaining your own servers or provisioning your own servers. You simply log in and tell MarkLogic you want a certain number of clusters or nodes in a cluster and what cloud provider you want to use, then click okay, and they will build it for you.
Staff Engineer at a tech vendor with 10,001+ employees
There is a steep learning curve for this technology; XQuery and internal concepts such as indexing and CTS queries take time to learn compared to more common databases such as MongoDB.
Software Engineer at ValueMomentum
Tooling and ecosystem support do not feel as rich as mainstream databases such as Hive or SQL servers in terms of connectors and integration or community resources.
Senior Data Engineer at a insurance company with 10,001+ employees
Error handling needs attention. When it fails due to memory, it only indicates that but not exactly in which process it failed.
Senior Software Engineer at Honeywell
The data which is sent to DataDog sometimes does not match with the SingleStore dashboard.
Devops Engineer at a tech vendor with 51-200 employees
Better documentation for advanced use cases, especially where data volumes are very high and queries are frequent, would help us manage the feature more efficiently.
SDE III at a tech vendor with 1,001-5,000 employees
 

Setup Cost

MarkLogic's high pricing suits enterprises, offering robust support and reputation, ideal for medium and large businesses.
SingleStore offers transparent pricing with cloud and on-premises options, though costs vary; free trials are available for exploration.
The initial setup cost is moderate to high, mainly due to infrastructure provisioning, licensing costs, and initial configuration and onboarding efforts.
SDE 2 at Virtusa
MarkLogic is quite costly, and they are looking to move away in the longer run for that reason.
Staff Engineer at a tech vendor with 10,001+ employees
I believe the pricing and licensing are definitely on the higher side compared to open-source alternatives.
Senior Data Engineer at a insurance company with 10,001+ employees
My experience with pricing, setup cost, and licensing is that it can be a bit expensive for startups.
Senior Software Engineer at Honeywell
The setup cost was surprisingly good, and our transfer to Helios was almost seamless, as far as databases go, and it was not expensive.
Vice President, Research & Development at a computer software company with 11-50 employees
 

Valuable Features

MarkLogic offers powerful search, indexing, and flexible data management, enhancing performance and efficiency while reducing development and integration time.
SingleStore offers fast, scalable data handling with resilience, supporting complex operations and improving productivity through integration and ease of use.
It has a very rich search and cts APIs to build search engines on large datasets.
Staff Engineer at a tech vendor with 10,001+ employees
I personally appreciate the built-in search feature because it indexes all data immediately upon ingestion for rapid searching, so we can perform full-text, phrase, or geospatial searches.
Non IT Recruiter at a computer software company with 11-50 employees
MarkLogic provides a Google search-like capability, including full-text search, partial matching, and relevance scoring.
Software Engineer at ValueMomentum
SingleStore has impacted my organization positively by enabling us to run low-latency analytics and model-driven use cases at scale, which is quite difficult for OLAP and OLTP databases alone.
Senior Software Engineer at Honeywell
A very nice and useful feature is its compatibility with MySQL API, letting any system that can connect to MySQL also connect to SingleStore, thus solving many interoperability issues with different systems.
Vice President, Research & Development at a computer software company with 11-50 employees
SingleStore is a distributed database that has the advantage that at any moment when resources are insufficient, there is a possibility to add more nodes, and everything is added online.
Database Administrator at Twingo
 

Categories and Ranking

MarkLogic
Average Rating
8.4
Reviews Sentiment
6.0
Number of Reviews
13
Ranking in other categories
NoSQL Databases (8th)
SingleStore
Average Rating
8.8
Reviews Sentiment
7.1
Number of Reviews
11
Ranking in other categories
Database as a Service (DBaaS) (9th), Vector Databases (11th)
 

Mindshare comparison

While both are Databases solutions, they serve different purposes. MarkLogic is designed for NoSQL Databases and holds a mindshare of 2.9%, up 1.8% compared to last year.
SingleStore, on the other hand, focuses on Database as a Service (DBaaS), holds 3.6% mindshare, up 2.2% since last year.
NoSQL Databases Mindshare Distribution
ProductMindshare (%)
MarkLogic2.9%
MongoDB Enterprise Advanced13.1%
Redis8.3%
Other75.7%
NoSQL Databases
Database as a Service (DBaaS) Mindshare Distribution
ProductMindshare (%)
SingleStore3.6%
Amazon RDS12.6%
MongoDB Atlas11.5%
Other72.3%
Database as a Service (DBaaS)
 

Featured Reviews

reviewer2812596 - PeerSpot reviewer
Senior Data Engineer at a insurance company with 10,001+ employees
Handling hierarchical insurance data has improved ETL workflows and still needs better integration
There are several things I have observed regarding MarkLogic's improvement areas. One challenge I notice is the learning curve and setup; it can be complex for someone new, especially when integrating with other systems or setting up indexing strategies for large datasets. I occasionally spend extra time fine-tuning indexes or query performance for really large documents. Another observation concerns tooling and ecosystem support, as it does not feel as rich as mainstream databases such as Hive or SQL servers in terms of connectors and integration or community resources. Sometimes I need to build custom scripts to bridge these gaps. Finally, monitoring and debugging distributed queries can be tricky; while it has built-in tools, deeper performance profiling or tracing is not always intuitive. Overall, these are not deal-breakers, but improvements in onboarding, ecosystem connectors, and monitoring would enhance the experience.
Kelvin  Ben - PeerSpot reviewer
Senior Software Engineer at Honeywell
Real-time analytics has transformed daily decisions and delivers fast dashboards from streaming data
The best features SingleStore offers include fast data recovery and data compression by 80 percent. Having the information in sheets helps me to process the information quickly. Simplicity in T-SQL is another aspect I appreciate. Data recovery and sheet-based processing help my team on a day-to-day basis by enabling us to handle information efficiently. I would like to add that the data compression by 80 percent helps us in an excellent way since we are very fast in obtaining the data for our dashboards and the compression of the information is great. SingleStore has impacted my organization positively by enabling us to run low-latency analytics and model-driven use cases at scale, which is quite difficult for OLAP and OLTP databases alone. It has been very helpful because our internal clients are happy to have the data and make data-driven decisions easily. Making decisions based on data within a two-hour delay to the transactional database is excellent since we went from twenty-four hours to two hours. I think the best contribution is decision-making with data that is close to reality. Reducing that delay from twenty-four hours to two hours has significantly affected my team and business outcomes by increasing productivity. We have been able to serve all our customers, and they are very happy. We can deliver to them on time.
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Top Industries

By visitors reading reviews
Educational Organization
24%
Transportation Company
13%
Program Development Consultancy
10%
Financial Services Firm
10%
Financial Services Firm
28%
Computer Software Company
8%
Comms Service Provider
8%
Outsourcing Company
7%
 

Company Size

By reviewers
Large Enterprise
Midsize Enterprise
Small Business
By reviewers
Company SizeCount
Small Business5
Midsize Enterprise3
Large Enterprise11
By reviewers
Company SizeCount
Small Business7
Large Enterprise5
 

Questions from the Community

What is your experience regarding pricing and costs for MarkLogic?
As far as I know, I am not directly associated with pricing, setup cost, and licensing, but MarkLogic is a bit more expensive than other technologies available. However, the support is really good,...
What needs improvement with MarkLogic?
MarkLogic can be improved by introducing a lot of languages to querying. Although I think it is self-sufficient if you know JavaScript and XQuery, for new people who want to onboard into MarkLogic,...
What is your primary use case for MarkLogic?
MarkLogic serves as our enterprise-level database with multiple applications. We have numerous source systems that dump data into MarkLogic. DHF flows manage transformation, harmonization, mapping,...
What is your experience regarding pricing and costs for SingleStore DB?
The setup cost was surprisingly good, and our transfer to Helios was almost seamless, as far as databases go, and it was not expensive.
What needs improvement with SingleStore DB?
Improvement for SingleStore is a tough question, as I think many of the new features are taking this path and allowing more AI and AI-related capabilities, which include RAG, support, and specific ...
What is your primary use case for SingleStore DB?
SingleStore serves as our main production database, which includes online transaction processing, OLTP, data management, streaming, Kafka streams, AWS S3 streams, and data manipulation and statisti...
 

Comparisons

 

Overview

 

Sample Customers

ALM, American Psychological Association, American Society of Agronomy, Cond_ Nast, Centers for Medicare and Medicaid Services, Institute of Engineering and Technology, JWG Group, Lagardre Active, RSuite CMS, Wiley
400+ customers including: 6sense, Adobe, Akamai, Ant Money, Arcules, CARFAX, Cigna, Cisco, Comcast, DELL, DBS Bank, Dentsu, DirectlyApply, EY, Factors.AI, Fathom Analytics, FirstEnergy, GE, Goldman Sachs, Heap, Hulu, IMAX, impact.com, Kroger, LG, LiveRamp, Lumana, Nvidia, OpenDialog, Outreach, Palo Alto Networks, PicPay, RBC, Samsung, SegMetrics, Siemens, SiteImprove, SiriusXM, SK Telecom, SKAI, SONY, STC, SunRun, TATA, Thorn, ZoomInfo.
Find out what your peers are saying about Microsoft, MongoDB, Redis and others in NoSQL Databases. Updated: August 2026.
908,834 professionals have used our research since 2012.