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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
5.8
MarkLogic boosts ROI by enhancing efficiency, reducing complexity, and accelerating processes, saving costs and improving team focus.
Sentiment score
7.5
SingleStore offers cost efficiency, versatility, and scalability, providing seamless setup and substantial ROI with minimal hassle and complexity.
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
Ultimately, it reduced development complexity and effort noticeably, especially by eliminating the need to manage multiple systems.
Senior Software Developer at NIT
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's responsive support and expert engineers effectively handle complex issues, receiving positive feedback for enterprise-grade assistance.
Sentiment score
7.8
SingleStore offers 24/7 support with a dedicated team, interactive UI, and personalized service, receiving high user satisfaction.
Customer support for MarkLogic provides strong enterprise-level assistance through direct interactions.
Software Engineer at ValueMomentum
MarkLogic support has enterprise-grade support, including ticketing systems and dedicated support channels for customers.
Senior Software Developer at NIT
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
 

Scalability Issues

Sentiment score
6.9
MarkLogic efficiently scales horizontally, handling increased data volumes and workloads with effective server design and cloud solutions.
Sentiment score
7.3
SingleStore scales efficiently with minimal downtime, offering seamless integration and optimal performance, ideal for organizations without budget constraints.
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
SingleStore's scalability is high and it can be used by any size of organization and can handle any needs of any organization.
Senior Software Engineer at Honeywell
 

Stability Issues

Sentiment score
7.8
MarkLogic is reliable and stable for enterprises, supporting high availability, handling large data volumes, with minimal downtime issues.
Sentiment score
8.3
SingleStore is highly rated for stability, ensuring continuous operation despite errors, with strong redundancy and maintenance capabilities.
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
It can be used in different environments and is designed for enterprise use cases involving large volumes of data and complex queries.
Senior Software Developer at NIT
I have not seen any downtime.
Senior Software Engineer at Honeywell
 

Room For Improvement

MarkLogic presents a steep learning curve, outdated UI, costly infrastructure, and requires better documentation, tooling, and ecosystem support.
SingleStore faces challenges in documentation, SQL features, integration, and support, with room for improvement in various areas.
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
Cost and licensing can be a consideration, especially for smaller teams or startups compared to open-source alternatives.
Senior Software Developer at NIT
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
 

Setup Cost

MarkLogic's high pricing offers enterprise features and support, making it viable despite higher costs compared to open-source options.
SingleStore offers transparent pricing, with cost-effective enterprise licenses and free licensing for small self-managed installations.
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
MarkLogic follows a licensing model that can be relatively higher compared to open-source databases, making cost an important factor for smaller teams.
Senior Software Developer at NIT
My experience with pricing, setup cost, and licensing is that it can be a bit expensive for startups.
Senior Software Engineer at Honeywell
 

Valuable Features

MarkLogic offers advanced search, flexible data models, and high performance, enabling efficient data integration and consolidation in organizations.
SingleStore excels in speed, distributed architecture, and usability, offering fast data handling, MySQL support, and robust failover.
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
The best features SingleStore offers in my experience are the excellent team support and the very good UI.
Devops Engineer at a tech vendor with 51-200 employees
 

Categories and Ranking

MarkLogic
Average Rating
8.2
Reviews Sentiment
6.1
Number of Reviews
11
Ranking in other categories
NoSQL Databases (9th)
SingleStore
Average Rating
8.6
Reviews Sentiment
7.2
Number of Reviews
8
Ranking in other categories
Database as a Service (DBaaS) (12th), Vector Databases (16th)
 

Mindshare comparison

While both are Databases solutions, they serve different purposes. MarkLogic is designed for NoSQL Databases and holds a mindshare of 2.8%, up 1.3% compared to last year.
SingleStore, on the other hand, focuses on Database as a Service (DBaaS), holds 3.4% mindshare, up 1.7% since last year.
NoSQL Databases Mindshare Distribution
ProductMindshare (%)
MarkLogic2.8%
MongoDB Enterprise Advanced13.3%
Redis8.6%
Other75.3%
NoSQL Databases
Database as a Service (DBaaS) Mindshare Distribution
ProductMindshare (%)
SingleStore3.4%
Amazon RDS11.9%
MongoDB Atlas11.4%
Other73.3%
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
29%
Financial Services Firm
13%
Transportation Company
8%
Recreational Facilities/Services Company
6%
Financial Services Firm
29%
Computer Software Company
8%
Comms Service Provider
8%
Outsourcing Company
5%
 

Company Size

By reviewers
Large Enterprise
Midsize Enterprise
Small Business
By reviewers
Company SizeCount
Small Business2
Midsize Enterprise4
Large Enterprise10
By reviewers
Company SizeCount
Small Business5
Large Enterprise4
 

Questions from the Community

What is your experience regarding pricing and costs for MarkLogic?
I do not actually deal with pricing, setup costs, or licensing because I work for an organization, but I believe the pricing and licensing are definitely on the higher side compared to open-source ...
What needs improvement with MarkLogic?
I would say the features can be improved, as maybe the UI could be a little better. I am not sure if there are other options, but the one I am using is from the query console, so maybe I am not awa...
What is your primary use case for MarkLogic?
My main use case for MarkLogic involves running queries to check some of the jobs. I run batch jobs and then I want to check whether the batch jobs are running fine. I check the data on MarkLogic b...
What is your experience regarding pricing and costs for SingleStore DB?
My experience with pricing, setup cost, and licensing is that it can be a bit expensive for startups, but for my organization, the cost is affordable and cost-effective.
What needs improvement with SingleStore DB?
I have noticed that SingleStore can be improved because the integration of SingleStore with DataDog is not good. The data which is sent to DataDog sometimes does not match with the SingleStore dash...
What is your primary use case for SingleStore DB?
My main use case for SingleStore is for our data retention and load management. We have infrastructure wherein the user's data are used for quick search, which means the searching functionality in ...
 

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 MongoDB, Microsoft, Couchbase and others in NoSQL Databases. Updated: April 2026.
893,221 professionals have used our research since 2012.