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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
7.6
SingleStore offers a unified database that enhances performance, saves time, and simplifies scalability for transactional and analytical needs.
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
7.7
SingleStore offers efficient, 24/7 customer support with responsive ticketing, comprehensive onboarding assistance, and a helpful forum for queries.
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
MarkLogic support has enterprise-grade support, including ticketing systems and dedicated support channels for customers.
Senior Software Developer at NIT
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
I have heard that the support team is responsive and very helpful in addressing and troubleshooting issues.
SDE III at a tech vendor with 1,001-5,000 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
7.5
SingleStore efficiently scales by seamlessly adding servers with automatic repartitioning for expanding capacity without performance issues.
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 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
7.7
MarkLogic is reliable for enterprise apps, offering high availability, ACID transactions, and strong performance despite occasional stability issues.
Sentiment score
8.2
SingleStore is praised for stability and performance in transaction systems, effectively handling large workloads with minimal downtime.
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
It handles large workloads and maintains consistent performance very well overall.
SDE III at a tech vendor with 1,001-5,000 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 faces challenges in data management, SQL limitations, documentation, integration, and performance, impacting user experience and efficiency.
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
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 provides scalable pricing for cloud and on-premises, offering affordable options for both startups and large organizations.
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 powerful search, indexing, and flexible data management, enhancing performance and efficiency while reducing development and integration time.
SingleStore offers fast, scalable solutions with efficient SQL operations, real-time analytics, user-friendly UI, and robust data protection.
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
SingleStore offers speed and scalability, delivering fast query performance even with large datasets and supporting real-time analytics with very low latency.
SDE III at a tech vendor with 1,001-5,000 employees
 

Categories and Ranking

MarkLogic
Average Rating
8.4
Reviews Sentiment
6.0
Number of Reviews
14
Ranking in other categories
NoSQL Databases (8th)
SingleStore
Average Rating
8.6
Reviews Sentiment
7.2
Number of Reviews
9
Ranking in other categories
Database as a Service (DBaaS) (11th), 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 1.4% compared to last year.
SingleStore, on the other hand, focuses on Database as a Service (DBaaS), holds 3.5% mindshare, up 1.8% since last year.
NoSQL Databases Mindshare Distribution
ProductMindshare (%)
MarkLogic2.8%
MongoDB Enterprise Advanced13.2%
Redis8.5%
Other75.5%
NoSQL Databases
Database as a Service (DBaaS) Mindshare Distribution
ProductMindshare (%)
SingleStore3.5%
MongoDB Atlas11.8%
Amazon RDS11.7%
Other73.0%
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
26%
Transportation Company
13%
Financial Services Firm
10%
Program Development Consultancy
8%
Financial Services Firm
29%
Computer Software Company
8%
Comms Service Provider
8%
Outsourcing Company
6%
 

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 Business5
Large Enterprise5
 

Questions from the Community

What is your experience regarding pricing and costs for MarkLogic?
Regarding pricing, the setup cost of MarkLogic is quite high. It requires a larger budget, depending on data size, with larger data sizes demanding more clusters, directly influencing cost.
What needs improvement with MarkLogic?
I wish I had known one thing earlier about MarkLogic, specifically regarding indexing. Initially, our focus was mostly on ingestion and transformation, and things seemed fine when the database was ...
What is your primary use case for MarkLogic?
MarkLogic has been instrumental in various data-related tasks throughout my projects. When I joined a project, I started using MarkLogic for integrating data from multiple legacy systems. Since the...
What is your experience regarding pricing and costs for SingleStore DB?
I cannot share much about how SingleStore is deployed due to company policy.
What needs improvement with SingleStore DB?
SingleStore is very well at the current stage, but I see room for improvement in ease of administration, monitoring, and reducing troubleshooting time. Better documentation for advanced use cases, ...
What is your primary use case for SingleStore DB?
SingleStore is our main platform for handling high-performance real-time analytics of large data volumes, providing transactional and operational data on a single platform. One specific example of ...
 

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, Redis and others in NoSQL Databases. Updated: May 2026.
900,747 professionals have used our research since 2012.