Cassandra vs MarkLogic comparison

Apache and Progress Software are both solutions in the NoSQL Databases category. Apache is ranked #7 with an average rating of 8.5, while Progress Software is ranked #11 with an average rating of 8.0. Apache holds a 7.9% mindshare in ND, compared to Progress Software’s 2.5% mindshare. Additionally, 92% of Apache users are willing to recommend the solution, compared to 100% of Progress Software users who would recommend it.

Cassandra

Read 25 Cassandra reviews

2,859 Views
1,801 Comparison Views

92% willing to recommend

MarkLogic

Read 10 MarkLogic reviews

707 Views
622 Comparison Views

100% willing to recommend

Cassandra

MarkLogic

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Executive SummaryUpdated on Jan 7, 2025

Cassandra and MarkLogic are leading database solutions, competing in the database technology category. Cassandra seems to have the upper hand in scalability and cost-effectiveness, while MarkLogic offers superior data integration and management features.

Features: Cassandra's strengths lie in scalability, fault tolerance, and real-time processing, which suit distributed systems handling large datasets. MarkLogic offers advanced querying capabilities, support for semantics, and multi-model data integration, providing an edge for complex data operations.

Ease of Deployment and Customer Service: MarkLogic offers flexible deployment options with robust customer support, simplifying integration into complex IT environments. Cassandra, with its open-source roots, presents more deployment challenges but benefits from a community-driven support network, while MarkLogic’s structured support can simplify implementations.

Pricing and ROI: Cassandra offers lower initial costs due to its open-source model, providing a cost-effective scalable solution. MarkLogic, despite higher setup costs, emphasizes data security and management, leading to potentially higher ROI for enterprises requiring sophisticated operations and comprehensive security.

To learn more, read our detailed Cassandra vs. MarkLogic Report (Updated: April 2026).

Buyer's Guide

Cassandra vs. MarkLogic

April 2026

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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

Cassandra

Ranking in NoSQL Databases

7th

Average Rating

8.0

Reviews Sentiment

6.0

Number of Reviews

Ranking in other categories

Vector Databases (14th)

MarkLogic

Ranking in NoSQL Databases

11th

Average Rating

8.4

Reviews Sentiment

6.0

Number of Reviews

Ranking in other categories

No ranking in other categories

Mindshare comparison

As of April 2026, in the NoSQL Databases category, the mindshare of Cassandra is 7.9%, down from 10.8% compared to the previous year. The mindshare of MarkLogic is 2.5%, up from 1.3% compared to the previous year. It is calculated based on PeerSpot user engagement data.

NoSQL Databases Mindshare Distribution
Product	Mindshare (%)
Cassandra	7.9%
MarkLogic	2.5%
Other	89.6%

NoSQL Databases

Featured Reviews

Monirul Islam Khan

Head, Data Integration & Management at a non-profit with 10,001+ employees

Has maintained secure document storage and efficient data distribution with peer-to-peer architecture

The functions or features in Cassandra that I have found most valuable are that it is a distributed system similar to Mongo. It's good enough for comparison with another SQL database, so it's smooth and organized for distributed database system. The peer-to-peer architecture in Cassandra is helpful for network decentralization, and I have already introduced that feature. Cassandra features in peer-to-peer as well as another monitoring, so basically, it's good enough for our service. The tunable consistency level in Cassandra is good, and we are using that feature already. In terms of built-in caching and lightweight transactions in Cassandra, the transaction level is good, and it's optimized, so there are no more issues in that database. Based on my experience, Cassandra is good for document management system, as well as distributed database system, and the automatic recovery process is there. Additionally, the database monitoring system or auditing system is well-comparable with other database systems, so we are actually happy to be using this Cassandra database.

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reviewer2812596

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.

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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

"I'd rate the solution ten out of ten."

"We have experienced zero downtime using Cassandra, it is highly stable."

"The most valuable features are the counter features and the NoSQL schema. It also has good scalability. You can scale Cassandra to any finite level."

"The use of Cassandra in real-time data analytics has been pivotal for our e-commerce platform. As our platform operates 24/7, providing services to sellers and customers alike, the need for real-time updates is paramount."

"Based on my experience, Cassandra is good for document management system, as well as distributed database system, and the automatic recovery process is there."

"Its retrieval is similar to an RDBMS, so our team finds it easy to adapt."

"The solution's database capabilities are very good."

"Some of the valued features of this solution are it has good performance and failover."

More Cassandra pros

"MarkLogic has had a tangible positive impact on our organization."

"The rules can show us if there are missing items, like titles, and we can add them in to ensure everything is filled and makes sense and there are no missing details."

"MarkLogic has positively impacted my organization by making our job easier because we can store a large amount of data, and the built-in search feature is great, including semantic data management."

"Overall, it reduced data transformation efforts, simplified architecture, and made it easier to build richer and more connected database models."

"We moved to MarkLogic and created the API using JavaScript server-side language, and we saw almost 60% improvement in the speed of the search."

"For example, earlier search operations were slow and less flexible, but after using MarkLogic, we delivered near real-time results, improving both system efficiency and user satisfaction."

"MarkLogic's greatest asset is its strong engineering foundation. It was specifically designed with search capabilities in mind, and the developers placed a great emphasis on ensuring the quality of the indexing and all subsequent layers that were added."

"MarkLogic has positively impacted my organization by making everything quick and fast, and I believe that is a major change we have seen here."

More MarkLogic pros

Cons

"The secondary index in Cassandra was a bit problematic and could be improved."

"The initial setup of Cassandra can be difficult in the configuration. There might be a need to have assistance. The implementation process can six months for connecting to certain databases."

"Depending upon our schema, we can't make ORDER BY or GROUP BY clauses in the product."

"The interface could definitely be improved. It's a technical database and for me the features are not user friendly."

"There could be more integration, and it could be more user-friendly."

"Cassandra is very complex to manage. Sometimes, I need to involve a senior DevOps engineer if we encounter a problem."

"While Cassandra can handle NoSQL, I think there should be more flexibility for whole schema design when data is stored in wide columns. Additionally, I believe that eventual consistency should be enhanced."

"One of the issues with the solution is that you cannot drop write like you're able to in MongoDB and MySQL, where you can join tables."

More Cassandra cons

"One of the most common requests is to improve the user interface of the database. While it is primarily a database, there are other databases available that offer more user-friendly interfaces. The UI is good for developers but not for regular users. More visuals would be beneficial."

"There are several things I have observed regarding MarkLogic's improvement areas."

"MarkLogic's scalability is very bad. 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."

"While MarkLogic itself is powerful, it can be improved in terms of ease of usage, cost, and the learning curve."

"Regarding improvement, I have identified a few areas. MarkLogic is quite powerful, but some areas need enhancement."

"When I started with MarkLogic, I found that its learning curve and developer experience are not very comfortable for beginners."

"The spreadsheet capabilities could be improved."

"I would say the features can be improved, as maybe the UI could be a little better."

Pricing and Cost Advice

"I use the tool's open-source version."

"We pay for a license."

"We are using the open-source version of Cassandra, the solution is free."

"Cassandra is a free open source solution, but there is a commercial version available called DataStax Enterprise."

"I don't have the specific numbers on pricing, but it was fairly priced."

"There are licensing fees that must be paid, but I'm not sure if they are paid monthly or yearly."

"MarkLogic is a pricey option, but there are some advantages to its pricing structure. For medium-sized clients or departments within larger companies, it is possible to obtain a license for one or two nodes for less than a hundred thousand dollars. Additionally, if you only need to deploy a single node, you can do so for under fifty thousand dollars. This is in contrast to other high-quality software options that are only accessible to larger businesses, where the starting price can be upwards of two hundred thousand dollars."

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Top Industries

By visitors reading reviews

Financial Services Firm

16%

Computer Software Company

Comms Service Provider

Retailer

Educational Organization

29%

Financial Services Firm

14%

Recreational Facilities/Services Company

Manufacturing Company

Company Size

By reviewers

Large Enterprise

Midsize Enterprise

Small Business

By reviewers
Company Size	Count
Small Business	9
Midsize Enterprise	2
Large Enterprise	14

By reviewers
Company Size	Count
Small Business	2
Midsize Enterprise	4
Large Enterprise	8

Questions from the Community

What is your experience regarding pricing and costs for Cassandra?

The pricing for Cassandra is a little bit high, so it would be better for our community services if they consider community pricing for any non-profit organization like an NGO or other things. It w...

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What needs improvement with Cassandra?

Regarding areas of improvement for Cassandra, currently, we are not facing significant issues. Some issues arise from our vendors like Apache slowness and distribution or load balancing from HAProx...

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What is your primary use case for Cassandra?

My use case for Cassandra is for a document and other unstructured data management system as well as structured data for ultra-poor member community edition, community members' PII information, so ...

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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 ...

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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...

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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...

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Comparisons

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Couchbase Enterprise vs Cassandra

Compared 6% of the time

ScyllaDB vs Cassandra

Compared 4% of the time

DataStax Enterprise vs Cassandra

Compared 4% of the time

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MongoDB Enterprise Advanced vs MarkLogic

Compared 20% of the time

Cloudera Distribution for Hadoop vs MarkLogic

Compared 16% of the time

Neo4j Graph Database vs MarkLogic

Compared 13% of the time

DataStax Enterprise vs MarkLogic

Compared 11% of the time

Microsoft Azure Cosmos DB vs MarkLogic

Compared 11% of the time

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Product Reports

Buyer's Guide

Cassandra

April 2026

Download Cassandra product report

Buyer's Guide

MarkLogic

March 2026

Download MarkLogic product report

Overview

Cassandra is a distributed and scalable database management system used for real-time data processing.

It is highly valued for its ability to handle large amounts of data, scalability, high availability, fault tolerance, and flexible data model.

It is commonly used in finance, e-commerce, and social media industries.

Apache

MarkLogic is an operational and transactional Enterprise NoSQL database that is designed to integrate, store, manage and search SON and XML documents and semantic data (RDF Triples).

Progress Software

Sample Customers

1. Apple 2. Netflix 3. Facebook 4. Instagram 5. Twitter 6. eBay 7. Spotify 8. Uber 9. Airbnb 10. Adobe 11. Cisco 12. IBM 13. Microsoft 14. Yahoo 15. Reddit 16. Pinterest 17. Salesforce 18. LinkedIn 19. Hulu 20. Airbnb 21. Walmart 22. Target 23. Sony 24. Intel 25. Cisco 26. HP 27. Oracle 28. SAP 29. GE 30. Siemens 31. Volkswagen 32. Toyota

ALM, American Psychological Association, American Society of Agronomy, Cond_ Nast, Centers for Medicare and Medicaid Services, Institute of Engineering and Technology, JWG Group, Lagardre Active, RSuite CMS, Wiley

Buyer's Guide

Cassandra vs. MarkLogic

April 2026

Free Report: Cassandra vs. MarkLogic

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