MarkLogic vs Microsoft Azure Cosmos DB comparison

Progress Software and Microsoft are both solutions in the NoSQL Databases category. Progress Software is ranked #19, while Microsoft is ranked #3 with an average rating of 8.2. Progress Software holds a 1.3% mindshare in ND, compared to Microsoft’s 2.9% mindshare. Additionally, 100% of Progress Software users are willing to recommend the solution, compared to 95% of Microsoft users who would recommend it.

MarkLogic

Read 2 MarkLogic reviews

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146 Comparison Views

100% willing to recommend

Microsoft Azure Cosmos DB

Read 85 Microsoft Azure Cosmos DB reviews

448 Views
160 Comparison Views

95% willing to recommend

MarkLogic

Microsoft Azure Cosmos DB

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Executive SummaryUpdated on Jan 5, 2025

MarkLogic and Microsoft Azure Cosmos DB are competing in the database management arena. MarkLogic seems to have an advantage in support and pricing satisfaction, while Microsoft Azure Cosmos DB stands out with its feature-rich environment, providing good value for its cost.

Features: MarkLogic is known for its strong data integration, advanced search, and semantic capabilities, making it ideal for handling complex data. Microsoft Azure Cosmos DB is recognized for global distribution, multi-model support, and guaranteed low-latency access, making it favorable for applications requiring scalable and high-performance databases.

Ease of Deployment and Customer Service: MarkLogic offers straightforward deployment but has a notable learning curve. Its support is responsive and personalized. Microsoft Azure Cosmos DB provides robust cloud integration, allowing seamless scalability. Its customer service is more integrated but less personalized, highlighting MarkLogic in ease of deployment and customer interactions.

Pricing and ROI: MarkLogic's setup cost may be higher initially but offers strong ROI through feature capabilities and support efficiency. Microsoft Azure Cosmos DB offers flexible pricing models for diverse budgets, balancing investment with advanced features and scalability, delivering competitive ROI through adaptability and global reach.

To learn more, read our detailed MarkLogic vs. Microsoft Azure Cosmos DB Report (Updated: March 2025).

Buyer's Guide

MarkLogic vs. Microsoft Azure Cosmos DB

March 2025

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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

MarkLogic

Ranking in NoSQL Databases

19th

Average Rating

9.6

Reviews Sentiment

7.5

Number of Reviews

Ranking in other categories

No ranking in other categories

Microsoft Azure Cosmos DB

Ranking in NoSQL Databases

3rd

Average Rating

8.2

Reviews Sentiment

7.2

Number of Reviews

Ranking in other categories

Database as a Service (DBaaS) (6th), Managed NoSQL Databases (1st), Vector Databases (3rd)

Mindshare comparison

As of April 2025, in the NoSQL Databases category, the mindshare of MarkLogic is 1.3%, up from 0.9% compared to the previous year. The mindshare of Microsoft Azure Cosmos DB is 2.9%. It is calculated based on PeerSpot user engagement data.

NoSQL Databases

Featured Reviews

Beverly R. Jamison

IT Solutions Architect / Computer Scientist at Practical Semantics

Frequent updates, helpful search capabilities, and high quality support

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. The solution has been good at providing the updates that were what we were hoping for. They frequently update the solution.

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MichaelJohn

Director | Data & AI at a tech services company with 11-50 employees

Very efficient for application-facing scenarios

There are several areas for improvement. Firstly, having a local development emulator or simulator for Azure Cosmos DB would be beneficial. It would be very handy to have a Docker container that developers can use locally. Although, I know there is a free tier and so on and so forth, having a local environment would be nice. For example, SQL Server is very portable. You can even install it on your machine. That is the number one thing that is missing in Azure Cosmos DB. The second improvement area is the IDE of choice. That means how you interact with Azure Cosmos DB. For example, with SQL Server, you have SQL Server Management Studio. I know there is a little bit of support for Azure Cosmos DB in Azure Data Studio, but it is not heavily advertised or it does not feel like first-class citizen support. Developer experience or developer tooling is missing in terms of interacting with the database. Better developer tools or an IDE for interacting with Azure Cosmos DB would enhance the developer experience. Lastly, there is some mixed messaging about what Azure Cosmos DB is, given its multiple APIs. There are so many Azure Cosmos DB APIs available. There is NoSQL. There are MongoDB, Gremlin, and others. There is still some mixed messaging for others who are new to Azure Cosmos DB about what Azure Cosmos DB is. Is this like MongoDB, but then there is also MongoDB in Azure Cosmos DB? I know it well, and I know that the default one is just NoSQL, but others I have interacted with over the last ten years or so get confused.

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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

"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."

"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."

"The connectors, such as the MongoDB connector and the integration with SQL, are incredibly valuable."

"Microsoft Azure Cosmos DB simplifies the process of saving and retrieving data."

"What I like about Microsoft Azure Cosmos DB is that it's easy to do data ingestion and use the data in different applications. If you talk about business intelligence such as the Power BI tool, it's easy to connect because both are Microsoft products. With Microsoft Azure Cosmos DB, it's easy to connect and do data ingestion."

"I like the way you can create and delete records. You pass a JSON, and then it creates a record."

"The most valuable feature of Microsoft Azure Cosmos DB is its real-time analytics capabilities, which allow for turnaround times in milliseconds. This is crucial for applications like fraud detection."

"The most valuable features of Microsoft Azure Cosmos DB were the general infrastructure, ease to use, and interface."

"Cosmos is a PaaS, so you don't need to worry about infrastructure and hosting. It has various APIs that allow it to integrate with other solutions. For example, we are using a MongoDB-compatible API for customers, which makes it easier for developers on the team who previously used MongoDB or are accustomed to the old document storage paradigm."

"It's highly scalable and supports consistency, security, and multiple security options."

More Microsoft Azure Cosmos DB pros

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."

"The spreadsheet capabilities could be improved."

"Microsoft's support services are inadequate, especially during critical incidents."

"The support tickets are not cheap."

"An improvement would be a more robust functionality around updating elements on a document, or some type of procedural updates that don't require pulling the entire document."

"The initial setup was difficult."

"The main area of improvement is the cost, as the expense is high. Also, when writing processes into Cosmos, sometimes the threshold is met, which can be a problem if developers have not written the code properly, limiting calls to five thousand. These aspects need addressing."

"We would like to see advancements in AI with the ability to benchmark vector search capabilities, ensuring it answers questions accurately. During our initial implementation, we faced challenges with indexing and sorting, which are natively available in other offerings but required specific configurations in Cosmos."

"Its stability can be further improved."

"The integration of the on-premise solution with the cloud can be difficult sometimes."

More Microsoft Azure Cosmos DB cons

Pricing and Cost Advice

"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."

"Microsoft Azure Cosmos DB pricing is based on RUs. Reading 1 KB document costs one RU, whereas writing one document costs five RUs. Pricing for querying depends on the complexity of the query. If you increase the document size, it will automatically increase the RU cost."

"Cosmos DB is a PaaS, so there are no upfront costs for infrastructure. There are only subscriptions you pay for Azure and things like that. But it's a PaaS, so it's a subscription service. The license isn't perpetual, and the cost might seem expensive on its face, but you have to look at the upkeep for infrastructure and what you're saving."

"When we've budgeted for our resources, it's one of the more expensive ones, but it's still not very expensive per month."

"Cosmos DB's pricing structure has significantly improved in recent months, both in terms of its pricing model and how charges are calculated."

"Its price is very good for the basic stuff. When you go to a more complicated use case, especially when you need replication and availability zones, it gets a little costly."

"Its pricing is higher compared to solutions like Aerospike. However, it is justified because of the out-of-the-box features that are provided. The availability and resiliency that we have make it worth the price."

"The pricing for Cosmos DB has improved, particularly with the new pricing for Autoscale."

"Microsoft provides fair pricing."

More Microsoft Azure Cosmos DB pricing and cost advice

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Top Industries

By visitors reading reviews

No data available

Legal Firm

12%

Computer Software Company

11%

Comms Service Provider

11%

Financial Services Firm

10%

Company Size

By reviewers

Large Enterprise

Midsize Enterprise

Small Business

No data available

Questions from the Community

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What do you like most about Microsoft Azure Cosmos DB?

The initial setup is simple and straightforward. You can set up a Cosmos DB in a day, even configuring things like availability zones around the world.

See all answers

What is your experience regarding pricing and costs for Microsoft Azure Cosmos DB?

Its pricing is not bad. It is good. We have a contract with Microsoft to use their technology. In my opinion, Microsoft Azure Cosmos DB is a good option for the total cost of ownership.

See all answers

What needs improvement with Microsoft Azure Cosmos DB?

I think Cosmos DB enhanced the benefits of NoSQL databases, offering query flexibility, partition management, and backup and restore options. These aspects are crucial, and perhaps improving the co...

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Comparisons

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Compared 62% of the time

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Amazon DynamoDB vs Microsoft Azure Cosmos DB

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Neo4j AuraDB vs Microsoft Azure Cosmos DB

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Product Reports

Buyer's Guide

NoSQL Databases

March 2025

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Buyer's Guide

Microsoft Azure Cosmos DB

March 2025

Download Microsoft Azure Cosmos DB product report

Also Known As

No data available

Microsoft Azure DocumentDB, MS Azure Cosmos DB

Overview

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

Microsoft Azure Cosmos DB is a globally distributed, multi-model database service providing scalability, user-friendliness, and seamless integration, suitable for managing large volumes of structured and unstructured data across diverse applications.

Azure Cosmos DB is renowned for its scalability, stability, and ease of integration, offering robust support for multiple data models and APIs. Its capacity for handling unstructured data efficiently and providing real-time analytics makes it ideal for applications requiring high performance and global distribution. With features like automatic failover and integration with Microsoft products, users benefit from cost optimization and secure data handling. Enhancement opportunities include simplifying queries, improving documentation, and expanding backup and analytics functionalities.

What are the most important features of Microsoft Azure Cosmos DB?

Scalability and Autoscaling: Efficiently handles growing data and user demands.
Multi-Model Support: Adapts to different data models seamlessly.
Global Distribution: Provides low-latency access across multiple regions.
Automatic Failover: Ensures high availability and reliability.
Integration with Microsoft Products: Offers seamless connectivity with Azure services.

What benefits should users look for in Microsoft Azure Cosmos DB reviews?

Performance and Speed: Exceptionally fast processing for real-time data analytics.
Cost Optimization: Tools for managing expenses effectively.
Secure Data Handling: Implements strong data security measures.
Flexible Data Ingestion: Supports diverse data ingestion methods.

Azure Cosmos DB is frequently used in sectors like web, mobile, IoT, and analytics. It supports applications as a key-value store, processes real-time data, and enables global scalability with low-latency access. Its big data management capabilities and integration with Azure services enhance its utility across industries.

Microsoft

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, Lagardre Active, RSuite CMS, Wiley

TomTom, KPMG Australia, Bosch, ASOS, Mercedes Benz, NBA, Zero Friction, Nederlandse Spoorwegen, Kinectify

Buyer's Guide

MarkLogic vs. Microsoft Azure Cosmos DB

March 2025

Free Report: MarkLogic vs. Microsoft Azure Cosmos DB

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