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Couchbase Server vs PuppyGraph comparison

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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:
 

Categories and Ranking

Couchbase Server
Ranking in NoSQL Databases
8th
Average Rating
8.8
Reviews Sentiment
4.4
Number of Reviews
10
Ranking in other categories
No ranking in other categories
PuppyGraph
Ranking in NoSQL Databases
23rd
Average Rating
8.6
Reviews Sentiment
6.3
Number of Reviews
2
Ranking in other categories
No ranking in other categories
 

Mindshare comparison

As of November 2026, in the NoSQL Databases category, the mindshare of Couchbase Server is 2.6%, up from 0.8% compared to the previous year. The mindshare of PuppyGraph is 0.1%. It is calculated based on PeerSpot user engagement data.
NoSQL Databases Mindshare Distribution
ProductMindshare (%)
Couchbase Server2.6%
PuppyGraph0.1%
Other97.3%
NoSQL Databases
 

Featured Reviews

SP
Lead Software Engineer at a tech vendor with 10,001+ employees
Modern AI workflows have become faster and data validation has supported complex microservices
We could use hyperscale vector indexing and upgrade the storage engine so that density and throughput would be higher. If Couchbase Server introduced natural language query capabilities, that would be helpful for everyone to use it in a more effective manner. The logging part could also be improved. Advanced security and logging would help us make the application more resilient. Couchbase Server is the best, but if natural language query capabilities were introduced, it would be easier for developers. Instead of writing queries, they could write using natural conversion language and give prompts to Couchbase Server, and they could get results in seconds.
Gurmeet K. - PeerSpot reviewer
Senior Product Manager at a computer software company with 11-50 employees
Unified graph querying has driven deep multi-hop reasoning and transformed data governance
There are multiple features of PuppyGraph that I personally love. One of them is zero-ETL graph querying, which helps us connect with our data warehouses easily and link via dynamic JSON graph schemas. This enables us to explore relational tables, nodes, and edges in under seven minutes, which previously took three and a half hours, so it is a great reduction. I also love the massive distributed graph scalability. The distributed vectorized compute engine helps us auto-shard queries across nodes and consistently execute 10-hop traversals across multi-billion edge data sets in under two seconds. Additionally, I appreciate the unified single source of truth. It helps us commit to the underlying tables, and those commits are immediately queryable in the graph layer within zero seconds of ETL replication lag. This ensures that our AI agents never reason over stale data and always access the latest data without any lag or changes left. The governance and security of PuppyGraph are very good, and I would rate it 10 out of 10 in that aspect. PuppyGraph's governance and security features have helped our organization, as it queries lakehouse tables directly where they originate. This delivers an exceptional governance posture for our enterprise applications with the help of inherent source-level governance and ABAC, which has supported the existing row-level security while helping us implement RBAC and column masking policies. It stabilizes operations inside Snowflake in our data warehouses and has achieved 100% policy consistency with zero security drift. The accuracy and reliability of PuppyGraph's output are really great.

Quotes from Members

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

Pros

"I primarily use Couchbase Server for cache because this cache is very useful and the performance is excellent."
"Couchbase Server provides us with more flexibility and a great cache."
"Couchbase Server is a high-performance NoSQL document database that we primarily use for caching and generative AI to develop modern applications using rapid data access and offline support for offline mobile applications, along with flexible data modeling."
"Couchbase Server has positively impacted my organization as we have significantly used it in most of the applications."
"Couchbase Server positively impacts my organization as it serves as a crucial tool for my consulting services, allowing me to offer solutions to my clients' problems."
"Couchbase Server is an absolute powerhouse for high-velocity modern enterprise applications and bridges the gap between flexible schema advantages of NoSQL and the rigid, trusted query capabilities of relational databases beautifully."
"Couchbase Server has had a positive impact on performance, scalability, and development flexibility."
"Couchbase Server's primary benefit is that our data is in JSON form, and it is very fast in comparison to saving and retrieval with low latency."
"PuppyGraph has positively impacted our organization by driving transformative capital efficiency across our pipeline infrastructure, our storage footprint, and our product delivery."
"PuppyGraph is the best answer."
 

Cons

"To improve Couchbase Server, I believe they need more educational tutorials focused on developers, as understanding how to use it effectively is essential, and they should prioritize developer needs over sales perspectives."
"It would be great to have a kind of pub/sub in Couchbase Server."
"We could use hyperscale vector indexing and upgrade the storage engine so that density and throughput would be higher."
"Couchbase Server requires more enhancement, particularly with the MCP launched by Couchbase Server which is not yet fully functional and offers limited tools that are not beneficial for automating production workflows."
"Overall, Couchbase Server is performing well, but there are a few areas where improvement is needed."
"I am happy with the present support of Couchbase Server, but I would appreciate if customer support were more proactive and provided immediate responses."
"With one year of experience, I can suggest improvements for Couchbase Server."
"PuppyGraph is not a long-term solution as it is a virtual graph. Eventually, after we get the model right, we needed to move to Memgraph, another graph database."
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Top Industries

By visitors reading reviews
Outsourcing Company
19%
Financial Services Firm
18%
Manufacturing Company
18%
Wholesaler/Distributor
5%
Construction Company
26%
Insurance Company
24%
Comms Service Provider
12%
Computer Software Company
5%
 

Company Size

By reviewers
Large Enterprise
Midsize Enterprise
Small Business
By reviewers
Company SizeCount
Small Business5
Midsize Enterprise1
Large Enterprise7
No data available
 

Questions from the Community

What needs improvement with Couchbase Server?
Overall, Couchbase Server is performing well, but there are a few areas where improvement is needed. First, the configuration and cluster management should be simpler. Second, the monitoring and tr...
What is your primary use case for Couchbase Server?
Our main use case requires high performance, scalability, and flexible data storage. For day-to-day use, we use Couchbase Server for JSON-based application data handling, frequently reading and wri...
What advice do you have for others considering Couchbase Server?
The first thing I will say is to make the use case clear and also have a total understanding of the learning documents available. I would also recommend Couchbase Server for organizations that need...
What needs improvement with PuppyGraph?
PuppyGraph is a virtual graph and not a real graph data model. However, at some point in time, once we freeze this as the graph and the graph data model, we would like to extend to a proper graph, ...
What is your primary use case for PuppyGraph?
The main use case for PuppyGraph is establishing a graph data model layer on top of our existing systems. We do not want to bring in a new product which is completely graph-oriented, mainly because...
What advice do you have for others considering PuppyGraph?
There are no concrete recommendations. The important thing is that if they have to choose PuppyGraph, they need to have the clarity that PuppyGraph is not a long-term solution. Only if they have a ...
 

Interactive Demo

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Overview

Find out what your peers are saying about Couchbase Server vs. PuppyGraph and other solutions. Updated: November 2026.
921,523 professionals have used our research since 2012.