--- title: Zilliz Reviews meta\_title: 'Zilliz Reviews 2026: Details, Pricing, & Features | G2' meta\_description: Filter 53 reviews by the users' company size, role or industry to find out how Zilliz works for a business like yours. aggregate\_rating: rating\_value: 4.7 review\_count: 53 scale: '5' date\_modified: '2026-08-07' parent\_category: name: Database Software url: https://www.g2.com/categories/database-software --- # Zilliz Reviews & Product Details Claimed ###### Profile Status This profile is currently managed by Zilliz but has limited features. Are you part of the Zilliz team? [Upgrade your plan](https://sell.g2.com) to enhance your branding and engage with visitors to your profile! Zilliz Cloud is a cloud-native vector database platform that stores, indexes, and searches billions of embedding vectors to power enterprise-grade similarity search, recommender systems, retrieval augmented generation, anomaly detection, and more. ​ Zilliz Cloud, built on the popular open-source vector database Milvus, allows for easy integration with vectorizers from OpenAI, Cohere, HuggingFace, and other popular models. Purpose-built to solve the challenge of managing billions of embeddings, Zilliz Cloud makes it easy to build applications for scale. Zilliz Cloud features: Superior Al-Powered Search Optimal search strategies and zero manual tuning from AI-powered AutoIndex and Cardinal Search Engine High Performance & Scale A cloud-native database with distributed architecture for on-demand scalability and cost-efficient growth Uncompromising Security & Reliability An enterprise-ready platform delivers reliable performance and enterprise-grade security Build faster with a comprehensive suite of vector database features - High Performance Vector Search - Low Latency with High Recall - Hybrid Search - Various Similarity Metrics - Tunable Consistency - Scale as Needed Reduce TCO with Cloud-Native Vector Search While Milvus offers powerful vector search capabilities, it requires significant investment in skilled engineers, performance tuning, and ongoing maintenance. Zilliz eliminates these costs through our innovative Cardinal search engine and management tools—reducing total cost of ownership by up to 70% and optimized for your use cases: Recommendation Systems, RAG Applications, or Anomaly Detection Systems. Zilliz Cloud is available directly from zilliz.com and also through the AWS, Google Cloud and Azure Marketplaces so you can utilize your pre-contracted cloud credits to simplify your infrastructure stack spending. * * * Seller [ZILLIZ](https://www.g2.com/sellers/zilliz) Discussions [Zilliz Community](https://www.g2.com/products/zilliz/discuss) Languages Supported English Solution Type Best-of-Breed Overview by Emily Kurze Show More ## Pricing Pricing provided by Zilliz. ### Starter Free ### Standard Pay As You Go [ View More Pricing Information ](https://www.g2.com/products/zilliz/pricing) ## Top-Rated Alternatives [ ![Snowflake](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Snowflake") Snowflake 4.6/5(764) ](https://www.g2.com/products/snowflake/reviews) [ ![Teradata Autonomous Knowledge Platform](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Teradata Autonomous Knowledge Platform") Teradata Autonomous Knowledge Platform 4.3/5(376) ](https://www.g2.com/products/teradata-autonomous-knowledge-platform/reviews) [ ![Google Cloud SQL](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Google Cloud SQL") Google Cloud SQL 4.5/5(367) ](https://www.g2.com/products/google-cloud-sql/reviews) [ View All Alternatives ](https://www.g2.com/products/zilliz/competitors/alternatives) ## User Insights Average based on 53 real user reviews. Implementation Time \<1 month Perceived Cost $$$$$ [Log in to unlock pricing and user insights](/login) ## Zilliz Integrations (1) What do users say about integrations? Integration information sourced from real user reviews. [ ![Product Avatar Image](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Product Avatar Image") LLM API ](https://www.g2.com/products/llm-api/reviews) Show More ![Bo W.](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Bo W.") BW Bo W. Technical Leader Small-Business (50 or fewer emp.) 11/5/2025 "Outstanding Performance and Robust Features for Large Datasets" 5/5 What do you like best about Zilliz? Excellent performance, Automatic updates,Comprehensive functionality,Supports extremely large datasets Review collected by and hosted on G2.com. What do you dislike about Zilliz? Support for scalar fields is not perfect. The price is relatively expensive. Review collected by and hosted on G2.com. What problems is Zilliz solving and how is that benefiting you? It serves as a vector data storage solution for RAG data retrieval in AI scenarios. It is also the primary database for semantic similarity matching calculations. Review collected by and hosted on G2.com. Show More Current UserValidated ReviewerSource: Organic ![Kenneth .](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Kenneth .") K Kenneth . CEO Small-Business (50 or fewer emp.) 10/31/2025 "This Software Is Great!" 5/5 What do you like best about Zilliz? This software is great! It's easy to use. Review collected by and hosted on G2.com. What do you dislike about Zilliz? Two key limitations are the lack of support for sorting on scalar fields and the unavailability of highlighting in full-text searches. Review collected by and hosted on G2.com. What problems is Zilliz solving and how is that benefiting you? Zilliz's vector database is a cornerstone of our AI-powered customer service, enabling the business to ground responses in a vast knowledge base. Its powerful hybrid search and efficient vector retrieval capabilities allow us to process customer inquiries with remarkable speed and accuracy, which is fundamental to the effectiveness of our Retrieval-Augmented Generation (RAG) systems. Review collected by and hosted on G2.com. Show More Validated ReviewerSource: Organic ![Hanlian L.](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Hanlian L.") HL Hanlian L. Founder Enterprise (\> 1000 emp.) 10/31/2025 "Active Community & Updates, but Lite/Standalone Versions Could Be Unified" 5/5 What do you like best about Zilliz? Very active community support and continuous update with enhanced features,both infra-wise and algorithms wise Review collected by and hosted on G2.com. What do you dislike about Zilliz? having lite, standalone, distributed version may be too much, would be great if lite and standalone merged and provide dynamic adaptation within version Review collected by and hosted on G2.com. What problems is Zilliz solving and how is that benefiting you? it wrapped the data engineering work alot internally, that using milvus is more like a declarative experience. It accelerates our RAG and Agent development by releasing our focus from storage and storage-interaction side, that we could focus more on the business logic on the agent optimization. Review collected by and hosted on G2.com. Show More Validated ReviewerSource: Organic LJ lu j. none Mid-Market (51-1000 emp.) 10/31/2025 "milvus" 5/5 What do you like best about Zilliz? 1. Easy to deploy, 2. Documentation is very nice, 3. Customer Support Review collected by and hosted on G2.com. What do you dislike about Zilliz? none I am very like Milvus hope for better Review collected by and hosted on G2.com. What problems is Zilliz solving and how is that benefiting you? Enhancing the accuracy and reliability of AI applications: Zilliz's vector database is one of the core components for building RAG (Retrieval-Augmented Generation) systems. RAG can provide large models with real-time, accurate information from external knowledge bases, effectively reducing the issue of "hallucinations" (i.e., generating inaccurate or fictitious content) in large models, thereby enhancing the credibility of AI applications. Accelerating the processing performance of AI applications: Its open-source project Milvus and cloud service Zilliz Cloud can efficiently index and query massive vector data, supporting millisecond-level retrieval of tens of billions of vectors. By supporting GPU acceleration, its performance can be up to 10 times better than versions using only CPUs, which is crucial for applications requiring real-time responses (such as recommendation systems and intelligent Q&A). Review collected by and hosted on G2.com. Show More Current UserValidated ReviewerSource: OrganicAI Translated ![Mihai B.](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Mihai B.") MB Mihai B. Engineering Manager Small-Business (50 or fewer emp.) 11/15/2025 "Exceptional Support and Scalability for Vector Similarity Search" 5/5 What do you like best about Zilliz? Profesional technical support, great documentation and the most scalable and reliable solution for vector similarity search Review collected by and hosted on G2.com. What do you dislike about Zilliz? Nothing to dislike. Everything is going great so far Review collected by and hosted on G2.com. What problems is Zilliz solving and how is that benefiting you? Zilliz addresses the challenge of searching through embeddings created from social media creators' content on a large scale. It effectively manages the complexity involved in handling and retrieving relevant information from vast amounts of such data. Review collected by and hosted on G2.com. Show More Validated ReviewerSource: Organic ![Verified User in Computer Software](/assets/icons/anonymous-avatar-purple-4ae1032bdb50ee5682003170c8184aee790d25958bd397abbd384ba52c596a7b.svg "Verified User in Computer Software") UC Verified User in Computer Software Small-Business (50 or fewer emp.) 11/8/2025 "Fast and Capable Vector Database" 5/5 What do you like best about Zilliz? Extremely fast, low-latency vector search, even at a massive scale. The cloud platform is intuitive, and the SDKs (like PyMilvus) are straightforward to integrate. Review collected by and hosted on G2.com. What do you dislike about Zilliz? The pricing for the cloud service can be a bit high for smaller projects or individual developers. Review collected by and hosted on G2.com. What problems is Zilliz solving and how is that benefiting you? We use Zilliz to power our recommendation system. It solves the critical problem of storing and searching millions of image embeddings at high speed. This benefits us by enabling real-time, accurate visual recommendations and 'similar item' search for our users, which significantly improves user engagement. Review collected by and hosted on G2.com. Show More Validated ReviewerSource: Organic JW jasper w. Small-Business (50 or fewer emp.) 11/3/2025 "Fast Integration and Script-Friendly, Perfect for Efficient Index Construction" 5/5 What do you like best about Zilliz? Fast speed and the ability to integrate model calls into index construction make it convenient for script writing and maintenance. Review collected by and hosted on G2.com. What do you dislike about Zilliz? The resources required for cluster deployment are quite numerous. Review collected by and hosted on G2.com. What problems is Zilliz solving and how is that benefiting you? The maintenance of the vector database ensures that I receive stable and efficient enterprise-level services for both semantic and keyword searches. Review collected by and hosted on G2.com. Show More Validated ReviewerSource: Organic ![Jingjing F.](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Jingjing F.") JF Jingjing F. Soft Engineer Mid-Market (51-1000 emp.) 10/31/2025 "Blazing Fast and User-Friendly, But Full-Text Search Needs Improvement" 5/5 What do you like best about Zilliz? The product stands out by combining exceptional ease of use with remarkable speed and full compatibility of the Milvus interface. Review collected by and hosted on G2.com. What do you dislike about Zilliz? The full-text search function is still not fully developed Review collected by and hosted on G2.com. What problems is Zilliz solving and how is that benefiting you? Automatic scalability and capacity adjustment Review collected by and hosted on G2.com. Show More Validated ReviewerSource: Organic ![Verified User in Program Development](/assets/icons/anonymous-avatar-purple-4ae1032bdb50ee5682003170c8184aee790d25958bd397abbd384ba52c596a7b.svg "Verified User in Program Development") CP Verified User in Program Development Small-Business (50 or fewer emp.) 10/2/2025 "Too overpriced for claude-context usage" 1.5/5 What do you like best about Zilliz? They delivered great lib claude-context as promo product to use their db. Review collected by and hosted on G2.com. What do you dislike about Zilliz? But it monthly cost for small project more then to buy mini-pc and host vector database there. Much cheaper (like 100x) to host on hetzner if needed. Review collected by and hosted on G2.com. What problems is Zilliz solving and how is that benefiting you? Hosting Vector DB for the claude-conext Review collected by and hosted on G2.com. Show More Current UserValidated ReviewerSource: Organic ![Verified User in Computer Software](/assets/icons/anonymous-avatar-purple-4ae1032bdb50ee5682003170c8184aee790d25958bd397abbd384ba52c596a7b.svg "Verified User in Computer Software") UC Verified User in Computer Software Small-Business (50 or fewer emp.) 11/13/2025 "Stable Performance and Excellent Support from Zilliz" 4.5/5 What do you like best about Zilliz? Zilliz has been pretty stable in the last year. The team was very helpful resolving issue in the initial integration period. We currently store about 50 million vectors. Review collected by and hosted on G2.com. What do you dislike about Zilliz? The cost can be somewhat high when we stored like 1 billion vectors. Review collected by and hosted on G2.com. What problems is Zilliz solving and how is that benefiting you? We use Zilliz as our RAG Review collected by and hosted on G2.com. Show More Validated ReviewerSource: Organic ## Pricing Options Pricing provided by Zilliz. ### Starter Free ### Standard Pay As You Go ### Enterprise Pay As You Go [ View More Pricing Information ](https://www.g2.com/products/zilliz/pricing) Zilliz Comparisons ![Product Avatar Image](https://images.g2crowd.com/uploads/product/image/small_square/small_square_0edbde5998b4b753d753f27bd1c5336d/pinecone.jpeg "Product Avatar Image") Pinecone 4.5/5(56) [ Compare Now ](https://www.g2.com/compare/pinecone-vs-zilliz) ![Product Avatar Image](https://images.g2crowd.com/uploads/product/image/small_square/small_square_ffd2ceca3808e764cf365cfa1ab08b36/weaviate.png "Product Avatar Image") Weaviate 4.5/5(42) [ Compare Now ](https://www.g2.com/compare/weaviate-vs-zilliz) ![Product Avatar Image](https://images.g2crowd.com/uploads/product/image/small_square/small_square_61341253f19c088a215bac69695bbd41/qdrant.png "Product Avatar Image") Qdrant 4.5/5(12) [ Compare Now ](https://www.g2.com/compare/qdrant-vs-zilliz) ##### ##### Zilliz Features Maintenance Data Migration Backup and Recovery Multi-User Environment Management Data dictionary Data Replication Query Language Security Data Encryption User Access Control Data Indexing Semantic Search Indexing Data [ View More Features ](https://www.g2.com/products/zilliz/features) ##### Categories on G2 [Database Management Systems (DBMS)](https://www.g2.com/categories/database-management-systems-dbms)[Vector Database](https://www.g2.com/categories/vector-database) ##### Explore More [Which case management system is most cost-effective for small practices?](https://www.g2.com/discussions/which-case-management-system-is-most-cost-effective-for-small-practices)[What are the best tools for monitoring database security events?](https://www.g2.com/discussions/what-are-the-best-tools-for-monitoring-database-security-events)[What is the top-rated IT alerting software for enterprises?](https://www.g2.com/discussions/what-is-the-top-rated-it-alerting-software-for-enterprises) [Best platforms for integrating continuous delivery with CI](https://www.g2.com/discussions/best-platforms-for-integrating-continuous-delivery-with-ci)[Top-rated continuous delivery platforms for large teams](https://www.g2.com/discussions/top-rated-continuous-delivery-platforms-for-large-teams)[Pros and Cons Details](https://www.g2.com/products/zilliz/reviews?qs=pros-and-cons) [Show MoreShow Less](javascript:void(0);)