Head-to-head · Vector Databases
Vertex AI Vector Search vs Zilliz Cloud
Vertex AI Vector Search leads on 0 checks, Zilliz Cloud on 0, and 4 are even. Who comes out ahead on the 4 yes/no, price and count checks where we have data for both products. The editor score weighs everything else too.
Our verdict
- Highest scoreVertex AI Vector Search · 9.2/10
- Free planonly Zilliz Cloud
- Free trialonly Zilliz Cloud
Vertex AI Vector Search scores higher on our rubric for vector databases: 9.2 against 8.6 out of 10; our editors rank them #2 and #8.
Vertex AI Vector Search is the better fit for google Cloud teams needing managed hybrid search. Zilliz Cloud is the better fit for managed Milvus-compatible cloud deployments.
- Vertex AI Vector Search fits best
Google Cloud teams needing managed hybrid search
- Zilliz Cloud fits best
Managed Milvus-compatible cloud deployments
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Side by side
| Feature | Vertex AI Vector Search 9.2/10 Visit ↗ | Zilliz Cloud 8.6/10 Visit ↗ |
|---|---|---|
| At a glance | ||
| Editor score | 9.2 | 8.6 |
| Ranking | #2 in Vector Databases | #8 in Vector Databases |
| Best for | Google Cloud teams needing managed hybrid search | Managed Milvus-compatible cloud deployments |
| Pricing model | Paid | Free plan + paid |
| Starting price | Not checked yet | — |
| Free plan | Not checked yet | ✓ (best) |
| Free trial | — | 30 days |
| Deployment | Cloud | Cloud |
| Platforms | Web | Web |
| Support | Community, Docs | Docs |
| Built for | Enterprise | Small business, Mid-market, Enterprise |
| Features Vertex AI Vector Search 3/3 · Zilliz Cloud 3/3 | ||
| Hybrid search | ✓ | ✓ |
| Metadata filtering | ✓ | ✓ |
| Sparse vectors | ✓ | ✓ |
| Specs | ||
| Deployment | Cloud | Cloud |
| Maximum dimensions | Not checked yet | 32768 dimensions |
| Index types | Tree-AH, brute force | FLAT, IVF_FLAT, IVF_SQ8, IVF_PQ, HNSW, DISKANN, AUTOINDEX, SCANN, HNSW_SQ, HNSW_PQ, HNSW_PRQ, IVF_RABITQ, SPARSE_INVERTED_INDEX, SPARSE_WAND |
| SDK languages | Python, Java | Python, Java, Go, Node.js, C++ |
| Our review | ||
| Pros |
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| Cons |
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| Our verdict | Vertex AI Vector Search is a managed cloud vector search engine from Google Cloud for semantic search, recommendations, and generative AI applications. It is aimed at teams that want to create, deploy, update, and query indexes through… Read the review → |
Zilliz Cloud is a fully managed Milvus service for building and operating vector search applications. It is aimed at teams developing semantic search, retrieval-augmented generation, recommendations, and multimodal retrieval workloads… Read the review → |
Strengths and trade-offs
Vertex AI Vector Search — where it wins
- Supports dense, sparse, hybrid, and filtered vector search
- Offers batch and streaming index updates
- Provides public and private endpoints with SDK, REST, and gRPC access
Where it doesn't
- Usage-based costs span serving, building, and updating indexes
- Cloud deployment limits portability across infrastructure providers
- Requires Google Cloud services and client libraries for its ecosystem fit
Zilliz Cloud — where it wins
- Supports dense, sparse, binary, hybrid, and full-text search
- Includes filtering, reranking, backups, restore, and migration tools
- Offers SaaS and BYOC deployment with major cloud storage integrations
Where it doesn't
- Paid tiers use usage-based pricing rather than fixed subscription rates
- Cloud deployment may not suit teams seeking a self-hosted product
- Its broad feature set may exceed the needs of simple vector search projects
- Vertex AI Vector Search9.2/10 · Paid
A managed Google Cloud option for teams building dense, sparse, and hybrid search.
Visit Google CloudFull verdict → - Zilliz Cloud8.6/10 · Free plan · 30-day trial
A capable managed vector database for teams building AI search applications.
Visit Zilliz CloudFull verdict →
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Reviewed by iTechGuides Editors · Editorial team · Updated Oct 2026
Last updated · How we research and update







