# Upstash vs Zilliz Cloud

**Leader by vioscaleAI score:** Zilliz Cloud

| Attribute | Upstash | Zilliz Cloud |
|---|---|---|
| **vioscaleAI score** | 73.5 (73% (medium)) | 79.5 (74% (medium)) |
| content.faq | `[{"answer":"A cloud platform offering serverless Redis, vector databases, message queues, and workflow orchestration designed for developers building serverless applications, with usage-based and fixed-rate pricing options. It is indexed under Key-Value Stores.","source":"https://upstash.com/blog/aws-elasticache-pricing-explained-2026-full-cost-breakdown","question":"What is Upstash?","confidence":0.6},{"answer":"Upstash offers a free tier, so you can start without paying. Paid plans start at $10 per month. Prices are published openly on the vendor's own pricing page. Pricing changes often, so verify at source before relying on it.","source":"https://upstash.com/blog/aws-elasticache-pricing-explained-2026-full-cost-breakdown","question":"Is Upstash free?","confidence":0.6},{"answer":"Upstash supports the web and a command-line interface. Platforms we have not confirmed are simply not listed here rather than ruled out.","source":"https://upstash.com/blog/aws-elasticache-pricing-explained-2026-full-cost-breakdown","question":"What platforms does Upstash support?","confidence":0.6},{"answer":"We have only confirmed a cloud / SaaS deployment for Upstash, so it appears to be vendor-hosted. If a self-hosted option exists we have not found it documented publicly.","source":"https://upstash.com/blog/aws-elasticache-pricing-explained-2026-full-cost-breakdown","question":"Can Upstash be self-hosted?","confidence":0.6},{"answer":"We have confirmed 11 integrations for Upstash, including Cloudflare Workers, Auth0, MongoDB, MySQL, PostgreSQL, Debezium, JDBC and FluentBit, plus 3 more. This is what we could verify from public sources, so the vendor may support others we have not indexed.","source":"https://upstash.com/blog/aws-elasticache-pricing-explained-2026-full-cost-breakdown","question":"What does Upstash integrate with?","confidence":0.6},{"answer":"We have independently confirmed SOC 2, HIPAA and GDPR for Upstash. Certifications we do not list are ones we have not been able to verify from public sources, which is not the same as Upstash not holding them. Always confirm compliance directly before you rely on it.","source":"https://upstash.com/blog/redis-new-pricing","question":"What security certifications does Upstash have?","confidence":0.6},{"answer":"Upstash is available worldwide. Its primary market is the United States.","source":"https://upstash.com/blog/aws-elasticache-pricing-explained-2026-full-cost-breakdown","question":"Where is Upstash available?","confidence":0.5}]` | `[{"answer":"Zilliz Cloud is a managed cloud service built on the open-source Milvus vector database. It handles storage, indexing, and similarity search at scale for unstructured data, supporting vector search, full-text search, and hybrid retrieval for AI and machine learning workloads. It is indexed under Vector Databases.","source":"https://zilliz.com/pricing/unlimited-calculator","question":"What is Zilliz Cloud?","confidence":0.6},{"answer":"Zilliz Cloud offers a free tier, so you can start without paying. Paid plans are also available: Free, Serverless, Dedicated and BYOC (Bring Your Own Cloud). Pricing changes often, so verify at source before relying on it.","source":"https://zilliz.com/pricing/unlimited-calculator","question":"Is Zilliz Cloud free?","confidence":0.6},{"answer":"Zilliz Cloud supports the web and a command-line interface. Platforms we have not confirmed are simply not listed here rather than ruled out.","source":"https://zilliz.com/pricing/unlimited-calculator","question":"What platforms does Zilliz Cloud support?","confidence":0.6},{"answer":"Not fully, on what we have confirmed. Zilliz Cloud is offered as cloud / SaaS and hybrid, and a hybrid deployment usually means some components can run on your own infrastructure while the rest stays vendor-hosted. We have not confirmed a completely self-hosted option, so check with the vendor if that is a requirement.","source":"https://zilliz.com/pricing/unlimited-calculator","question":"Can Zilliz Cloud be self-hosted?","confidence":0.6},{"answer":"We have confirmed 19 integrations for Zilliz Cloud, including AWS, Google Cloud, Azure, LangChain, Fivetran, Google Ads, Google Analytics 4 and Google Search Console, plus 11 more. This is what we could verify from public sources, so the vendor may support others we have not indexed.","source":"https://zilliz.com/pricing/unlimited-calculator","question":"What does Zilliz Cloud integrate with?","confidence":0.6},{"answer":"We have independently confirmed SOC 2, ISO 27001, HIPAA and GDPR for Zilliz Cloud. Certifications we do not list are ones we have not been able to verify from public sources, which is not the same as Zilliz Cloud not holding them. Always confirm compliance directly before you rely on it.","source":"https://zilliz.com/trust-center","question":"What security certifications does Zilliz Cloud have?","confidence":0.7}]` |
| deployment.options | `{"cloud":true}` | `{"cloud":true}` |
| description.long | A cloud platform offering serverless Redis, vector databases, message queues, and workflow orchestration designed for developers building serverless applications, with usage-based and fixed-rate pricing options. | Zilliz Cloud is a managed cloud service built on the open-source Milvus vector database. It handles storage, indexing, and similarity search at scale for unstructured data, supporting vector search, full-text search, and hybrid retrieval for AI and machine learning workloads. |
| features.capabilities | `{"ann_index":"HNSW","clustering":"replicated","deployment":"managed","serverless":true,"consistency":"strong","persistence":"durable","eviction_ttl":true,"storage_tier":"persistent","transactions":"multi_exec","hybrid_search":true,"licence_class":"proprietary","multi_tenancy":true,"product_class":"dedicated_dbms","wire_protocol":"resp","full_text_bm25":true,"multi_threaded":false,"pubsub_streams":true,"data_structures":"rich_types","distance_metrics":"cosine","horizontal_scale":"sharded_distributed","redis_api_compat":"full","metadata_filtering":"pre_filter"}` | `{"ann_index":"HNSW, IVF, FLAT (brute-force), SCANN, DiskANN","deployment":"managed","serverless":true,"storage_tier":"tiered","hybrid_search":true,"licence_class":"proprietary","multi_tenancy":true,"product_class":"dedicated_dbms","full_text_bm25":true,"distance_metrics":"cosine, Euclidean","horizontal_scale":"sharded_distributed","metadata_filtering":"post_filter"}` |
| integrations.count | 7 | 1,000 |
| integrations.list | `[{"name":"Cloudflare Workers"},{"name":"Auth0"},{"name":"MongoDB"},{"name":"MySQL"},{"name":"PostgreSQL"},{"name":"Debezium"},{"name":"JDBC"},{"name":"FluentBit"},{"name":"Drizzle","native":true,"category":"orm","direction":"bidirectional"},{"name":"Vercel AI SDK","native":false,"category":"ai","direction":"bidirectional"},{"name":"Redis protocol clients","native":true,"direction":"bidirectional"}]` | `[{"name":"AWS"},{"name":"Google Cloud"},{"name":"Azure"},{"name":"LangChain"},{"name":"Fivetran","native":true,"category":"data_integration"},{"name":"Google Ads","native":true,"category":"analytics"},{"name":"Google Analytics 4","native":true,"category":"analytics"},{"name":"Google Search Console","native":true,"category":"analytics"},{"name":"Google Sheets","native":true,"category":"data_integration"},{"name":"Hubspot","native":true,"category":"crm"},{"name":"LinkedIn Ad Analytics","native":true,"category":"analytics"},{"name":"Marketo","native":true,"category":"marketing"},{"name":"Microsoft Advertising","native":true,"category":"advertising"},{"name":"NetSuite SuiteAnalytics","native":true,"category":"erp"},{"name":"Oracle Fusion Cloud Applications","native":true,"category":"erp"},{"name":"Apache SeaTunnel","native":true,"category":"data_streaming"},{"name":"PostgreSQL/Pgvector","native":false,"category":"database"},{"name":"PyMilvus","native":true,"category":"sdk"},{"name":"Claude","native":false,"category":"ai_assistant","direction":"bidirectional"},{"name":"Prometheus","native":true,"category":"monitoring","direction":"outbound"},{"name":"HoneyHive","native":true,"category":"observability","direction":"bidirectional"},{"name":"Cohere","native":true,"category":"embeddings","direction":"bidirectional"},{"name":"Haystack","native":true,"category":"framework","direction":"bidirectional"},{"name":"FiftyOne","native":true,"category":"computer_vision","direction":"bidirectional"},{"name":"DSPy","native":true,"category":"llm","direction":"bidirectional"},{"name":"Voyage AI","native":true,"category":"embeddings","direction":"bidirectional"},{"name":"Jina AI","native":true,"category":"embeddings","direction":"bidirectional"},{"name":"n8n","native":true,"category":"automation","direction":"bidirectional"},{"name":"DocsGPT","native":true,"category":"documentation","direction":"bidirectional"},{"name":"vLLM","native":true,"category":"llm","direction":"bidirectional"},{"name":"Langflow","native":true,"category":"framework","direction":"bidirectional"},{"name":"Vanna","native":true,"category":"sql","direction":"bidirectional"}]` |
| market.availability | `{"primaryMarkets":["US"],"availabilityScope":"global","availableCountries":[],"notAvailableCountries":[]}` | `{"primaryMarkets":[],"availabilityScope":"global","availableCountries":[],"notAvailableCountries":[]}` |
| platform.support | `{"cli":true,"web":true}` | `{"cli":true,"web":true}` |
| pricing | `{"type":"hybrid","plans":[{"free":true,"name":"Pay-as-you-go","summary":"$0.20 per 100K commands plus $0.25/GB storage (1 GB free)","features":["1 GB free storage","Per-request pricing","No minimum charge"],"commitment":"monthly","components":[{"per":{"qty":100000,"unit":"commands"},"kind":"metered","amount":0.2,"currency":"USD"},{"per":{"qty":1,"unit":"GB"},"kind":"metered","amount":0.25,"currency":"USD"}],"description":"Usage-based billing without long-term commitment","contactSales":false,"includedLimits":{"storage":"1 GB free"}},{"free":false,"name":"Fixed plan","summary":"$10 to $1,500 per month depending on storage and throughput requirements","features":["Guaranteed capacity","No per-request overage charges","Flexible cancellation"],"commitment":"monthly","components":[{"kind":"fixed","amount":10,"period":"month","currency":"USD"},{"kind":"fixed","amount":1500,"period":"month","currency":"USD"}],"description":"Flat monthly rate with predictable costs and guaranteed capacity","contactSales":false},{"free":false,"name":"Enterprise","summary":"Custom pricing for 100K+ commands per second and above","features":["Custom capacity and SLAs","Dedicated support"],"description":"Custom solutions for high-volume production workloads","contactSales":true,"includedLimits":{"commands":"100K+ per second"}}],"summary":"Free tier available. Pay-as-you-go from $0 (1 GB storage free), or fixed plans $10–$1,500/month","currency":"USD","freeTier":true,"sourceUrl":"https://upstash.com/blog/aws-elasticache-pricing-explained-2026-full-cost-breakdown","retrievedAt":"2026-09-08T17:37:50.363Z","startingPrice":{"amount":10,"period":"month","currency":"USD"},"billingPeriods":["month"]}` | `{"type":"hybrid","plans":[{"free":true,"name":"Free","summary":"$0/month, 5 GB storage, 5 collections","features":["Community support via Slack","Vector search","Filtered search","Range search"],"components":[{"kind":"fixed","amount":0,"period":"month","currency":"USD"}],"description":"Community tier with limited resources for non-production use","contactSales":false,"includedLimits":{"storage":"5 GB/month","collections":"5"}},{"free":false,"name":"Serverless","summary":"Pay-per-query pricing, system-managed auto-scaling","features":["Fully managed vector databases","Backup and restore","Basic monitoring","Built-in encryption for data in transit and at rest","Vector search","Hybrid search","Full text search"],"description":"Usage-based pricing for variable workloads with automatic scaling","contactSales":false},{"free":false,"name":"Dedicated","summary":"From $197/month base, plus $0.126/GB storage, dedicated infrastructure","features":["99.95% uptime SLA","SSO (SAML 2.0)","Granular RBAC","Multi-replica and elastic scaling","Global cluster with disaster recovery","Advanced security: CMEK and full-path in-transit encryption","HIPAA-eligible","Audit logs","Cross-region backup","Continuous data protection","All search types","MFA","API key management","Fine-grained metrics with real-time monitoring"],"commitment":"monthly","components":[{"kind":"fixed","amount":197,"period":"month","currency":"USD"},{"per":{"qty":1,"unit":"GB"},"kind":"metered","amount":0.126,"currency":"USD"}],"description":"Reserved, isolated environments for production workloads with guaranteed performance","contactSales":false},{"free":false,"name":"BYOC","description":"Bring Your Own Cloud deployment with custom infrastructure and compliance requirements","contactSales":true}],"summary":"Free tier with 5 GB storage. Serverless pricing from $0/month pay-per-query. Dedicated clusters from $197/month. Annual commitments available.","currency":"USD","freeTier":true,"sourceUrl":"https://zilliz.com/pricing","retrievedAt":"2026-09-18T12:32:51.755Z","freeTrialDays":30,"startingPrice":{"amount":197,"period":"month","currency":"USD"},"billingPeriods":["month","year"]}` |
| pricing.free_tier | yes | yes |
| pricing.model | freemium | freemium |
| pricing.price_level | low | high |
| pricing.starting_price | `{"amount":10,"currency":"USD"}` | `{"amount":197,"currency":"USD"}` |
| pricing.transparent | yes | yes |
| reliability.sla_pct | 99.99 | 99.95 |
| reliability.status_page | yes | yes |
| security.certifications | - | `[{"name":"SOC 2 Type II","level":"Type II","status":"active"},{"name":"ISO/IEC 27001","status":"active"}]` |
| security.disclosure_policy | yes | - |
| security.gdpr | yes | yes |
| security.hipaa | yes | yes |
| security.iso27001 | - | yes |
| security.soc2 | yes | yes |
| security.trust_center | - | https://zilliz.com/trust-center |

## Capabilities (Vector Databases)

| Capability | Upstash | Zilliz Cloud |
|---|:--:|:--:|
| **Deployment** |  |  |
| Deployment | Managed | Managed |
| Serverless / consumption pricing | ✓ | ✓ |
| **Index** |  |  |
| ANN index (HNSW / IVF / DiskANN / ScaNN / flat) | HNSW | HNSW, IVF, FLAT (brute-force), SCANN, DiskANN |
| Distance metrics (cosine / dot / Euclidean) | cosine | cosine, Euclidean |
| **Query** |  |  |
| Metadata filtering | Pre-filter | Post-filter |
| Hybrid search (dense + sparse fusion) | ✓ | ✓ |
| Built-in BM25 / lexical | ✓ | ✓ |
| **Storage** |  |  |
| Quantization | - | - |
| On-disk vs in-memory | persistent | Tiered |
| **Scale** |  |  |
| Multi-tenancy (namespaces / collections / tenants) | ✓ | ✓ |
| Horizontal scale | Sharded / distributed | Sharded / distributed |
| **Consistency** |  |  |
| Consistency | Strong | - |
| **Licensing** |  |  |
| Licence class | Proprietary | Proprietary |
| **Classification** |  |  |
| Purpose-built vs feature-of-parent | Dedicated DBMS | Dedicated DBMS |

*Source: vioscaleAI. Generated 2026-09-21T06:15:36.909Z. "-" = undocumented, not absent.*