{"data":{"entities":[{"slug":"marqo","name":"Marqo","tagline":"An AI-powered ecommerce search platform that learns from customer behavior to deliver personalized, accurate product discovery.","homepage":"https://marqo.ai","category":{"slug":"vector-db","name":"Vector Databases"},"vendor":null,"score":{"composite":40.4,"confidence":0.3,"confidenceBand":"low","breakdown":{"price_level":{"value":0,"weight":0.041,"present":false,"contribution":0},"reliability":{"value":50,"weight":0.068,"present":true,"contribution":3.4},"capabilities":{"value":67.1,"weight":0.038,"present":true,"contribution":2.5},"integrations":{"value":17.3,"weight":0.044,"present":true,"contribution":0.8},"security_posture":{"value":0,"weight":0.122,"present":false,"contribution":0},"pricing_transparency":{"value":0,"weight":0.054,"present":true,"contribution":0}},"computedAt":"2026-09-18T12:42:17.330Z","stale":false},"uri":"https://www.vioscale.ai/software/marqo","aliases":["marqo"],"status":"published","crawlStatus":"ok","indexStatus":"indexed","nextCrawlAt":"2026-10-02T12:42:17.420Z","categories":[{"slug":"vector-db","name":"Vector Databases","isPrimary":true}],"facts":{"deployment":[{"attribute":"deployment.options","value":{"cloud":true},"provenance":{"source":"https://marqo.ai","sourceType":"vioscale-crawler","retrievedAt":"2026-09-18T12:36:02.523Z","confidence":0.6}}],"description":[{"attribute":"description.long","value":"An ecommerce search platform using semantic understanding and personalization to help online retailers deliver relevant product results and recommendations based on shopper behavior and intent.","provenance":{"source":"https://marqo.ai","sourceType":"vioscale-crawler","retrievedAt":"2026-09-18T12:36:02.523Z","confidence":0.6}}],"features":[{"attribute":"features.capabilities","value":{"deployment":"managed","serverless":true,"hybrid_search":true,"licence_class":"proprietary","multi_tenancy":true,"product_class":"dedicated_dbms","full_text_bm25":true,"horizontal_scale":"sharded_distributed"},"provenance":{"source":"https://marqo.ai","sourceType":"vioscale-crawler","retrievedAt":"2026-09-18T12:36:02.523Z","confidence":0.6}}],"platform":[{"attribute":"platform.support","value":{"web":true},"provenance":{"source":"https://marqo.ai","sourceType":"vioscale-crawler","retrievedAt":"2026-09-18T12:36:02.523Z","confidence":0.6}}],"pricing":[{"attribute":"pricing","value":{"type":"quote","sourceUrl":"https://marqo.ai","retrievedAt":"2026-08-13T20:44:47.208Z"},"provenance":{"source":"https://marqo.ai","sourceType":"vioscale-crawler","retrievedAt":"2026-08-13T20:44:47.208Z","confidence":0.6}},{"attribute":"pricing.model","value":"quote","provenance":{"source":"https://marqo.ai","sourceType":"vioscale-crawler","retrievedAt":"2026-08-13T20:44:47.208Z","confidence":0.6}},{"attribute":"pricing.price_level","value":"unknown","provenance":{"source":"https://marqo.ai","sourceType":"vioscale-crawler","retrievedAt":"2026-08-13T20:44:47.208Z","confidence":0.6}},{"attribute":"pricing.transparent","value":false,"provenance":{"source":"https://marqo.ai","sourceType":"vioscale-crawler","retrievedAt":"2026-08-13T20:44:47.208Z","confidence":0.6}}],"reliability":[{"attribute":"reliability.status_page","value":true,"provenance":{"source":"https://status.marqo.ai","sourceType":"vioscale-crawler","retrievedAt":"2026-08-03T13:12:11.970Z","confidence":0.6}}],"market":[{"attribute":"market.availability","value":{"hqCountry":"US","primaryMarkets":[],"availabilityScope":"global","availableCountries":[],"notAvailableCountries":[]},"provenance":{"source":"https://marqo.ai","sourceType":"vioscale-crawler","retrievedAt":"2026-08-13T20:44:47.208Z","confidence":0.75}}],"content":[{"attribute":"content.faq","value":[{"answer":"AI-native ecommerce search and product discovery platform that leverages semantic search, behavioral data, and personalization to improve product relevance, conversion rates, and average order value for online retail brands. It is indexed under Vector Databases.","source":"https://marqo.ai","question":"What is Marqo?","confidence":0.6},{"answer":"Marqo does not publish its prices. Pricing is quoted on request, so the figure depends on your seat count and requirements. We record this as a pricing-transparency signal rather than guessing a number. Pricing changes often, so verify at source before relying on it.","source":"https://marqo.ai","question":"How much does Marqo cost?","confidence":0.6},{"answer":"We have confirmed browser-based access to Marqo. That is the extent of what we could verify from public sources, so it may well offer desktop or mobile clients we have not indexed.","source":"https://marqo.ai","question":"What platforms does Marqo support?","confidence":0.6},{"answer":"We have only confirmed a cloud / SaaS deployment for Marqo, so it appears to be vendor-hosted. If a self-hosted option exists we have not found it documented publicly.","source":"https://marqo.ai","question":"Can Marqo be self-hosted?","confidence":0.6},{"answer":"We have confirmed 3 integrations for Marqo, including Shopify, Adobe Commerce and Salesforce Commerce Cloud. This is what we could verify from public sources, so the vendor may support others we have not indexed.","source":"https://marqo.ai","question":"What does Marqo integrate with?","confidence":0.6},{"answer":"Marqo is available worldwide. The vendor is headquartered in the United States.","source":"https://marqo.ai","question":"Where is Marqo available?","confidence":0.75}],"provenance":{"source":"https://marqo.ai","sourceType":"vioscale-crawler","retrievedAt":"2026-09-10T10:20:55.039Z","confidence":0.625}}],"integrations":[{"attribute":"integrations.count","value":3,"provenance":{"source":"https://marqo.ai","sourceType":"vioscale-crawler","retrievedAt":"2026-09-18T12:36:02.523Z","confidence":0.6}},{"attribute":"integrations.list","value":[{"name":"Shopify","native":true,"category":"ecommerce","direction":"bidirectional"},{"name":"Adobe Commerce","native":true,"category":"ecommerce","direction":"bidirectional"},{"name":"Salesforce Commerce Cloud","native":true,"category":"ecommerce","direction":"bidirectional"}],"provenance":{"source":"https://marqo.ai","sourceType":"vioscale-crawler","retrievedAt":"2026-09-18T12:36:02.523Z","confidence":0.6}}]},"factList":[{"attribute":"deployment.options","value":{"cloud":true},"provenance":{"source":"https://marqo.ai","sourceType":"vioscale-crawler","retrievedAt":"2026-09-18T12:36:02.523Z","confidence":0.6}},{"attribute":"description.long","value":"An ecommerce search platform using semantic understanding and personalization to help online retailers deliver relevant product results and recommendations based on shopper behavior and intent.","provenance":{"source":"https://marqo.ai","sourceType":"vioscale-crawler","retrievedAt":"2026-09-18T12:36:02.523Z","confidence":0.6}},{"attribute":"features.capabilities","value":{"deployment":"managed","serverless":true,"hybrid_search":true,"licence_class":"proprietary","multi_tenancy":true,"product_class":"dedicated_dbms","full_text_bm25":true,"horizontal_scale":"sharded_distributed"},"provenance":{"source":"https://marqo.ai","sourceType":"vioscale-crawler","retrievedAt":"2026-09-18T12:36:02.523Z","confidence":0.6}},{"attribute":"platform.support","value":{"web":true},"provenance":{"source":"https://marqo.ai","sourceType":"vioscale-crawler","retrievedAt":"2026-09-18T12:36:02.523Z","confidence":0.6}},{"attribute":"pricing","value":{"type":"quote","sourceUrl":"https://marqo.ai","retrievedAt":"2026-08-13T20:44:47.208Z"},"provenance":{"source":"https://marqo.ai","sourceType":"vioscale-crawler","retrievedAt":"2026-08-13T20:44:47.208Z","confidence":0.6}},{"attribute":"pricing.model","value":"quote","provenance":{"source":"https://marqo.ai","sourceType":"vioscale-crawler","retrievedAt":"2026-08-13T20:44:47.208Z","confidence":0.6}},{"attribute":"pricing.price_level","value":"unknown","provenance":{"source":"https://marqo.ai","sourceType":"vioscale-crawler","retrievedAt":"2026-08-13T20:44:47.208Z","confidence":0.6}},{"attribute":"pricing.transparent","value":false,"provenance":{"source":"https://marqo.ai","sourceType":"vioscale-crawler","retrievedAt":"2026-08-13T20:44:47.208Z","confidence":0.6}},{"attribute":"reliability.status_page","value":true,"provenance":{"source":"https://status.marqo.ai","sourceType":"vioscale-crawler","retrievedAt":"2026-08-03T13:12:11.970Z","confidence":0.6}},{"attribute":"market.availability","value":{"hqCountry":"US","primaryMarkets":[],"availabilityScope":"global","availableCountries":[],"notAvailableCountries":[]},"provenance":{"source":"https://marqo.ai","sourceType":"vioscale-crawler","retrievedAt":"2026-08-13T20:44:47.208Z","confidence":0.75}},{"attribute":"content.faq","value":[{"answer":"AI-native ecommerce search and product discovery platform that leverages semantic search, behavioral data, and personalization to improve product relevance, conversion rates, and average order value for online retail brands. It is indexed under Vector Databases.","source":"https://marqo.ai","question":"What is Marqo?","confidence":0.6},{"answer":"Marqo does not publish its prices. Pricing is quoted on request, so the figure depends on your seat count and requirements. We record this as a pricing-transparency signal rather than guessing a number. Pricing changes often, so verify at source before relying on it.","source":"https://marqo.ai","question":"How much does Marqo cost?","confidence":0.6},{"answer":"We have confirmed browser-based access to Marqo. That is the extent of what we could verify from public sources, so it may well offer desktop or mobile clients we have not indexed.","source":"https://marqo.ai","question":"What platforms does Marqo support?","confidence":0.6},{"answer":"We have only confirmed a cloud / SaaS deployment for Marqo, so it appears to be vendor-hosted. If a self-hosted option exists we have not found it documented publicly.","source":"https://marqo.ai","question":"Can Marqo be self-hosted?","confidence":0.6},{"answer":"We have confirmed 3 integrations for Marqo, including Shopify, Adobe Commerce and Salesforce Commerce Cloud. This is what we could verify from public sources, so the vendor may support others we have not indexed.","source":"https://marqo.ai","question":"What does Marqo integrate with?","confidence":0.6},{"answer":"Marqo is available worldwide. The vendor is headquartered in the United States.","source":"https://marqo.ai","question":"Where is Marqo available?","confidence":0.75}],"provenance":{"source":"https://marqo.ai","sourceType":"vioscale-crawler","retrievedAt":"2026-09-10T10:20:55.039Z","confidence":0.625}},{"attribute":"integrations.count","value":3,"provenance":{"source":"https://marqo.ai","sourceType":"vioscale-crawler","retrievedAt":"2026-09-18T12:36:02.523Z","confidence":0.6}},{"attribute":"integrations.list","value":[{"name":"Shopify","native":true,"category":"ecommerce","direction":"bidirectional"},{"name":"Adobe Commerce","native":true,"category":"ecommerce","direction":"bidirectional"},{"name":"Salesforce Commerce Cloud","native":true,"category":"ecommerce","direction":"bidirectional"}],"provenance":{"source":"https://marqo.ai","sourceType":"vioscale-crawler","retrievedAt":"2026-09-18T12:36:02.523Z","confidence":0.6}}],"faq":[{"answer":"AI-native ecommerce search and product discovery platform that leverages semantic search, behavioral data, and personalization to improve product relevance, conversion rates, and average order value for online retail brands. It is indexed under Vector Databases.","source":"https://marqo.ai","question":"What is Marqo?","confidence":0.6},{"answer":"Marqo does not publish its prices. Pricing is quoted on request, so the figure depends on your seat count and requirements. We record this as a pricing-transparency signal rather than guessing a number. Pricing changes often, so verify at source before relying on it.","source":"https://marqo.ai","question":"How much does Marqo cost?","confidence":0.6},{"answer":"We have confirmed browser-based access to Marqo. That is the extent of what we could verify from public sources, so it may well offer desktop or mobile clients we have not indexed.","source":"https://marqo.ai","question":"What platforms does Marqo support?","confidence":0.6},{"answer":"We have only confirmed a cloud / SaaS deployment for Marqo, so it appears to be vendor-hosted. If a self-hosted option exists we have not found it documented publicly.","source":"https://marqo.ai","question":"Can Marqo be self-hosted?","confidence":0.6},{"answer":"We have confirmed 3 integrations for Marqo, including Shopify, Adobe Commerce and Salesforce Commerce Cloud. This is what we could verify from public sources, so the vendor may support others we have not indexed.","source":"https://marqo.ai","question":"What does Marqo integrate with?","confidence":0.6},{"answer":"Marqo is available worldwide. The vendor is headquartered in the United States.","source":"https://marqo.ai","question":"Where is Marqo available?","confidence":0.75}],"faqSource":"generated","market":{"availabilityScope":"global","availableCountries":[],"notAvailableCountries":[],"primaryMarkets":[],"hqCountry":"US"},"integrations":[{"name":"Shopify","category":"ecommerce","direction":"bidirectional","native":true},{"name":"Adobe Commerce","category":"ecommerce","direction":"bidirectional","native":true},{"name":"Salesforce Commerce Cloud","category":"ecommerce","direction":"bidirectional","native":true}],"claimed":false,"updatedAt":"2026-09-18T12:42:17.420Z","formats":{"json":"https://www.vioscale.ai/api/v1/software/marqo","markdown":"https://www.vioscale.ai/software/marqo.md","html":"https://www.vioscale.ai/software/marqo"}},{"slug":"upstash","name":"Upstash","tagline":"Serverless data platform combining in-memory storage, vector search, messaging, and workflow orchestration in one managed service","homepage":"https://upstash.com","category":{"slug":"key-value-cache","name":"Key-Value Stores"},"vendor":null,"score":{"composite":73.5,"confidence":0.73,"confidenceBand":"medium","breakdown":{"price_level":{"value":80,"weight":0.041,"present":true,"contribution":3.3},"reliability":{"value":99.5,"weight":0.068,"present":true,"contribution":6.8},"capabilities":{"value":81.2,"weight":0.038,"present":true,"contribution":3.1},"integrations":{"value":26,"weight":0.044,"present":true,"contribution":1.2},"security_posture":{"value":60,"weight":0.122,"present":true,"contribution":7.3},"pricing_transparency":{"value":100,"weight":0.054,"present":true,"contribution":5.4}},"computedAt":"2026-09-08T17:46:12.089Z","stale":false},"uri":"https://www.vioscale.ai/software/upstash","aliases":["upstash"],"status":"published","crawlStatus":"ok","indexStatus":"indexed","nextCrawlAt":"2026-09-22T17:46:12.253Z","categories":[{"slug":"key-value-cache","name":"Key-Value Stores","isPrimary":true},{"slug":"vector-db","name":"Vector Databases","isPrimary":false}],"facts":{"deployment":[{"attribute":"deployment.options","value":{"cloud":true},"provenance":{"source":"https://upstash.com/blog/aws-elasticache-pricing-explained-2026-full-cost-breakdown","sourceType":"vioscale-crawler","retrievedAt":"2026-09-08T17:37:50.363Z","confidence":0.6}}],"integrations":[{"attribute":"integrations.count","value":7,"provenance":{"source":"https://upstash.com/blog/aws-elasticache-pricing-explained-2026-full-cost-breakdown","sourceType":"vioscale-crawler","retrievedAt":"2026-08-24T22:36:52.447Z","confidence":0.6}},{"attribute":"integrations.list","value":[{"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"}],"provenance":{"source":"https://upstash.com/blog/aws-elasticache-pricing-explained-2026-full-cost-breakdown","sourceType":"vioscale-crawler","retrievedAt":"2026-09-08T17:37:50.363Z","confidence":0.6}}],"platform":[{"attribute":"platform.support","value":{"cli":true,"web":true},"provenance":{"source":"https://upstash.com/blog/aws-elasticache-pricing-explained-2026-full-cost-breakdown","sourceType":"vioscale-crawler","retrievedAt":"2026-09-08T17:37:50.363Z","confidence":0.6}}],"pricing":[{"attribute":"pricing.free_tier","value":true,"provenance":{"source":"https://upstash.com/blog/aws-elasticache-pricing-explained-2026-full-cost-breakdown","sourceType":"vioscale-crawler","retrievedAt":"2026-09-08T17:37:50.363Z","confidence":0.6}},{"attribute":"pricing.model","value":"freemium","provenance":{"source":"https://upstash.com/blog/aws-elasticache-pricing-explained-2026-full-cost-breakdown","sourceType":"vioscale-crawler","retrievedAt":"2026-09-08T17:37:50.363Z","confidence":0.6}},{"attribute":"pricing.price_level","value":"low","provenance":{"source":"https://upstash.com/blog/aws-elasticache-pricing-explained-2026-full-cost-breakdown","sourceType":"vioscale-crawler","retrievedAt":"2026-09-08T17:37:50.363Z","confidence":0.6}},{"attribute":"pricing.transparent","value":true,"provenance":{"source":"https://upstash.com/blog/aws-elasticache-pricing-explained-2026-full-cost-breakdown","sourceType":"vioscale-crawler","retrievedAt":"2026-09-08T17:37:50.363Z","confidence":0.6}},{"attribute":"pricing.starting_price","value":{"amount":10,"currency":"USD"},"provenance":{"source":"https://upstash.com/blog/aws-elasticache-pricing-explained-2026-full-cost-breakdown","sourceType":"vioscale-crawler","retrievedAt":"2026-09-08T17:37:50.363Z","confidence":0.6}},{"attribute":"pricing","value":{"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"]},"provenance":{"source":"https://upstash.com/blog/aws-elasticache-pricing-explained-2026-full-cost-breakdown","sourceType":"vioscale-crawler","retrievedAt":"2026-09-08T17:37:50.363Z","confidence":0.6}}],"reliability":[{"attribute":"reliability.sla_pct","value":99.99,"provenance":{"source":"https://upstash.com/blog/aws-elasticache-pricing-explained-2026-full-cost-breakdown","sourceType":"vioscale-crawler","retrievedAt":"2026-09-08T17:37:50.363Z","confidence":0.6}},{"attribute":"reliability.status_page","value":true,"provenance":{"source":"https://status.upstash.com","sourceType":"vioscale-crawler","retrievedAt":"2026-08-01T15:21:37.376Z","confidence":0.6}}],"security":[{"attribute":"security.disclosure_policy","value":true,"provenance":{"source":"https://upstash.com","sourceType":"vioscale-crawler","retrievedAt":"2026-08-01T15:21:37.376Z","confidence":0.6}},{"attribute":"security.gdpr","value":true,"provenance":{"source":"https://trust.upstash.com","sourceType":"vioscale-crawler","retrievedAt":"2026-08-01T15:21:37.376Z","confidence":0.75}},{"attribute":"security.hipaa","value":true,"provenance":{"source":"https://trust.upstash.com","sourceType":"vioscale-crawler","retrievedAt":"2026-08-01T15:21:37.376Z","confidence":0.75}},{"attribute":"security.soc2","value":true,"provenance":{"source":"https://upstash.com/blog/redis-new-pricing","sourceType":"vioscale-crawler","retrievedAt":"2026-08-14T21:32:58.698Z","confidence":0.6}}],"market":[{"attribute":"market.availability","value":{"primaryMarkets":["US"],"availabilityScope":"global","availableCountries":[],"notAvailableCountries":[]},"provenance":{"source":"https://upstash.com/blog/aws-elasticache-pricing-explained-2026-full-cost-breakdown","sourceType":"vioscale-crawler","retrievedAt":"2026-09-08T17:37:50.363Z","confidence":0.5}}],"description":[{"attribute":"description.long","value":"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.","provenance":{"source":"https://upstash.com/blog/aws-elasticache-pricing-explained-2026-full-cost-breakdown","sourceType":"vioscale-crawler","retrievedAt":"2026-08-24T22:36:52.447Z","confidence":0.6}}],"features":[{"attribute":"features.capabilities","value":{"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"},"provenance":{"source":"https://upstash.com/blog/aws-elasticache-pricing-explained-2026-full-cost-breakdown","sourceType":"vioscale-crawler","retrievedAt":"2026-09-08T17:37:50.363Z","confidence":0.6}}],"content":[{"attribute":"content.faq","value":[{"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}],"provenance":{"source":"https://upstash.com/blog/aws-elasticache-pricing-explained-2026-full-cost-breakdown","sourceType":"vioscale-crawler","retrievedAt":"2026-09-10T10:20:57.633Z","confidence":0.5857143}}]},"factList":[{"attribute":"deployment.options","value":{"cloud":true},"provenance":{"source":"https://upstash.com/blog/aws-elasticache-pricing-explained-2026-full-cost-breakdown","sourceType":"vioscale-crawler","retrievedAt":"2026-09-08T17:37:50.363Z","confidence":0.6}},{"attribute":"integrations.count","value":7,"provenance":{"source":"https://upstash.com/blog/aws-elasticache-pricing-explained-2026-full-cost-breakdown","sourceType":"vioscale-crawler","retrievedAt":"2026-08-24T22:36:52.447Z","confidence":0.6}},{"attribute":"platform.support","value":{"cli":true,"web":true},"provenance":{"source":"https://upstash.com/blog/aws-elasticache-pricing-explained-2026-full-cost-breakdown","sourceType":"vioscale-crawler","retrievedAt":"2026-09-08T17:37:50.363Z","confidence":0.6}},{"attribute":"pricing.free_tier","value":true,"provenance":{"source":"https://upstash.com/blog/aws-elasticache-pricing-explained-2026-full-cost-breakdown","sourceType":"vioscale-crawler","retrievedAt":"2026-09-08T17:37:50.363Z","confidence":0.6}},{"attribute":"pricing.model","value":"freemium","provenance":{"source":"https://upstash.com/blog/aws-elasticache-pricing-explained-2026-full-cost-breakdown","sourceType":"vioscale-crawler","retrievedAt":"2026-09-08T17:37:50.363Z","confidence":0.6}},{"attribute":"pricing.price_level","value":"low","provenance":{"source":"https://upstash.com/blog/aws-elasticache-pricing-explained-2026-full-cost-breakdown","sourceType":"vioscale-crawler","retrievedAt":"2026-09-08T17:37:50.363Z","confidence":0.6}},{"attribute":"pricing.transparent","value":true,"provenance":{"source":"https://upstash.com/blog/aws-elasticache-pricing-explained-2026-full-cost-breakdown","sourceType":"vioscale-crawler","retrievedAt":"2026-09-08T17:37:50.363Z","confidence":0.6}},{"attribute":"reliability.sla_pct","value":99.99,"provenance":{"source":"https://upstash.com/blog/aws-elasticache-pricing-explained-2026-full-cost-breakdown","sourceType":"vioscale-crawler","retrievedAt":"2026-09-08T17:37:50.363Z","confidence":0.6}},{"attribute":"reliability.status_page","value":true,"provenance":{"source":"https://status.upstash.com","sourceType":"vioscale-crawler","retrievedAt":"2026-08-01T15:21:37.376Z","confidence":0.6}},{"attribute":"security.disclosure_policy","value":true,"provenance":{"source":"https://upstash.com","sourceType":"vioscale-crawler","retrievedAt":"2026-08-01T15:21:37.376Z","confidence":0.6}},{"attribute":"security.gdpr","value":true,"provenance":{"source":"https://trust.upstash.com","sourceType":"vioscale-crawler","retrievedAt":"2026-08-01T15:21:37.376Z","confidence":0.75}},{"attribute":"security.hipaa","value":true,"provenance":{"source":"https://trust.upstash.com","sourceType":"vioscale-crawler","retrievedAt":"2026-08-01T15:21:37.376Z","confidence":0.75}},{"attribute":"security.soc2","value":true,"provenance":{"source":"https://upstash.com/blog/redis-new-pricing","sourceType":"vioscale-crawler","retrievedAt":"2026-08-14T21:32:58.698Z","confidence":0.6}},{"attribute":"market.availability","value":{"primaryMarkets":["US"],"availabilityScope":"global","availableCountries":[],"notAvailableCountries":[]},"provenance":{"source":"https://upstash.com/blog/aws-elasticache-pricing-explained-2026-full-cost-breakdown","sourceType":"vioscale-crawler","retrievedAt":"2026-09-08T17:37:50.363Z","confidence":0.5}},{"attribute":"description.long","value":"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.","provenance":{"source":"https://upstash.com/blog/aws-elasticache-pricing-explained-2026-full-cost-breakdown","sourceType":"vioscale-crawler","retrievedAt":"2026-08-24T22:36:52.447Z","confidence":0.6}},{"attribute":"features.capabilities","value":{"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"},"provenance":{"source":"https://upstash.com/blog/aws-elasticache-pricing-explained-2026-full-cost-breakdown","sourceType":"vioscale-crawler","retrievedAt":"2026-09-08T17:37:50.363Z","confidence":0.6}},{"attribute":"pricing.starting_price","value":{"amount":10,"currency":"USD"},"provenance":{"source":"https://upstash.com/blog/aws-elasticache-pricing-explained-2026-full-cost-breakdown","sourceType":"vioscale-crawler","retrievedAt":"2026-09-08T17:37:50.363Z","confidence":0.6}},{"attribute":"integrations.list","value":[{"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"}],"provenance":{"source":"https://upstash.com/blog/aws-elasticache-pricing-explained-2026-full-cost-breakdown","sourceType":"vioscale-crawler","retrievedAt":"2026-09-08T17:37:50.363Z","confidence":0.6}},{"attribute":"pricing","value":{"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"]},"provenance":{"source":"https://upstash.com/blog/aws-elasticache-pricing-explained-2026-full-cost-breakdown","sourceType":"vioscale-crawler","retrievedAt":"2026-09-08T17:37:50.363Z","confidence":0.6}},{"attribute":"content.faq","value":[{"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}],"provenance":{"source":"https://upstash.com/blog/aws-elasticache-pricing-explained-2026-full-cost-breakdown","sourceType":"vioscale-crawler","retrievedAt":"2026-09-10T10:20:57.633Z","confidence":0.5857143}}],"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}],"faqSource":"generated","market":{"availabilityScope":"global","availableCountries":[],"notAvailableCountries":[],"primaryMarkets":["US"]},"integrations":[{"name":"Cloudflare Workers"},{"name":"Auth0"},{"name":"MongoDB"},{"name":"MySQL"},{"name":"PostgreSQL"},{"name":"Debezium"},{"name":"JDBC"},{"name":"FluentBit"},{"name":"Drizzle","category":"orm","direction":"bidirectional","native":true},{"name":"Vercel AI SDK","category":"ai","direction":"bidirectional","native":false},{"name":"Redis protocol clients","direction":"bidirectional","native":true}],"claimed":false,"updatedAt":"2026-09-08T17:46:12.253Z","formats":{"json":"https://www.vioscale.ai/api/v1/software/upstash","markdown":"https://www.vioscale.ai/software/upstash.md","html":"https://www.vioscale.ai/software/upstash"}}],"attributes":[{"attribute":"content.faq","values":{"marqo":{"attribute":"content.faq","value":[{"answer":"AI-native ecommerce search and product discovery platform that leverages semantic search, behavioral data, and personalization to improve product relevance, conversion rates, and average order value for online retail brands. It is indexed under Vector Databases.","source":"https://marqo.ai","question":"What is Marqo?","confidence":0.6},{"answer":"Marqo does not publish its prices. Pricing is quoted on request, so the figure depends on your seat count and requirements. We record this as a pricing-transparency signal rather than guessing a number. Pricing changes often, so verify at source before relying on it.","source":"https://marqo.ai","question":"How much does Marqo cost?","confidence":0.6},{"answer":"We have confirmed browser-based access to Marqo. That is the extent of what we could verify from public sources, so it may well offer desktop or mobile clients we have not indexed.","source":"https://marqo.ai","question":"What platforms does Marqo support?","confidence":0.6},{"answer":"We have only confirmed a cloud / SaaS deployment for Marqo, so it appears to be vendor-hosted. If a self-hosted option exists we have not found it documented publicly.","source":"https://marqo.ai","question":"Can Marqo be self-hosted?","confidence":0.6},{"answer":"We have confirmed 3 integrations for Marqo, including Shopify, Adobe Commerce and Salesforce Commerce Cloud. This is what we could verify from public sources, so the vendor may support others we have not indexed.","source":"https://marqo.ai","question":"What does Marqo integrate with?","confidence":0.6},{"answer":"Marqo is available worldwide. The vendor is headquartered in the United States.","source":"https://marqo.ai","question":"Where is Marqo available?","confidence":0.75}],"provenance":{"source":"https://marqo.ai","sourceType":"vioscale-crawler","retrievedAt":"2026-09-10T10:20:55.039Z","confidence":0.625}},"upstash":{"attribute":"content.faq","value":[{"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}],"provenance":{"source":"https://upstash.com/blog/aws-elasticache-pricing-explained-2026-full-cost-breakdown","sourceType":"vioscale-crawler","retrievedAt":"2026-09-10T10:20:57.633Z","confidence":0.5857143}}}},{"attribute":"deployment.options","values":{"marqo":{"attribute":"deployment.options","value":{"cloud":true},"provenance":{"source":"https://marqo.ai","sourceType":"vioscale-crawler","retrievedAt":"2026-09-18T12:36:02.523Z","confidence":0.6}},"upstash":{"attribute":"deployment.options","value":{"cloud":true},"provenance":{"source":"https://upstash.com/blog/aws-elasticache-pricing-explained-2026-full-cost-breakdown","sourceType":"vioscale-crawler","retrievedAt":"2026-09-08T17:37:50.363Z","confidence":0.6}}}},{"attribute":"description.long","values":{"marqo":{"attribute":"description.long","value":"An ecommerce search platform using semantic understanding and personalization to help online retailers deliver relevant product results and recommendations based on shopper behavior and intent.","provenance":{"source":"https://marqo.ai","sourceType":"vioscale-crawler","retrievedAt":"2026-09-18T12:36:02.523Z","confidence":0.6}},"upstash":{"attribute":"description.long","value":"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.","provenance":{"source":"https://upstash.com/blog/aws-elasticache-pricing-explained-2026-full-cost-breakdown","sourceType":"vioscale-crawler","retrievedAt":"2026-08-24T22:36:52.447Z","confidence":0.6}}}},{"attribute":"features.capabilities","values":{"marqo":{"attribute":"features.capabilities","value":{"deployment":"managed","serverless":true,"hybrid_search":true,"licence_class":"proprietary","multi_tenancy":true,"product_class":"dedicated_dbms","full_text_bm25":true,"horizontal_scale":"sharded_distributed"},"provenance":{"source":"https://marqo.ai","sourceType":"vioscale-crawler","retrievedAt":"2026-09-18T12:36:02.523Z","confidence":0.6}},"upstash":{"attribute":"features.capabilities","value":{"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"},"provenance":{"source":"https://upstash.com/blog/aws-elasticache-pricing-explained-2026-full-cost-breakdown","sourceType":"vioscale-crawler","retrievedAt":"2026-09-08T17:37:50.363Z","confidence":0.6}}}},{"attribute":"integrations.count","values":{"marqo":{"attribute":"integrations.count","value":3,"provenance":{"source":"https://marqo.ai","sourceType":"vioscale-crawler","retrievedAt":"2026-09-18T12:36:02.523Z","confidence":0.6}},"upstash":{"attribute":"integrations.count","value":7,"provenance":{"source":"https://upstash.com/blog/aws-elasticache-pricing-explained-2026-full-cost-breakdown","sourceType":"vioscale-crawler","retrievedAt":"2026-08-24T22:36:52.447Z","confidence":0.6}}}},{"attribute":"integrations.list","values":{"marqo":{"attribute":"integrations.list","value":[{"name":"Shopify","native":true,"category":"ecommerce","direction":"bidirectional"},{"name":"Adobe Commerce","native":true,"category":"ecommerce","direction":"bidirectional"},{"name":"Salesforce Commerce Cloud","native":true,"category":"ecommerce","direction":"bidirectional"}],"provenance":{"source":"https://marqo.ai","sourceType":"vioscale-crawler","retrievedAt":"2026-09-18T12:36:02.523Z","confidence":0.6}},"upstash":{"attribute":"integrations.list","value":[{"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"}],"provenance":{"source":"https://upstash.com/blog/aws-elasticache-pricing-explained-2026-full-cost-breakdown","sourceType":"vioscale-crawler","retrievedAt":"2026-09-08T17:37:50.363Z","confidence":0.6}}}},{"attribute":"market.availability","values":{"marqo":{"attribute":"market.availability","value":{"hqCountry":"US","primaryMarkets":[],"availabilityScope":"global","availableCountries":[],"notAvailableCountries":[]},"provenance":{"source":"https://marqo.ai","sourceType":"vioscale-crawler","retrievedAt":"2026-08-13T20:44:47.208Z","confidence":0.75}},"upstash":{"attribute":"market.availability","value":{"primaryMarkets":["US"],"availabilityScope":"global","availableCountries":[],"notAvailableCountries":[]},"provenance":{"source":"https://upstash.com/blog/aws-elasticache-pricing-explained-2026-full-cost-breakdown","sourceType":"vioscale-crawler","retrievedAt":"2026-09-08T17:37:50.363Z","confidence":0.5}}}},{"attribute":"platform.support","values":{"marqo":{"attribute":"platform.support","value":{"web":true},"provenance":{"source":"https://marqo.ai","sourceType":"vioscale-crawler","retrievedAt":"2026-09-18T12:36:02.523Z","confidence":0.6}},"upstash":{"attribute":"platform.support","value":{"cli":true,"web":true},"provenance":{"source":"https://upstash.com/blog/aws-elasticache-pricing-explained-2026-full-cost-breakdown","sourceType":"vioscale-crawler","retrievedAt":"2026-09-08T17:37:50.363Z","confidence":0.6}}}},{"attribute":"pricing","values":{"marqo":{"attribute":"pricing","value":{"type":"quote","sourceUrl":"https://marqo.ai","retrievedAt":"2026-08-13T20:44:47.208Z"},"provenance":{"source":"https://marqo.ai","sourceType":"vioscale-crawler","retrievedAt":"2026-08-13T20:44:47.208Z","confidence":0.6}},"upstash":{"attribute":"pricing","value":{"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"]},"provenance":{"source":"https://upstash.com/blog/aws-elasticache-pricing-explained-2026-full-cost-breakdown","sourceType":"vioscale-crawler","retrievedAt":"2026-09-08T17:37:50.363Z","confidence":0.6}}}},{"attribute":"pricing.free_tier","values":{"marqo":null,"upstash":{"attribute":"pricing.free_tier","value":true,"provenance":{"source":"https://upstash.com/blog/aws-elasticache-pricing-explained-2026-full-cost-breakdown","sourceType":"vioscale-crawler","retrievedAt":"2026-09-08T17:37:50.363Z","confidence":0.6}}}},{"attribute":"pricing.model","values":{"marqo":{"attribute":"pricing.model","value":"quote","provenance":{"source":"https://marqo.ai","sourceType":"vioscale-crawler","retrievedAt":"2026-08-13T20:44:47.208Z","confidence":0.6}},"upstash":{"attribute":"pricing.model","value":"freemium","provenance":{"source":"https://upstash.com/blog/aws-elasticache-pricing-explained-2026-full-cost-breakdown","sourceType":"vioscale-crawler","retrievedAt":"2026-09-08T17:37:50.363Z","confidence":0.6}}}},{"attribute":"pricing.price_level","values":{"marqo":{"attribute":"pricing.price_level","value":"unknown","provenance":{"source":"https://marqo.ai","sourceType":"vioscale-crawler","retrievedAt":"2026-08-13T20:44:47.208Z","confidence":0.6}},"upstash":{"attribute":"pricing.price_level","value":"low","provenance":{"source":"https://upstash.com/blog/aws-elasticache-pricing-explained-2026-full-cost-breakdown","sourceType":"vioscale-crawler","retrievedAt":"2026-09-08T17:37:50.363Z","confidence":0.6}}}},{"attribute":"pricing.starting_price","values":{"marqo":null,"upstash":{"attribute":"pricing.starting_price","value":{"amount":10,"currency":"USD"},"provenance":{"source":"https://upstash.com/blog/aws-elasticache-pricing-explained-2026-full-cost-breakdown","sourceType":"vioscale-crawler","retrievedAt":"2026-09-08T17:37:50.363Z","confidence":0.6}}}},{"attribute":"pricing.transparent","values":{"marqo":{"attribute":"pricing.transparent","value":false,"provenance":{"source":"https://marqo.ai","sourceType":"vioscale-crawler","retrievedAt":"2026-08-13T20:44:47.208Z","confidence":0.6}},"upstash":{"attribute":"pricing.transparent","value":true,"provenance":{"source":"https://upstash.com/blog/aws-elasticache-pricing-explained-2026-full-cost-breakdown","sourceType":"vioscale-crawler","retrievedAt":"2026-09-08T17:37:50.363Z","confidence":0.6}}}},{"attribute":"reliability.sla_pct","values":{"marqo":null,"upstash":{"attribute":"reliability.sla_pct","value":99.99,"provenance":{"source":"https://upstash.com/blog/aws-elasticache-pricing-explained-2026-full-cost-breakdown","sourceType":"vioscale-crawler","retrievedAt":"2026-09-08T17:37:50.363Z","confidence":0.6}}}},{"attribute":"reliability.status_page","values":{"marqo":{"attribute":"reliability.status_page","value":true,"provenance":{"source":"https://status.marqo.ai","sourceType":"vioscale-crawler","retrievedAt":"2026-08-03T13:12:11.970Z","confidence":0.6}},"upstash":{"attribute":"reliability.status_page","value":true,"provenance":{"source":"https://status.upstash.com","sourceType":"vioscale-crawler","retrievedAt":"2026-08-01T15:21:37.376Z","confidence":0.6}}}},{"attribute":"security.disclosure_policy","values":{"marqo":null,"upstash":{"attribute":"security.disclosure_policy","value":true,"provenance":{"source":"https://upstash.com","sourceType":"vioscale-crawler","retrievedAt":"2026-08-01T15:21:37.376Z","confidence":0.6}}}},{"attribute":"security.gdpr","values":{"marqo":null,"upstash":{"attribute":"security.gdpr","value":true,"provenance":{"source":"https://trust.upstash.com","sourceType":"vioscale-crawler","retrievedAt":"2026-08-01T15:21:37.376Z","confidence":0.75}}}},{"attribute":"security.hipaa","values":{"marqo":null,"upstash":{"attribute":"security.hipaa","value":true,"provenance":{"source":"https://trust.upstash.com","sourceType":"vioscale-crawler","retrievedAt":"2026-08-01T15:21:37.376Z","confidence":0.75}}}},{"attribute":"security.soc2","values":{"marqo":null,"upstash":{"attribute":"security.soc2","value":true,"provenance":{"source":"https://upstash.com/blog/redis-new-pricing","sourceType":"vioscale-crawler","retrievedAt":"2026-08-14T21:32:58.698Z","confidence":0.6}}}}],"capabilities":{"category":{"slug":"vector-db","name":"Vector Databases"},"groups":[{"group":"Deployment","rows":[{"axis":{"key":"deployment","label":"Deployment","type":"enum","enumValues":[{"value":"embedded","label":"Embedded"},{"value":"self_hosted","label":"Self-hosted"},{"value":"managed","label":"Managed"}],"group":"Deployment"},"values":{"marqo":"managed","upstash":"managed"}},{"axis":{"key":"serverless","label":"Serverless / consumption pricing","type":"bool","group":"Deployment"},"values":{"marqo":true,"upstash":true}}]},{"group":"Index","rows":[{"axis":{"key":"ann_index","label":"ANN index (HNSW / IVF / DiskANN / ScaNN / flat)","type":"text","group":"Index"},"values":{"marqo":null,"upstash":"HNSW"}},{"axis":{"key":"distance_metrics","label":"Distance metrics (cosine / dot / Euclidean)","type":"text","group":"Index"},"values":{"marqo":null,"upstash":"cosine"}}]},{"group":"Query","rows":[{"axis":{"key":"metadata_filtering","label":"Metadata filtering","type":"enum","enumValues":[{"value":"none","label":"None"},{"value":"post_filter","label":"Post-filter"},{"value":"pre_filter","label":"Pre-filter"}],"group":"Query"},"values":{"marqo":null,"upstash":"pre_filter"}},{"axis":{"key":"hybrid_search","label":"Hybrid search (dense + sparse fusion)","type":"bool","group":"Query"},"values":{"marqo":true,"upstash":true}},{"axis":{"key":"full_text_bm25","label":"Built-in BM25 / lexical","type":"bool","group":"Query"},"values":{"marqo":true,"upstash":true}}]},{"group":"Storage","rows":[{"axis":{"key":"quantization","label":"Quantization","type":"enum","enumValues":[{"value":"none","label":"None"},{"value":"scalar","label":"Scalar"},{"value":"product","label":"Product"},{"value":"binary","label":"Binary"}],"group":"Storage"},"values":{"marqo":null,"upstash":null}},{"axis":{"key":"storage_tier","label":"On-disk vs in-memory","type":"enum","enumValues":[{"value":"memory_only","label":"Memory-only"},{"value":"disk_backed","label":"Disk-backed"},{"value":"tiered","label":"Tiered"}],"group":"Storage"},"values":{"marqo":null,"upstash":"persistent"}}]},{"group":"Scale","rows":[{"axis":{"key":"multi_tenancy","label":"Multi-tenancy (namespaces / collections / tenants)","type":"bool","group":"Scale"},"values":{"marqo":true,"upstash":true}},{"axis":{"key":"horizontal_scale","label":"Horizontal scale","type":"enum","enumValues":[{"value":"single_node","label":"Single-node"},{"value":"sharded_distributed","label":"Sharded / distributed"}],"group":"Scale"},"values":{"marqo":"sharded_distributed","upstash":"sharded_distributed"}}]},{"group":"Consistency","rows":[{"axis":{"key":"consistency","label":"Consistency","type":"enum","enumValues":[{"value":"eventual","label":"Eventual"},{"value":"tunable","label":"Tunable"},{"value":"strong","label":"Strong"}],"group":"Consistency"},"values":{"marqo":null,"upstash":"strong"}}]},{"group":"Licensing","rows":[{"axis":{"key":"licence_class","label":"Licence class","type":"enum","enumValues":[{"value":"proprietary","label":"Proprietary"},{"value":"source_available","label":"Source-available"},{"value":"permissive_oss","label":"Permissive OSS"}],"group":"Licensing"},"values":{"marqo":"proprietary","upstash":"proprietary"}}]},{"group":"Classification","rows":[{"axis":{"key":"product_class","label":"Purpose-built vs feature-of-parent","type":"enum","enumValues":[{"value":"parent_feature","label":"Feature of parent"},{"value":"extension","label":"Extension"},{"value":"dedicated_dbms","label":"Dedicated DBMS"}],"group":"Classification"},"values":{"marqo":"dedicated_dbms","upstash":"dedicated_dbms"}}]}]},"leader":"upstash","leaderReason":"Upstash leads by composite 73.5 vs Marqo's 40.4 (margin 33.1), at medium confidence (0.73).","generatedAt":"2026-09-21T02:32:11.118Z"},"meta":{"source":"https://www.vioscale.ai","license":"CC-BY-4.0","generatedAt":"2026-09-21T02:32:11.119Z","disclaimer":"Independent, evidence-based. Every fact carries provenance."}}