Overview
Summary
The useful answer before the supporting detail.
SurrealDB is a multi-model database that stores relational, document, graph, time-series, vector, and full-text data in one engine, queried through SurrealQL S27. It is used by developers building applications and AI agents, with a managed cloud and an Agent Memory layer for AI agent memory S1 S54. The engine is free to self-host under BSL 1.1, with SDKs and tools open source, and offers a cloud with usage-based pricing S1 S29.
Product identity and positioning
Name, category, positioning, audience, and first-party claims.
- Identity: SurrealDB is a multi-model database for applications and AI agents S1.
- Core purpose: It solves the problem of fragmenting data across multiple databases by unifying relational, document, graph, time-series, vector, and full-text data in one engine S27.
- Intended users: Developers building applications and AI agents S1.
- Product scope: It is a database engine that runs embedded, as a single node, or as a distributed cluster, with a managed cloud and an Agent Memory layer S27 S54.
- Positioning: The company positions it as the database for applications and AI agents, built in the open S1.
- Claimed distinction: It claims to offer graph, vector, and full-text from one engine, avoiding stack fragmentation S1.
Use cases and audiences
Who the product serves and the jobs it is designed to handle.
| Audience | Practical use case |
|---|---|
| Application developers | Build applications with a single engine that handles relational, document, graph, vector, and full-text data S27. |
| AI agent developers | Give agents persistent memory and knowledge with SurrealDB Agent Memory S54. |
| Startups | Avoid fragmenting the stack by using one engine for graph, vector, and full-text capabilities S1. |
| Enterprise teams | Run fault-tolerant, multi-zone clusters with FIPS-validated cryptography and contractual support S49. |
Traffic and search
SEO analysis
Collected Oct 21, 2026surrealdb.com: an estimated 69,526 total monthly visits and about 3,605 monthly organic visits across 967 ranking keywords. Scout crawled 15 pages and measured a technical health score of 100/100.
Search summary
The useful answer before the supporting detail.
SurrealDB is a multi-model database and an Agent Memory layer: one engine for your application's data and durable, provable memory for your AI agents. surrealdb.com: an estimated 69,526 total monthly visits and about 3,605 monthly organic visits across 967 ranking keywords. Scout crawled 15 pages and measured a technical health score of 100/100.
- Total traffic (modeled): 69,526 monthly visits across all channels.
- Organic search traffic (estimated): 3,605 monthly visits from search.
- Strongest sampled ranking: fetch table at position 1.
- Leading page in the collected evidence: https://surrealdb.com/docs/reference/query-language/clauses/fetch.
- Closest measured organic competitor: deltawaterfowl.org, appearing 1 times in the sampled first-page SERPs.
- Technical crawl: 15 pages, health score 100/100.
Website intelligence — Collected evidence
Company identity and positioning
| Page type | Evidence | Source |
|---|---|---|
| other | SurrealDB is a multi-model database and an Agent Memory layer: one engine for your application's data and durable, provable memory for your AI agents. | https://surrealdb.com/ |
| other | layer for AI agents | https://surrealdb.com/ |
| other | Access control.Built into the data layer. | https://surrealdb.com/ |
| other | What teams build on one engine. With the data model each workload needs. | https://surrealdb.com/ |
| other | Retrieval that combines graph traversal with vector search for grounded, connected context. | https://surrealdb.com/ |
| other | Persistent, queryable memory for agents - relationships, semantics, and recency in one store. | https://surrealdb.com/ |
| other | An AI assistant for 10,000 technicians | https://surrealdb.com/ |
| other | SurrealDB is a multi-model database. Relational, document, graph, vector and time-series data are native primitives you can query together in one ACID transaction, using one query language, SurrealQL. Authentication, row-level permissions and live queries are built in. | https://surrealdb.com/ |
| other | THE PLATFORM | https://surrealdb.com/ |
| other | FROM THE TEAMS | https://surrealdb.com/ |
| other | > As a startup, we didn't want to fragment our stack every time we add a capability… instead we got graph, vector, and full-text from one engine. What surprised us was how quickly we stood up a multi-layered, graph-based memory model for our AI agent. | https://surrealdb.com/ |
| other | Senior Cloud Platform Engineer, Cobrainer | https://surrealdb.com/ |
Domain performance
Modeled total traffic, six-month trend, engagement, countries, and domain identity.
Total website traffic
| Month | Modeled visits |
|---|---|
| 2026-04 | 113,859 |
| 2026-05 | 97,516 |
| 2026-06 | 100,305 |
| 2026-07 | 86,731 |
| 2026-08 | 81,121 |
| 2026-09 | 69,526 |
Top visitor countries
| Country | Name | Traffic share |
|---|---|---|
| IN | India | 11.3% |
| US | United States | 11.0% |
| GB | United Kingdom | 8.5% |
| CH | Switzerland | 5.9% |
| BH | Bahrain | 5.3% |
Domain identity
| Signal | Value |
|---|---|
| Registered | Apr 11, 2016 |
| Last changed | Aug 18, 2026 |
| Expires | Apr 11, 2027 |
| WHOIS server | whois.verisign-grs.com |
| DNSSEC | Signed |
| Nameservers | NS-1456.AWSDNS-54.ORG, NS-2025.AWSDNS-61.CO.UK, NS-398.AWSDNS-49.COM, NS-724.AWSDNS-26.NET |
Website capture

Organic keywords
Top keywords and an independent Google result page.
Top organic keywords
| Keyword | Volume | CPC | Estimated value |
|---|---|---|---|
| surrealdb | 3,110 | $1.51 | $2,650 |
| surreal db | 740 | $2.54 | $390 |
| surrealdb studio | 250 | $0.00 | $240 |
| types of elation in surealdb | 100 | $0.00 | $190 |
| explaining graph database for those familiar with relational databases | 180 | $0.00 | $170 |
Independent Google result page
Query: fetch table
| Position | Title | URL | Description |
|---|---|---|---|
| 1 | The new 12' long Force Fetch table is done and ready for use ... | https://www.facebook.com/tablerockkennels/videos/the-new-12-long-force-fetch-table-is-done-and-ready-for-use-its-much-sturdier-th/827495289311920/ | This post showcases a newly built, 12' long Force Fetch training table, featuring a 4" x 4" x 12" frame, pronged truss plates, and various ... |
| 2 | fetch Action | https://documentation.sas.com/doc/en/caspg/8.1/cas-table-fetch.htm | Fetches rows from a table or view. specifies the table name, caslib, and other common parameters. Fetches rows from a table or view. |
| 3 | FETCH (Transact-SQL) - SQL Server | https://learn.microsoft.com/en-us/sql/t-sql/language-elements/fetch-transact-sql?view=sql-server-ver17 | The FETCH statements return the value for the column specified in DECLARE CURSOR as a single-row result set. |
| 4 | Force Fetch Table | https://gundogforum.com/viewtopic.php?t=15681 | Assembly: layout the 6 2x6's and using one of the 1x6's cut into 3 foot strips place cross members every 4 feet to create your table top (work area). Affix the ... |
| 5 | Fetch | https://docs.datajoint.com/python-0.x/latest/query/fetch/ | Fetch¶. Data queries in DataJoint comprise two distinct steps: Construct the query object to represent the required data using tables and operators. |
| 6 | Force Fetch Training: The New Method You Need to Know | https://www.youtube.com/watch?v=RsqQP2bNbBA | In this episode, we explore a modern and thoughtful take on force fetch with Chris Arminini of Full Send Canine. Learn how free shaping, ... |
| 7 | Gentler Force-Fetch | https://deltawaterfowl.org/whats-new/duck-dogs/gentler-force-fetch/ | A hugely popular technique is known as “force-fetch,” also called “force breaking” Delivering an ear pinch, toe hitch or e-collar stimulation to the dog until ... |
| 8 | FETCH | Clauses | Database | https://surrealdb.com/docs/reference/query-language/clauses/fetch | The FETCH clause is used to retrieve related records or data from other tables in a single query. This is particularly useful when you want to gather data |
Important pages
Pages earning the most estimated search traffic in the sample.
Website intelligence — Collected evidence
Prioritized website intelligence pages
| Type | Page | Words | Change | URL |
|---|---|---|---|---|
| other | The context and memory layer for AI agents \ | static | 926 | new |
| pricing | Pricing and plans \ | playwright | 1,618 | new |
| features | Use cases \ | playwright | 2,311 | new |
| features | GraphRAG \ | playwright | 1,051 | new |
| features | Features \ | playwright | 4,436 | new |
| integrations | Getting started \ | static | 451 | new |
| integrations | Integrations and ecosystem \ | playwright | 1,011 | new |
| integrations | Agent Memory \ | Agent Memory | static | 835 |
| integrations | Build \ | static | 163 | new |
| integrations | Explore \ | static | 143 | new |
| integrations | SurrealDB Labs | 1,138 | new | https://surrealdb.com/docs/labs |
| integrations | Learn \ | static | 235 | new |
| integrations | Manage \ | static | 229 | new |
| integrations | Reference \ | static | 228 | new |
| integrations | SurrealQL \ | static | 301 | new |
Features
| Page type | Evidence | Source |
|---|---|---|
| features | [Skip to content](#main-content) | https://surrealdb.com/solutions |
| features | Every use case, | https://surrealdb.com/solutions |
| features | one data layer | https://surrealdb.com/solutions |
| features | Start free with SurrealDBContact us | https://surrealdb.com/solutions |
| features | AI agents. Structured context and persistent memory in one engine. | https://surrealdb.com/solutions |
| features | Knowledge graphs. Entities and relationships, queried with meaning. | https://surrealdb.com/solutions |
| features | Real time and edge. Live queries and a single binary, from cloud to device. | https://surrealdb.com/solutions |
| features | From AI agents to knowledge graphs. On one data layer. | https://surrealdb.com/solutions |
| features | Build generative AI apps and multi-step AI agents with unified context, memory, and action in one place. | https://surrealdb.com/solutions |
| features | ](/use-cases/ai-agents)[ | https://surrealdb.com/solutions |
| features | Digital twins | https://surrealdb.com/solutions |
| features | Model assets, dependencies, telemetry, and the agents that reason over them, in one transactional engine. | https://surrealdb.com/solutions |
| features | ](/use-cases/digital-twins)[ | https://surrealdb.com/solutions |
| features | Knowledge graphs | https://surrealdb.com/solutions |
| features | Entities and relationships, queried with meaning. | https://surrealdb.com/solutions |
| features | ](/use-cases/knowledge-graphs)[ | https://surrealdb.com/solutions |
| features | Embedded and edge | https://surrealdb.com/solutions |
| features | Run data, logic, and AI directly in edge devices or browsers for low-latency, offline-ready workloads. | https://surrealdb.com/solutions |
| features | ](/use-cases/embedded-edge)[ | https://surrealdb.com/solutions |
| features | Real-time applications | https://surrealdb.com/solutions |
Pricing and plans
| Page type | Evidence | Source |
|---|---|---|
| pricing | Pick a plan. Start free, pay for what you use. | https://surrealdb.com/pricing |
| pricing | 1GB of storage free, forever | https://surrealdb.com/pricing |
| pricing | from $0.021/hr | https://surrealdb.com/pricing |
| pricing | Start for free[See full pricing](#full-pricing) | https://surrealdb.com/pricing |
| pricing | Want one instance free and to pay only for what you add | https://surrealdb.com/pricing |
| pricing | 1GB storage free, forever | https://surrealdb.com/pricing |
| pricing | Get started[See full pricing](?pricing-plan=scale#full-pricing) | https://surrealdb.com/pricing |
| pricing | Contact sales | https://surrealdb.com/pricing |
| pricing | Freefree · 0.25 vCPU · 1 GB memory$0.000 /hrBurstablesmall · 0.5 vCPU · 1 GB memory$0.021 /hrBurstablemedium · 1 vCPU · 2 GB memory$0.044 /hrBurstablelarge · 2 vCPU · 4 GB memory$0.093 /hrGeneral purposemedium · 1 vCPU · 4 GB memory$0.135 /hrGeneral purposelarge · 2 vCPU · 8 GB memory$0.301 /hrGeneral purposexlarge · 4 vCPU · 16 GB memory$0.602 /hrGeneral purpose2xlarge · 8 vCPU · 32 GB memory$1.204 /hrGeneral purpose4xlarge · 16 vCPU · 64 GB memory$2.409 /hr | https://surrealdb.com/pricing |
| pricing | Estimate outbound internet data transfer each month | https://surrealdb.com/pricing |
| pricing | 1 GB/mo (free) | https://surrealdb.com/pricing |
| pricing | Compute (1x $0.000/hr) | https://surrealdb.com/pricing |
| pricing | Annual plans are available at a discounted rate. | https://surrealdb.com/pricing |
| pricing | Full pricing | https://surrealdb.com/pricing |
| pricing | This lists every SurrealDB Cloud rate for the Start plan. Compute is billed by the hour, and the monthly figures assume 730 hours. | https://surrealdb.com/pricing |
| pricing | \ | Node \ |
| pricing | \ | Free \ |
| pricing | \ | 0.5 \ |
| pricing | \ | 1 \ |
| pricing | \ | 2 \ |
Integrations and supported platforms
| Page type | Evidence | Source |
|---|---|---|
| integrations | [Skip to content](#main-content) | https://surrealdb.com/docs |
| integrations | Get started | https://surrealdb.com/docs |
| integrations | ](/docs/learn) | https://surrealdb.com/docs |
| integrations | ](/docs/build) | https://surrealdb.com/docs |
| integrations | ](/docs/manage) | https://surrealdb.com/docs |
| integrations | ](/docs/explore) | https://surrealdb.com/docs |
| integrations | ](/docs/reference) | https://surrealdb.com/docs |
| integrations | Search the docs | https://surrealdb.com/docs |
| integrations | Sign In | https://surrealdb.com/docs |
| integrations | Getting started | https://surrealdb.com/docs |
| integrations | SurrealDB stores relational, document, graph, time-series, vector and full-text data in one engine, queried through SurrealQL and reachable from ten official SDKs. It runs embedded in your application, as a single node, or as a distributed cluster. | https://surrealdb.com/docs |
| integrations | Already using an AI agent? | https://surrealdb.com/docs |
| integrations | Paste one prompt and your agent installs SurrealDB's skills and connects to the MCP server, ready to write SurrealQL against a real database. | https://surrealdb.com/docs |
| integrations | Copy setup prompt | https://surrealdb.com/docs |
| integrations | Learn more about SurrealDB for agents | https://surrealdb.com/docs |
| integrations | Where do you want to start?[](#where-do-you-want-to-start) | https://surrealdb.com/docs |
| integrations | I am new here | https://surrealdb.com/docs |
| integrations | Install SurrealDB, run it locally or in the cloud, and write your first query. | https://surrealdb.com/docs |
| integrations | ](/docs/running/overview)[ | https://surrealdb.com/docs |
| integrations | I want to build something | https://surrealdb.com/docs |
Product and company updates
No supporting public-page evidence was collected for this category.
Rank tracking
Persistent keyword baselines and position movement.
This analysis created the first position baseline at 2026-10-21T06:20:06.146Z. Movement appears after the next fresh analysis using the same location and language.
Features
Features and capabilities
Core functions and evidence-backed product capabilities.
| Capability | What it does |
|---|---|
| Multi-model data storage | Stores relational, document, graph, time-series, vector, and full-text data in one engine, queried via SurrealQL S27. |
| SurrealQL query language | SQL-shaped query language that reads intuitively, with a full reference for every statement and method S27. |
| Capabilities-based security | Controls features like scripting, functions, and network access per instance, denying all by default unless allowed S39. |
| Agent Memory | Provides a memory and knowledge layer for AI agents, with retrieval, traces, and time-based decay S54. |
| Agent setup with MCP | Connects agents to SurrealDB via Agent Skills and MCP, with official skills for SurrealQL, vector search, and the Python SDK S62. |
| Enterprise fault tolerance | Offers always-on clusters across availability zones, with distributed live queries and FIPS 140-2 validated cryptography S49. |
Integrations and ecosystem
Connected products, exports, APIs, and workflow compatibility.
| Integration or interface | Type | What it enables |
|---|---|---|
| Official SDKs | SDK | Connect from ten official SDKs to query and manage the database S27. |
| MCP server | AI interface | Connects agents to SurrealDB Cloud to deploy, query, and monitor instances S62. |
| Agent Skills | AI interface | Provides packaged knowledge of SurrealDB behavior for agents, covering SurrealQL, vector search, and Python SDK S62. |
| PostgreSQL and MongoDB import | Data portability | Import data and schemas from PostgreSQL, MongoDB, and other databases S65. |
| AWS Marketplace | Integration | Subscribe to SurrealDB Cloud through AWS, with billing via AWS console S29. |
| Azure Marketplace | Integration | Subscribe through Azure, with billing via Azure portal S29. |
Pricing
Pricing and plans
Published plans, free access, trials, credits, and pricing limitations.
| Plan or offer | Verified price and billing | Included | Limits |
|---|---|---|---|
| Start, first instance | $0 per hour, hourly S29 | 1 GB storage S29 | 0.25 vCPU, 1 GB memory S29 |
| Start, further instances | From $0.021 per hour, hourly S29 | Storage priced separately S29 | Vertical scaling only S29 |
| Scale | $0.192 per node hour, hourly S29 | Not published S29 | Three nodes minimum, multi-zone S29 |
| Enterprise | Custom, custom billing S29 | Not published S29 | Self-hosted, FIPS, audit logging S29 |
| Free tier | First instance free S29 | 0.25 vCPU, 1 GB memory, 1 GB storage, 1 GB egress S29 | Not established S29 |
Competition
Competitive landscape
Domains competing for the same organic search demand.
Sampled competitors
| Competitor | First-page appearances | Sampled queries | Average position | Queries observed |
|---|---|---|---|---|
| deltawaterfowl.org | 1 | 1 | 1 | fetch table |
| youtube.com | 1 | 1 | 2 | fetch table |
| github.com | 1 | 1 | 2 | surrealdb |
| forum.gon.com | 1 | 1 | 3 | fetch table |
| reddit.com | 1 | 1 | 3 | surrealdb |
| michigan-sportsman.com | 1 | 1 | 4 | fetch table |
| x.com | 1 | 1 | 4 | surrealdb |
| postgresql.org | 1 | 1 | 5 | fetch table |
| uk.linkedin.com | 1 | 1 | 5 | surrealdb |
| facebook.com | 1 | 1 | 6 | fetch table |
Website intelligence — Collected evidence
Customers, testimonials, and first-party review claims
No supporting public-page evidence was collected for this category.
Independent review sources discovered
No links to supported independent review platforms were discovered on the collected pages.
Backlink profile
Authority and referring-domain signals.
Backlink comparison profile
- Domain rating: 71/100
- Backlinks: 40,470
- Referring domains: 5,009
- Dofollow backlinks: 59.0%
- Dofollow referring domains: 74.0%
| Source DR | Source title | Anchor | Source URL | Target URL |
|---|---|---|---|---|
| 97 | Vector database | "SurrealDB \ | License FAQs \ | The ultimate multi-model database" |
| 97 | GitHub - beekeeper-studio/beekeeper-studio: Modern and easy to use SQL client for MySQL, Postgres, SQLite, SQL Server, and more. Linux, MacOS, and Windows. · GitHub | SurrealDB | https://github.com/beekeeper-studio/beekeeper-studio | https://surrealdb.com/ |
| 67 | Sigma.js \ | Render large graphs in the browser | — | https://www.sigmajs.org/ |
| 7 | Home Page - TokuFun | TokuToys | https://toku.fun/ | https://surrealdb.com/ |
| 88 | Vector store integrations - Docs by LangChain | SurrealDBVectorStore | https://docs.langchain.com/oss/python/integrations/vectorstores | https://surrealdb.com/docs/build/deployment/surrealdb-cloud/getting-started |
| 58 | Vike | — | https://vike.dev/ | https://surrealdb.com/ |
| 83 | 12 Open Source Projects You Will Be Amazed to Discover | https://surrealdb.com | https://madza.hashnode.dev/12-open-source-projects-you-will-be-amazed-to-discover | https://surrealdb.com/ |
| 66 | Introduction to Beekeeper Studio - Beekeeper Studio Documentation | SurrealDB | https://docs.beekeeperstudio.io/ | https://surrealdb.com/ |
| 39 | Serviced Offices in Oxford Circus (Office Space to Rent) | SurrealDB | https://www.freeofficefinder.com/uk/london/oxford-circus/ | https://surrealdb.com/ |
| 75 | Top 100 United Kingdom Startups to Watch in 2026 | SurrealDB | https://www.failory.com/startups/united-kingdom | https://surrealdb.com/ |
Collection decision
The Scout search index remains intentionally excluded from automatic Scout analysis. This Scout traffic model profile costs 5 credits (0.5 cents) and is included in the first comparison run so its usefulness can be judged before the recurring collection is finalized.
AI visibility
Measured ChatGPT and Google AI mentions with cited sources.
AI-assistant referral traffic
- Estimated current generative-AI referral share: 1.2%
Scout traffic model did not return a separate AI-referral trend series for this domain.
Website intelligence — Collected evidence
Site-stated AI capabilities
| Page type | Evidence | Source |
|---|---|---|
| other | SurrealDB is a multi-model database and an Agent Memory layer: one engine for your application's data and durable, provable memory for your AI agents. | https://surrealdb.com/ |
| other | layer for AI agents | https://surrealdb.com/ |
| other | An AI assistant for 10,000 technicians | https://surrealdb.com/ |
| other | > As a startup, we didn't want to fragment our stack every time we add a capability… instead we got graph, vector, and full-text from one engine. What surprised us was how quickly we stood up a multi-layered, graph-based memory model for our AI agent. | https://surrealdb.com/ |
| features | Run data, logic, and AI directly in edge devices or browsers for low-latency, offline-ready workloads. | https://surrealdb.com/solutions |
| features | Real-time personalisation and vendor content for AI-driven retail platforms. | https://surrealdb.com/solutions |
| features | AI & AGENTSMemory layers for LLM agents | https://surrealdb.com/solutions |
| features | Enhance LLM agents with both structured memory graphs and semantic recall for richer, more contextual interactions. | https://surrealdb.com/solutions |
| features | An AI assistant for 10,000 technicians | https://surrealdb.com/solutions |
| features | > As a startup, we didn't want to fragment our stack every time we add a capability… instead we got graph, vector, and full-text from one engine. What surprised us was how quickly we stood up a multi-layered, graph-based memory model for our AI agent. | https://surrealdb.com/solutions/graph-rag |
| features | AI-native. Vector, full-text and graph retrieval, built in. | https://surrealdb.com/surrealdb/features |
| features | AI agents. Structured context and persistent memory in one engine. | https://surrealdb.com/solutions |
| features | From AI agents to knowledge graphs. On one data layer. | https://surrealdb.com/solutions |
| features | Build generative AI apps and multi-step AI agents with unified context, memory, and action in one place. | https://surrealdb.com/solutions |
| features | ](/use-cases/ai-agents)[ | https://surrealdb.com/solutions |
| features | Run data, logic, and AI directly in edge devices or browsers for low-latency, offline-ready workloads. | https://surrealdb.com/solutions |
| features | AI-native. Vector, full-text and graph retrieval, built in. | https://surrealdb.com/surrealdb/features |
| features | [Architecture and storage](#architecture-and-storage)[Database engine](#database-engine)[Indexing and search](#indexing-and-search)[Data model](#data-model)[Query language](#query-language)[Machine learning](#machine-learning)[File storage](#file-storage)[AI agents](#ai-agents)[Functions and extensibility](#functions-and-extensibility)[Security and authorisation](#security-and-authorisation)[Connectivity](#connectivity)[Tooling](#tooling)[Deployment options](#deployment-options)[Observability and monitoring](#observability-and-monitoring)[Trust and compliance](#trust-and-compliance)[SDKs](#sdks) | https://surrealdb.com/surrealdb/features |
| integrations | Already using an AI agent? | https://surrealdb.com/docs |
| integrations | ](/docs/build/integrations/ai-frameworks/dagster)[ | https://surrealdb.com/integrations |
These are first-party product claims, not independent measurements of AI-search visibility.
Marketing opportunities
Actions calculated directly from the collected evidence.
| Opportunity | Recommended action | Evidence |
|---|---|---|
| Competitor gap | Review the sampled queries where deltawaterfowl.org appears. | 1 first-page appearances across fetch table |
Website intelligence — Collected evidence
Website evidence gaps
- customers: no usable public page was collected; verify whether the site publishes this evidence.
- reviews: no usable public page was collected; verify whether the site publishes this evidence.
- changes: no usable public page was collected; verify whether the site publishes this evidence.
- identity: no usable public page was collected; verify whether the site publishes this evidence.
- technical: no usable public page was collected; verify whether the site publishes this evidence.
Trust and proof
Customers, proof, and reviews
Published proof, customer signals, and review evidence.
Independent reviews
| Platform | Page | How it was found | Note |
|---|---|---|---|
| Product Hunt | SurrealDB: Storage, context, and memory. One database, one transaction. / Product Hunt | Grounded web search | SurrealDB is praised for its versatility and ease of use, with a SQL-like query language that simplifies complex data exploration. Makers of SiteForge - AI Website Wireframer and 21n highlight its multi-modality and embeddability, enabling efficient data handling and fast search results. Users appreciate its intuitive interface and supportive community, noting its potential to become a leading choice despite some minor issues. Overall, SurrealDB is seen as a powerful, flexible database solution. |
| Independent Blog | SurrealDB Experience (WIP) | Grounded web search | With that being said, I want to conclude that if unnecessary, e.g. your products database doesn’t need to utilize the flexibility of SurrealDB, doesn’t need graph-like storage, or does not have many polymorphic relations, you probably don't need it, and shouldn't be using SurrealDB as it's a lot of hassle. You'll be better off using PrismaORM with Postgres. I also want to recommend the SurrealDB team focus on working to improve the quality of these SDKs and dev tools, maybe taking official respo |
Customer proof
| Proof type | Named customer or source | Evidence |
|---|---|---|
| Case study | Samsung, Verizon, Tencent | customer case study — # Built on SurrealDB, running at scale Samsung. (Built on SurrealDB, running at scale) |
| Testimonial | Fountain | testimonial — Fountain is a podcast app where listeners earn and send Bitcoin over the Lightning network as they listen. (Simplifying social infrastructure with SurrealDB) |
Independent mentions
- SurrealDB 1 is a fairly complete database written in Rust. I've used it for fa... / Hacker News — SurrealDB is still really coy on its performance/what it's good at/not good at to adopt for a major data project. There's lots of features but no real indication as to if I could scale them for a dataset of billions of records. I've had my fingers burnt too many times before by products with a big table of tick box features but none of them are really usable (e.g Geospatial data comes up for me a lot)
- Case studies and use cases / Advice and answers from SurrealDB — SurrealDB powers production systems across industries and use cases — from AI-native startups to large ... across user-device interactions. - Supported dynamic audience segmentation at scale. - Consolidated multiple data sources into a unified SurrealDB
- Benchmarking SurrealDB 3.x vs. Postgres, Mongo, Neo4j and Redis (With Fsync) / Hacker News — Benchmarking SurrealDB 3.x vs. Postgres, Mongo, Neo4j and Redis (With Fsync) / Hacker News Benchmarking SurrealDB 3.x vs. Postgres, Mongo, Neo4j and Redis (With Fsync) (surrealdb.com) 75 points by itsezc 4 months ago / hide / past / favorite / 31
- SurrealDB 3.0: Improved stability, performance, and tooling / Hacker News — SurrealDB 3.0: Improved stability, performance, and tooling / Hacker News SurrealDB 3.0: Improved stability, performance, and tooling (surrealdb.com) 26 points by tobiemh 7 months ago / hide / past / favorite / 3 comments
- Powering the future of influencer marketing — Later is a social media and influencer marketing platform that helps brands discover creators, launch campaigns and measure performance at scale. Its EdgeAI initiative brings inference, persistence and agentic feedback loops together, and at its core is a
External links were grounded in one live web search. Search snippets are leads, not independently scraped page content; rejected links remain available in Review evidence.
Company, security, and trust
Ownership, policies, security signals, and public trust evidence.
| Signal | Finding | Source |
|---|---|---|
| Company and ownership | Founded. In London, by Tobie and Jaime Morgan Hitchcock. | source |
| Contact and support | Pay for what you use, billed monthly on compute, storage and network, with no upfront cost or minimum. Volume and commitment discounts are available for larger workloads; contact us for details. | source |
| Legal and privacy | Yes. GDPR, CCPA, ISO 27001, SOC 2 (Type 1 and Type 2) and Cyber Essentials Plus compliant, with data encrypted at rest and in transit. The full status is at our Trust Centre. | source |
| Security and compliance | Encrypted backups, with fast point-in-time recovery. | source |
| Uptime and status page | / Contractual support / Support tiers with defined response times by severity, and uptime commitments. / Contact sales / | source |
| Domain registered | 2016-04-11 | — |
| Domain expires | 2027-04-11 | — |
Every trust signal above is backed by a collected page or a registration record.
Documentation and product updates
Help resources, product guidance, and visible changes over time.
| Resource or update | Type | What is available | Date or freshness |
|---|---|---|---|
| Getting started / Database | Documentation | The official documentation for SurrealDB, a multi-model database. Built for modern applications. (source) | Not dated |
| Billing / Organisations / Database | Documentation | Payment methods, discount codes, invoices, and the usage behind them. (source) | Not dated |
| Capabilities / Authorization / Database | Documentation | SurrealDB is secure by default and is suitable for all database use cases. It offers powerful features like scripting, functions or network access from within your SurrealQL queries. (source) | Not dated |
| Enterprise Edition Database / Products / Database | Documentation | What Enterprise Edition adds over Community: fault-tolerant multi-zone clusters, storage and compute that scale independently, distributed live queries, audit logging, FIPS-validated cryptography, trusted execution and contractual support, plus the licence key it needs to start, the SURREAL_LICENSE_* variables and the Docker Hub image. (source) | Not dated |
| Agent Memory / Get started / Agent Memory | Documentation | Memory and knowledge for AI agents on SurrealDB. Principles, architecture, quickstarts, and the mental model. (source) | Not dated |
| Agent setup / Database | Documentation | Connect your agents to SurrealDB with Agent Skills and MCP. (source) | Not dated |
| Build / Database | Documentation | Putting SurrealDB into an application: embedding the engine. Migrating from another database, connecting frameworks, and wiring it to AI agents. (source) | Not dated |
| Explore / Database | Documentation | SurrealDB Studio, the SurrealDB CLI, video tutorials and demos, and worked examples. Machine-learning models, and the SurrealDB Labs archive. (source) | Not dated |
Not found in the collected public sources: public roadmap, changelog or release notes, status page, separate help center or knowledge base.
Technical
Technical and delivery signals
Delivery model, platforms, API, data ownership, reliability claims and release activity.
| Signal | Finding | Source |
|---|---|---|
| Delivery model (cloud, self-hosted, desktop, browser extension) | SurrealDB runs embedded in applications, as a single node, or as a distributed cluster, and is available as a managed cloud S27 S29. | S27 S29 |
| Platforms and apps | The cloud is accessed via web-based SurrealDB Studio S29. | S29 |
| API and extensibility (API, SDK, webhooks, MCP, plugins) | Offers ten official SDKs, an MCP server, and Agent Skills for AI agents S27 S62. | S27 S62 |
| Data ownership and export | Users can export data before deleting instances S29. | S29 |
| Performance and reliability claims | Enterprise Edition provides fault-tolerant clusters across availability zones and distributed live queries S49. | S49 |
| Release activity | The engine has shipped 101 releases, with the latest v3.3.4, and major versions 1.0 and 3.0 released in 2023 and 2026 S1. | S1 |
Measured infrastructure
Domain, certificate, and hosting signals, measured directly.
| Signal | Finding |
|---|---|
| Domain registered | 2016-04-11 — Name.com, Inc. |
| Domain expires | 2027-04-11 |
| First archived | 2018-08-08 — web archive |
| TLS certificate | Let's Encrypt, valid, expires 2026-12-25 |
| Security headers | HSTS, CSP, X-Content-Type-Options, X-Frame-Options, Referrer-Policy |
| Server header | Vercel |
| Mail handled by | aspmx.l.google.com, alt1.aspmx.l.google.com |
| Nameservers | ns-724.awsdns-26.net, ns-1456.awsdns-54.org |
Technical site audit
A bounded multi-page crawl with page-level issues and URLs.
Scout — Bounded technical crawl
- Pages crawled: 15 of 15 maximum
- Technical health: 100/100
- Critical issues: 0
- Warnings: 0
- Notices: 0
Issues
The bounded crawl did not detect title, description, H1, canonical, indexing, thin-content, image-alt, response-time, or duplicate-metadata issues.
Crawled pages
| Status | Title | H1s | Words | Response | URL |
|---|---|---|---|---|---|
| 200 | The context and memory layer for AI agents \ | SurrealDB | 1 | 1211 | 1,352 ms |
| 200 | One database, every data model \ | SurrealDB | 1 | 1339 | 509 ms |
| 200 | Features \ | SurrealDB | 1 | 7583 | 67 ms |
| 200 | SurrealQL \ | Database | 1 | 575 | 299 ms |
| 200 | Technical deep-dive \ | SurrealDB | 1 | 1957 | 517 ms |
| 200 | Benchmarks \ | SurrealDB | 1 | 2586 | 1,047 ms |
| 200 | SurrealDB Cloud \ | Fully managed, GB to PB | 1 | 969 | 51 ms |
| 200 | SurrealDB Studio \ | Your database and memory, visualised | 1 | 1203 | 1,191 ms |
| 200 | Embedded and edge \ | Use cases \ | SurrealDB | 1 | 1091 |
| 200 | Integrations and ecosystem \ | SurrealDB | 1 | 1060 | 80 ms |
| 200 | Graph and vector \ | SurrealDB | 1 | 1100 | 487 ms |
| 200 | Realtime \ | SurrealDB | 1 | 1124 | 346 ms |
| 200 | Auth \ | SurrealDB | 1 | 1151 | 581 ms |
| 200 | Object storage \ | SurrealDB | 1 | 1077 | 306 ms |
| 200 | AI agents \ | Use cases \ | SurrealDB | 1 | 1131 |
This is a bounded Scout crawl. Core Web Vitals and Lighthouse scores are not claimed unless a dedicated performance audit is connected.
Search Console and Analytics
First-party search and behavioral data connection state.
Modeled acquisition channels
| Channel | Estimated share |
|---|---|
| direct | 30.5% |
| search | 48.1% |
| search organic | 40.6% |
| search paid | 7.5% |
| social | 5.3% |
| social organic | 3.1% |
| social paid | 2.2% |
| referrals | 11.7% |
| paid referrals | 2.5% |
| 0.7% | |
| gen ai | 1.2% |
| affiliate | 0.0% |
| other | 0.0% |
First-party connections
| Integration | Status | Data available after connection |
|---|---|---|
| Google Search Console | Not connected | Clicks, impressions, CTR, average position, queries, pages, countries, and devices |
| Google Analytics | Not connected | Organic sessions, engagement, landing pages, conversions, geography, and devices |
No first-party Search Console or Analytics numbers are shown until the site owner authorizes the corresponding Google account. Scout traffic model values above are modeled estimates, not private analytics totals.
Limits and method
Limitations and open questions
Known constraints and missing evidence from the collected pages.
The collected pages do not name any competitors. Pricing for the Scale plan's included usage is not published S29. Enterprise licensing and support details are handled directly by the team rather than published S49. No independent review ratings or customer testimonials were collected; the About page names Samsung, Verizon, and Tencent as production users S1.
Sources, method, and limitations
Evidence inventory, collection method, provider use, and constraints.
This report is based on 15 collected pages from surrealdb.com, including the About page, documentation sections, and an authoritative pricing table from the pricing page. Static and browser rendering rendering were used; external proof search was enabled but only verified the existence of linked results, not their content. Pricing data was read on 2026-10-20 and may change. Claims are cited with source tokens S1–S39.
- Official Websitehttps://surrealdb.com/cloudVerified
- Official Websitehttps://surrealdb.com/aboutVerified
- Documentationhttps://surrealdb.com/docsVerified
- Pricing Pagehttps://surrealdb.com/pricingVerified
- Pricing Pagehttps://surrealdb.com/docs/manage/organisations/billingVerified
- Official Websitehttps://surrealdb.com/solutionsVerified
- Official Websitehttps://surrealdb.com/surrealdb/featuresVerified
- Official Websitehttps://surrealdb.com/docs/learn/security/authorization/capabilitiesVerified
- Official Websitehttps://surrealdb.com/docs/manage/enterprise/product/database-enterpriseVerified
- Documentationhttps://surrealdb.com/integrationsVerified
- Documentationhttps://surrealdb.com/docs/agent-memoryVerified
- Documentationhttps://surrealdb.com/docs/agentsVerified
- Documentationhttps://surrealdb.com/docs/buildVerified
- Documentationhttps://surrealdb.com/docs/exploreVerified
- Documentationhttps://surrealdb.com/docs/labsVerified
- Articlehttps://surrealdb.com/casestudiesVerified
- Articlehttps://news.ycombinator.com/item?id=43111692Verified
- Review Sitehttps://www.producthunt.com/products/surrealdbVerified
- Review Sitehttps://blog.kapui.net/surrealdb-experience/Verified
- Articlehttps://surrealdb.com/customer/fountainVerified
- Articlehttps://support.surrealdb.com/en/articles/11538637-case-studies-and-use-casesVerified
- Articlehttps://news.ycombinator.com/item?id=48323844Verified
- Articlehttps://news.ycombinator.com/item?id=47047825Verified
- Articlehttps://surrealdb.com/customer/laterVerified
