Overview
Summary
The useful answer before the supporting detail.
MongoDB Atlas is a multi-cloud developer data platform that unifies operational data, search, vector search, and agent-building capabilities for modern applications S10. It is used by developers and teams to build AI applications and agents that need real-time data, intelligent retrieval, and governed actions S10. The platform provides a unified experience across AWS, Azure, and Google Cloud, with deployment options including fully managed Atlas and self-managed Enterprise Advanced S13.
Product identity and positioning
Name, category, positioning, audience, and first-party claims.
- Identity: MongoDB Atlas is a multi-cloud developer data platform from MongoDB S10.
- Core purpose: It solves the problem of building AI applications that need real-time operational data, retrieval, and governance in one place S10.
- Intended users: Developers and teams building AI-native applications and agents S13.
- Product scope: It is a platform that includes database, search, vector search, and agent-building services S10.
- Positioning: MongoDB positions Atlas as the intelligent data platform for the AI era S10.
- Claimed distinction: It claims to bring together real-time data, intelligent retrieval, and governed action across any cloud S10.
Use cases and audiences
Who the product serves and the jobs it is designed to handle.
| Audience | Practical use case |
|---|---|
| Developers | Build AI-native applications and agents with real-time data and retrieval S13. |
| Teams building AI agents | Deploy and govern agents with memory, retrieval, and policy controls S13. |
| Enterprises | Self-manage MongoDB on premises or private cloud for greater control over governance and security S13. |
| Data engineers | Use auto-scaling to handle unpredictable traffic and large data volumes S26. |
Traffic and search
SEO analysis
Collected Oct 19, 2026mongodb.com: an estimated 4,791,381 total monthly visits and about 327,159 monthly organic visits across 50,153 ranking keywords. Scout crawled 15 pages and measured a technical health score of 96/100.
Search summary
The useful answer before the supporting detail.
MongoDB is the intelligent data platform for the AI era. Get your ideas to market faster with flexible, real-time data that scales across any cloud. mongodb.com: an estimated 4,791,381 total monthly visits and about 327,159 monthly organic visits across 50,153 ranking keywords. Scout crawled 15 pages and measured a technical health score of 96/100.
- Total traffic (modeled): 4,791,381 monthly visits across all channels.
- Organic search traffic (estimated): 327,159 monthly visits from search.
- Strongest sampled ranking: acid compliance at position 1.
- Leading page in the collected evidence: https://www.mongodb.com/resources/products/capabilities/acid-compliance.
- Closest measured organic competitor: reddit.com, appearing 2 times in the sampled first-page SERPs.
- Technical crawl: 15 pages, health score 96/100.
Website intelligence — Collected evidence
Company identity and positioning
| Page type | Evidence | Source |
|---|---|---|
| features | MongoDB is the intelligent data platform for the AI era. Get your ideas to market faster with flexible, real-time data that scales across any cloud. | https://www.mongodb.com/ |
| features | AnnouncementBuilt for unpredictable AI demand: Atlas Infinite and MongoDB 9.0 are here. Read more > Built for unpredictable AI demand: Atlas Infinite and MongoDB 9.0 are here. >> | https://www.mongodb.com/ |
| features | AnnouncementMeet the intelligent data platform built for the AI era. Read more >Meet the intelligent data platform built for the AI era. >> | https://www.mongodb.com/ |
| features | ](https://www.mongodb.com/company/blog/product-release-announcements/ai-demand-constant-unpredictable-extreme-mongodb-is-built-for-it) | https://www.mongodb.com/ |
| features | Every Scale. Every Agent. One Platform | https://www.mongodb.com/ |
| features | MongoDB's unified execution, memory, and governance layer for running production AI agents on MongoDB Atlas, built to avoid locking you into any individual model or framework. | https://www.mongodb.com/ |
| features | Build with Atlas Agent Engine | https://www.mongodb.com/ |
| features | Up to 2x higher throughput, 35% faster find-one queries, 30% faster update-one queries—built to handle today’s transactional workloads and emerging AI applications. | https://www.mongodb.com/ |
| features | Compute and storage scale independently, absorbing sudden spikes with a 96%+ reduction in scaling time—built for demand you can't predict. | https://www.mongodb.com/ |
| features | Scale with Atlas Infinite | https://www.mongodb.com/ |
| features | ](/resources/product/platform/atlas-learning-hub) | https://www.mongodb.com/ |
| features | State-of-the art embedding models and rerankers made for building, scaling, and deploying intelligent applications. | https://www.mongodb.com/ |
Domain performance
Modeled total traffic, six-month trend, engagement, countries, and domain identity.
Total website traffic
Six-month trafficModeled monthly visits
Monthly visits4,791,381
Global rank#8,392
Top-country rankIN #2,046
Bounce rate32.8%
Pages per visit7.68
Visit duration5m 40s
| Month | Modeled visits |
|---|---|
| 2026-04 | 6,232,287 |
| 2026-05 | 5,843,764 |
| 2026-06 | 5,142,324 |
| 2026-07 | 5,000,787 |
| 2026-08 | 4,628,940 |
| 2026-09 | 4,791,381 |
Top visitor countries
| Country | Name | Traffic share |
|---|---|---|
| IN | India | 32.7% |
| US | United States | 15.7% |
| PK | Pakistan | 4.0% |
| DE | Germany | 3.8% |
| FR | France | 2.5% |
32.7%India
India32.7%United States15.7%Pakistan4.0%Germany3.8%France2.5%Other41.3%
Domain identity
| Signal | Value |
|---|---|
| Registered | Jul 8, 2008 |
| Last changed | Sep 6, 2026 |
| Expires | Jul 8, 2033 |
| WHOIS server | whois.verisign-grs.com |
| DNSSEC | Not signed |
| Nameservers | NS-1047.AWSDNS-02.ORG, NS-1636.AWSDNS-12.CO.UK, NS-276.AWSDNS-34.COM, NS-868.AWSDNS-44.NET, NS-CLOUD-E1.GOOGLEDOMAINS.COM, NS-CLOUD-E2.GOOGLEDOMAINS.COM, NS-CLOUD-E3.GOOGLEDOMAINS.COM, NS-CLOUD-E4.GOOGLEDOMAINS.COM |
Website capture
Organic keywords
Top keywords and an independent Google result page.
Top organic keywords
| Keyword | Volume | CPC | Estimated value |
|---|---|---|---|
| mongodb | 356,240 | $1.30 | $261,530 |
| mongodb atlas | 136,800 | $2.04 | $118,280 |
| mongo db | 44,100 | $1.50 | $28,540 |
| mongodb compass | 26,240 | $1.48 | $23,700 |
| atlas | 475,830 | $1.30 | $19,710 |
Independent Google result page
Query: acid compliance
| Position | Title | URL | Description |
|---|---|---|---|
| 1 | What Does ACID Compliance Mean? | An Introduction | https://www.mongodb.com/resources/products/capabilities/acid-compliance | ACID stands for atomicity, consistency, isolation, and durability. It describes a set of expectations that ensure any database transactions are processed in a ... |
| 2 | ACID | https://en.wikipedia.org/wiki/ACID | ACID (atomicity, consistency, isolation, durability) is a set of properties of database transactions intended to guarantee data validity despite errors, power ... |
| 3 | Understanding ACID Compliance | https://www.teradata.com/insights/data-platform/understanding-acid-compliance | ACID compliance helps prevent data corruption and loss and ensures that transactions are processed in a predictable and safe manner. |
| 4 | What Are ACID Transactions? | https://www.databricks.com/blog/what-are-acid-transactions | ACID transactions are database operations that follow four guarantees: atomicity, consistency, isolation and durability. |
| 5 | ELI5: What is ACID compliance in the database? | https://www.reddit.com/r/explainlikeimfive/comments/kzzeif/eli5_what_is_acid_compliance_in_the_database/ | ACID-compliance is that it maintains data integrity in the face of things that might break it: OS crash, database crash, power outage, hardware ... |
| 6 | ACID vs BASE Databases - Difference Between ... | https://aws.amazon.com/compare/the-difference-between-acid-and-base-database/ | ACID databases prioritize consistency over availability—the whole transaction fails if an error occurs in any step within the transaction. In contrast, BASE ... |
| 7 | Understanding ACID Compliance in PostgreSQL | https://www.tigerdata.com/learn/understanding-acid-compliance | ACID compliance refers to a set of properties that guarantee reliability and consistency in database transactions. The acronym stands for ... |
| 8 | What is ACID Compliance | https://www.youtube.com/watch?v=CIoyTJFn4A4 | At the heart of databases is a set of critical rules which determine whether data should or shouldn't be written. This is called ACID ... |
| 9 | What is ACID Database Compliance? - MariaDB | https://mariadb.com/resources/blog/acid-compliance-what-it-means-and-why-you-should-care/ | MariaDB Enterprise Server guarantees the 4 ACID database compliance properties: atomicity, consistency, isolation and durability. |
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 |
|---|---|---|---|---|
| features | MongoDB \ | MongoDB | playwright | 1,179 |
| pricing | Pricing \ | playwright | 3,360 | new |
| pricing | View Query Performance - Compass - MongoDB Docs | 547 | new | https://www.mongodb.com/docs/compass/query-plan/ |
| features | MongoDB Atlas \ | MongoDB | playwright | 738 |
| features | Customer Case Studies \ | playwright | 601 | new |
| features | MongoDB For Startups \ | playwright | 1,408 | new |
| features | Use Cases \ | playwright | 487 | new |
| features | Optimizing Your Internal Developer Platform with MongoDB Atlas | 460 | new | https://www.mongodb.com/library/atlas-database-v2/optimizing-internal-developer-platform |
| features | Freedom to Run Anywhere \ | static | 1,043 | new |
| features | Built-in security. Proven data protection. \ | static | 756 | new |
| features | MongoDB’s ACID Transaction Guarantee \ | static | 983 | new |
| features | Voyage AI : Embeddings and Rerankers \ | static | 1,002 | new |
| features | The MongoDB Agent Platform \ | MongoDB | static | 939 |
| features | Atlas Database \ | static | 1,700 | new |
| features | MongoDB Search: Scalable Full-Text Search \ | static | 1,038 | new |
Features
| Page type | Evidence | Source |
|---|---|---|
| features | AnnouncementBuilt for unpredictable AI demand: Atlas Infinite and MongoDB 9.0 are here. Read more > Built for unpredictable AI demand: Atlas Infinite and MongoDB 9.0 are here. >> | https://www.mongodb.com/ |
| features | AnnouncementMeet the intelligent data platform built for the AI era. Read more >Meet the intelligent data platform built for the AI era. >> | https://www.mongodb.com/ |
| features | NewNow in public preview: Atlas Agent Engine, the secure way to run AI agents at scale. Read more >Now in public preview: Atlas Agent Engine, the secure way to run AI agents at scale. >> | https://www.mongodb.com/ |
| features | ](https://www.mongodb.com/company/blog/product-release-announcements/ai-demand-constant-unpredictable-extreme-mongodb-is-built-for-it) | https://www.mongodb.com/ |
| features | Select Experience:BuilderBusiness Leader | https://www.mongodb.com/ |
| features | Every Scale. Every Agent. One Platform | https://www.mongodb.com/ |
| features | Get Started[Contact Us | https://www.mongodb.com/ |
| features | ](https://www.mongodb.com/company/contact) | https://www.mongodb.com/ |
| features | New — Public Preview | https://www.mongodb.com/ |
| features | Atlas Agent Engine | https://www.mongodb.com/ |
| features | MongoDB's unified execution, memory, and governance layer for running production AI agents on MongoDB Atlas, built to avoid locking you into any individual model or framework. | https://www.mongodb.com/ |
| features | Build with Atlas Agent Engine | https://www.mongodb.com/ |
| features | Available Now | https://www.mongodb.com/ |
| features | Up to 2x higher throughput, 35% faster find-one queries, 30% faster update-one queries—built to handle today’s transactional workloads and emerging AI applications. | https://www.mongodb.com/ |
| features | Get started with 9.0 | https://www.mongodb.com/ |
| features | MongoDB Atlas Infinite | https://www.mongodb.com/ |
| features | Compute and storage scale independently, absorbing sudden spikes with a 96%+ reduction in scaling time—built for demand you can't predict. | https://www.mongodb.com/ |
| features | Scale with Atlas Infinite | https://www.mongodb.com/ |
| features | Level Up Your MongoDB Skills | https://www.mongodb.com/ |
| features | Access the tools, guides, and training you need to build faster and smarter with MongoDB. | https://www.mongodb.com/ |
Pricing and plans
| Page type | Evidence | Source |
|---|---|---|
| pricing | MongoDB Pricing | https://www.mongodb.com/pricing |
| pricing | [Explore Atlas](cloud/atlas/register)Free forever | https://www.mongodb.com/pricing |
| pricing | [Build a Prototype](cloud/atlas/register)Up to $30/month | https://www.mongodb.com/pricing |
| pricing | 5GB of storageShared RAMShared vCPU[View flex pricing](#mdb-modal-flex) | https://www.mongodb.com/pricing |
| pricing | [Scale Your Project](cloud/atlas/register)Starts at $56.94/month | https://www.mongodb.com/pricing |
| pricing | [View dedicated pricing](#mdb-modal-dedicated) | https://www.mongodb.com/pricing |
| pricing | Questions about pricing? | https://www.mongodb.com/pricing |
| pricing | Estimate your monthly Atlas Core costs with our new Pricing Calculator. | https://www.mongodb.com/pricing |
| pricing | Calculate Costs | https://www.mongodb.com/pricing |
| pricing | See pricing → | https://www.mongodb.com/pricing |
| pricing | View all plan features | https://www.mongodb.com/pricing |
| pricing | Learn MoreContact Sales | https://www.mongodb.com/pricing |
| pricing | Free Cluster | https://www.mongodb.com/pricing |
| pricing | \ | Shared \ |
| pricing | \ | 2 GB \ |
| pricing | \ | 5 GB \ |
| pricing | \ | |
| pricing | \ | 40–512 GB \ |
| pricing | \ | 80 GB–1 TB \ |
| pricing | \ | 160 GB–4 TB \ |
Integrations and supported platforms
No supporting public-page evidence was collected for this category.
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 2026-10-19T15:50:25.257Z. 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 |
|---|---|
| Real-time operational data | Keeps live business data at the center of applications and agents, ensuring decisions reflect current state S10. |
| Search and vector search | Provides search, vectors, embeddings, and hybrid search to find relevant context close to the data S10. |
| Agent building and governance | Build, deploy, and govern agents with memory, retrieval, and policy controls S13. |
| Auto-scaling | Scales clusters vertically or horizontally with zero downtime, including Intelligent Workload Management in MongoDB 9.0 S26. |
| Observability | Provides unified metrics and native insights, with integration into existing observability stacks S33. |
| Developer tools | Includes Compass GUI, Atlas CLI, and VS Code extension for data exploration and management S20. |
| Multi-cloud deployment | Run on AWS, Azure, and Google Cloud with a consistent developer experience S13. |
Integrations and ecosystem
Connected products, exports, APIs, and workflow compatibility.
| Integration or interface | Type | What it enables |
|---|---|---|
| MongoDB MCP Server | AI interface | Connects MongoDB context to AI tools and agents for data exploration and context-aware code generation S13 S20. |
| GitHub Copilot extension | Extension | Provides domain-specific knowledge for interacting with MongoDB and generating code S20. |
| VS Code extension | Extension | Allows building applications and working with data directly from VS Code S20. |
| Atlas CLI | CLI tool | Manages Atlas from local setup to cloud access, including local development with Atlas Search and Vector Search S20 S13. |
| Kubernetes Operator | Integration | Manages Atlas resources as native Kubernetes objects S20. |
| OpenTelemetry | Data export | Exports logs and metrics to OpenTelemetry-compatible platforms S33. |
| Datadog, New Relic, Prometheus | Integration | Streams telemetry directly into leading observability platforms S33. |
Pricing
Pricing and plans
Published plans, free access, trials, credits, and pricing limitations.
| Plan or offer | Verified price and billing | Included | Limits |
|---|---|---|---|
| Free | $0, free forever S175 | 512 MB storage, shared RAM and vCPU S175 | Shared resources S175 |
| Flex | $0.011 per hour, capped at $30 per month S175 | Up to 5 GB storage, shared RAM and vCPU S175 | Shared resources S175 |
| Dedicated | From $0.08 per hour, from $56.94 per month S175 | 10 GB to 4 TB storage per node, 2-96 vCPUs S175 | 99.995% SLA S175 |
| Atlas Infinite | $0.09 per hour, from $65 per month S175 | Up to 128 TB per HA shard S175 | Public preview, M10+ only S175 |
Competition
Competitive landscape
Domains competing for the same organic search demand.
Sampled competitors
| Competitor | First-page appearances | Sampled queries | Average position | Queries observed |
|---|---|---|---|---|
| reddit.com | 2 | 2 | 6 | acid compliance, aggregate mongodb |
| youtube.com | 2 | 2 | 6 | acid compliance, aggregate mongodb |
| en.wikipedia.org | 1 | 1 | 2 | acid compliance |
| teradata.com | 1 | 1 | 3 | acid compliance |
| databricks.com | 1 | 1 | 4 | acid compliance |
| medium.com | 1 | 1 | 5 | aggregate mongodb |
| aws.amazon.com | 1 | 1 | 6 | acid compliance |
| docs.spring.io | 1 | 1 | 6 | aggregate mongodb |
| tigerdata.com | 1 | 1 | 7 | acid compliance |
| mydbops.com | 1 | 1 | 8 | aggregate mongodb |
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: 90/100
- Backlinks: 18,053,597
- Referring domains: 54,281
- Dofollow backlinks: 96.0%
- Dofollow referring domains: 86.0%
| Source DR | Source title | Anchor | Source URL | Target URL |
|---|---|---|---|---|
| 97 | GitHub - monkeytypegame/monkeytype: The most customizable typing website with a minimalistic design and a ton of features. Test yourself in various modes, track your progress and improve your speed. · GitHub | MongoDB | https://github.com/monkeytypegame/monkeytype | https://www.mongodb.com/ |
| 91 | Let's Encrypt | MongoDB | https://letsencrypt.org/ | https://www.mongodb.com/ |
| 75 | Mongoose ODM v9.11.2 | MongoDB | https://mongoosejs.com/ | https://www.mongodb.com/ |
| 92 | The Data Science Career Path: What is Data Science? | MongoDBExternal link:open_in_new | https://ischoolonline.berkeley.edu/data-science/what-is-data-science/ | https://www.mongodb.com/ |
| 97 | MongoDB | "Map-Reduce — MongoDB Manual" | https://en.wikipedia.org/wiki/MongoDB | https://www.mongodb.com/docs/manual/core/map-reduce/ |
| 78 | Hacktoberfest 2026 \ | AI belongs to everyone | — | https://hacktoberfest.com/ |
| 72 | DBeaver PRO \ | Manage 100+ Databases in One Place | MongoDB | https://dbeaver.com/ |
| 85 | HDHUD on CocoaPods.org | Realm | https://cocoapods.org/pods/HDHUD | https://www.mongodb.com/docs/atlas/device-sdks/deprecation/ |
| 94 | META_TITLE_QUOTE | www.mongodb.com | https://finance.yahoo.com/quote/MDB/ | https://www.mongodb.com/ |
| 93 | What Is MongoDB? \ | IBM | MongoDB's download page | https://www.ibm.com/think/topics/mongodb |
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: 3.1%
| Month | Traffic share | Source |
|---|---|---|
| — | — | All AI assistants |
| — | — | All AI assistants |
| — | — | All AI assistants |
Website intelligence — Collected evidence
Site-stated AI capabilities
| Page type | Evidence | Source |
|---|---|---|
| features | MongoDB is the intelligent data platform for the AI era. Get your ideas to market faster with flexible, real-time data that scales across any cloud. | https://www.mongodb.com/ |
| features | AnnouncementBuilt for unpredictable AI demand: Atlas Infinite and MongoDB 9.0 are here. Read more > Built for unpredictable AI demand: Atlas Infinite and MongoDB 9.0 are here. >> | https://www.mongodb.com/ |
| features | AnnouncementMeet the intelligent data platform built for the AI era. Read more >Meet the intelligent data platform built for the AI era. >> | https://www.mongodb.com/ |
| features | ](https://www.mongodb.com/company/blog/product-release-announcements/ai-demand-constant-unpredictable-extreme-mongodb-is-built-for-it) | https://www.mongodb.com/ |
| features | MongoDB's unified execution, memory, and governance layer for running production AI agents on MongoDB Atlas, built to avoid locking you into any individual model or framework. | https://www.mongodb.com/ |
| features | Up to 2x higher throughput, 35% faster find-one queries, 30% faster update-one queries—built to handle today’s transactional workloads and emerging AI applications. | https://www.mongodb.com/ |
| features | ](https://www.mongodb.com/products/platform/ai-search-and-retrieval) | https://www.mongodb.com/ |
| features | AnnouncementBuilt for unpredictable AI demand: Atlas Infinite and MongoDB 9.0 are here. Read more > Built for unpredictable AI demand: Atlas Infinite and MongoDB 9.0 are here. >> | https://www.mongodb.com/products/platform |
| features | AnnouncementMeet the intelligent data platform built for the AI era. Read more >Meet the intelligent data platform built for the AI era. >> | https://www.mongodb.com/products/platform |
| features | ](https://www.mongodb.com/company/blog/product-release-announcements/ai-demand-constant-unpredictable-extreme-mongodb-is-built-for-it) | https://www.mongodb.com/products/platform |
| features | The intelligent data platform for the AI era | https://www.mongodb.com/products/platform |
| features | Atlas brings together real-time data, intelligent retrieval, and the foundations for AI agents in production across any cloud and on your terms. | https://www.mongodb.com/products/platform |
| features | Architected for AI | https://www.mongodb.com/products/platform |
| features | Gen AI Learn how MongoDB built an agentic sales workspace with Atlas Agent Engine to cut research time by 95%. | https://www.mongodb.com/solutions/customer-case-studies |
| features | Gen AI Intellect and MongoDB combine hybrid search, governance and AI to scale trusted ESG insights for financial services. | https://www.mongodb.com/solutions/customer-case-studies |
| features | AnnouncementBuilt for unpredictable AI demand: Atlas Infinite and MongoDB 9.0 are here. Read more > Built for unpredictable AI demand: Atlas Infinite and MongoDB 9.0 are here. >> | https://www.mongodb.com/solutions/startups |
| features | AnnouncementMeet the intelligent data platform built for the AI era. Read more >Meet the intelligent data platform built for the AI era. >> | https://www.mongodb.com/solutions/startups |
| features | ](https://www.mongodb.com/company/blog/product-release-announcements/ai-demand-constant-unpredictable-extreme-mongodb-is-built-for-it) | https://www.mongodb.com/solutions/startups |
| features | Build faster and scale smarter with MongoDB for Startups. Get started with Atlas credits and Voyage AI tokens, technical expertise, and dedicated support on the world’s leading modern, AI-ready data platform. | https://www.mongodb.com/solutions/startups |
| features | MongoDB is the AI-ready foundation and partner for modern startup success.[\*](#footnote) | https://www.mongodb.com/solutions/startups |
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 reddit.com appears. | 2 first-page appearances across acid compliance, aggregate mongodb |
Website intelligence — Collected evidence
Website evidence gaps
- integrations: no usable public page was collected; verify whether the site publishes this evidence.
- 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 |
|---|---|---|---|
| G2 | Compare MongoDB and MongoDB Atlas Social Share Options | Grounded web search | MongoDB(531)4.5 out of 5MongoDB By MongoDB MongoDB Atlas(360)4.5 out of 5MongoDB Atlas By MongoDB ... - Users report that MongoDB Atlas has a more robust support system, with a quality of support score of 8.7 compared to MongoDB's 8.5, suggesting that users may find more responsive assistance when issues arise. - Reviewers say that MongoDB Atlas shines in its user-friendly dashboards, scoring 9.2, which enhances data visualization and reporting, while MongoDB's dashboard capabilities received a |
| TrustRadius | Use Cases of MongoDB 2025 | Grounded web search | Sort By\* 1 Filter #### My experience with MongoDB Rating: 10 out of 10 Incentivized December 12, 2024 Save Verified User Professional in Information Technology Facilities Services Company, 51-200 employees |
| checkthat.ai | MongoDB Reviews 2026: What 3,530+ Users Think | Grounded web search | / 8.8/10 / 455 / A large, engineering-heavy sample skews toward developers ... DBAs describing production use. / / Software Advice / 4.7/5 / 469 / A broad business-software audience reports consistently high |
| rfp.wiki | MongoDB · Trust Check: Reliability & Support (2026) | Grounded web search | reviews / / / 4.7 / 470 reviews / / Software Advice / 4.7 / 473 reviews / / Trustpilot / 2.3 / 15 reviews / / ... Peer Insights / 4.5 / 1,220 reviews / / / 4.4 / ... / 4.9 / 0 reviews / / RFP.wiki Score / 4.5 / Review Sites Score Average: 4.3 |
Customer proof
| Proof type | Named customer or source | Evidence |
|---|---|---|
| Case study | Gong | customer case study — # Gong connects millions of daily customer interactions with ideal CRM sales opportunities through MongoDB Atlas, enabling clients to unlock valuable insights ## Industry ... (Gong & MongoDB: Connecting Daily Customer Interactions To Their Matching CRM Opportunities / MongoDB) |
| Case study | Decathlon | customer case study — Decathlon struggled to scale their customer review system globally, needing resilient operations during node failures and flexible load distribution across regions. (Decathlon Turbo-Charges Customer Review Management With MongoDB / MongoDB) |
| Testimonial | Bazaarvoice | testimonial — Bazaarvoice is one of the world’s largest users of MongoDB Atlas. (Bazaarvoice & MongoDB: Giving Shoppers A Voice In The Marketplace / MongoDB) |
| Case study | iBOOD | customer case study — # iBOOD handles 15x more traffic with MongoDB Atlas Award-winning e-commerce website scales to handle sales seamlessly across six regions and five languages ... (iBOOD connects shoppers to bargains at scale with MongoDB / MongoDB) |
Independent mentions
- MongoDB Review 2026: Pricing, Pros & Cons / Should I Use It — ## What users say Users love the flexibility and quick start for document data, but commonly gripe about support, scaling costs, and default to Postgres for relational work. > “I love MongoDB, so easy” Reddit, r/mongodb
- Taking digital directories to the cloud with MongoDB / MongoDB — Database management and provisioning remained in-house for a couple of years. However, the need to reduce infrastructure costs further, and take full advantage of the automation, performance, and security benefits of the cloud, meant moving to a fully managed database service was inevitable. In 2019, Solocal committed to migrating its databases to a Platform-as-a-Service (PaaS) model using MongoDB Atlas, MongoDB’s fully managed global database service, on Google Cloud. ... “The
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 | Dwight Merriman, Eliot Horowitz, and Kevin Ryan — veterans of the online advertising company Doubleclick (acquired by Google) — quickly learned the limitations of relational databases when scaling to serve more than 400, | source |
| Contact and support | If you haven't heard back from us after five business days please contact us. | source |
| Legal and privacy | Not published on the collected pages. | — |
| Security and compliance | Encryption, access controls, auditing, and policy enforcement | source |
| Uptime and status page | Send database logs and metrics directly into your existing observability platform. By integrating MongoDB telemetry as a first-class input, your teams can identify root causes faster, correlate issues across layers, and | source |
| Domain registered | 2008-07-08 | — |
| Domain expires | 2033-07-08 | — |
Not found on the collected pages: legal and privacy. This only means Scout did not find it on the pages it read; it says nothing about the company itself.
Documentation and product updates
Help resources, product guidance, and visible changes over time.
| Resource or update | Type | What is available | Date or freshness |
|---|---|---|---|
| Welcome to the MongoDB Docs - MongoDB Documentation - MongoDB Docs | Documentation | Official MongoDB Documentation. Learn to store data in flexible documents, create an Atlas deployment, and use our tools and integrations. (source) | Not dated |
| Contact and support | Support | Public contact and support channel. (source) | Not dated |
| Enterprise Advanced Support / MongoDB | Roadmap | Public product roadmap. (source) | Not dated |
Not found in the collected public sources: 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) | Available as fully managed Atlas (cloud) or self-managed Enterprise Advanced (on-premises/private cloud) S13. | S13 |
| Platforms and apps | Runs on AWS, Azure, and Google Cloud S13. | S13 |
| API and extensibility (API, SDK, webhooks, MCP, plugins) | Provides a Go-native client for the Atlas Admin API and an official MCP Server S20 S13. | S20 S13 |
| Data ownership and export | Supports vendor-neutral exports via OpenTelemetry S33. | S33 |
| Performance and reliability claims | Dedicated clusters offer a 99.995% SLA S175. | S175 |
| Release activity | MongoDB 9.0 is the latest major version S13. | S13 |
Measured infrastructure
Domain, certificate, and hosting signals, measured directly.
| Signal | Finding |
|---|---|
| Domain registered | 2008-07-08 — Gandi SAS |
| Domain expires | 2033-07-08 |
| First archived | 2010-10-27 — web archive |
| TLS certificate | Let's Encrypt, valid, expires 2027-01-03 |
| Security headers | none served |
| Headers not served | HSTS, CSP, X-Content-Type-Options, X-Frame-Options, Referrer-Policy |
| Server header | istio-envoy |
| Mail handled by | aspmx.l.google.com, alt2.aspmx.l.google.com |
| Nameservers | ns-868.awsdns-44.net, ns-1047.awsdns-02.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: 96/100
- Critical issues: 0
- Warnings: 8
- Notices: 11
Issues
Crawled pages
| Status | Title | H1s | Words | Response | URL |
|---|---|---|---|---|---|
| 200 | MongoDB \ | The Intelligent Data Platform for the AI Era \ | MongoDB | 3 | 1395 |
| 200 | AI Demand is Constant, Unpredictable, and Extreme. MongoDB is Built for It. \ | MongoDB | 1 | 1632 | 1,045 ms |
| 200 | MongoDB \ | The Intelligent Data Platform for the AI Era \ | MongoDB | 3 | 1395 |
| 200 | MongoDB Atlas \ | Intelligent Data Platform \ | MongoDB | 1 | 1025 |
| 200 | Atlas Database \ | MongoDB | 1 | 2237 | 1,062 ms |
| 200 | MongoDB Search: Scalable Full-Text Search \ | MongoDB | 1 | 1416 | 246 ms |
| 200 | MongoDB Vector Search \ | MongoDB | 1 | 2397 | 475 ms |
| 200 | Voyage AI : Embeddings and Rerankers \ | MongoDB | 1 | 1655 | 256 ms |
| 200 | The MongoDB Agent Platform \ | Atlas Agent Engine \ | MongoDB | 1 | 1364 |
| 200 | Enterprise Advanced—The most flexible way to run MongoDB \ | MongoDB | 1 | 1637 | 494 ms |
| 200 | MongoDB Community Edition \ | MongoDB | 1 | 1712 | 551 ms |
| 200 | MongoDB Compass \ | MongoDB | 1 | 1318 | 482 ms |
| 200 | MongoDB Relational Migrator \ | MongoDB | 1 | 1512 | 488 ms |
| 200 | MongoDB Products \ | Build and Run AI Applications \ | MongoDB | 1 | 1684 |
| 200 | MongoDB 9.0: The Strongest Foundation Yet \ | MongoDB | 1 | 1504 | 236 ms |
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 | 46.6% |
| search | 32.2% |
| search organic | 29.4% |
| search paid | 2.8% |
| social | 7.1% |
| social organic | 5.6% |
| social paid | 1.5% |
| referrals | 5.2% |
| paid referrals | 3.3% |
| 2.5% | |
| gen ai | 3.1% |
| 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 mention any competitor products by name. Evidence gaps include lack of detailed customer case studies, independent review ratings, and specific security certifications. Open questions remain about the exact capabilities of Atlas Agent Engine and the full scope of the partner ecosystem.
Sources, method, and limitations
Evidence inventory, collection method, provider use, and constraints.
This report is based on 15 collected pages from mongodb.com, including product, pricing, documentation, and company pages. The evidence catalog includes 175 source tokens, with 8 pages rendered via browser rendering. External proof search was performed but did not yield additional verified customer or review data. Limitations include reliance on vendor-published information and lack of independent verification of claims.
- Official Websitehttps://www.mongodb.com/products/platformVerified
- Official Websitehttps://www.mongodb.com/companyVerified
- Official Websitehttps://www.mongodb.com/productsVerified
- Documentationhttps://www.mongodb.com/products/toolsVerified
- Documentationhttps://www.mongodb.com/docsVerified
- Pricing Pagehttps://www.mongodb.com/pricingVerified
- Pricing Pagehttps://www.mongodb.com/services/support/enterprise-advanced-support-plansVerified
- Pricing Pagehttps://www.mongodb.com/resources/solutions/use-cases/webinar-mongodb-atlas-billing-workshop-apacVerified
- Official Websitehttps://www.mongodb.com/solutions/customer-case-studiesVerified
- Official Websitehttps://www.mongodb.com/solutions/industriesVerified
- Official Websitehttps://www.mongodb.com/solutions/startupsVerified
- Official Websitehttps://www.mongodb.com/solutions/use-casesVerified
- Official Websitehttps://www.mongodb.com/products/capabilities/auto-scalingVerified
- Official Websitehttps://www.mongodb.com/products/capabilities/observabilityVerified
- Articlehttps://shouldiuse.io/r/mongodbVerified
- Review Sitehttps://www.g2.com/compare/mongodb-vs-mongodb-atlasVerified
- Review Sitehttps://www.trustradius.com/products/mongodb/reviews?qs=product-usageVerified
- Articlehttps://www.mongodb.com/solutions/customer-case-studies/gongVerified
- Articlehttps://www.mongodb.com/solutions/customer-case-studies/decathlonVerified
- Articlehttps://www.mongodb.com/customers/bazaarvoiceVerified
- Articlehttps://www.mongodb.com/solutions/customer-case-studies/iboodVerified
- Review Sitehttps://checkthat.ai/brands/mongodb/reviewsVerified
- Review Sitehttps://www.rfp.wiki/cloud-computing/cloud-database-management-systems/mongodbVerified
- Articlehttps://www.mongodb.com/solutions/customer-case-studies/solocalVerified