What mLab does

mLab was a San Francisco-based cloud infrastructure company founded in 2011 that built a managed database-as-a-service (DBaaS) platform targeting developers and IT professionals. Its core product was hosted MongoDB — automated provisioning, backups, scaling, and performance optimization for MongoDB databases — eliminating the operational complexity of running MongoDB in production. The company served a developer-first customer base through a self-service, freemium-style go-to-market, accumulating 11-50 employees at peak and distributing primarily through developer community channels.

mLab raised approximately $8 million across two early-stage rounds in 2011 ($3M seed) and 2012 ($5M), backed by Baseline Ventures, Foundry Group, Techstars, Freestyle Capital, and Upfront Ventures. In 2018, MongoDB Inc. (NASDAQ: MDB) acquired mLab for $68 million, integrating mLab's hosted database customers and operational tooling into the MongoDB Atlas platform. Following the acquisition, mLab's standalone service was wound down and customers were migrated to Atlas; mLab no longer operates as an independent revenue-generating entity. Note: a portion of the aggregated source material describes a separate South African digital-skills organization that shares the "mLab" name; the analysis above reflects mLab Inc. (the San Francisco DBaaS company that was acquired by MongoDB), consistent with the firm's own website and funding history.

Name

mLab

Legal name

mLab

Website

https://mlab.com

Company type

Private

Founded year

2011

Operating status

Acquired

Headcount range

11–50 employees

Short description

mLab was a San Francisco-based cloud infrastructure company founded in 2011 that built a managed MongoDB database-as-a-service platform for developers and IT professionals, and was acquired by MongoDB Inc. for $68 million in 2018.

Ownership category

akta.pro rank

Product category

Cloud Database Services (Database-as-a-Service)

NAICS

Computing Infrastructure Providers, Data Processing, Web Hosting, and Related Services (51821), Computing Infrastructure Providers, Data Processing, Web Hosting, and Related Services (518)

SIC

Services-Prepackaged Software (7372)

akta.pro primary industry

Database-as-a-Service (DBaaS) Platforms (HDAEAAAN)

Keywords

• Database as a service
• Managed MongoDB hosting
• Cloud database platform
• Developer data infrastructure
• NoSQL database hosting

Headquarters

HQ city

San Francisco

HQ country

United States

HQ region

North America

Offices1 record

Markets served

GTM type

B2B

Offering type

Software

Cost components

Infrastructure, Personnel, Technology or R&D, Operations, Marketing or Sales

Revenue model

1. Training and Placement Programs: mLab generates revenue through digital skills training programs including CodeTribe Academy, STEP UP, Data Annotation, and IoT courses. The organization trains youth and places them at enterprises, generating value through program delivery and successful placements.
2. Startup Accelerator Services: mLab supports early-stage entrepreneurs through an accelerator program offering seed funding, mentorship, and market research support. This generates revenue through program fees and equity or success-based arrangements with accelerator graduates.

Go-to-market motion1 record

Distribution channels2 records

Marketing channels1 record

Core offering

mLab provided a fully managed Database-as-a-Service platform for MongoDB, hosting and operating MongoDB databases on behalf of developers and enterprises in the cloud. The service automated provisioning, backups, scaling, monitoring, and failover, and was offered on a multi-cloud basis. Following MongoDB's $68 million acquisition, mLab's DBaaS capabilities were consolidated into MongoDB Atlas.

Product overview

MongoDB's product portfolio consists of a platform-plus-modules architecture. The core offering is MongoDB Atlas, a fully managed cloud database platform, with Atlas Database as the primary deployment option. Additional modules include Atlas Vector Search for AI-powered semantic search, Atlas Search for full-text search, and Atlas Stream Processing for real-time event processing. Self-managed options include MongoDB Enterprise Advanced and Community Edition. Developer tools include MongoDB Compass (GUI), Relational Migrator (migration tool with generative AI), and integrations. The portfolio supports multi-cloud deployments across AWS, Azure, and Google Cloud in over 125 regions.

Differentiator

Problem solved

Functional benefit

Products and services

• mLab Database-as-a-Service Fully managed cloud MongoDB database hosting service providing automated provisioning, backups, monitoring, scaling, and failover for developers and enterprises. Offered via free, shared, and dedicated tiers and deployed across major cloud providers.

Named customers1 record

Segments1 record

Ideal customer profiles2 records

Technology focussed Yes

API detail

Has API

Yes

API docs

API detail

Core technology

AI maturity

App detail

AI capability5 records

Partnerships

One partnership is on record.

• EdunovacoreStrategic or Co-development PartnermLab partners with Edunova under the Collective X industry initiative to deliver digital skills training programs to youth across South African provinces including Limpopo, KwaZulu-Natal, and Northern Cape.

Scale indicators1 record

Recent moves5 records

Expansion highlights2 records

Direct peers

• Fauna: Developer-focused distributed OLTP database with serverless delivery. Overlaps with mLab's DBaaS positioning as a managed, API-first cloud data layer for application developers.
• DataStax Astra DB: Managed cloud database-as-a-service built on Apache Cassandra, targeting developers with a serverless data API model analogous to mLab's hosted MongoDB offering.
• Compose (IBM): Was a developer-focused multi-model DBaaS offering MongoDB alongside other databases; acquired by IBM and subsequently sunset. Closest analog to mLab's hosted MongoDB-as-a-service model during the same era.
• Redis Enterprise Cloud: Managed cloud database service offering a different data model but a directly comparable developer-facing DBaaS model. Overlaps with mLab in targeting developers wanting fully managed data infrastructure.

Broad incumbents

• MongoDB: MongoDB acquired mLab for $68M; Atlas is the broader DBaaS platform that absorbed mLab's hosted MongoDB service. Directly comparable as the integrated DBaaS offering mLab's customers and infrastructure migrated into.
• Amazon DocumentDB: AWS's managed MongoDB-compatible document database service. Competed head-to-head with mLab as a hyperscaler-bundled DBaaS alternative for developers wanting MongoDB APIs without third-party hosting.
• Azure Cosmos DB: Microsoft's globally distributed multi-model database service offering MongoDB API compatibility. A competing hyperscaler DBaaS alternative that pressured mLab's pricing and reach.
• Google Cloud Firestore: Google Cloud's serverless NoSQL document database, frequently used as a MongoDB alternative. Competes with mLab/Atlas on managed developer experience within the GCP ecosystem.

Emerging players

• Weaviate: Open-source vector database with managed cloud offering. Competes with the Atlas vector layer that originated from mLab's DBaaS infrastructure for AI retrieval workloads.
• Pinecone: Managed vector database purpose-built for AI/RAG workloads. Competes with Atlas Vector Search (which absorbed mLab's capabilities) for AI-application data infrastructure spend.

Market position

Strengths4 records

Weaknesses4 records

Competitive moat2 records

Key risks5 records

Key highlights5 records

Customer concentration

• Xx.com/mlab
• Facebookfacebook.com/MongoLab

Compliance5 records

Revenue estimate

Valuation estimate

Number of profiles

Funding overview

Funding rounds2 records

Investors6 records

Funding detail is available on the Subscription and Enterprise plan.Contact sales →

M&A

Investments

M&A and investment is available on the Subscription and Enterprise plan.Contact sales →

Frequently asked questions about mLab