Source
Source is an edge-first data infrastructure company building DefraDB, a peer-to-peer offline-first distributed database combining CRDTs, Merkle DAGs, and zero-knowledge cryptography. It targets developers building edge AI, IoT, robotics, satellite, and decentralized applications requiring low-latency local data processing.
- Company typePrivate
- Founded2018
- HeadquartersToronto, Canada
- Headcount11–50
- GTM typeB2B
- OfferingSoftware
What Source does
Source is a private edge-first data infrastructure company founded in 2018, headquartered in Toronto, Canada, with 11-50 employees. The company builds a developer-focused stack centered on DefraDB, a peer-to-peer, offline-first distributed database engine that combines CRDT-based conflict resolution, Merkle DAG data structures, threshold secret rings, recursive zero-knowledge proofs, and DID-based policy enforcement. The broader stack includes SourceHub, Orbis, and LensVM, and the runtime compiles to native binaries, WebAssembly, and JavaScript for deployment across mobile, desktop, server, browser, and embedded environments. AI-supporting primitives — native vector embeddings and retrieval-augmented generation (RAG) pipelines — are positioned as substrate for edge AI workloads rather than as the company's primary competency.
Source targets developers building applications in edge AI/ML, industrial IoT, robotics and autonomous systems, satellite/space infrastructure, mobile/wearable apps, financial services, gaming, and critical infrastructure — use cases where latency, intermittent connectivity, and data sovereignty make cloud-dependent architectures impractical. Distribution is product-led through open-source repositories on GitHub (sourcenetwork), technical documentation at docs.source.network, and a Discord community, with no visible sales motion or reseller channel. The company lists OEM/embedded deployment (chips, operating systems, device software) as a secondary distribution channel targeting enterprise hardware manufacturers. Named design wins are early-stage and concentrated in non-mainstream verticals: Phantom Neuro (neural interfaces/robotics), Anymal (animal data management), and AHOY (decentralized ML for maritime).
The revenue model is not publicly disclosed. The company distributes open-source software with no visible pricing tiers or enterprise plans, and may pursue enterprise support contracts, managed cloud services, or OEM licensing arrangements, but no concrete monetization mechanics are documented. Disclosed funding is modest — approximately $501K across reported rounds from 2019 through 2023 from investors including RW3 Ventures and Momentum 6 — and no revenue, ownership structure, or management-team detail beyond three co-founders (CEO Addo Smajic, CTO John-Alan Simmons, CPO David Turner) and a product manager is available.
Source firmographics
Firmographics- Name
- Source
- Legal name
- Source
- Website
- https://source.inc
- Company type
- Private
- Founded year
- 2018
- Operating status
- Operating
- Headcount range
- 11–50 employees
- Short description
- Source is an edge-first data infrastructure company building DefraDB, a peer-to-peer offline-first distributed database combining CRDTs, Merkle DAGs, and zero-knowledge cryptography. It targets developers building edge AI, IoT, robotics, satellite, and decentralized applications requiring low-latency local data processing.
- Ownership category
- akta.pro rank
Source industry classification
Industry- Product category
- Distributed Database Software
- NAICS
- Computing Infrastructure Providers, Data Processing, Web Hosting, and Related Services (51821), Computer Systems Design and Related Services (54151)
- SIC
- Services-Prepackaged Software (7372), Services-Computer Programming, Data Processing, Etc. (7370)
- akta.pro primary industry
- Embedded / Edge Databases (HDAEAAAM)
- akta.pro secondary industries
- Edge Storage & Data Management (Caching, Backup, Local Data Lakes) (HDABAOAD), Edge Compliance, Governance & Data Sovereignty Infrastructure (HDABAOAL), Data Platform (Unified Data & Analytics) Suites (HDAEABAD)
Keywords
Where Source is headquartered
LocationHeadquarters
- HQ city
- Toronto
- HQ country
- Canada
- HQ region
- North America
Markets served
Source business model
Business model- GTM type
- B2B
- Offering type
- Software
- Cost components
- Personnel, Technology or R&D, Marketing or Sales, Operations
Revenue model
- Open Source / Undisclosed: Source appears to primarily offer open-source software. The revenue model is not explicitly disclosed on the website. The company may be pursuing enterprise support contracts, cloud services, or managed offerings, but specific monetization details are not publicly stated.
Go-to-market motion1 record
Distribution channels3 records
Marketing channels4 records
Source product offering
Product offeringCore offering
Source provides an edge-first data management stack centered on DefraDB, a peer-to-peer, offline-first database engine that uses CRDTs for automatic conflict resolution and Merkle DAG data structures for tamper-evident history. The stack also includes SourceHub, Orbis, and LensVM, and is designed to let developers build applications that process and synchronize data at the edge (mobile, IoT, robotics, satellites, embedded devices) without depending on constant cloud connectivity.
Product overview
Source is an edge-first data management stack composed of multiple products: DefraDB (the core database engine with offline-first, peer-to-peer sync capabilities and CRDT-based conflict resolution), SourceHub, Orbis, and LensVM. The stack is designed for edge environments, enabling developers to manage data beyond the cloud with features including real-time data hooks, incremental state management, offline-first processing, proximity-optimized analytics, threshold secret rings for cryptographic key management, policy-driven access controls, and AI-ready vector embedding support.
Differentiator
Problem solved
Functional benefit
Brands
- DefraDB: A peer-to-peer database designed for edge environments, enabling offline-first functionality, local authority, and peer-to-peer synchronization.
- SourceHub
- Orbis
- LensVM
Products and services
- DefraDB Edge-first, offline-first database with peer-to-peer synchronization. Uses CRDTs for automatic conflict resolution, Merkle DAG data structures for tamper-evident history, and natively supports vector embeddings for AI workloads. Runs across mobile, desktop, server, browser, and embedded environments. Targeted at developers building edge AI, IoT, robotics, satellite/space, mobile, and financial services applications.
- SourceHub A component of the Source stack described as part of the Source ecosystem; specific feature details are not specified on the public site.
- Orbis A component of the Source stack for data synchronization within the ecosystem; specific feature details are not specified on the public site.
- LensVM A Lens View Machine / virtual machine component of the Source stack; specific feature details are not specified on the public site.
Quantifiable outcome
- 75% of data today is created at the edge - Source enables leveraging this data where it already is rather than sending to the cloud
Companies that use Source
Customer profileNamed customers3 records
Segments8 records
Ideal customer profiles4 records
Source technology and API
TechnologyTechnology focussed Yes
API detail
- Has API
- Yes
- API docs
- API detail
Core technology
AI maturity
App detail
AI capability3 records
Feature11 records
Source partnerships and signals
Strategic signalRecent moves5 records
Expansion highlights5 records
Source competitors and assessment
Company assessmentDirect peers
- RxDB: Local-first NoSQL database for JavaScript with replication, conflict resolution, and offline support across browsers, Node, React Native, and Electron. Competes for the same horizontal local-first developer mindshare.
- OrbitDB: Open-source peer-to-peer database built on IPFS that uses CRDTs and event sourcing for offline-first, decentralized applications. The closest technical analog to DefraDB with overlapping architecture (P2P, CRDT, Merkle DAG) and similar developer audience.
- Ditto: Edge database and sync platform purpose-built for distributed applications with offline-first collaboration and peer-to-peer mesh networking. Directly competes for the same robotics/IoT/edge customer segments and offers a similar CRDT-based sync model.
- PouchDB: JavaScript implementation of CouchDB designed for offline-first web and mobile apps with bidirectional sync. Targets the same local-first developer audience and is a common alternative for clients evaluating DefraDB.
- Ceramic Network: Decentralized data network for Web3 applications using DIDs and verifiable credentials, with composable data streams. Highly comparable to Source's DID-based policy engine and ZK access control features, though focused on Web3 rather than IoT/edge AI.
- Fauna: Distributed serverless database with operational transformation and global consistency, positioned for edge and cloud-native applications. Targets a similar developer audience with a transactional, distributed model though centralized rather than P2P.
Broad incumbents
- Couchbase: Established distributed NoSQL database with built-in offline sync for mobile and edge use cases via Couchbase Lite and Sync Gateway. Targets similar edge/mobile developer customers and has a much larger enterprise footprint, but its architecture is cloud-anchored rather than truly P2P.
- MongoDB Realm: Mobile and edge database within the MongoDB ecosystem, offering offline-first sync and local persistence. Competes for mobile/edge developer customers but is part of a much broader document-database franchise rather than a P2P-native architecture.
- FoundationDB: Open-source distributed key-value store with strong consistency, originally Apple-backed, used as a foundation for large-scale distributed systems. Not a direct P2P competitor but a relevant benchmark for distributed database primitives and developer mindshare.
Emerging players
- IPFS: Decentralized storage and content-addressed peer-to-peer protocol that OrbitDB (and increasingly other edge data layers) build on. Comparable to Source's Merkle DAG and P2P infrastructure foundation, with a much larger ecosystem but less application-layer focus.
Market position
Strengths5 records
Weaknesses4 records
Competitive moat3 records
Key risks6 records
Key highlights7 records
Customer concentration
Source social profiles
Digital presenceSource financial estimates
Financial estimateRevenue estimate
Valuation estimate
Source leadership team
Management profileNumber of profiles
Profiles1 record
Source funding detail
Funding detailFunding overview
Funding rounds4 records
Investors2 records
Funding detail is available on the Subscription and Enterprise plan.Contact sales →
Source M&A and investment
M&A and investmentM&A
Investments
M&A and investment is available on the Subscription and Enterprise plan.Contact sales →
Frequently asked questions about Source
What does Source do?
Source provides an edge-first data management stack centered on DefraDB, a peer-to-peer, offline-first database engine that uses CRDTs for automatic conflict resolution and Merkle DAG data structures for tamper-evident history. The stack also includes SourceHub, Orbis, and LensVM, and is designed to let developers build applications that process and synchronize data at the edge (mobile, IoT, robotics, satellites, embedded devices) without depending on constant cloud connectivity.
Is Source a public or private company?
Source is a private company. It is classified as venture growth investor backed and is currently operating.
When was Source founded?
Source was founded in 2018. It employs 11 to 50 people.
Where is Source based?
Source is headquartered in Toronto, Canada, in the North America region.
How does Source make money?
One revenue line is on record: open Source / Undisclosed.
Who are Source's main competitors?
Direct peers on record are RxDB, OrbitDB, Ditto, PouchDB, Ceramic Network and Fauna. Broad incumbents are Couchbase, MongoDB Realm and FoundationDB. IPFS is listed as an emerging player.
Does Source have an API?
Yes. Source provides developers with APIs and a CLI for seamless integration. Language-specific support is available through a GraphQL interface that enables the generation of bindings and SDKs for various programming languages. Additionally, WebAssembly (WASM) builds are available for direct embedding within applications. Developer documentation is at docs.source.network.
What industry is Source in?
Source's product category is Distributed Database Software. Its primary akta.pro industry code is HDAEAAAM, Embedded / Edge Databases, with a secondary code of HDABAOAD, Edge Storage & Data Management (Caching, Backup, Local Data Lakes). Its NAICS code is 51821 and its SIC code is 7372.