{"id":"dgraph--dgraph-io","name":"Dgraph","url":"https://docs.dgraph.io/","page":"https://mrpeppersdev.github.io/agent-infrastructure-landscape/systems/dgraph--dgraph-io","family":"data","section":"Knowledge-graph platforms","sections":["Knowledge-graph platforms"],"tier":2,"last_verified_at":"2026-10-29","lifecycle":{"status":"active","severity":0,"note":null},"taxonomy":null,"cells":{"type":{"value":"Graph + vector + Hypermode cloud","citation":"https://dgraph.io/","status":"real-data","tier":"T2","source_class":"vendor"},"desc":{"value":"Vector indexing on any node. Google Gen AI Toolbox integration; LangChain agent orchestration.","citation":"https://dgraph.io/","status":"real-data","tier":"T2","source_class":"vendor"},"claims":{"value":"Powers product-recommendation knowledge graphs with LLM tool-call annotations.","citation":"https://hypermode.com/blog/dgraph-acquisition","status":"real-data","tier":"T2","source_class":"third-party"},"modalities":{"value":"text","citation":"https://dgraph.io","status":"real-data","tier":"T2","source_class":"vendor"},"created":{"value":"2015","citation":"https://hypermode.com/blog/how-dgraph-labs-raised-series-a","status":"real-data","tier":"T2","last_verified_at":"2026-05-12","source_class":"third-party"},"latest-release":{"value":"v25.x (README: Dgraph is at version v25; exact patch and date not captured)","citation":"https://github.com/dgraph-io/dgraph","status":"real-data","tier":"T1","last_verified_at":"2026-10-26","source_class":"repo"},"license":{"value":"Apache-2.0","citation":"https://github.com/dgraph-io/dgraph","status":"real-data","tier":"T1","source_class":"repo"},"gh":{"value":"dgraph-io/dgraph — ~21.8k stars, active (no archive notice; commit date not captured)","citation":"https://github.com/dgraph-io/dgraph","status":"real-data","tier":"T1","last_verified_at":"2026-10-26","source_class":"repo"},"mindshare":{"value":"~20 (small team jobs","citation":"https://dgraph.io/","status":"real-data","tier":"T2","last_verified_at":"2026-05-12","source_class":"vendor"},"citations":{"value":"not applicable — not academic","citation":null,"status":"not-applicable","tier":"T3","last_verified_at":"2026-05-06"},"funding":{"value":"acquired · 2023-11","citation":"https://pitchbook.com/profiles/company/159249-16","status":"real-data","tier":"T2","last_verified_at":"2026-05-12","source_class":"third-party"},"customers":{"value":"1-10 (post-acq) ppl Acquired by Hypermode Nov 2023","citation":"https://pitchbook.com/profiles/company/159249-16","status":"real-data","tier":"T2","source_class":"third-party"},"pricing":{"value":"searched not found","citation":"https://dgraph.io/","status":"depth-floor-reached","tier":"T2","source_class":"vendor"},"compliance":{"value":"searched not found","citation":"https://dgraph.io/","status":"depth-floor-reached","tier":"T2","source_class":"vendor"},"data-handling":{"value":"searched not found","citation":"https://dgraph.io/","status":"depth-floor-reached","tier":"T2","source_class":"vendor"},"deployment":{"value":"Both (self-hosted OSS + Hypermode Cloud until Oct 2025 acquisition by Istari)","citation":"https://dgraph.io/","status":"real-data","tier":"T2","source_class":"vendor"},"hq":{"value":"US (San Francisco)","citation":"https://pitchbook.com/profiles/company/159249-16","status":"real-data","tier":"T2","source_class":"third-party"},"founders":{"value":"Manish Rai Jain (founder; ex-Google engineer)","citation":"https://hypermode.com/blog/dgraph-part-of-hypermode","status":"real-data","tier":"T2","source_class":"third-party"},"volume":{"value":"no scale claim","citation":"https://dgraph.io","status":"real-data","tier":"T2","source_class":"vendor"},"perf":{"value":"Vendor benchmark vs Neo4j on 1B-edge social graph: Dgraph reports 2-5× faster reads, 5-10× faster writes at 8-node cluster scale (Dgraph 2018 benchmark; no recent neutral repeat).","citation":"https://dgraph.io/blog/post/benchmark-neo4j-dgraph/","status":"real-data","tier":"T2","source_class":"vendor"},"repro":{"value":"not applicable — not a research paper","citation":null,"status":"not-applicable","tier":"T3"},"code-release":{"value":"not applicable — not a research paper","citation":null,"status":"not-applicable","tier":"T3"},"api-surface":{"value":"GraphQL, gRPC, REST, SDK: Go, JS, Python, Java","citation":"https://dgraph.io/docs/","status":"real-data","tier":"T2","source_class":"vendor"},"latency":{"value":"searched not found","citation":"https://dgraph.io/","status":"depth-floor-reached","tier":"T2","source_class":"vendor"},"throughput":{"value":"searched not found","citation":"https://dgraph.io/","status":"depth-floor-reached","tier":"T2","source_class":"vendor"},"backend-storage":{"value":"custom (Badger LSM-backed)","citation":"https://github.com/dgraph-io/dgraph","status":"real-data","tier":"T1","source_class":"repo"},"multi-tenancy":{"value":"namespace","citation":"https://dgraph.io/docs/","status":"real-data","tier":"T2","source_class":"vendor"},"encryption":{"value":"at-rest + in-transit","citation":"https://dgraph.io/docs/","status":"real-data","tier":"T2","source_class":"vendor"},"sso-rbac":{"value":"SSO + RBAC","citation":"https://dgraph.io/docs/","status":"real-data","tier":"T2","source_class":"vendor"},"embedding-model":{"value":"BYO","citation":"https://dgraph.io/docs/","status":"real-data","tier":"T2","source_class":"vendor"},"consistency":{"value":"not documented in public vendor materials (operational dimension typically managed in private deployment guides).","citation":"https://dgraph.io/docs/deploy/dgraph-zero/","status":"depth-floor-reached","tier":"T2","source_class":"vendor"},"versioning":{"value":"immutable append-log","citation":"https://dgraph.io/","status":"real-data","tier":"T2","source_class":"vendor"},"tombstoning":{"value":"not documented in public vendor materials (operational dimension typically managed in private deployment guides).","citation":"https://dgraph.io/docs/mutations/delete-data/","status":"depth-floor-reached","tier":"T2","source_class":"vendor"},"schema-evolution":{"value":"schema with migration","citation":"https://dgraph.io/","status":"real-data","tier":"T2","source_class":"vendor"},"namespace":{"value":"per-tenant","citation":"https://dgraph.io/","status":"real-data","tier":"T2","source_class":"vendor"},"contradiction":{"value":"always overwrite (last-write-wins)","citation":"https://dgraph.io","status":"real-data","tier":"T2","source_class":"vendor"},"forgetting":{"value":"none (permanent)","citation":"https://dgraph.io/","status":"real-data","tier":"T2","source_class":"vendor"},"mcp-support":{"value":"no first-party MCP adapter published as of 2026-05; community connectors may exist.","citation":"https://github.com/hypermodeinc/dgraph","status":"depth-floor-reached","tier":"T1","source_class":"repo"},"a2a-support":{"value":"no Google A2A (Agent2Agent) integration documented as of 2026-05.","citation":"https://dgraph.io/docs","status":"depth-floor-reached","tier":"T2","source_class":"vendor"},"otel":{"value":"first-class — OpenCensus / OTel","citation":"https://dgraph.io/docs/","status":"real-data","tier":"T2","source_class":"vendor"},"webhooks":{"value":"GraphQL subscriptions","citation":"https://dgraph.io/docs/","status":"real-data","tier":"T2","source_class":"vendor"},"import-export":{"value":"RDF NQuads, JSON, GraphQL schema","citation":"https://dgraph.io/docs/","status":"real-data","tier":"T2","source_class":"vendor"},"integration-count":{"value":"not applicable — wrong section","citation":null,"status":"not-applicable","tier":"T3"},"orchestration":{"value":"not applicable — wrong section","citation":null,"status":"not-applicable","tier":"T3"},"programmatic-control":{"value":"not applicable — wrong section","citation":null,"status":"not-applicable","tier":"T3"},"vendor-benchmarks":{"value":"not applicable — wrong section","citation":null,"status":"not-applicable","tier":"T3","last_verified_at":"2026-05-06"},"pricing-specifics":{"value":"not applicable — wrong section","citation":null,"status":"not-applicable","tier":"T3"},"agent-abstraction":{"value":"not applicable — wrong section","citation":null,"status":"not-applicable","tier":"T3"},"memory-primitives":{"value":"not applicable — wrong section","citation":null,"status":"not-applicable","tier":"T3"},"llm-lock":{"value":"not applicable — wrong section","citation":null,"status":"not-applicable","tier":"T3"},"runtimes":{"value":"not applicable — wrong section","citation":null,"status":"not-applicable","tier":"T3"},"session-handling":{"value":"not applicable — wrong section","citation":null,"status":"not-applicable","tier":"T3"},"validated-verticals":{"value":"financial-services, healthcare, legal, government, internal IT, KM","citation":"https://dgraph.io/","status":"real-data","tier":"T2","source_class":"vendor"},"time-to-running":{"value":"<1hr (Docker / managed cloud) to <1week (enterprise procurement)","citation":"https://dgraph.io/","status":"real-data","tier":"T2","source_class":"vendor"},"anti-fit":{"value":"not for purely-vector or simple-RAG use cases (graph adds setup cost)","citation":"https://dgraph.io/","status":"real-data","tier":"T2","source_class":"vendor"},"optimised-for":{"value":"relationship modeling + reasoning + governance over pure vector","citation":"https://dgraph.io/","status":"real-data","tier":"T2","source_class":"vendor"},"adjacent-infrastructure":{"value":"BYO LLM; bundled graph store; some require additional vector index","citation":"https://dgraph.io/","status":"real-data","tier":"T2","source_class":"vendor"},"pros":{"value":"Distributed-by-design graph DB with native GraphQL; strong for high-scale connected data.","citation":"https://dgraph.io/","status":"real-data","tier":"T2","source_class":"vendor"},"cons":{"value":"Smaller mind-share than Neo4j; commercial focus has shifted over time.","citation":"https://dgraph.io/","status":"real-data","tier":"T2","source_class":"vendor"},"links":{"value":"dgraph.io","citation":"https://dgraph.io/","status":"real-data","tier":"T2","source_class":"vendor"},"obs-langsmith":{"value":"","citation":null,"status":"no-data","tier":"T3","last_verified_at":"2026-05-14"},"obs-opentelemetry":{"value":"","citation":null,"status":"no-data","tier":"T3","last_verified_at":"2026-05-14"},"obs-datadog":{"value":"","citation":null,"status":"no-data","tier":"T3","last_verified_at":"2026-05-14"},"obs-helicone":{"value":"","citation":null,"status":"no-data","tier":"T3","last_verified_at":"2026-05-14"},"obs-weave":{"value":"","citation":null,"status":"no-data","tier":"T3","last_verified_at":"2026-05-14"},"obs-langfuse":{"value":"","citation":null,"status":"no-data","tier":"T3","last_verified_at":"2026-05-14"},"obs-arize":{"value":"","citation":null,"status":"no-data","tier":"T3","last_verified_at":"2026-05-14"},"obs-custom":{"value":"","citation":null,"status":"no-data","tier":"T3","last_verified_at":"2026-05-14"},"cost-token-budget":{"value":"","citation":null,"status":"no-data","tier":"T3","last_verified_at":"2026-05-14"},"cost-prompt-caching":{"value":"","citation":null,"status":"no-data","tier":"T3","last_verified_at":"2026-05-14"},"cost-semantic-caching":{"value":"","citation":null,"status":"no-data","tier":"T3","last_verified_at":"2026-05-14"},"cost-batching":{"value":"","citation":null,"status":"no-data","tier":"T3","last_verified_at":"2026-05-14"},"cost-model-routing":{"value":"","citation":null,"status":"no-data","tier":"T3","last_verified_at":"2026-05-14"},"cost-streaming-only":{"value":"","citation":null,"status":"no-data","tier":"T3","last_verified_at":"2026-05-14"},"cost-observability-cost-attribution":{"value":"","citation":null,"status":"no-data","tier":"T3","last_verified_at":"2026-05-14"},"eval-langsmith-evals":{"value":"","citation":null,"status":"no-data","tier":"T3","last_verified_at":"2026-05-14"},"eval-braintrust":{"value":"","citation":null,"status":"no-data","tier":"T3","last_verified_at":"2026-05-14"},"eval-weights-and-biases-agent":{"value":"","citation":null,"status":"no-data","tier":"T3","last_verified_at":"2026-05-14"},"eval-helicone-evals":{"value":"","citation":null,"status":"no-data","tier":"T3","last_verified_at":"2026-05-14"},"eval-custom-test-harness":{"value":"","citation":null,"status":"no-data","tier":"T3","last_verified_at":"2026-05-14"},"eval-human-loop":{"value":"","citation":null,"status":"no-data","tier":"T3","last_verified_at":"2026-05-14"},"eval-production-traffic-replay":{"value":"","citation":null,"status":"no-data","tier":"T3","last_verified_at":"2026-05-14"},"commit-trajectory":{"value":"not applicable — no GitHub repo","citation":null,"status":"not-applicable","tier":"T3","last_verified_at":"2026-05-14"},"citation-trajectory":{"value":"not applicable — non-paper row","citation":null,"status":"not-applicable","tier":"T3","last_verified_at":"2026-05-14"},"download-trajectory":{"value":"not applicable — not published as a package","citation":null,"status":"not-applicable","tier":"T3","last_verified_at":"2026-05-14"},"cost-input-usd-per-mtok":{"value":"searched not found","citation":"https://dgraph.io/","status":"depth-floor-reached","tier":"T2","source_class":"vendor"},"cost-output-usd-per-mtok":{"value":"searched not found","citation":"https://dgraph.io/","status":"depth-floor-reached","tier":"T2","source_class":"vendor"},"cost-tier":{"value":"searched not found","citation":"https://dgraph.io/","status":"depth-floor-reached","tier":"T2","source_class":"vendor"},"cost-pricing-model":{"value":"searched not found","citation":"https://dgraph.io/","status":"depth-floor-reached","tier":"T2","source_class":"vendor"},"cost-last-verified":{"value":"searched not found","citation":"https://dgraph.io/","status":"depth-floor-reached","tier":"T2","source_class":"vendor"},"capability-composite-score":{"value":"not applicable — data infrastructure, not a capable system","citation":null,"status":"not-applicable","tier":"T3"},"capability-band":{"value":"not applicable — data infrastructure, not a capable system","citation":null,"status":"not-applicable","tier":"T3"},"capability-benchmark-sources":{"value":"not applicable — graph + vector DB with Hypermode cloud is data infrastructure, not an LLM-capable system","citation":null,"status":"not-applicable","tier":"T3"},"capability-last-verified":{"value":"not applicable — data infrastructure, not a capable system","citation":null,"status":"not-applicable","tier":"T3"},"use-case-tags":{"value":"not applicable — graph database product, not an end-user agent system","citation":null,"status":"not-applicable","tier":"T3"},"use-case-anti-tags":{"value":"not applicable — graph database product, not an end-user agent system","citation":null,"status":"not-applicable","tier":"T3"},"adoption-accelerator":{"value":"","citation":null,"status":"no-data","tier":"T3"},"architecture-deployment-locus":{"value":"local","citation":"https://raw.githubusercontent.com/dgraph-io/dgraph/main/README.md","status":"real-data","tier":"T2","source_class":"repo"},"licensing-bucket":{"value":"open-source","citation":"https://github.com/dgraph-io/dgraph","status":"real-data","tier":"T1","source_class":"repo"},"positioning-platform-vs-product":{"value":"platform","citation":"https://raw.githubusercontent.com/dgraph-io/dgraph/main/README.md","status":"real-data","tier":"T2","source_class":"repo"},"taxonomy-three-layer-rollup":{"value":"model-infra","citation":"https://github.com/MrPeppersDev/agent-infrastructure-landscape/blob/main/docs/schema/section-to-three-layer-rollup.json","status":"real-data","tier":"T1","source_class":"repo"},"developer-activity-opendigger":{"value":"{\"activity\":43.48,\"as_of\":\"2026-09\",\"openrank_12mo\":9.46,\"openrank_current\":5.5,\"participants\":13}","citation":"https://oss.open-digger.cn/github/dgraph-io/dgraph/openrank.json","status":"real-data","tier":"T2","last_verified_at":"2026-10-28","source_class":"third-party"},"freshness-date":{"value":"2026-10-29","citation":"https://mrpeppersdev.github.io/agent-infrastructure-landscape/systems/dgraph--dgraph-io","status":"real-data","tier":"T2","source_class":"catalog"},"compliance-certifications":{"value":"","citation":null,"status":"no-data","tier":"T3"},"sdk-languages":{"value":"","citation":null,"status":"no-data","tier":"T3"},"protocol-support":{"value":"","citation":null,"status":"no-data","tier":"T3"},"maturity":{"value":"ga","citation":"https://github.com/dgraph-io/dgraph","status":"real-data","tier":"T1","source_class":"repo"}},"corroboration":{"cited_cells":44,"third_party_cells":7},"edges":{"outgoing":[{"source":"dgraph--dgraph-io","target":"langchain-framework--langchain-com","type":"integrates-with","evidence":"Google Gen AI Toolbox integration; LangChain agent orchestration.","citation":"https://docs.dgraph.io/"}],"incoming":[]},"history":[{"date":"2026-10-29","commit":"a5ff184341","pr":305,"kind":"update","changes":[{"field":"url","label":"Homepage","from":"https://dgraph.io","to":"https://docs.dgraph.io/"}]},{"date":"2026-10-26","commit":"80cd27834a","pr":258,"kind":"update","changes":[{"field":"license","label":"License","from":"not applicable — not OSS","to":"Apache-2.0","source":"https://github.com/dgraph-io/dgraph"},{"field":"latest-release","label":"Latest release","from":"not applicable — not OSS","to":"v25.x (README: Dgraph is at version v25; exact patch and date not captured)","source":"https://github.com/dgraph-io/dgraph"}]}],"license":"CC-BY-4.0","source":"https://github.com/MrPeppersDev/agent-infrastructure-landscape/blob/main/data/landscape.json"}