qdrant-deployment-options

Which Qdrant Deployment Do I Need? Start with what you need: managed ops or full control? Network latency acceptable or not? Production or prototyping? The answer narrows to one of four options. Getting Started or Prototyping Use when: building a prototype, running tests, CI/CD pipelines, or learning Qdrant. Use local mode (Python only): zero-dependency, in-memory or disk-persisted, no server needed Local mode Local mode data format is NOT compatible with server. Do not use for production or benchmarking. For a real server locally, use Docker Quick start Going to Production (Self-Hosted) Use when: you need full control over infrastructure, data residency, or custom configuration. Docker is the default deployment. Full Qdrant Open Source feature set, minimal setup. Quick start You own operations: upgrades, backups, scaling, monitoring Must set up distributed mode manually for multi-node clusters Distributed deployment Consider Hybrid Cloud if you want Qdrant Cloud management on your infrastructure Hybrid Cloud Going to Production (Zero-Ops) Use when: you want managed infrastructure with zero-downtime updates, automatic backups, and resharding without operating clusters yourself. Qdrant Cloud handles upgrades, scaling, backups, and monitoring Qdrant Cloud Supports multi-version upgrades automatically Provides features not available in self-hosted: /sys_metrics , managed resharding, pre-configured alerts Need Lowest Possible Latency Use when: network round-trip to a server is unacceptable. Edge devices, in-process search, or latency-critical applications. Qdrant EDGE: in-process bindings to Qdrant shard-level functions, no network overhead Qdrant EDGE Same data format as server. Can sync with server via shard snapshots. Single-node feature set only. No distributed mode. What NOT to Do Use local mode for production or benchmarking (not optimized, incompatible data format) Self-host without monitoring and backup strategy (you will lose data or miss outages) Choose EDGE when you need distributed search (single-node only) Pick Hybrid Cloud unless you have data residency requirements (unnecessary Kubernetes complexity when Qdrant Cloud works) Installs 263 Repository qdrant/skills GitHub Stars 104 First Seen Mar 31, 2026 Security Audits Gen Agent Trust Hub Pass Socket Pass Snyk Pass