qdrant-deployment-options

by github

Guides Qdrant deployment selection. Use when someone asks 'how to deploy Qdrant', 'Docker vs Cloud', 'local mode', 'embedded Qdrant', 'Qdrant EDGE', 'which… npx skills add https://github.com/github/awesome-copilot --skill qdrant-deployment-options Download ZIPGitHub36.2k

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)