qdrant deployment options

Author's original introduction

Guides Qdrant deployment selection. Use when someone asks 'how to deploy Qdrant', 'Docker vs Cloud', 'local mode', 'embedded Qdrant', 'Qdrant EDGE', 'which deployment option', 'self-hosted vs cloud', or 'need lowest latency deployment'. Also use when choosing between deployment types for a new project.

SkillPi interpretation

Tasks

qdrant deployment options

Audience

Use the scenarios stated in the author's introduction.

Inputs and outputs

See the complete author document; outputs have not been runtime verified by SkillPi.

Software, accounts and paid services

Check required software, accounts, costs and permissions in the full document; confirm and authorize actual file access and external services in your host. Domains referenced in the documents (not a runtime allowlist): search.qdrant.tech

Limits and differences

Functionality, version status and outcome statements in the introduction are author claims. Only pinned source and static attachment evidence were checked; runtime behavior, external services and compatibility are not guaranteed.

Testing

Not tested

Security rating and access scope

caution · Static evidence review; not a runtime safety guarantee.

Check required software, accounts, costs and permissions in the full document; confirm and authorize actual file access and external services in your host. Domains referenced in the documents (not a runtime allowlist): search.qdrant.tech

Before use, confirm and authorize actual file access, external services and network destinations in your host. This review grants no runtime permissions.

Original SKILL.md

---
name: qdrant-deployment-options
description: "Guides Qdrant deployment selection. Use when someone asks 'how to deploy Qdrant', 'Docker vs Cloud', 'local mode', 'embedded Qdrant', 'Qdrant EDGE', 'which deployment option', 'self-hosted vs cloud', or 'need lowest latency deployment'. Also use when choosing between deployment types for a new project."
---

# 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](https://search.qdrant.tech/md/documentation/quickstart/)
- 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](https://search.qdrant.tech/md/documentation/quickstart/?s=download-and-run)


## 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](https://search.qdrant.tech/md/documentation/quickstart/?s=download-and-run)
- You own operations: upgrades, backups, scaling, monitoring
- Must set up distributed mode manually for multi-node clusters [Distributed deployment](https://search.qdrant.tech/md/documentation/operations/distributed_deployment/)
- Consider Hybrid Cloud if you want Qdrant Cloud management on your infrastructure [Hybrid Cloud](https://search.qdrant.tech/md/documentation/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](https://search.qdrant.tech/md/documentation/cloud-quickstart/)
- 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](https://search.qdrant.tech/md/documentation/edge/edge-quickstart/)
- 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)

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