qdrant-clients-sdk
Qdrant provides client SDKs for various programming languages, allowing easy integration with Qdrant deployments.
Covers upgrading Qdrant server and SDKs without interrupting availability or losing data integrity. Use when someone asks 'how do I upgrade Qdrant', 'can I jump from 1.15 to 1.18', 'rolling upgrade without downtime', 'do I upgrade the client or the server first', 'which SDK
$ npx -y skills add qdrant/skills --skill qdrant-version-upgrade --agent claude-codeHow it fires
How this skill gets triggered: by you, by Claude, or both.
/qdrant-version-upgradeContext preview
The summary Claude sees to decide when to auto-load this skill.
Covers upgrading Qdrant server and SDKs without interrupting availability or losing data integrity. Use when someone asks 'how do I upgrade Qdrant', 'can I jump from 1.15 to 1.18', 'rolling upgrade without downtime', 'do I upgrade the client or the server first', 'which SDK
name: qdrant-version-upgrade description: "Covers upgrading Qdrant server and SDKs without interrupting availability or losing data integrity. Use when someone asks 'how do I upgrade Qdrant', 'can I jump from 1.15 to 1.18', 'rolling upgrade without downtime', 'do I upgrade the client or the server first', 'which SDK version matches my server', 'what should I check before upgrading', or 'something changed after we upgraded'."
Qdrant has the following guarantees about version compatibility:
For managing Qdrant version upgrades in Qdrant Cloud, you can use the [qcloud](https://github.com/qdrant/qcloud-cli) CLI tool.
1. Back up first: It's recommended to take a backup or snapshot before updating to allow for rollbacks. If the upgrade fails or you need to revert, you can restore the pre-upgrade snapshot. Qdrant Cloud applies data migrations during upgrades, so there's no live downgrade. [Snapshots](https://skills.qdrant.tech/md/documentation/snapshots/) [Cloud backups](https://skills.qdrant.tech/md/documentation/cloud/backups/)
2. Check [release notes](https://github.com/qdrant/qdrant/releases) for default and behavior changes, not just deprecations. Version upgrades may introduce changes to default settings, validation rules, or query behavior that can affect existing workloads even when APIs remain compatible.
3. Test your client app against the target server version first in a non-prod environment, and check SDK release notes for deprecated/removed methods before switching over.
4. It's recommended to run at least 2 CPU cores per node. During upgrades, Qdrant may perform background optimization while still handling regular operations. With only 1 core, these tasks can compete for CPU resources and can significantly slow down the upgrade process.
5. Use a replication factor of 2 or higher if you need a zero-downtime rolling upgrade. With a replication factor of 1, the upgrade requires a downtime window.
Use when: the running version is two or more minor versions behind the target.
Use when: results, scores, or latency look different once the new version is live.
Agent skills for building with Qdrant vector search Skills encode deep Qdrant knowledge so coding agents can make the engineering decisions that determine whether vector search works well: quantization, sharding, tenant isolation, hybrid search, model
Repo: qdrant/skills
Qdrant provides client SDKs for various programming languages, allowing easy integration with Qdrant deployments.
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