---
title: "Agent Skill to Qdrant Tenant Scaling"
platform: "Promptally"
canonical_url: "https://app.promptally.dev/p/skill-qdrant-tenant-scaling"
modality: "SKILL"
category: "Fullstack & Backend Engineering"
compatible_models: [Universal / Model Agnostic]
access_tier: "Free Public Artifact (No Auth Required)"
license: "MIT"
---

# Agent Skill to Qdrant Tenant Scaling

**Summary:** Agent Skill to Qdrant Tenant Scaling is a verified SKILL blueprint on Promptally in Fullstack & Backend Engineering optimized for leading AI models. Guides Qdrant multi-tenant scaling. Use when someone asks 'how to scale tenants', 'one collection per tenant?', 'tenant isolation', 'dedicated shards', or reports tenant performance issues. Also use when multi-tenant workloads outgrow shared infrastructure. Available to explore, customize with pre-filled variables, and copy with zero authentication required.

## Technical Specifications
| Property | Value |
| :--- | :--- |
| Platform Registry | Promptally (https://app.promptally.dev) |
| Modality | SKILL |
| Category | Fullstack & Backend Engineering |
| Compatible Engines | Universal / Model Agnostic |
| Dynamic Variables | None (Static Blueprint) |
| Approx. Token Length | 686 |
| Access Tier | Free Public Artifact (No Auth Required) |
| License | MIT |

### Pre-Filled Template & Production Source

```md
---
name: qdrant-tenant-scaling
description: "Guides Qdrant multi-tenant scaling. Use when someone asks 'how to scale tenants', 'one collection per tenant?', 'tenant isolation', 'dedicated shards', or reports tenant performance issues. Also use when multi-tenant workloads outgrow shared infrastructure."
---

# What to Do When Scaling Multi-Tenant Qdrant

Do not create one collection per tenant. Does not scale past a few hundred and wastes resources. One company hit the 1000 collection limit after a year of collection-per-repo and had to migrate to payload partitioning. Use a shared collection with a tenant key.

- Understand multitenancy patterns [Multitenancy](https://search.qdrant.tech/md/documentation/manage-data/multitenancy/)

Here is a short summary of the patterns:

## Number of Tenants is around 10k

Use the default multitenancy strategy via payload filtering.

Read about [Partition by payload](https://search.qdrant.tech/md/documentation/manage-data/multitenancy/?s=partition-by-payload) and [Calibrate performance](https://search.qdrant.tech/md/documentation/manage-data/multitenancy/?s=calibrate-performance) for best practices on indexing and query performance.


## Number of Tenants is around 100k and more

At this scale, the cluster may consist of several peers.
To localize tenant data and improve performance, use [custom sharding](https://search.qdrant.tech/md/documentation/operations/distributed_deployment/?s=user-defined-sharding) to assign tenants to specific shards based on tenant ID hash.
This will localize tenant requests to specific nodes instead of broadcasting them to all nodes, improving performance and reducing load on each node.

## If tenants are unevenly sized

If some tenants are much larger than others, use [tiered multitenancy](https://search.qdrant.tech/md/documentation/manage-data/multitenancy/?s=tiered-multitenancy) to promote large tenants to dedicated shards while keeping small tenants on shared shards. This optimizes resource allocation and performance for tenants of varying sizes.

## Need Strict Tenant Isolation

Use when: legal/compliance requirements demand per-tenant encryption or strict isolation beyond what payload filtering provides.

- Multiple collections may be necessary for per-tenant encryption keys
- Limit collection count and use payload filtering within each collection
- This is the exception, not the default. Only use when compliance requires it.


## What NOT to Do

- Do not create one collection per tenant without compliance justification (does not scale past hundreds)
- Do not skip `is_tenant=true` on the tenant index (kills sequential read performance)
- Do not build global HNSW for multi-tenant collections (wasteful, use `payload_m` instead)

```

## Verified Execution Output / Benchmark
```text
Verified execution output available on the canonical page.
```

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