Skip to content
Databasezy
← All engines

Qdrant

Vector Available Free tier

Vector search with payload filtering

Qdrant stores embeddings with JSON payloads and finds nearest neighbours fast, with filters applied during the search. Use the REST API or gRPC from Python, TypeScript, Go or Rust.

Good for

  • Retrieval for LLM apps
  • Semantic search
  • Recommendations

Sample query

curl · qdrant-7f3k.us-east.databasezy.com
Sample
$ POST /collections/docs/points/query
  {
    "query": [0.12, -0.08, 0.33, …],
    "filter": { "must": [{ "key": "lang", "match": { "value": "en" } }] },
    "limit": 3, "with_payload": ["title"]
  }
Sample result of the Qdrant query above
id score title
8,812 0.914 Rotating database credentials
1,207 0.887 TLS verification and the CA bundle
4,410 0.861 IP allow-lists
3 rows · 5.2 ms Illustrative data and timing

Qdrant on Databasezy

  • Fast nearest neighbours

    HNSW indexes return the closest vectors in milliseconds.

  • Filtered search

    Payload filters apply inside the vector search, not as a slow post-filter.

  • REST and gRPC

    Use the REST API over HTTPS or gRPC with the official Python, TypeScript, Rust and Go clients.

  • Data directory snapshots

    Storage is copied to object storage on your plan's schedule. Snapshots through Qdrant's own API are planned.

Connect to Qdrant

Hosts, ports and the CA bundle come from the portal or the CLI after you create an instance. Credentials are shown once and never stored by our control plane.

From the CLI

1. Create the instance
zb instances create --engine qdrant --name qdrant-7f3k --wait
2. Download the CA bundle
zb ca > databasezy-ca.pem
3. Print the endpoint
zb connect qdrant-7f3k --print

At a glance

Category
Vector
Versions
1.19
Wire protocol
http · port 443
Extra ports
grpc 443 (qdrant-7f3k-grpc.us-east.databasezy.com)
Runtime
Single-node adapter (qdrant/qdrant)
Backup
Qdrant collection snapshots to object storage
Pause
Scale to zero
Free tier
Yes
Licence
Apache-2.0

Connection strings and drivers

Endpoint
https://qdrant-7f3k.us-east.databasezy.com:443  (TLS; API key)
HTTP
curl -H "api-key: <api-key>" https://qdrant-7f3k.us-east.databasezy.com:443/collections
Python (qdrant-client)
from qdrant_client import QdrantClient

client = QdrantClient(url="https://qdrant-7f3k.us-east.databasezy.com:443", api_key="<api-key>")
print(client.get_collections())
gRPC
qdrant-7f3k-grpc.us-east.databasezy.com:443  (TLS, HTTP/2)

Choose where it runs

Placement is chosen per database, so a regulated workload and a side project can live in the same organisation.

  • Standard hosting

    Shared cells with namespace isolation, default-deny network policy and an IP allow-list. Available from the free plan up.

    • Usage-based compute, billed per running hour
    • Spend cap to stop surprises
  • Secure hosting (HIPAA)

    This database runs on dedicated nodes in a separate HIPAA cell, under a signed Business Associate Agreement. Available on Team and Enterprise.

  • From the CLI or API

    Script instances in CI with the zb CLI or the REST API. Pick the placement per instance.

    secure placement
    zb instances create --engine qdrant --placement secure --wait

Qdrant on each plan

Usage-based pricing with a spend cap: you pay a plan fee plus what your instances use.

Free tier

Yes. One f0 instance with a shared vCPU (bursts to 1), 512 MiB of memory and a 500 MB database, no card required. It sleeps after 15 minutes idle and wakes on connect.

Sizes

From s0 (0.25 vCPU, 1 GiB) at $10/mo up to xl32 (32 vCPU, 128 GiB). Resize without changing the connection string.

All sizes and prices

Backups

Qdrant collection snapshots to object storage. Snapshots only: point-in-time recovery is not available for this engine.

Migrate to Qdrant from

Copy a database in with a connection string, a file upload or the CLI. Preflight checks the source first and verification compares the copy.

Qdrant questions

Which Qdrant versions can I run?

1.19 today. Minor and patch updates are applied in your maintenance window after a pre-change backup.

Which extensions, modules or plugins are available?

We run the open-source Qdrant server as a single node. Bring your own embeddings; the server does not generate vectors.

How are backups handled?

Backups use Qdrant collection snapshots to object storage. Paid plans run scheduled backups (Solo: daily, 7-day retention; Team: daily, 14-day retention); the free plan keeps one manual snapshot. Qdrant does not support point-in-time recovery; you restore from the most recent snapshot into a new instance.

Is the connection encrypted?

Always. The gateway terminates TLS (1.3 where your client supports it, 1.2 at minimum) and re-encrypts traffic to the database. Plain-text connections are refused. Verify the server with our CA bundle from the portal or zb ca, and restrict access further with the IP allow-list included on every plan.

Can I pause it when I'm not using it?

Yes. Free instances sleep after 15 minutes without connections and wake on the next one; after 7 idle days they are archived with the disk kept. On paid plans you pause on demand or on a schedule. A paused instance bills storage and backups but no compute, and wakes in 10 to 40 seconds.

What are the limits?

The free plan runs one f0 instance with a shared vCPU (bursts to 1), 512 MiB of memory, 20 connections and a 500 MB database. Paid sizes run from s0 (0.25 vCPU, 1 GiB, 60 connections, $10/mo) to xl32 (32 vCPU, 128 GiB, 5,000 connections), with up to 16 TB of disk.

What you get on each plan

Plan features as they apply to Qdrant.

Qdrant features by plan
Feature Free Solo Team Enterprise
Qdrant on this plan YesYesYesYes
Plan fee $0/mo$25/mo$599/moCustom
Largest size f0xl32xl32xl32
Included per instance 500 MB8 GB8 GBNegotiated
Max disk per instance 1 GB1 TB16 TB16 TB
Scheduled backups 1 manual snapshotDaily, 7-day retentionDaily, 14-day retentionHourly, 35-day retention · cross-region copy · immutable
Point-in-time recovery Not available for this engineNot available for this engineNot available for this engineNot available for this engine
Pause Sleeps after 15 min idle, wakes on connectOn demand or on a scheduleOn demand or on a scheduleOn demand or on a schedule
Secure hosting (HIPAA) ——Available with a BAAAvailable with a BAA
Support CommunityEmailPriority24x7 dedicated
Uptime SLA ——99.9%99.95%

Start with Qdrant today

The free plan needs no card. Upgrade when you need more, and keep the same endpoint.