Qdrant

Qdrant is a managed vector database on TIR for storing, searching, and managing high-dimensional vectors. Use it for similarity search, recommendation engines, RAG pipelines, and NLP applications. TIR deploys Qdrant as a distributed cluster with built-in monitoring, snapshots, and scaling.

Distributed ClusterREST & gRPC APIsManaged SnapshotsBuilt-in MonitoringLangChain & LlamaIndex

Quick Start Guide

Create a Qdrant cluster and run your first vector search.

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Features

Dashboard, monitoring, scaling, snapshots, and integrations.

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Billing

Billing details and cost optimization tips.

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Key Concepts

Term	Description
Point	A record consisting of a vector and an optional payload.
Vector	Numerical representation of data in high-dimensional space.
Collection	Container for organizing related vectors, similar to a database table.
Node	Individual server instance in the Qdrant cluster.
Shard	Independent partition of points within a collection. Distributed across nodes.
Replication Factor	Number of copies of each shard maintained across the cluster for fault tolerance.
Index	Combined vector and payload index that enables fast filtered similarity search.

API Reference

REST API

</>Vector Database API Reference

Programmatically create, manage, scale, and snapshot Qdrant clusters.

Explore REST APIs

Authentication & Endpoints

Request and Response Schemas

Open API Reference →

tir.e2enetworks.com / api / v1

GET/teams/{Team_Id}/projects/{Project_Id}/vector_db/List Vector Databases

POST/teams/{Team_Id}/projects/{Project_Id}/vector_db/Create Qdrant Instance

GET/teams/{Team_Id}/projects/{Project_Id}/vector_db/{VectorDB_Id}/Get Vector Database Details

PUT/teams/{Team_Id}/projects/{Project_Id}/vector_db/{VectorDB_Id}/Update Cluster (Scale Replicas)

DELETE/teams/{Team_Id}/projects/{Project_Id}/vector_db/{VectorDB_Id}/Delete Vector Database

PUT/teams/{Team_Id}/projects/{Project_Id}/vector_db/{VectorDB_Id}/pvcs/Resize Disk

GET/teams/{Team_Id}/projects/{Project_Id}/vector_db/{VectorDB_Id}/snapshot/List Snapshots

POST/teams/{Team_Id}/projects/{Project_Id}/vector_db/{VectorDB_Id}/snapshot/Take Snapshot

PUT/teams/{Team_Id}/projects/{Project_Id}/vector_db/{VectorDB_Id}/snapshot/{Snapshot_Id}/restore/Restore Snapshot

DELETE/teams/{Team_Id}/projects/{Project_Id}/vector_db/{VectorDB_Id}/snapshot/{Snapshot_Id}/Delete Snapshot

Billing

Billing

Review Qdrant billing for compute, storage, and snapshots.

View Billing Docs →

Compute

Billed per node per hour while the cluster is running.

Storage

Billed per GB per month across all nodes.

Snapshots

Billed for snapshot storage duration until deleted.