Technical Infrastructure & DevOps

Qdrant Vector Database Embedding Pipeline

Manual

High

Nodes

Manual

Trigger

High

Complexity

7/22/2025

Added

Workflow Overview

Total Nodes

Node Types

vector Store Qdrant

Qdrant Vector Store

1 node

manual Trigger

When clicking ‘Test workflow’

1 node

embeddings Open Ai

Embeddings OpenAI

1 node

document Default Data Loader

Default Data Loader

1 node

text Splitter Character Text Splitter

Character Text Splitter

1 node

sticky Note

Sticky Note, Sticky Note1, Sticky Note2, Sticky Note3, Sticky Note4

5 nodes

ftp

List all the files, Downloading item

2 nodes

split In Batches

Loop over one item

1 node

Workflow JSON

8.08 KB

{
  "id": "YoUP55V241b9F2ze",
  "meta": {
    "instanceId": "35ec7a1e5284dd5dab4dac454bbb30405138d2784c99e56ef8887a4fa9cd1977",
    "templateCredsSetupCompleted": true
  },
  "name": "Qdrant Vector Database Embedding Pipeline",
  "tags": [],
  "nodes": [
    {
      "id": "934ffad4-c93e-40c1-b4fd-1c09b518a9c3",
      "name": "Qdrant Vector Store",
      "type": "@n8n/n8n-nodes-langchain.vectorStoreQdrant",
      "position": [
        460,
        -460
      ],
      "parameters": {
        "mode": "insert",
        "options": {},
        "qdrantCollection": {
          "__rl": true,
          "mode": "list",
          "value": "sv_lang_data",
          "cachedResultName": "sv_lang_data"
        },
        "embeddingBatchSize": 100
      },
      "credentials": {
        "qdrantApi": {
          "id": "vUb9tbEnXzu7uNUb",
          "name": "QdrantApi svenska"
        }
      },
      "typeVersion": 1.1
    },
    {
      "id": "4127d85d-45c9-4536-a15d-08af9dfdcfa8",
      "name": "When c...

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