Vector Database

Qdrant Monitoring & Vector Search Tracing

Auto-instrument every Qdrant search, upsert, and scroll call, with zero code changes. Qdrant spans integrate as child spans inside LangChain traces for full RAG pipeline visibility.

Free tier · No credit card · 2-minute setup

What you get with Fluiq for Qdrant

Search & scroll tracing

client.search() and client.scroll() are traced with collection name, filter params, limit, latency, and result counts, full visibility into retrieval performance.

Upsert tracing

Batch upsert operations are traced with point counts, vector dimensionality, and total timing, monitor ingestion throughput alongside query performance.

RAG pipeline child spans

Qdrant spans appear as children inside LangChain traces, cost and latency roll up to the parent RAG trace automatically.

Setup

Add Fluiq to your Qdrant app in 2 lines

import fluiq
fluiq.instrument(api_key="fl_...")  # patches Qdrant client automatically

from qdrant_client import QdrantClient
from qdrant_client.models import Distance, VectorParams, PointStruct
import numpy as np

client = QdrantClient("localhost", port=6333)
client.create_collection("my-collection",
    vectors_config=VectorParams(size=1536, distance=Distance.COSINE))

# Upsert is traced with point count:
client.upsert("my-collection", points=[
    PointStruct(id=1, vector=np.random.rand(1536).tolist(),
                payload={"source": "doc1"}),
])

# Search is traced with filters, limit, and latency:
results = client.search("my-collection",
    query_vector=np.random.rand(1536).tolist(), limit=5)

What Fluiq instruments in Qdrant

Every call to these methods is automatically traced, no decorators, no wrappers, no manual spans.

QdrantClient.search()
QdrantClient.search_batch()
QdrantClient.upsert()
QdrantClient.scroll()
QdrantClient.delete()
QdrantClient.create_collection()
QdrantClient.get_collection()
AsyncQdrantClient.search()

Start tracing Qdrant in 2 minutes

Free tier. No credit card. Full traces, security scanning, and evals on your first Qdrant call.

50,000 free traces / month · 1,000 evals / month · 14-day retention