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Tools/ClickHouse vs Qdrant
ClickHouse

ClickHouse

vector-db
vs
Qdrant

Qdrant

vector-db

ClickHouse vs Qdrant — Comparison

Overview
What each tool does and who it's for

ClickHouse

Powering agentic systems with millisecond queries at petabyte scale.

Powering agentic systems with millisecond queries at petabyte scale. Langfuse is now part of ClickHouse. Discover the leading open-source platform for LLM observability, evaluations, and prompt management. Ideal for building, monitoring, and optimizing AI applications at scale. Deliver instant insights and dashboards at scale. Analyze billions of rows in real time with millisecond results. Store and query logs, metrics and traces at scale using ClickStack, the open source observability stack powered by ClickHouse. Analyze and explore data instantly for insights and apps. Scale faster by offloading heavy workloads. Power machine learning and GenAI with blazing-fast vector search, instant aggregations, and scalable training. “ClickHouse played an instrumental role in helping us develop and ship Claude 4.” “ClickHouse checked every box. We have availability, we have speed, we have durability. We have everything we could want.” “We needed something to slice and dice real-time data, like rides and driver hours across cities and regions where Lyft runs. Using ClickHouse resulted into a lot of performance benefits for us with huge cost savings for the org.” ClickHouse is faster than most traditional data warehouses and databases and is most often used when real-time queries on large datasets are necessary at an affordable cost. However, developers also often use ClickHouse on top of their CDWH or OLTP databases to act as a “speed layer” within their existing infrastructure. OLAP stands for “online analytical processing” which contrasts from OLTP, or “online transaction processing.” As the name suggests, OLAP databases perform significantly better compared to OLTP databases for analytical workloads common with large datasets. In order to easily process large amounts of data, ClickHouse uses highly optimized compression techniques and vectorized query execution to maximize CPU efficiency.

Qdrant

Qdrant is an Open-Source Vector Search Engine written in Rust. It provides fast and scalable vector similarity search service with convenient API.

Based on the limited social mentions provided, there isn't enough substantive user feedback to comprehensively summarize what users think about Qdrant. The social mentions consist mainly of YouTube video titles without actual user reviews or detailed discussions. The one HackerNews mention appears to be about a different AI agent runtime tool rather than Qdrant itself. To provide an accurate summary of user sentiment about Qdrant, more detailed reviews, forum discussions, or social media posts with actual user experiences would be needed.

Key Metrics
—
Avg Rating
—
0
Mentions (30d)
0
46,679
GitHub Stars
29,940
8,264
GitHub Forks
2,150
—
npm Downloads/wk
423,508
—
PyPI Downloads/mo
—
Community Sentiment
How developers feel about each tool based on mentions and reviews

ClickHouse

0% positive100% neutral0% negative

Qdrant

0% positive100% neutral0% negative
Pricing

ClickHouse

usage-based + tiered

Qdrant

tieredFree tier

Pricing found: $50

Use Cases
When to use each tool

ClickHouse (1)

Built for every modern data challenge

Qdrant (2)

Build AI Search the Way You WantSemantic Search
Features

Only in ClickHouse (10)

Join our communityComparisonsReal-time analyticsObservabilityData warehousingML GenAIBlazing fastDeveloper friendlyCost effectiveClickHouse Cloud

Only in Qdrant (10)

Expansive Metadata FiltersNative Hybrid Search (Dense + Sparse)Built-in MultivectorEfficient, One-Stage FilteringFull-Spectrum RerankingQdrant CloudQdrant Hybrid CloudQdrant Private CloudQdrant Edge (Beta)Highest‑Performance Vector Search Engine
Developer Ecosystem
—
GitHub Repos
129
—
GitHub Followers
1,590
20
npm Packages
20
8
HuggingFace Models
40
—
SO Reputation
—
Pain Points
Top complaints from reviews and social mentions

ClickHouse

No data yet

Qdrant

token usage (1)cost tracking (1)
Product Screenshots

ClickHouse

ClickHouse screenshot 1

Qdrant

Qdrant screenshot 1Qdrant screenshot 2Qdrant screenshot 3
Company Intel
information technology & services
Industry
information technology & services
300
Employees
95
$1.1B
Funding
$88.7M
Series C
Stage
Series B
Supported Languages & Categories

ClickHouse

AI/MLFinTechDevOpsSecurityAnalytics

Qdrant

AI/MLDevOpsSecurityDeveloper Tools
View ClickHouse Profile View Qdrant Profile