Qdrant vs Scrapfly
Comparing architecture, runtime limits, open-source licenses, and monthly costs for autonomous agent pipelines.
Detailed Specifications & Compatibility Matrix
Extracted directly from GitHub REST API & official developer documentation
| Technical Feature / Metric | Qdrant | Scrapfly |
|---|---|---|
| Developer / Organization | Qdrant Solutions GmbH (Andre Zayarni & Andrey Vasnetsov) | Scrapfly SAS |
| Open-Source Engine | ✓ Open Source (Apache-2.0) | ✕ Proprietary Cloud |
| GitHub Stars (Repo/SDK) | ★ 35,242 GitHub Stars | Proprietary / Closed Core |
| Core Repository Language | Rust | Cloud API |
| Supported SDK Clients | ||
| Self-Hosted Deployment | ✓ Supported | Hosted Only |
| Docker / Container Ready | ✓ Official Image | Managed |
| Model Context Protocol (MCP) | ✓ Native MCP | ✓ Native MCP |
| Billing Architecture | hybrid | usage based |
| Developer Free Tier | ✓ Yes Permanent 1GB cluster on Qdrant Cloud + unlimited self-hosted | ✓ Yes 1,000 free API credits |
| Entry Paid Tier (Monthly) | $25 USD / mo | $30 USD / mo |
| Pricing & Cost Architecture | 100% Free and open-source under Apache-2.0 for self-hosting. Qdrant Cloud provides a perpetual 1GB free cluster; production dedicated managed clusters start at $25/mo. | Free trial provides 1,000 initial API credits. Discovery plan starts at $30/mo for 200,000 API credits (basic request = 1 credit; JS rendering + residential proxy = 5-25 credits). |
| Key Engineering Insight | Engineered from scratch in Rust with SIMD hardware optimizations to prevent unpredictable garbage collection pauses that plague Java- and C++-based vector engines. | Uses custom-patched Chromium instances to mimic real residential JA3/TLS browser fingerprints, bypassing Cloudflare Turnstile and DataDome automatically. |
Strengths & Trade-Offs
Objective engineering evaluation of both platforms
Qdrant Evaluation
Key Advantages
- ✓ Written in Rust with native SIMD instruction support, delivering ultra-high search throughput and low tail latencies
- ✓ Full payload-based metadata filtering with comprehensive payload indexing without search degradation
- ✓ Permissive Apache-2.0 open-source license with official Docker images, Kubernetes Helm charts, and cloud clusters
Limitations & Trade-Offs
- ✕ Self-hosting multi-node distributed clusters requires operational tuning of RAM, disk cache, and snapshots
- ✕ Configuring scalar quantization thresholds requires testing to balance memory reduction against recall accuracy
Scrapfly Evaluation
Key Advantages
- ✓ Advanced Anti-Scraping Protection (ASP) with automated residential proxy rotation and CAPTCHA solving
- ✓ Direct markdown format extraction parameter (&format=markdown) built specifically for LLM ingestion
- ✓ Full JavaScript rendering engine supporting custom pre-scrape evaluate scripts and scroll triggers
Limitations & Trade-Offs
- ✕ Advanced proxy and headless browser features consume between 5 and 25 API credits per request
- ✕ Strictly cloud-hosted API; no on-premise Docker deployment option
Source Quotes
Direct excerpts from official documentation backing our extracted specifications
Qdrant Documentation Proof
"Managed Qdrant Cloud dedicated clusters begin at $25/month."
"Free 1GB cluster available on Qdrant Cloud forever."
"100% open source under Apache 2.0 with official Docker and Kubernetes manifests."
Scrapfly Documentation Proof
"Discovery plan starts at $30/mo with 200,000 API credits and unlimited concurrency."
"Free trial includes 1,000 credits to test all features and proxy networks."
"Fully managed cloud infrastructure; integrations available via SDKs and REST."
Frequently Asked Questions: Qdrant vs Scrapfly
Architectural trade-offs and decision criteria
Is Qdrant or Scrapfly cheaper for developers?
Qdrant has a starting price of $25/mo (hybrid), while Scrapfly starts at $30/mo (usage based). Qdrant includes a free tier (Permanent 1GB cluster on Qdrant Cloud + unlimited self-hosted). Scrapfly offers a free tier (1,000 free API credits).
Can I self-host Qdrant and Scrapfly in my own infrastructure?
Qdrant is self-hostable under the Apache-2.0 license. In comparison, Scrapfly is proprietary cloud infrastructure.
Do Qdrant and Scrapfly support the Model Context Protocol (MCP)?
Qdrant has native support for MCP servers. Scrapfly fully supports Model Context Protocol integrations.
Which programming languages have official SDKs for Qdrant vs Scrapfly?
Qdrant provides official SDKs in: rust, python, typescript, go. Meanwhile, Scrapfly supports: python, typescript, go, curl.