Scrapfly vs Vespa
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 | Scrapfly | Vespa |
|---|---|---|
| Developer / Organization | Scrapfly SAS | Vespa.ai (Ex-Yahoo Search Engineering) |
| Open-Source Engine | ✕ Proprietary Cloud | ✓ Open Source (Apache-2.0) |
| GitHub Stars (Repo/SDK) | Proprietary / Closed Core | ★ 7,145 GitHub Stars |
| Core Repository Language | Cloud API | Java |
| Supported SDK Clients | ||
| Self-Hosted Deployment | Hosted Only | ✓ Supported |
| Docker / Container Ready | Managed | ✓ Official Image |
| Model Context Protocol (MCP) | ✓ Native MCP | Standard REST/gRPC |
| Billing Architecture | usage based | hybrid |
| Developer Free Tier | ✓ Yes 1,000 free API credits | ✓ Yes 100% Free Open-Source (Self-Hosted) + Cloud Trial |
| Entry Paid Tier (Monthly) | $30 USD / mo | $190 USD / mo |
| Pricing & Cost Architecture | 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). | 100% Free open-source engine (Apache-2.0) for self-hosting via Docker. Vespa Cloud managed clusters start at ~$0.26/hour (~$190/mo) with free trial credits. |
| Key Engineering Insight | Uses custom-patched Chromium instances to mimic real residential JA3/TLS browser fingerprints, bypassing Cloudflare Turnstile and DataDome automatically. | Originally engineered by Yahoo to serve billions of real-time queries per day; evaluates machine-learned ranking models (ONNX/XGBoost) directly inside the storage nodes. |
Strengths & Trade-Offs
Objective engineering evaluation of both platforms
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
Vespa Evaluation
Key Advantages
- ✓ Evaluates custom ML ranking models (ONNX, ColBERT, cross-encoders) directly inside storage nodes in real time
- ✓ Proven enterprise scale: handles tens of billions of vectors and hundreds of thousands of queries per second
- ✓ True hybrid search: merges BM25, vector ANN, and structured relational filters in a single execution phase
Limitations & Trade-Offs
- ✕ Steep operational learning curve and complex XML/YML application package schema definitions
- ✕ High hardware resource footprint compared to lightweight single-binary vector stores
Source Quotes
Direct excerpts from official documentation backing our extracted specifications
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."
Vespa Documentation Proof
"Open source is 100% free under Apache 2.0; Vespa Cloud pricing is metered per node-hour starting at $0.26/hr."
"Free to self-host with unlimited data; free trial credits available for Vespa Cloud."
"Vespa is open-source and provides official Docker images and Kubernetes operators."
Frequently Asked Questions: Scrapfly vs Vespa
Architectural trade-offs and decision criteria
Is Scrapfly or Vespa cheaper for developers?
Scrapfly has a starting price of $30/mo (usage based), while Vespa starts at $190/mo (hybrid). Scrapfly includes a free tier (1,000 free API credits). Vespa offers a free tier (100% Free Open-Source (Self-Hosted) + Cloud Trial).
Can I self-host Scrapfly and Vespa in my own infrastructure?
Scrapfly is a cloud-managed service only. In comparison, Vespa is available for self-hosting with Apache-2.0 licensing.
Do Scrapfly and Vespa support the Model Context Protocol (MCP)?
Scrapfly has native support for MCP servers. Vespa does not advertise built-in MCP protocol bindings.
Which programming languages have official SDKs for Scrapfly vs Vespa?
Scrapfly provides official SDKs in: python, typescript, go, curl. Meanwhile, Vespa supports: python, java, go, curl.