cross stack 100% Deterministic Spec Audit

Modal vs Scrapfly

Comparing architecture, runtime limits, open-source licenses, and monthly costs for autonomous agent pipelines.

Modal

Modal Labs Inc. (Erik Bernhardsson)

Detailed Specifications & Compatibility Matrix

Extracted directly from GitHub REST API & official developer documentation

Technical Feature / Metric Modal Scrapfly
Developer / Organization Modal Labs Inc. (Erik Bernhardsson) Scrapfly SAS
Open-Source Engine ✓ Open Source (Apache-2.0) ✕ Proprietary Cloud
GitHub Stars (Repo/SDK) ★ 528 GitHub Stars Proprietary / Closed Core
Core Repository Language Python Cloud API
Supported SDK Clients
python
pythontypescriptgocurl
Self-Hosted Deployment Hosted Only Hosted Only
Docker / Container Ready ✓ Official Image Managed
Model Context Protocol (MCP) ✓ Native MCP ✓ Native MCP
Billing Architecture usage based usage based
Developer Free Tier
✓ Yes

$30 USD in free compute credits every month

✓ Yes

1,000 free API credits

Entry Paid Tier (Monthly) Free / Custom $30 USD / mo
Pricing & Cost Architecture Every user receives $30/month in free compute credits perpetually. Pay-as-you-go CPU starts at $0.000015/core-second; NVIDIA GPUs (T4 to H100) are metered per millisecond. 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 Founded by Erik Bernhardsson (former CTO of Better and creator of Spotify's Annoy algorithm); designed to make cloud infrastructure and GPU clusters feel as seamless as a local Python import. 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

Modal Evaluation

Key Advantages

  • ✓ Pure Python infrastructure as code: define container images and cloud jobs using simple '@app.function' decorators
  • ✓ Sub-2 second container cold starts with on-demand access to NVIDIA A100, H100, and L4 GPUs without provisioning
  • ✓ Automated horizontal scaling across thousands of parallel workers with built-in queueing and output streaming

Limitations & Trade-Offs

  • ✕ Proprietary cloud runtime with no self-hosted on-premise execution engine available
  • ✕ Workloads must be structured around Modal's Python decorator conventions and cloud serialization rules

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

Modal Documentation Proof

PRICING:

"Pay-as-you-go CPU from $0.000015/core-second; GPU compute metered per millisecond."

FREE_TIER:

"Every account gets $30/month in free credits renewing monthly."

SELF_HOSTED:

"Hosted serverless cloud execution platform managed by Modal Labs."

Scrapfly Documentation Proof

PRICING:

"Discovery plan starts at $30/mo with 200,000 API credits and unlimited concurrency."

FREE_TIER:

"Free trial includes 1,000 credits to test all features and proxy networks."

SELF_HOSTED:

"Fully managed cloud infrastructure; integrations available via SDKs and REST."

Frequently Asked Questions: Modal vs Scrapfly

Architectural trade-offs and decision criteria

Is Modal or Scrapfly cheaper for developers?

Modal has a starting price of $0/mo (usage based), while Scrapfly starts at $30/mo (usage based). Modal includes a free tier ($30 USD in free compute credits every month). Scrapfly offers a free tier (1,000 free API credits).

Can I self-host Modal and Scrapfly in my own infrastructure?

Modal is a cloud-managed service only. In comparison, Scrapfly is proprietary cloud infrastructure.

Do Modal and Scrapfly support the Model Context Protocol (MCP)?

Modal has native support for MCP servers. Scrapfly fully supports Model Context Protocol integrations.

Which programming languages have official SDKs for Modal vs Scrapfly?

Modal provides official SDKs in: python. Meanwhile, Scrapfly supports: python, typescript, go, curl.