cross stack 100% Deterministic Spec Audit

Astra DB 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 Astra DB Scrapfly
Developer / Organization DataStax Inc. Scrapfly SAS
Open-Source Engine ✓ Open Source (Apache-2.0) ✕ Proprietary Cloud
GitHub Stars (Repo/SDK) ★ 30 GitHub Stars Proprietary / Closed Core
Core Repository Language TypeScript Cloud API
Supported SDK Clients
pythontypescriptjavacsharpgo
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

$25/mo free serverless credit (~80GB storage)

✓ Yes

1,000 free API credits

Entry Paid Tier (Monthly) $25 USD / mo $30 USD / mo
Pricing & Cost Architecture Free tier provides 80GB monthly data transfer and 25M read/write operations (~$25/mo value). Pay-as-you-go serverless scales from $0 based on actual operations and storage. 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 Powered by JVector, a pure Java vector search engine developed by DataStax that outperforms Lucene HNSW by using DiskANN-inspired graph indexing. 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

Astra DB Evaluation

Key Advantages

  • ✓ Built on Apache Cassandra: enterprise reliability, active-active multi-region replication, and zero downtime
  • ✓ JVector DiskANN index engine achieves higher recall and faster searches while storing vectors on SSD disk
  • ✓ Includes intuitive JSON Data API (Clojure-inspired) and native LangChain / LlamaIndex integrations

Limitations & Trade-Offs

  • ✕ Serverless pricing can scale with heavy multi-tenant indexing and continuous vector updates
  • ✕ Closed-source managed cloud tier (although underlying Apache Cassandra and JVector are open source)

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

Astra DB Documentation Proof

PRICING:

"Serverless pay-as-you-go includes $25 monthly free credit with additional usage billed per read/write unit."

FREE_TIER:

"Every Astra DB account includes $25 in monthly credit renewing perpetually."

SELF_HOSTED:

"Managed serverless cloud platform; JVector and Apache Cassandra engines are open source."

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: Astra DB vs Scrapfly

Architectural trade-offs and decision criteria

Is Astra DB or Scrapfly cheaper for developers?

Astra DB has a starting price of $25/mo (usage based), while Scrapfly starts at $30/mo (usage based). Astra DB includes a free tier ($25/mo free serverless credit (~80GB storage)). Scrapfly offers a free tier (1,000 free API credits).

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

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

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

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

Which programming languages have official SDKs for Astra DB vs Scrapfly?

Astra DB provides official SDKs in: python, typescript, java, csharp, go. Meanwhile, Scrapfly supports: python, typescript, go, curl.