cross stack 100% Deterministic Spec Audit

Apify vs Vespa

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

Apify

Apify Technologies (Jan Čurn & Jakub Balada)

Vespa

Vespa.ai (Ex-Yahoo Search Engineering)

Detailed Specifications & Compatibility Matrix

Extracted directly from GitHub REST API & official developer documentation

Technical Feature / Metric Apify Vespa
Developer / Organization Apify Technologies (Jan Čurn & Jakub Balada) Vespa.ai (Ex-Yahoo Search Engineering)
Open-Source Engine ✓ Open Source (Apache-2.0) ✓ Open Source (Apache-2.0)
GitHub Stars (Repo/SDK) ★ 26,265 GitHub Stars ★ 7,145 GitHub Stars
Core Repository Language TypeScript Java
Supported SDK Clients
pythontypescriptjavascriptcurl
pythonjavagocurl
Self-Hosted Deployment ✓ Supported ✓ Supported
Docker / Container Ready ✓ Official Image ✓ Official Image
Model Context Protocol (MCP) ✓ Native MCP Standard REST/gRPC
Billing Architecture usage based hybrid
Developer Free Tier
✓ Yes

$5 free platform credits / mo

✓ Yes

100% Free Open-Source (Self-Hosted) + Cloud Trial

Entry Paid Tier (Monthly) $49 USD / mo $190 USD / mo
Pricing & Cost Architecture Free tier includes $5/mo in platform credits (~12 compute units). Starter plan is $49/mo ($49 prepaid usage) at $0.40 per Compute Unit (1 CU = 1GB RAM for 1 hour). 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 Maintains Crawlee, one of the most popular open-source scraping libraries, and hosts a marketplace of over 2,000 ready-made cloud Actors for LLM data ingestion. 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

Apify Evaluation

Key Advantages

  • ✓ Hosts over 2,000 pre-built scraping and automation Actors for major web services and marketplaces
  • ✓ Maintains Crawlee, the gold-standard open-source scraping library with automated proxy management and fingerprinting
  • ✓ Official Model Context Protocol (MCP) server support and official SDKs for Python and JavaScript

Limitations & Trade-Offs

  • ✕ Pricing based on Compute Units (CUs) can become complex to project across large multi-actor agent workflows
  • ✕ Free tier $5 credit allowance is shared across storage, data transfer, and actor compute

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

Apify Documentation Proof

PRICING:

"Starter plan at $49/month includes $49 usage and pay-as-you-go scaling at $0.40 per Compute Unit."

FREE_TIER:

"Free tier includes $5 monthly platform credits renew each month."

SELF_HOSTED:

"Crawlee library is 100% open source and self-hostable with Docker."

Vespa Documentation Proof

PRICING:

"Open source is 100% free under Apache 2.0; Vespa Cloud pricing is metered per node-hour starting at $0.26/hr."

FREE_TIER:

"Free to self-host with unlimited data; free trial credits available for Vespa Cloud."

SELF_HOSTED:

"Vespa is open-source and provides official Docker images and Kubernetes operators."

Frequently Asked Questions: Apify vs Vespa

Architectural trade-offs and decision criteria

Is Apify or Vespa cheaper for developers?

Apify has a starting price of $49/mo (usage based), while Vespa starts at $190/mo (hybrid). Apify includes a free tier ($5 free platform credits / mo). Vespa offers a free tier (100% Free Open-Source (Self-Hosted) + Cloud Trial).

Can I self-host Apify and Vespa in my own infrastructure?

Apify is self-hostable under the Apache-2.0 license. In comparison, Vespa is available for self-hosting with Apache-2.0 licensing.

Do Apify and Vespa support the Model Context Protocol (MCP)?

Apify has native support for MCP servers. Vespa does not advertise built-in MCP protocol bindings.

Which programming languages have official SDKs for Apify vs Vespa?

Apify provides official SDKs in: python, typescript, javascript, curl. Meanwhile, Vespa supports: python, java, go, curl.