--- title: "Scrapling vs data-prep-kit" type: "comparison" canonical_url: "https://www.graphcanon.com/compare/d4vinci-scrapling-vs-data-prep-kit-data-prep-kit" tools: ["d4vinci-scrapling", "data-prep-kit-data-prep-kit"] --- # Scrapling vs data-prep-kit *GraphCanon updated Jul 11, 2026* ## Verdict Pick Scrapling when scrapling is primarily Python; data-prep-kit is HTML; pick data-prep-kit when data-prep-kit is primarily HTML; Scrapling is Python. [Scrapling](https://scrapling.readthedocs.io/en/latest/) reports 69k GitHub stars, 6.8k forks, and 3 open issues, last pushed Jul 8, 2026. [data-prep-kit](https://data-prep-kit.github.io/data-prep-kit/) has 947 stars, 251 forks, and 223 open issues, last pushed Jun 22, 2026. Figures are from public GitHub metadata via [Scrapling's repository](https://github.com/D4Vinci/Scrapling) and [data-prep-kit's repository](https://github.com/data-prep-kit/data-prep-kit). | | [Scrapling](/tools/d4vinci-scrapling.md) | [data-prep-kit](/tools/data-prep-kit-data-prep-kit.md) | | --- | --- | --- | | Tagline | 🕷️ An adaptive Web Scraping framework that handles everything from a single request to a full-scale crawl! | Open source project for data preparation for GenAI applications | | Stars | 69,097 | 947 | | Forks | 6,836 | 251 | | Open issues | 3 | 223 | | Language | Python | HTML | | Adopt for | - | - | | Persona | - | - | | Runtime | - | - | | License | BSD-3-Clause | Apache-2.0 | | Categories | Data & Retrieval, Developer Tools | Data & Retrieval, LLM Frameworks, Developer Tools | ## Trust and health _Sourced signals - not a safety guarantee. No winner column._ | | [Scrapling](/tools/d4vinci-scrapling.md) | [data-prep-kit](/tools/data-prep-kit-data-prep-kit.md) | | --- | --- | --- | | Maintenance | Very active (96%) | Active (82%) | | Days since push | 2d | 18d | | Open issues (now) | 3 | 223 | | Owner type | User | Organization | | Security scan | No MCP manifest | No lockfile | | Full report | [trust report](/tools/d4vinci-scrapling/trust.md) | [trust report](/tools/data-prep-kit-data-prep-kit/trust.md) | ## Choose when ### Choose Scrapling if… - Scrapling is primarily Python; data-prep-kit is HTML. - License: Scrapling is BSD-3-Clause, data-prep-kit is Apache-2.0. - Tags unique to Scrapling: ai, ai-scraping, crawler, crawling. ### Choose data-prep-kit if… - data-prep-kit is primarily HTML; Scrapling is Python. - License: data-prep-kit is Apache-2.0, Scrapling is BSD-3-Clause. - Tags unique to data-prep-kit: data-prep, data-preprocessing-pipelines, datarecipes, code-quality. - Also covers LLM Frameworks. ## When NOT to use Scrapling - Data & Retrieval: Skip a heavy ingestion framework when your corpus is small and static; a script plus the embedding API is enough. - Developer Tools: A gateway is overkill when you're pinned to a single provider and model. ## When NOT to use data-prep-kit - Data & Retrieval: Skip a heavy ingestion framework when your corpus is small and static; a script plus the embedding API is enough. - LLM Frameworks: Avoid a framework for a single prompt-and-retrieve call; the abstraction can cost more than it saves. - Developer Tools: A gateway is overkill when you're pinned to a single provider and model. ## Common questions ### What is the difference between Scrapling and data-prep-kit? Scrapling: 🕷️ An adaptive Web Scraping framework that handles everything from a single request to a full-scale crawl!. data-prep-kit: Open source project for data preparation for GenAI applications. See the comparison table for live GitHub stats and shared categories. ### When should I choose Scrapling over data-prep-kit? Choose Scrapling over data-prep-kit when Scrapling is primarily Python; data-prep-kit is HTML; License: Scrapling is BSD-3-Clause, data-prep-kit is Apache-2.0; Tags unique to Scrapling: ai, ai-scraping, crawler, crawling. ### When should I choose data-prep-kit over Scrapling? Choose data-prep-kit over Scrapling when data-prep-kit is primarily HTML; Scrapling is Python; License: data-prep-kit is Apache-2.0, Scrapling is BSD-3-Clause; Tags unique to data-prep-kit: data-prep, data-preprocessing-pipelines, datarecipes, code-quality; Also covers LLM Frameworks. ### When should I avoid Scrapling? Data & Retrieval: Skip a heavy ingestion framework when your corpus is small and static; a script plus the embedding API is enough. Developer Tools: A gateway is overkill when you're pinned to a single provider and model. ### When should I avoid data-prep-kit? Data & Retrieval: Skip a heavy ingestion framework when your corpus is small and static; a script plus the embedding API is enough. LLM Frameworks: Avoid a framework for a single prompt-and-retrieve call; the abstraction can cost more than it saves. Developer Tools: A gateway is overkill when you're pinned to a single provider and model. ### Is Scrapling or data-prep-kit more popular on GitHub? Scrapling has more GitHub stars (69,097 vs 947). Stars measure visibility, not whether either tool fits your constraints. ### Are Scrapling and data-prep-kit open source? Yes - both are open-source projects on GitHub (Scrapling: BSD-3-Clause, data-prep-kit: Apache-2.0). ### Where can I find alternatives to Scrapling or data-prep-kit? GraphCanon lists graph-backed alternatives at [Scrapling alternatives](/tools/d4vinci-scrapling/alternatives) and [data-prep-kit alternatives](/tools/data-prep-kit-data-prep-kit/alternatives) ([Scrapling markdown twin](/tools/d4vinci-scrapling/alternatives.md), [data-prep-kit markdown twin](/tools/data-prep-kit-data-prep-kit/alternatives.md)), ranked by typed relationship edges rather than popularity votes. ### Is there a machine-readable version of this comparison? Yes. The markdown twin at [this comparison](/compare/d4vinci-scrapling-vs-data-prep-kit-data-prep-kit.md) mirrors this page for agents and LLM crawlers, with the same stats table and FAQ answers. ### Which is better maintained, Scrapling or data-prep-kit? Scrapling: Very active. data-prep-kit: Active. Compare maintenance labels, days since push, and release cadence in the trust section below - stars alone do not measure maintenance. ### Where are the full trust reports for Scrapling and data-prep-kit? GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: [Scrapling trust report](/tools/d4vinci-scrapling/trust); [data-prep-kit trust report](/tools/data-prep-kit-data-prep-kit/trust). --- **Machine-readable endpoints** - JSON: [`/api/graphcanon/graph?tool=d4vinci-scrapling`](/api/graphcanon/graph?tool=d4vinci-scrapling) - LLM index: [/llms.txt](/llms.txt) - Full corpus: [/llms-full.txt](/llms-full.txt) _GraphCanon - The knowledge graph for AI development. https://www.graphcanon.com/_