--- title: "seatunnel vs firecrawl" type: "comparison" canonical_url: "https://www.graphcanon.com/compare/apache-seatunnel-vs-firecrawl-firecrawl" tools: ["apache-seatunnel", "firecrawl-firecrawl"] --- # seatunnel vs firecrawl *GraphCanon updated Aug 22, 2026* ## Verdict Pick seatunnel if seaTunnel is a powerful, Apache-licensed Java tool for seamless and scalable data integration across various modes – batch and streaming. It supports CDC and can be deployed in high-performance environments; pick firecrawl if fireCrawl is an API-driven toolkit built for conducting scalable searches, scraping tasks, and interactive operations with the web using AI agents. [seatunnel](https://seatunnel.apache.org/) reports 9.6k GitHub stars, 2.4k forks, and 684 open issues, last pushed Aug 21, 2026. [firecrawl](https://firecrawl.dev) has 168k stars, 9.4k forks, and 508 open issues, last pushed Aug 15, 2026. Figures are from public GitHub metadata via [seatunnel's repository](https://github.com/apache/seatunnel) and [firecrawl's repository](https://github.com/firecrawl/firecrawl). | | [seatunnel](/tools/apache-seatunnel.md) | [firecrawl](/tools/firecrawl-firecrawl.md) | | --- | --- | --- | | Tagline | SeaTunnel is a multimodal, high-performance, distributed, massive data integration tool. | The API to search, scrape, and interact with the web at scale. 🔥 | | Stars | 9,570 | 167,794 | | Forks | 2,366 | 9,398 | | Open issues | 684 | 508 | | Language | Java | TypeScript | | Adopt for | SeaTunnel is a powerful, Apache-licensed Java tool for seamless and scalable data integration across various modes – batch and streaming. It supports CDC and can be deployed in high-performance environments. | FireCrawl is an API-driven toolkit built for conducting scalable searches, scraping tasks, and interactive operations with the web using AI agents. | | Persona | - | - | | Runtime | - | - | | License | Apache-2.0 | AGPL-3.0 license requires that any changes to FireCrawl's source code also be made available as free software when the adapted version is used. | | Categories | Data & Retrieval | AI Agents, Data & Retrieval | ## Trust and health _Sourced signals - not a safety guarantee. No winner column._ | | [seatunnel](/tools/apache-seatunnel.md) | [firecrawl](/tools/firecrawl-firecrawl.md) | | --- | --- | --- | | Open issues (now) | 684 | 508 | | Stars delta | +70 (30d) | +16k (30d) | | Open issues delta | +86 (30d) | +106 (30d) | | Full report | [trust report](/tools/apache-seatunnel/trust.md) | [trust report](/tools/firecrawl-firecrawl/trust.md) | ## Decision facts: seatunnel - **Adopt for:** SeaTunnel is a powerful, Apache-licensed Java tool for seamless and scalable data integration across various modes – batch and streaming. It supports CDC and can be deployed in high-performance environments. ## Decision facts: firecrawl - **Hosting:** self hosted - FireCrawl can be deployed on your infrastructure, giving you complete control over where and how the API interacts with web data. - **Requirements:** Min 4 GB RAM; Requires Docker - **Adopt for:** FireCrawl is an API-driven toolkit built for conducting scalable searches, scraping tasks, and interactive operations with the web using AI agents. - **License detail:** AGPL-3.0 license requires that any changes to FireCrawl's source code also be made available as free software when the adapted version is used. ## Choose when ### Choose seatunnel if… - seatunnel is primarily Java; firecrawl is TypeScript. - License: seatunnel is Apache-2.0, firecrawl is AGPL-3.0. - Tags unique to seatunnel: apache, batch, cdc, change-data-capture. - - When you need to handle both offline (batch) and real-time data processing within the same workflow. ### Choose firecrawl if… - firecrawl is primarily TypeScript; seatunnel is Java. - License: firecrawl is AGPL-3.0, seatunnel is Apache-2.0. - FireCrawl can be deployed on your infrastructure, giving you complete control over where and how the API interacts with web data. - Requirements: Min 4 GB RAM; Requires Docker. - Tags unique to firecrawl: ai-agents, crawler, scraping, search. - Also covers AI Agents. - When you need to automate complex web interactions that require understanding context or content from multiple sources, leveraging its AI agent capabilities. ## When NOT to use seatunnel - - For projects that do not require the scalability and performance enhancements provided by SeaTunnel; opt for it exclusively when handling large-scale or mission-critical data flows. - - If your project already extensively uses another Apache tool with tightly integrated components, switching to SeaTunnel might introduce unnecessary complexity. ## When NOT to use firecrawl - For lightweight scraping tasks where minimal data extraction is sufficient and speed is of utmost importance without the need for advanced AI analysis. - If you require open-source components under a license other than AGPL-3.0, as this license may impose certain restrictions on derivative works. ## Common questions ### What is the difference between seatunnel and firecrawl? seatunnel: SeaTunnel is a multimodal, high-performance, distributed, massive data integration tool.. firecrawl: The API to search, scrape, and interact with the web at scale. 🔥. See the comparison table for live GitHub stats and shared categories. ### When should I choose seatunnel over firecrawl? Choose seatunnel over firecrawl when seatunnel is primarily Java; firecrawl is TypeScript; License: seatunnel is Apache-2.0, firecrawl is AGPL-3.0; Tags unique to seatunnel: apache, batch, cdc, change-data-capture; - When you need to handle both offline (batch) and real-time data processing within the same workflow. ### When should I choose firecrawl over seatunnel? Choose firecrawl over seatunnel when firecrawl is primarily TypeScript; seatunnel is Java; License: firecrawl is AGPL-3.0, seatunnel is Apache-2.0; FireCrawl can be deployed on your infrastructure, giving you complete control over where and how the API interacts with web data; Requirements: Min 4 GB RAM; Requires Docker; Tags unique to firecrawl: ai-agents, crawler, scraping, search; Also covers AI Agents; When you need to automate complex web interactions that require understanding context or content from multiple sources, leveraging its AI agent capabilities. ### When should I avoid seatunnel? - For projects that do not require the scalability and performance enhancements provided by SeaTunnel; opt for it exclusively when handling large-scale or mission-critical data flows. - If your project already extensively uses another Apache tool with tightly integrated components, switching to SeaTunnel might introduce unnecessary complexity. ### When should I avoid firecrawl? For lightweight scraping tasks where minimal data extraction is sufficient and speed is of utmost importance without the need for advanced AI analysis. If you require open-source components under a license other than AGPL-3.0, as this license may impose certain restrictions on derivative works. ### Is seatunnel or firecrawl more popular on GitHub? firecrawl has more GitHub stars (167,794 vs 9,570). Stars measure visibility, not whether either tool fits your constraints. ### Are seatunnel and firecrawl open source? Yes - both are open-source projects on GitHub (seatunnel: Apache-2.0, firecrawl: AGPL-3.0). ### Where can I find alternatives to seatunnel or firecrawl? GraphCanon lists graph-backed alternatives at [seatunnel alternatives](/tools/apache-seatunnel/alternatives) and [firecrawl alternatives](/tools/firecrawl-firecrawl/alternatives) ([seatunnel markdown twin](/tools/apache-seatunnel/alternatives.md), [firecrawl markdown twin](/tools/firecrawl-firecrawl/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/apache-seatunnel-vs-firecrawl-firecrawl.md) mirrors this page for agents and LLM crawlers, with the same stats table and FAQ answers. ### Which is better maintained, seatunnel or firecrawl? seatunnel: Very active. firecrawl: Very 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 seatunnel and firecrawl? GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: [seatunnel trust report](/tools/apache-seatunnel/trust); [firecrawl trust report](/tools/firecrawl-firecrawl/trust). --- **Machine-readable endpoints** - JSON: [`/api/graphcanon/graph?tool=apache-seatunnel`](/api/graphcanon/graph?tool=apache-seatunnel) - 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/_