FastWARC: Optimizing Large-Scale Web Archive Analytics
Not on the map. Why?
Abstract (arXiv)
Web search and other large-scale web data analytics rely on processing archives of web pages stored in a standardized and efficient format. Since its introduction in 2008, the IIPC's Web ARCive (WARC) format has become the standard format for this purpose. As a list of individually compressed records of HTTP requests and responses, it allows for constant-time random access to all kinds of web data via off-the-shelf open source parsers in many programming languages, such as WARCIO, the de-facto standard for Python. When processing web archives at the terabyte or petabyte scale, however, even small inefficiencies in these tools add up quickly, resulting in hours, days, or even weeks of wasted compute time. Reviewing the basic components of WARCIO and analyzing its bottlenecks, we proceed to build FastWARC, a new high-performance WARC processing library for Python, written in C++/Cython, which yields performance improvements by factors of 1.6-8x.
Key facts. Cited by 7 papers in the map (data through 14 Oct 2026). First posted on arXiv 22 Nov 2021.
Builds on
No reference list yet.
Built on by
Citing papers per year: 2023: 1; 2024: 3; 2025: 1; 2026: 2.
7 papers.
- 2023OpenWebMath: An Open Dataset of High-Quality Mathematical Web Textcited by 155
- 2025TiC-LM: A Web-Scale Benchmark for Time-Continual LLM Pretrainingcited by 15
- 2024mOSCAR: A Large-scale Multilingual and Multimodal Document-level Corpuscited by 9
- 2024Fundus: A Simple-to-Use News Scraper Optimized for High Quality Extractionscited by 7
- 2024Web Archives Metadata Generation with GPT-4o: Challenges and Insightscited by 1
- 2026Infini-News: Efficiently Queryable Access to 1.3 Billion Processed Common Crawl News Articlescited by 1
- 2026CORTEX: High-Quality Cross-Domain Organization of Web-Scale Corpora through Ontological Corpus Graphcited by 0
- 2026CORTEX: High-Quality Cross-Domain Organization of Web-Scale Corpora through Ontological Corpus Graph29 Jun 2026
- 2026Infini-News: Efficiently Queryable Access to 1.3 Billion Processed Common Crawl News Articles18 May 2026
- 2025TiC-LM: A Web-Scale Benchmark for Time-Continual LLM Pretraining2 Apr 2025
- 2024Web Archives Metadata Generation with GPT-4o: Challenges and Insights8 Nov 2024
- 2024mOSCAR: A Large-scale Multilingual and Multimodal Document-level Corpus13 Jun 2024
- 2024Fundus: A Simple-to-Use News Scraper Optimized for High Quality Extractions22 Mar 2024
- 2023OpenWebMath: An Open Dataset of High-Quality Mathematical Web Text10 Oct 2023