i
2 Derive Management Solutions Pvt Ltd Jobs
Senior Web Scraping Developer (5-7 yrs)
Derive Management Solutions Pvt Ltd
posted 6d ago
Key skills for the job
About the Job
Role Overview :
- We are seeking a highly skilled and experienced Senior Web Scraping Developer to lead the design, development, and maintenance of sophisticated web scraping solutions.
- You will be instrumental in building robust, scalable, and efficient data extraction pipelines, tackling complex anti-scraping measures, and ensuring the delivery of high-quality, actionable data.
- This role requires a deep understanding of web technologies, strong problem-solving skills, and the ability to work independently and collaboratively within a dynamic team.
Key Responsibilities :
Advanced Scraping Development :
- Design and implement advanced web scraping solutions using Python, JavaScript, and related frameworks (Scrapy, Selenium, Puppeteer, Beautiful Soup).
- Develop and maintain parsers to extract structured data from diverse and complex websites.
- Implement sophisticated techniques for handling dynamic content, including AJAX, JavaScript rendering, and single-page applications (SPAs).
- Optimize scraping processes for speed, reliability, and minimal resource consumption.
Anti-Crawling and Security :
- Develop and implement robust anti-crawling countermeasures, including IP rotation, proxy management, CAPTCHA solving, and user-agent manipulation.
- Analyze and circumvent advanced anti-scraping techniques, such as honeypots, bot detection, and rate limiting.
- Ensure compliance with website terms of service and ethical scraping practices.
- Implement and manage browser fingerprinting avoidance.
Data Pipeline and Storage :
- Design, develop, and maintain efficient data pipelines for processing, transforming, and storing scraped data.
- Optimize database schemas and queries for large-scale data storage and retrieval (PostgreSQL, MySQL, NoSQL databases).
- Implement data validation and quality control measures to ensure data accuracy and consistency.
- Implement data versioning, and change tracking.
Backend and Cloud Integration :
- Develop and maintain backend APIs using frameworks like Flask, FastAPI, Django, or Node.js to expose scraped data.
- Integrate web scraping solutions with cloud platforms (Azure) for scalability, reliability, and cost-effectiveness.
- Implement serverless functions and containerization (Docker, Kubernetes) for efficient deployment and management.
- Utilize message queues (RabbitMQ, Kafka) for distributed scraping tasks.
Data Analysis and ML/NLP :
- Utilize data processing libraries (NumPy, Pandas) for data cleaning, transformation, and analysis.
- Implement machine learning and natural language processing techniques for data enrichment, sentiment analysis, and information extraction.
- Develop and maintain data visualization tools and dashboards to present scraped data insights.
- Develop data quality reports, and anomaly detection.
Testing and Debugging :
- Conduct thorough testing of scraping scripts and data pipelines to ensure reliability and accuracy.
- Utilize API testing tools (Postman, MITM proxies, browser DevTools) for debugging and troubleshooting.
- Implement logging and monitoring systems to track scraping performance and identify issues.
- Implement unit testing, integration testing, and end-to-end testing.
Collaboration and Communication :
- Work closely with data scientists, analysts, and other stakeholders to understand data requirements and deliver solutions. -
- Document technical specifications, code, and processes.
- Mentor junior developers and share knowledge of web scraping best practices.
- Participate in code reviews.
Research and Development :
- Stay up to date with the newest techniques in web scraping, and anti-scraping countermeasures.
- Research and implement new tools and technologies to improve scraping efficiency and effectiveness.
Required Skills :
- Expert proficiency in Python and JavaScript.
- Extensive experience with web scraping frameworks and libraries (Scrapy, Selenium, Puppeteer, Beautiful Soup).
- Deep understanding of HTTP/HTTPS protocols, APIs, and web technologies.
- Strong knowledge of database systems (SQL, NoSQL) and data warehousing concepts.
- Proven experience with cloud platforms (Azure, AWS, GCP) and containerization technologies (Docker, Kubernetes).
- Advanced knowledge of anti-crawling techniques and security best practices.
- Experience with data processing and analysis libraries (NumPy, Pandas, Scikit-learn).
- Familiarity with machine learning and natural language processing concepts.
- Proficiency in API testing and debugging tools.
- Strong understanding of network protocols, and web browser internals.
- experience with version control systems (Git).
- Experience with CI/CD pipelines.
Qualifications :
- Bachelor's or Master's degree in Computer Science, Software Engineering, or a related field.
- 5+ years of professional experience in web scraping, data extraction, or related areas.
- Proven track record of developing and deploying large-scale web scraping solutions.
- Strong problem-solving and analytical skills.
- Excellent communication and collaboration skills.
Functional Areas: Other
Read full job description