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I’m working on a Python project that scrapes data from multiple websites and parses it into a structured format for analysis. However, I’m running into a few bugs with the scraping logic, parsing issues, and some edge cases that the code doesn’t handle well. I need a freelancer to help fix these bugs and optimize the code. Project Details: - Some websites are throwing errors when scraping specific pages (need help with error handling). - Data parsing is inconsistent; sometimes the data isn’t cleaned properly (need help with parsing and formatting). - The code runs slowly for large datasets (need optimization). - The code doesn’t handle certain edge cases where the webpage layout changes (need fixes for those). I will provide access to the code and sample data to help you diagnose the issues. Requirements: Expertise in Python (especially with web scraping libraries like BeautifulSoup, requests, Scrapy, etc.). Strong understanding of data parsing and optimization techniques. Experience in handling edge cases in scraping. Timeline: I need the bugs fixed within 3 days. The sooner, the better! Budget: $30-$50, depending on how quickly the issues can be resolved.
Project ID: 40367401
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Hi, It sounds like you're dealing with a few challenges around web scraping and data parsing. I can help you address the bugs and optimize your Python code for better performance. To fix the errors, I'll enhance the error handling, ensuring your scraper gracefully handles different website structures. For the parsing issues, I’ll clean and format the data consistently, addressing any edge cases where page layouts change. I’ll also work on optimizing the performance for large datasets to make the process run more efficiently. I’ve worked with Python libraries like BeautifulSoup, requests, and Scrapy on similar projects and can get your issues resolved quickly within your timeline. Best Regards, Jeferson.
$48 USD in 1 day
2.0
2.0
38 freelancers are bidding on average $109 USD for this job

Hi, Bug fixing and optimisation on an existing scraper is well-scoped work and three days is realistic if the codebase is reasonably contained. The four issues you described are all familiar territory. Error handling on scraper failures usually means adding proper retry logic with exponential backoff, catching specific HTTP error codes rather than broad exceptions, and logging failed URLs for review rather than silently skipping them. Inconsistent parsing is typically a selector brittle against minor HTML changes, which gets fixed by making the extraction logic defensive and adding fallback selectors. Slow performance on large datasets almost always comes down to synchronous requests that can be converted to async using aiohttp or a Scrapy pipeline, which can cut runtime dramatically. Layout change edge cases need conditional logic that detects which page variant it is looking at before attempting extraction. I have built data pipeline and scraping work across several projects including Track Right which processed real-time logistics data across changing external sources, our RPA automation work which involved extracting and parsing structured data from web interfaces that were not designed for it, and Seed Cleaner which handled complex data ingestion and cleaning pipelines with multiple input formats. Can you share a sample of the error output you are seeing and confirm whether the sites you are scraping have any login or session requirements? Best Regards, Jenifer
$140 USD in 7 days
9.4
9.4

I have extensive experience in Python, web scraping, and data parsing, making me well-equipped to address the issues you're facing with your project. I understand that you need help with error handling, data parsing, optimization, and handling edge cases in scraping. I am confident in my ability to tackle these challenges efficiently and effectively. I will ensure that the bugs are fixed within your 3-day timeline. Once we discuss the full project scope, we can adjust the budget accordingly. Please go through my profile its 15 years old see the work I did over the years. No Win No Fee means that your satisfaction is my utmost priority. Lets discuss the job details. Moreover, I am willing to start the job and perform tasks without even being hired; it is just to show my commitment to this project. Looking forward to hear from you.
$123 USD in 6 days
7.9
7.9

Hi there, We can help diagnose and fix the scraping, parsing, and edge-case issues in the Python codebase. Our approach would be to first reproduce the failures, isolate the root causes, then apply targeted fixes and check the updated logic against the sample data you provide. We will also look for practical performance improvements where they fit within the existing structure. We keep communication and payment on Freelancer only, and we will work in a focused way to meet your timeline as efficiently as possible. Best Regards, 8veer
$48 USD in 3 days
6.2
6.2

Hello, I understand the challenges you are facing with your Python web scraping and data parsing project. With over a decade of experience in Python development, web scraping, and data analysis, I am confident that I can help you resolve these issues efficiently. Having worked on similar projects in the past (please see my portfolio for reference), I am well-versed in handling errors, optimizing code for speed, and addressing edge cases in web scraping. My approach involves thorough debugging of the scraping logic, implementing robust error handling, improving data parsing techniques, and optimizing code performance for faster execution. I recommend implementing a more streamlined data cleaning process to enhance accuracy and efficiency. I am committed to delivering high-quality results promptly. Let's discuss how we can move forward with your project. Looking forward to collaborating with you. Best regards,
$140 USD in 7 days
5.7
5.7

https://www.freelancer.com/projects/data-scraping/Automated-Counterfeit-Detection/reviews Dear. Nice to meet you. I am very pleasure to submit my proposal on your scrapping and automation project. I have many experiences in these field using python. Recently, I developed Automated Counterfeit Detection and Reporting System on Amazon. You can check this in my portfolio. I am sure and I can start immediately. I will wait for your good news. Thank you.
$50 USD in 2 days
5.8
5.8

Hi, I am a Python developer with 8 years of rich experience with a background in web scraping and data processing. I am familiar with Python, BeautifulSoup, Scrapy, Data Processing, Debugging. For this project, the most important part is stabilising the scraping and parsing logic to handle errors and layout changes correctly. This ensures consistent data output and avoids failures on large datasets. I will focus on fixing edge cases, improving parsing accuracy, and optimizing performance for faster execution. I'm an individual freelancer and can work on any time zone you want. Please contact me with the best time for you to have a quick chat. Looking forward to discussing more details. Thanks. Emile.
$250 USD in 7 days
5.5
5.5

Dear Client, Greetings!! I have gone through your project description and I’m confident that I am a strong fit for this task. I have more than 7 years of experience in Python, web scraping, and data processing, I have worked extensively with BeautifulSoup, Requests, and Scrapy to build and debug reliable scraping systems. I can quickly identify and fix the issues in your code, including handling scraping errors, improving parsing consistency, and addressing edge cases caused by layout changes. I will also optimize the code for better performance on large datasets, ensuring faster and more stable execution. My approach focuses on clean, maintainable fixes so your scraper remains reliable even as websites evolve. I am available to start immediately and can deliver within your timeline. Regards, Rojan.U
$145 USD in 7 days
4.9
4.9

For over a decade, I have been a committed problem-solver and Python enthusiast, often finding simple solutions to complex technical issues. My strong background in data science, machine learning, as well as my extensive experience in web scraping and data collection, leaves me confident that I can swiftly diagnose and resolve the issues you're facing with your code. Specifically, I can optimize your code to effectively handle larger datasets, ensure accurate data parsing, fix any issues caused by sudden changes to the websites' layouts and skillfully manage the edge cases that the code is currently missing. Additionally, I am well-versed in troubleshooting errors during the data-scraping process. With a well-rounded set of tools including BeautifulSoup, requests, Scrapy, among others. My deep understanding of not only Python but also C, C++, C# means I don't just fix bugs; I implement long-lasting and efficient solutions while mindful of time and resource optimization. Your budget range of $30 - $50 aligns with my work ethic to always deliver value while maintaining a sense of practicality.
$100 USD in 3 days
5.1
5.1

Hello dear, I’m a full-stack developer with 10+ years of experience in Python, specializing in web scraping, data parsing, and performance optimization using tools like BeautifulSoup, Requests, and Scrapy. I understand your issues with scraping errors, inconsistent parsing, slow performance, and unhandled edge cases. I will debug your existing code, implement robust error handling (retries, timeouts, fallbacks), improve parsing logic for clean and structured output, and optimize performance for large datasets. I’ll also make the scraper resilient to layout changes using adaptive selectors. My approach ensures stable, fast, and maintainable scraping workflows. Let’s fix and optimize your project efficiently. Best regards, Md Ruhul
$70 USD in 4 days
5.2
5.2

Hello, I am Vishal Maharaj, a seasoned professional with 20 years of experience in JavaScript, Python, Software Architecture, Backend Development, Git, and Web Scraping. I have carefully reviewed your project requirements regarding fixing bugs in Python, web scraping, and data parsing. To address the issues you are facing, I propose to first analyze the scraping logic to identify and resolve errors, enhance the data parsing process for consistency, optimize the code for improved performance with large datasets, and implement solutions to handle edge cases effectively. Utilizing my expertise in Python, web scraping libraries, data parsing, and optimization techniques, I am confident in providing a comprehensive solution to enhance the functionality of your project. Please feel free to initiate a chat to discuss further details. Cheers, Vishal Maharaj
$250 USD in 5 days
5.3
5.3

Hi, I can quickly fix your Python scraper by resolving errors, improving parsing accuracy, handling edge cases, and optimizing performance for large datasets, ensuring clean and stable output within your 3-day timeline. Best regards, Shakila Naz
$50 USD in 7 days
4.9
4.9

I can quickly debug and optimize your Python scraping pipeline, fixing broken requests, improving error handling for unstable pages, and stabilizing parsing logic to ensure clean, consistent structured output. I have strong experience with BeautifulSoup, Requests, and Scrapy, and I’ll also optimize performance for large datasets while adding safeguards for layout changes and edge cases. I can start immediately and deliver a fully tested, stable version within your 3-day deadline.
$140 USD in 7 days
3.9
3.9

⭐ Hello there, My availability is immediate. I read your project post on Fix Bugs in Python, Web Scraping and Data Parsing. I am an experienced full-stack Python developers with skill sets in - Python, Django, Flask, FastAPI, Jupyter Notebook, Selenium, Data Visualization, ETL - React, JavaScript, jQuery, TypeScript, NextJS, React Native - NodeJS, ExpressJS - Web App Development, Data Science, Web/API Scrapping - API Development, Authentication, Authorization - SQLAlchemy, PostegresDB, MySQL, SQLite, SQLServer, Datasets - Web hosting, Docker, Azure, AWS, GPC, Digital Ocean, GoDaddy, Web Hosting - Python Libraries: NumPy, pandas, scikit-learn, tensorflow, etc. Please send a message So we can quickly discuss your project and proceed further. I am looking forward to hearing from you. Thanks
$230 USD in 3 days
4.5
4.5

⚠️ If you're not happy, you don’t pay. ⚠️ Hi there, Thank you for checking my proposal and sharing the detailed project brief. I can enhance your Python web scraping project using BeautifulSoup, requests, Scrapy, with a efficient and reliable design. I will deliver: • Error handling for websites throwing errors • Data cleaning and formatting improvements • Code optimization for faster performance • Fixes for handling webpage layout changes You will also receive: • Detailed documentation for future reference I am confident I can execute your vision professionally and efficiently. Looking forward to discussing timeline and next steps. Best regards, Chirag.
$200 USD in 7 days
3.8
3.8

Hi — I can fix your scraping bugs, harden parsing, and optimize runtime within 3 days. Stack: Python, BeautifulSoup, Scrapy, requests, Pandas. Experienced with resilient scraping (retries, backoff, rotating headers), handling layout changes via robust selectors/fallbacks, and parallelizing large pipelines. Approach: reproduce each failing case, fix with proper error handling, add edge-case guards, and profile hotspots for speed. Share the repo and a sample failing URL — I can start today.
$45 USD in 3 days
3.7
3.7

Hi there, I can fix the bug issue easily. I am a programmer with over 10 years of experience in the field. I specialize in web scraping, using my Python and Database Technology expertise to extract data from websites and turn it into value Best Regards Alema Akter
$50 USD in 1 day
3.2
3.2

Hi there! I specialize in Python web scraping and have delivered production scrapers handling tens of thousands of records across complex, dynamic sites. For your project, before touching the slow scraping logic, I'll first analyze the target sites to check if they expose hidden API endpoints the browser calls in the background, this is almost always faster and cleaner than rendering JavaScript. If APIs are available, I'll pull data directly from those instead. Where direct API access isn't possible, I'll strip unnecessary CSS and asset loading to cut page load overhead significantly. For sites actively blocking scrapers, I'll layer in IP rotation using proxies or residential IPs to keep the runs uninterrupted. Beyond that I'll handle your other issues too, robust error handling with retries, consistent data cleaning and normalization in the parsing pipeline, and defensive fallback selectors so layout changes don't break the scraper. Tools I'll use depending on what the sites need: requests, httpx, BeautifulSoup, Scrapy, or Playwright. I can start immediately and deliver well within your 3-day window. Share the code and sample data and I'll diagnose everything upfront before we begin. Looking forward to it!
$50 USD in 1 day
3.2
3.2

Hi, This is a good fit for me because the problem is already clear: your scraper basically works, but it needs a focused cleanup on **error handling, parsing consistency, speed, and layout-change edge cases**. That is exactly the kind of Python debugging work I can jump into quickly. My approach would be: 1. reproduce the failing pages and isolate the exact scrape/parsing breakpoints, 2. harden the requests/selectors/error handling, 3. fix the inconsistent cleaning/formatting logic, 4. optimize the slow parts for larger runs, 5. add safer handling for layout variations so the scraper does not break so easily. I’m comfortable with **Python, BeautifulSoup, requests, Scrapy, parsing pipelines, and debugging messy edge cases**. Since you already have the code and sample data ready, I can move fast instead of wasting time on setup. If you send me the repo/code plus 2–3 failing examples, I can tell you the likely root cause and fastest fix path right away. Best regards. Ankit.
$50 USD in 1 day
2.0
2.0

Hi, Scrapers often fail when edge cases and layout changes aren’t handled early. Fixing those properly makes the whole pipeline stable and faster. I have strong experience working with Python scraping tools like BeautifulSoup, Requests, and Scrapy, fixing parsing bugs, improving error handling, and optimizing performance for large datasets. I’ve handled cases where pages fail randomly, layouts change, or data formats become inconsistent, and I build safe fallback logic so the scraper keeps running without losing rows. For your project, I’ll review the failing pages, improve error handling, fix parsing inconsistencies, and optimize loops and requests to speed up large runs. I’ll also add checks to handle layout changes and edge cases more reliably. This is a focused debugging and optimization task that fits my Python scraping workflow well, and I’d love to help fix your code quickly.
$120 USD in 7 days
1.5
1.5

Hello, I understand you need a Python web scraping and data parsing solution fully stabilized and optimized to handle all edge cases and large datasets efficiently. I can confidently troubleshoot scraping errors, correct parsing issues, and optimize performance for large datasets. I will review your current code, implement robust error handling for problematic pages, fix parsing inconsistencies, and optimize the script for speed and reliability. On top of that, I will ensure the scraper gracefully handles webpage layout changes and edge cases, producing clean, structured output. The system will support accurate and efficient scraping with maintainable code for future adjustments. I prioritize accuracy and maintainable code, so your project runs smoothly without recurring issues. Let’s talk about more details in chat so I can start fixing the bugs immediately. Looking forward to working with you.
$50 USD in 2 days
1.4
1.4

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