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My website relies on fresh third-party data that is not readily delivered in a single feed, so I need a unified solution that both connects to external APIs and scrapes selected pages when an endpoint is unavailable. The goal is a seamless pipeline that collects, normalises and stores the data so my own code can display it in real time. Here is the workflow I have in mind: • API layer – connect to any available REST or GraphQL endpoints, handle authentication keys or tokens, manage rate limits, and return clean JSON. • Scraper fallback – when no API exists, run a headless scraper (Python + Scrapy/BeautifulSoup or comparable stack) with proxy rotation and basic anti-bot evasion, then map the results to the same data structure used by the API calls. • Data handling – write to my existing MySQL database, flag updates, and trigger my site’s content refresh. • Automation & monitoring – schedule jobs via cron or a lightweight queue, log successes/failures, and send alerts if anything breaks. • Documentation – concise setup notes and inline comments so I can maintain or extend the scripts later. A short Zoom/Meet walkthrough at hand-over will finish the engagement. If you’ve built similar hybrid API/scraping solutions and can demonstrate reliably structured output, I’m ready to get started straight away.
Project ID: 40464305
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140 freelancers are bidding on average $297 USD for this job

With experience in API integration and web scraping, I can create a unified solution that seamlessly collects, normalizes, and stores data for real-time display on your website. My past projects involved connecting to various APIs and implementing Python scraping scripts with proxy rotation. To ensure data integrity, I will efficiently handle authentication, manage rate limits, and automate the process for continual monitoring. Could you share more details about the specific data sources and frequency of updates required for this project? Regards, Yogesh Kumar
$340 USD in 10 days
8.4
8.4

Hello, I will build your unified data pipeline — API integrations with auth and rate-limit handling, a headless scraper fallback with proxy rotation, and a normalizer that outputs consistent JSON to your MySQL database. For the scraper layer, I will implement fingerprint randomization alongside proxy rotation — varying headers, request timing, and TLS signatures — so target sites see varied traffic patterns rather than predictable bot behavior. Questions: 1) How many third-party sources need integration at launch? 2) What is the expected refresh frequency — minutes or hours? Looking forward to discussing further. Best regards, Kamran
$115 USD in 10 days
8.5
8.5

Hi, I can help you build a reliable hybrid API + scraping pipeline that delivers structured, real-time data into your existing system with proper automation, monitoring, and maintainability. I have worked on similar systems where some providers offered stable APIs while others required scraping fallbacks due to missing or incomplete endpoints. The key is designing a unified normalization layer so your frontend and database never need to care whether the source was an API call or a scraper. Here’s how I’d approach your setup: • API Integration Layer Build modular REST/GraphQL connectors with token/key handling, pagination, retries, caching, and rate-limit management. Responses will be normalized into a consistent JSON schema. • Scraper Fallback System Use Python with Scrapy/BeautifulSoup or Playwright for dynamic pages. I can implement proxy rotation, retry handling, user-agent rotation, request throttling, and basic anti-bot protection to improve reliability. • Unified Data Pipeline Normalize all incoming data into a shared structure before storing it in MySQL. I’ll also implement update detection, timestamps, and refresh triggers for your site. • Automation & Monitoring Set up cron jobs or lightweight queue workers for scheduled syncs, plus structured logging and alerting for failed jobs or source changes. Looking forward to discussing the project.
$500 USD in 8 days
8.1
8.1

⭐⭐⭐⭐⭐ Build a Unified Data Solution with API and Web Scraping ❇️ Hi My Friend, I hope you are doing well. I reviewed your project needs and see you are looking for a reliable data solution. You have no need to look any further as Zohaib is here to help you! My team has completed over 50 projects similar to yours, focusing on API connections and web scraping. I will create a seamless pipeline to collect, normalize, and store your data efficiently. ➡️ Why Me? I can easily build your unified data solution as I have 5 years of experience in API integration and web scraping. My skills include Python programming, data handling, and automation processes. I also have a strong grip on MySQL databases and monitoring tools, ensuring a reliable and efficient setup for your project. ➡️ Let's have a quick chat to discuss your project details. I can provide samples of my previous work, showcasing my expertise in building similar solutions. I look forward to our conversation! ➡️ Skills & Experience: ✅ API Integration ✅ Web Scraping ✅ Python Programming ✅ Data Normalization ✅ MySQL Database ✅ Automation Scheduling ✅ Error Handling ✅ Proxy Rotation ✅ Log Management ✅ Documentation ✅ REST & GraphQL ✅ Basic Anti-Bot Evasion Waiting for your response! Best Regards, Zohaib
$180 USD in 2 days
8.2
8.2

Youssef, Full-Time Python Developer, specializing in API integration and data extraction. Your goal is a seamless pipeline collecting, normalizing, and storing fresh third-party data for real-time display. My approach uses a robust API layer for REST or GraphQL endpoints and a fallback scraper built with Scrapy and Playwright for headless browsing, ensuring structured JSON output and reliable MySQL storage with logging and alerts. I've successfully completed multiple hybrid API and scraping projects. Would you like to schedule a brief call to align on the specific data sources and database schema? Ready to start immediately.
$500 USD in 1 day
7.4
7.4

Hi, We’ve built similar hybrid solutions that combine API integration with web scraping, where we developed a unified backend to handle both tasks seamlessly. One of our products, called Descripio, uses this approach to extract product data from Amazon and eBay, relying on both APIs and scraping when APIs are unavailable. For your project, we can use a dedicated scraping library that allows us to create multiple scrapers for different sites, each with its own configuration. This way, we can manage multiple scrapers independently and avoid issues with one scraper affecting others. We also have extensive experience with MySQL and can implement advanced features like change detection, so you only get new or updated data instead of duplicates. Let’s schedule a 10-minute introductory call to discuss your project in more detail and see if I’m the right fit. I usually respond within 10 minutes. I’m eager to learn more about your exciting project. Best regards, Adil
$275 USD in 7 days
7.5
7.5

I can build this hybrid API + scraping pipeline end-to-end. I’ve worked on systems that combine REST/GraphQL integrations with headless scraping fallbacks, normalize the data into a unified schema, and push clean updates into MySQL for real-time applications. My approach: • API integrations with token/auth handling, retries, pagination, and rate-limit protection • Scraper fallback using Python (Scrapy/Playwright/BeautifulSoup) with rotating proxies, headers, and anti-bot handling • Unified normalization layer so API and scraped data share identical JSON structure • Automated cron/queue jobs with logging, monitoring, and failure alerts • Efficient MySQL update logic with change detection and refresh triggers • Clean inline documentation and deployment notes for future maintenance I can also structure the system modularly so adding new sources later is straightforward without rewriting the pipeline. Happy to provide a walkthrough at handover and help deploy everything on your server/VPS/cloud environment.
$100 USD in 1 day
7.2
7.2

As the head of BN-Droids Digital Services, I’m proud to present the best of my five-member team's skills and treasury of expertise in full-stack web development. Among our prominent strengths lies our ability to craft bespoke solutions for unique web challenges. The hybrid API/scraping solution you require is one of them.
$100 USD in 7 days
6.9
6.9

Hi there, I’ve read your project and I’m confident I can deliver a hybrid API and scraping pipeline that stays in sync with real-time displays on your site. I will build a flexible API layer that handles REST and GraphQL endpoints, authentication, rate limits, and returns clean JSON, with a robust Scrapy/BeautifulSoup fallback for pages without an API, including proxy rotation and basic anti-bot evasion mapped to your common data structure. I’ll implement data handling to write updates to your MySQL database and trigger content refresh, plus automation and monitoring using lightweight scheduling and logging with alerting on failures. I’ll provide concise setup notes and inline comments so you can maintain or extend the scripts later, and I’m happy to walk you through the hand-off via Zoom/Meet as you requested. Next steps: I can start immediately, deliver a minimal viable pipeline in 7-10 days, and then iterate based on your feedback to a full deployment within two weeks.
$335 USD in 17 days
6.6
6.6

Hello, With 4 years of experience in PHP, Python, Web Scraping, Software Architecture, MySQL, Scrapy, BeautifulSoup, and API Development, I understand the requirements of your project. I can create a seamless pipeline for your website that connects to external APIs, performs scraping when necessary, normalizes and stores data in your MySQL database, and triggers content refresh on your site. I have carefully reviewed the project details and believe I can execute it with precision. Let's discuss further in the chat to explore how I can provide you with a professional solution tailored to your needs. I am open to discussing any specifics or adjustments required for the project. Looking forward to connecting with you in the chat for a detailed discussion. Best regards, Taimoor from Pixels Soft
$300 USD in 7 days
6.6
6.6

I can build this as a robust hybrid data pipeline combining API integrations with a fallback scraping system, designed to normalize all external sources into a single consistent JSON structure for your MySQL database. The solution will include rate-limit handling, authentication management, scheduled jobs (cron/queue), logging, failure alerts, and clean modular code using Python (Requests/FastAPI + Scrapy/BeautifulSoup), ensuring real-time, maintainable data flow into your website. I’ll also include clear documentation and a walkthrough so you can easily extend or modify it later. Best Regards, Muhammad
$100 USD in 1 day
6.3
6.3

As a full-stack developer with over 10 years of experience, I have tackled a wide range of projects and have extensive expertise in both the front-end and back-end. Notably, my technical prowess in APIs and integrations, as well as my deep knowledge of PHP and MySQL, equip me perfectly for your project. Having built similar hybrid API/scraping solutions in the past, I understand the nuanced challenges you may face with different third-party systems. My seamless workflow structure ensures that your data pipeline is always efficient, normalised, and delivered in real-time. I'm also proficient in Python-based scraping using Scrapy/BeautifulSoup - skills that will be invaluable when no API is available. Moreover, consistent with your emphasis on reliable structured output, my code is always clean and well-documented. From concise setup notes to inline comments guiding future maintenance – I value the importance of clarity in every aspect of my work. Advocating for effectiveness and efficiency, I emphasize automation using cron jobs or lightweight queues for scheduling, success/failure logging for monitoring purposes and implement necessary procedures to ensure your pipeline remains uninterrupted. By the time it's all done, completed project deliveries should exceed initial expectations.
$100 USD in 7 days
7.0
7.0

As someone who has been in the field for over a decade, I wholeheartedly understand and appreciate the challenges you're facing with your website's data pipeline. I've not only equipped myself with relevant skills such as API development and MySQL, but also adapted to the ever-evolving needs of digital solutions and automation. As indicated in my portfolio of over a hundred successful projects, achieving a seamless connection between disparate data sources is an area where I excel. One of the elements that sets me apart in my industry is my commitment to long-term support; even after delivering your project, your satisfaction remains my priority. Together, we can create a solution that encompasses your project's vision while ensuring its scalability and security for years to come. Let us leverage my wealth of experience in designing hybrid API/scraping systems to deliver your desired results. Don't hesitate, let's get started!
$450 USD in 7 days
6.4
6.4

Hello! I see you're looking for support with API development and web scraping for fresh third-party data. Extracting data from various sources can be tricky, especially when they don’t provide a straightforward feed. I’d focus on using Python with libraries like Scrapy and BeautifulSoup to efficiently scrape the necessary data while ensuring that it integrates smoothly with your existing PHP backend and MySQL database. I'd start by setting up a Scrapy project to handle the data extraction and then implement an API to serve that data to your website. Q1: What specific data sources are you looking to scrape? Q2: Are there any particular challenges you've faced with your current setup? Q3: How frequently do you need the scraped data to be updated? Let's tackle this together.
$400 USD in 3 days
6.5
6.5

⭐⭐⭐⭐⭐ + 100% Job Score freelancer Hi, thank you for this change to apply for your project. As an experienced software developer with 10 years of experiences, I developed several scraper with several methos like python libraries, scrapy, beautifulsoup, selenium ++ Also in the case, it does not provide the api, I just used to use javascript based http request and parsing the html method before. anyway, I handed various kind of scrapig like bypassing the captcha, anti-bot system, so there is no issues for the scraping task. Plz give me this task to me, let me deliver high quality result on time. Vinh
$300 USD in 7 days
6.2
6.2

Your project is clear and well scoped. I’ve built similar hybrid pipelines that combine API calls with fallback scraping to ensure up-to-date data delivery. For example, I helped a client in e-commerce who had to blend multiple supplier APIs with web scraping to keep inventory real-time without gaps. I’d handle your API connections by managing tokens and rate limits for smooth, clean JSON output. When no API exists, I’d use Python with Scrapy and proxy rotation to scrape pages, normalize the data to match your API structure, and feed everything into your MySQL database. Update flags and triggers will keep your site content fresh. For scheduling, cron or a lightweight task queue will run jobs reliably. I’ll build straightforward logging and alerts to catch issues early. I’ll provide clear setup notes plus inline comments so you’re comfortable maintaining the code yourself. Do you already have a preferred proxy service for scraping? And is your MySQL schema flexible enough for potential data shape changes from new sources? Ready to start building this solution and set up a Zoom walkthrough when you’re ready.
$300 USD in 7 days
5.9
5.9

As a Web Engineer, I have gone above and beyond the norm to master the skills that matter for this project - MySQL and PHP. Using these languages, I have created and maintained websites that integrate third-party APIs, handled inherent challenges such as authentication keys or tokens, rate limits and fetched real-time data. My proficiency in languages like Python and sources like Scrapy/BeautifulSoup aligns perfectly with your need for scraping when API connections aren't available. Moreover, my decade-long experience has cultivated a meticulous mindset that values structured documentation and clean coding. This will ensure that not only all aspects of the project are completed to your satisfaction, but also that you will have no problem picking up where I leave off if you choose to maintain or extend the scripts yourself. To further prove my value as the best candidate, I propose employing a "whole-package" approach to this job. With my SEO experience, I can leverage site content optimization for better performance, assisting with regular content refresh support triggered by flagged updates. For automation & monitoring too, I can integrate lightweight queues into your current setup for streamlined execution of cron jobs.I'm ready and excited to dive into this project without any delays! The end result will be awebsite that functions seamlessly with clean code...
$100 USD in 1 day
6.0
6.0

Hi, I can build a unified data pipeline that seamlessly integrates external API connections with robust web scraping fallbacks using Python. The system will handle authentication and rate limiting for REST/GraphQL APIs, while employing Scrapy or Playwright with proxy rotation for pages without endpoints, ensuring all data is normalized into a consistent JSON structure. I will implement efficient upsert logic to update your existing MySQL database, flag changes, and trigger real-time content refreshes on your site. The solution will include automated scheduling via cron, comprehensive logging, and alert mechanisms for any failures. You will receive the complete source code, clear documentation, and a hand-over walkthrough session. I have extensive experience building hybrid data ingestion systems that combine API reliability with scraping flexibility, ensuring high availability and data integrity. I also offer FREE post-delivery support to monitor initial data syncs, adjust selectors if target sites change, and assist with optimizing query performance during the first month. Let's discuss the project in more details.
$300 USD in 5 days
5.9
5.9

Hello, I am an expert with 15+ years of experience in the technical world, delivering simple to complex websites, e-commerce platforms, membership systems, and custom portals. I always provide clear communication, continued support after delivery, and 100% client satisfaction. I specialize in PHP development, building secure, scalable, and high-performing web applications with custom scripts, API integration, and database management (MySQL, MariaDB, etc.). From dynamic websites to enterprise-level solutions, I focus on delivering clean code and business-driven results.
$100 USD in 7 days
5.5
5.5

I can build a robust hybrid data pipeline that combines REST/GraphQL integrations with scraper fallbacks (Python, Playwright/Scrapy, BeautifulSoup), normalizes all sources into a unified schema, syncs updates to MySQL, and automates monitoring, logging, alerts, and content refresh workflows. I’ve delivered API integrations, large-scale web scraping, automation systems, proxy-based crawlers, and real-time data pipelines with clean documentation and deployment support
$200 USD in 2 days
5.4
5.4

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