Quick web scraping project ideas for fun and profit

But first – what is web scraping?

Just to be on the same page: web scraping is an automated method for collecting data from the web. Instead of copying everything by hand, you launch an app or script. It downloads the webpage, parses it to exclude everything you don't need, and then saves the data on your computer. Simple, fast, and effective.

There are various ways to scrape data. You can build a data scraping tool by yourself using programming libraries; you can use pre-made web scraping tools like Smartproxy's SERP Scraping API to handle most of the work for you; or you can use a no-code tool like the No-Code Scraper that downloads data merely by clicking on things. 

The project ideas below will rely on all three methods. Not one is better than the others – their usefulness depends on your aims and the project's scope.

Websites to practice your scraping skills

If you just want to improve your web scraping chops – and it's fine not to have a business goal in mind – you'll probably want to build your own web scraper. Grab a library and start coding! 

If you're not sure what to use, Requests is a simple Python library for downloading data, and Beautiful Soup for parsing it. Alternatively, you can use Scrapy – it supports both features but has a steeper learning curve. 

But having no clear goal won't get you far (or, at least, it wouldn't get me far – too many options!). Don't worry: there are several great playgrounds for you to explore. My two recommendations are toscrape.com and scrapethissite.com. They focus on specific tasks you can achieve to improve your web scraping skills. You'll have to tackle pagination, tables, logins, and other challenges. 

At some point – uh-oh! – both playgrounds introduce JavaScript. This is where you'll need to whip up a headless browser library. It's another great tool that handles interactive websites and helps defeat browser fingerprinting. 

Once done, you'll be well versed in the basics of data collection. Then, you can grab some proxies and start running a web scraping project of your own.

Simple web scraping ideas for instant results

Here's a few neat ideas for simple web scraping projects. If you're only interested in the data, there's no need to build your own web scraper. You can try a no-code web scraping tool like the free No-Code Scraper to achieve the same goals.

Get insights from any subreddit

One fun idea is to scrape a subreddit. It doesn't matter which – just take your pick and go to town. Find out which posts get the most votes and comments, make a list of frequently mentioned topics, observe how people react to news. This can lead you to business ideas, more successful Reddit posts, or simply be a fun data science project for a weekend afternoon. 

Remember the Gamestop stock madness? You can bet your ass that every hedge fund was scraping r/wallstreetbets like mad. You might not get that far, but it shows how powerful web scraping Reddit can be with the right idea.  

The new Reddit design is pretty hostile to web scrapers – and, in my opinion, users alike. But for now, you can still use the old layouts at old.reddit.com or i.reddit.com. They provide the same content in a much more reasonable format. 

Collect product reviews for research or business

Say you want to get a new phone. Affiliate websites are often bought, as are blogs. But customer reviews still provide genuine insights and people's impressions. In fancy terms, this is called sentiment analysis. You'll often hear about it in the context of social media websites, but it works for e-commerce as well.

You could read every review manually and make decisions. Or, you could scrape several e-commerce websites (such as Amazon and BestBuy), filter the data, and get a better view of the product's strengths and weaknesses. For example, limiting your scope to 2-4 star reviews several months after launch will give you valuable insights on what to look out for. 

No-Code Scraper is pretty great for the task: it can extract a page of data from most e-commerce stores with just a few clicks. One drawback is that it doesn’t support pagination, so you’ll have to go through web pages manually. 

Get to better understand the job market

The heading sounds clunky, but that’s because this idea works both for job seekers and employers. It’s pretty simple, actually: to web scrape job boards for useful information. 

If you’re seeking a job, you can try building a simple aggregator to collect job ads from several websites. It doesn’t have to be real-time – relevant ads are unlikely to pop up that often. Your sources can be platforms like Craigslist, Indeed, and Clutch. A friend of mine would periodically scrape top listings to see which qualifications he should work toward. That’s one creative use. 

If you run a company, web scraping job listings can help you monitor what your competitors are searching for and how. By how, I mean which terms they are likely to use or the way they construct the ad. If the job portal doesn’t provide aggregate statistics – or have them behind a paywall – you can scrape things like salary data and draw your own insights. 

Find new business leads

Alright, we’re talking business now! Some companies gain most of their clients via inbound methods like paid ads and SEO. Good on them, I guess. However, many others still rely on salespeople to reach potential customers. Web scraping can be of great use here, as well. 

How? By going through various business directories to find and qualify potential customers. Websites like TripAdvisor, Yelp, and Yellow Pages contain heaps of useful data on brick-and-mortar businesses. For example, if you’re running a catering service, you can gather the contacts of nearby restaurants that are well rated but not overcrowded already. 

For software and information industries, the prime choice is LinkedIn. But you should be very careful with this platform, as it fights web scraping hard. Crunchbase is another popular website to target.

Advanced web scraping projects to capitalize on

We’re moving into the big boy zone now. Basic scripts and tools like No-Code Scraper (at least in its current form) will no longer work. You’ll need proxies to change locations and advanced anti-detection settings to avoid blocks. In return, these projects can generate revenue, traffic, or replace expensive services with a flexible in-house alternative.

Track your local search performance 

Search engine optimization tool boxes like Ahrefs and SEMrush are great for tracking keywords and building a content strategy. But they either lack information about local (i.e. near me) results, deliver it not often enough, or gouge like there’s no tomorrow. So, if you run several local businesses, or a thrifty marketing agency, why not build your own local keyword tracker?

I’m writing this on the Smartproxy blog, so I’m naturally inclined to recommend home-grown produce. But SERP Scraping API really is a fitting tool for the job. They can target not only cities, but also particular coordinates and radiuses. You should receive structured results every time, without needing to tackle CAPTCHAs and IP blocks. 

This project will require some commitment and scale to make sense over existing services, but it can quickly pay off.  

Build an NFT scraper bot

Non-fungible tokens (NFTs) are all the rage these days. The largest NFT marketplace, Opensea, had $3B volume in August 2021. That’s 10 times more compared to July. Crazy! Sneakerheads and other hustlers have found a way to capitalize on this craze, by building bots to snatch and flip rare digital artwork. Maybe that could be your next web scraping project?

You’d have some work to do, though. And not only in building the whole trading functionality – Opensea has started toughening up with Cloudflare and other defences. So, you’ll need residential proxies and some advanced web scraping techniques. And, of course, willingness to learn how blockchain works. If you can do that though, there’s serious money-making potential for something that could be a pastime project. 

Conclusion

Alright, so these were some quick web scraping project ideas. I tried to make them actionable, and several even have serious business potential. Found an idea you like? Grab your web scraping tool, proxies, and get going!