One way to do it is to opt for lightweight scrapers (Cheerio, Vanilla JS) instead of heavyweight, full-browser ones (Puppeteer, Playwright). You can scrape the page using only Cheerio Scraper. This would drastically reduce the time your scraper needs to finish the task. But for this option to work, you will require some prior knowledge such as a good understanding of the web page you're intending to scrape.
Your second option is API scraping. In this case, you don't even need to build a scraper. Your task will be to locate the website's API endpoints and collect the desired data directly from their API, as opposed to parsing the data from their rendered HTML pages. This way sometimes requires a little bit of detective work, but compared to other options, this one will be the fastest-performing.