I use the open-source tool pydub to split longer audio into smaller clips, which can then be transcribed more easily.

I save timestamps for each chat message, which helps organize the data chronologically and maintain the original conversation flow.

If hovering over items manually is impractical, I program the script to hover over each element sequentially and capture the data.

Inspecting CSS classes and id attributes for unique identifiers helps locate data within unusual or proprietary tags.

I use a mix of user-agents and device emulations to simulate requests from various browsers, which can help bypass pattern detection.

Tor can provide IPs from various countries, but it’s slower and may not work on sites with strong anti-bot measures.

Zillow, Realtor.com, and Redfin each offer APIs or data on market trends, which I use to track home values, rental prices, and new listings.