Building AI Data Pipelines — How to Feed Your LLM Fresh Web Data

Your AI is only as good as its data. Here's how to build automated data pipelines.

The Problem

Most developers still write custom scripts for data collection. This means:

• Hours of development time
• Maintaining proxy infrastructure
• Dealing with CAPTCHAs and rate limits
• Scripts breaking every time a website changes

The Solution

Platforms like Apify offer pre-built tools (called "actors") that handle all of this for you. There are over 26,000 of them covering every major website and use case.

Best Tools for Ai Data Pipelines

1. Instagram Scraper (401K users)

Extract Instagram posts, reels, profiles, places, hashtags, carousels, and comments. Get data from Instagram using one or more Instagram URLs or search queries: content, context, metrics, metadata. Ex

Try it free

2. TikTok Scraper (291K users)

Extract data from TikTok videos, hashtags, and users. Use URLs or search queries to scrape TikTok profiles, hashtags, posts, URLs, shares, followers, hearts, names, video, and music-related data. Expo

Try it free

3. Google Maps Scraper (614K users)

Extract data from thousands of Google Maps locations and businesses, including reviews, reviewer details, images, contact info, including full name, email, and job title, opening hours, prices & more.

Try it free

4. Google Search Results Scraper (187K users)

Scrape Google Search Engine Results Pages (SERPs). Select the country or language and extract organic and paid results, AI Mode, AI overviews, ads, queries, People Also Ask, prices, reviews, like a Go

Try it free

5. Instagram Post Scraper (130K users)

Scrape Instagram posts. Just add one or more Instagram usernames and get your data in seconds including caption, metrics, images, mentions, coauthors, recent comments, sponsored status, video duration

Try it free

Getting Started

1. Create a free Apify account — comes with $5/month in credits
2. Browse the full directory of 26,000+ tools
3. Pick a tool, configure your inputs, and hit Run
4. Download results as JSON, CSV, or push to Google Sheets

No servers. No code. No proxies. Just data.