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🔍 SERP Data: API or Proxy Scraping, Make the Right Choice

When building products that rely on search engine data, your data collection method matters more than you think. From stability to scalability, the approach you choose can directly affect your results.

In our latest guide, we cover:
📌 How SERP APIs work
📌 What proxy-based web scraping involves
📌 Key differences in setup, performance, and compliance
📌 Which option is better for SEO tools, monitoring, and research

If you’re working with search data, this guide will help you avoid costly mistakes and pick the smarter solution.

👉 Read the full article:
https://blog.apilayer.com/serp....-api-vs-proxy-based-

What’s your preferred method for collecting SERP data? Let’s talk 👇

#searchdata #serpapi #webscraping #apis #seo #datacollection #techinsights

SERP API vs Proxy Scraping Costs, Reliability, and ROI 2026
blog.apilayer.com

SERP API vs Proxy Scraping Costs, Reliability, and ROI 2026

Compare SERP APIs and proxy scraping in 2026. See true costs, CAPTCHA risk, reliability gaps, and ROI to decide whether to build in house or use a managed API
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🌟 API Developer Experience: The Hidden Competitive Edge

APIs are essential building blocks of modern software but not all APIs are created equal. What sets successful APIs apart is how developers experience them. In our latest article, we break down the four dimensions of API Developer Experience (API DX) that truly impact adoption and satisfaction.

From being easy to find and integrate, to offering reliable performance and empathetic support, these four dimensions help you look at your API from a developer’s perspective not just a technical spec.

👉 Dive into the full article and learn how to design APIs that developers prefer to use:
https://blog.apilayer.com/four....-dimensions-of-api-d

Better API DX means happier developers, faster integrations, and stronger adoption 🚀

#api #developerexperience #apiproduct #devrel #softwaredev

Four Dimensions of API Developer Experience Explained Guide
blog.apilayer.com

Four Dimensions of API Developer Experience Explained Guide

Learn the four dimensions of API Developer Experience and apply a practical framework covering platform usability reliability and empathy for faster adoption
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🚀 Black Friday & Cyber Monday 2025 won’t be won by bigger discounts — but by smarter tech.
APIs are now powering personalization, **** protection, fast checkout, and real-time data.

New blog:
🔥 How APIs are driving record-breaking ecommerce success this BFCM 2025
👉 Read here: https://blog.apilayer.com/8-mu....st-have-apis-for-bla

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🚀 Developers are now building AI-powered agents without complex setups.
Yes , you can create a fully working ****-detection agent in Python using LangChain + ipstack.
If customer authenticity, security, or risk scoring matters to your product, this guide is a goldmine.

📌 Step-by-step walkthrough
📌 Code examples included
📌 Perfect for SaaS, fintech, and security apps

Read here 👉 https://blog.apilayer.com/buil....d-an-ai-agent-for-**

Build an AI for **** Detection Using Python & IPstack
blog.apilayer.com

Build an AI for **** Detection Using Python & IPstack

Learn to build an AI fraud detection agent using Python, LangChain, IPstack, and Numverify with a simple guide and practical examples
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**** attacks are evolving faster than ever - and traditional rule-based security systems can’t keep up. If you want to protect your platform, it’s time to upgrade to AI-driven real-time **** detection.

This in-depth tutorial shows you exactly how to build a smart **** detection AI agent using Python, LangChain, and IPStack. You’ll learn how to fetch geolocation data, analyze risky login patterns, detect proxy/VPN usage, and automate responses without manual monitoring. From setup to final deployment, every step is explained clearly - perfect for developers, security teams, and SaaS founders.

If you’re looking to level up your cybersecurity with automation, this guide is the perfect starting point.

👉 Read the complete tutorial here:
https://blog.apilayer.com/buil....d-an-ai-agent-for-**

Build an AI for **** Detection Using Python & IPstack
blog.apilayer.com

Build an AI for **** Detection Using Python & IPstack

Learn to build an AI fraud detection agent using Python, LangChain, IPstack, and Numverify with a simple guide and practical examples
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