Engineering insights
Tutorials, deep dives, and practical guides for building AI agents with real-time web search.
Keyword Volume API Accuracy Problem
SEMrush groups close variants showing identical volumes. Keyword Planner shows ranges. How to cross-check keyword volume across DataForSEO, Scavio, and GSC.
LangChain Search Provider Swap 2026
Swap Tavily/SerpAPI/Exa in LangChain without rewriting agent logic. Scavio as drop-in replacement with structured JSON output. Migration code included.
LangGraph Deep Research Search Layer
Search layer architecture for LangGraph deep research agents. Problem: search quality and cost at 50-200 queries/task. Solution: structured API with budget caps.
MCP Search Server Ecosystem 2026
MCP search landscape: Scavio MCP (multi-platform), Tavily MCP (1K free), SearXNG MCP (self-hosted), custom servers. Setup code and cost comparison.
Multi-Source Business Enrichment Playbook
Layer Apollo, Clearbit, and Scavio for business enrichment. Waterfall pattern: try primary, fall back to SERP data, validate. 40% to 75% match rate.
n8n TikTok Monitoring Workflow
Complete n8n workflow for TikTok competitor monitoring. Nodes: Scavio TikTok API, Google Sheets for storage, Gmail for alerts. Full workflow included.
People Search Agent Domain Harness
General agent frameworks fail for people/recruitment search. Domain-specific harness handles dedup, hard vs soft requirements, and clarifying questions.
Programmatic SEO for Dev Tools 2026
Comparison pages get cited by AI models. How to build X-vs-Y pages that rank AND get AI citations. Structure: honest comparison, verified pricing, working code.
Reddit Lead Quality vs Scraping Volume
Scraping 10K Reddit posts converts worse than reading 50 intent-rich threads. Quality signals: problem statements, tool comparisons, budget discussions.
Reddit Personal Use Data via API
Reddit scraping for personal use is legally gray after ToS changes. Structured API returns thread data via simple Python script for personal monitoring.
Reddit Scraping for SaaS Market Research
Reddit data for market research: find pain points, validate ideas, track sentiment. Structured API returns thread data without raw scraping overhead.
Reddit Stock Sentiment AI Pipeline
Build AI pipeline scanning Reddit for stock sentiment. Scavio Reddit API for thread data, LLM for sentiment classification. Cost: ~$0.25/day for 50 tickers.
Search API Credit Economics at Scale
Credit-based ($0.005) vs per-request (SerpAPI $0.015-$0.036 effective) vs subscription (Ahrefs $99-$999). Math at different query volumes.
SEO Agency Raw API Stack 2026
Modern agency SEO stack: raw APIs instead of enterprise tools. DataForSEO for bulk tracking, Scavio for multi-platform. Cost: $50-100/mo vs $500+/mo.
SerpAPI Reddit Lawsuit: July 2026 Implications
Reddit v. SerpAPI oral arguments pushed to July 23 2026. Google suing SerpAPI for feeding search results to ChatGPT. What it means for the API industry.
Social Media Analytics for Public Accounts
Native TikTok/Instagram analytics only cover your own account. Third-party APIs analyze any public account for influencer vetting and competitor tracking.
Structured API Beats Scraping for Most Cases
For Amazon, Google, Reddit, YouTube data, structured SERP API returns JSON without proxies or CAPTCHAs. Scraping still wins for behind-auth targets.
TikTok Competitor Intelligence via API
Monitor TikTok competitors: posting frequency, engagement rates, hashtag strategy. Pipeline using profile + posts endpoints at $0.01 per competitor check.
TikTok UGC Campaign Tracking 2026
Track UGC campaigns via TikTok hashtag/videos endpoint. Daily pipeline returning engagement metrics at 1 credit per request. Alert on viral spikes.
Weekly SEO Dashboard with Claude Code
Build SEO dashboard as a Claude Code skill. Type /weekly-report for rank tracking, competitor analysis, and content gaps. Scavio API + SQLite backend.
Agent-First Search Architecture
When agents consume search results instead of humans, API design requirements change: structured JSON, deterministic pagination, credit-based pricing.
Agent Search Quota Optimization
Autonomous agents can burn through search budgets in hours. Cost-aware search: daily budget caps, result caching, query deduplication. Python patterns included.
AI Overview SERP Surface Monitoring
AI Overviews appear for 30%+ of queries. Monitor which of your pages get cited, which competitors appear, and how AI Overview content changes over time.
Apollo List Decay and Intent Signals
Apollo contact lists decay 30-40% per year. Reddit users report everyone hits the same leads. Intent-based outreach via Reddit and SERP signals finds fresh prospects.
B2B Enrichment API Workflow in n8n
n8n lead enrichment chaining Apollo, Clearbit, and verification services breaks when schemas change. Normalizer pattern with SERP fallback for resilience.
Coding Agent Web Search Benchmark
Claude Code, Cursor, Windsurf all use web search differently. Benchmark: search quality, result freshness, integration depth, cost per coding session.
Content Research: Live Data, Not Slop
AI-generated content without live data produces slop. Ground content briefs with current SERP data, PAA questions, Reddit discussions for original angles.
Custom SEO Dashboard: Raw API Architecture
Build a white-label SEO dashboard with raw SERP data instead of Ahrefs or Semrush. Architecture: API layer, PostgreSQL, chart frontend. Full code included.
Deep Research Agent Search Pattern
Deep research agents like Gemini Deep Research make 50-200 searches per task. Pattern: iterative query refinement with structured SERP data at $0.25-$1.00/report.
eBay Price History API for Collectibles
Track sold prices for collectibles, sneakers, vintage items via eBay SERP data. Build price history charts without eBay's restrictive official API.