Engineering insights
Tutorials, deep dives, and practical guides for building AI agents with real-time web search.
Best Ways to Get Web Data with Claude Code
Comparing direct scraping, MCP tools, and API calls for getting web data inside Claude Code sessions.
Agent Retry Storms Are Coming for Your API Rate Limits
Why agent retry storms happen and how to design rate-limit-friendly architectures that prevent cascading failures.
LLM Tool Calls Fail Silently in Production
Common reasons LLM tool calls fail without raising errors in production and how to detect and handle them.
The Agent Harness Is Harder Than the LLM Integration
Why tool orchestration, error handling, and retries are harder than the LLM integration itself in agent systems.
What Is Your Agent Stack in 2026?
Survey of popular agent stacks in 2026 -- LangGraph, CrewAI, AutoGen, n8n -- and how search APIs fit into each.
LangChain Agents Forget Everything Between Sessions
How to add persistent memory to LangChain agents so they retain context between sessions and conversations.
The Runtime Gap: Why LLM Orchestrators Are Not Enough
The gap between LLM orchestration frameworks and production-ready agent systems -- what is still missing in 2026.
Is LangChain Still Relevant in 2026?
Honest assessment of LangChain in 2026 -- what changed, what stayed, and when it is still the right choice.
Stagehand vs Browser Use for Production AI Agents
Comparing Stagehand and Browser Use for production browser automation in AI agents -- features, reliability, and trade-offs.
Google Is Taking Legal Action Against SerpAPI. What Now?
What Google's legal action against SerpAPI means for developers who depend on SERP data and how to reduce legal risk.
Is Web Scraping Legal If the Data Is Public? (2026)
The legal landscape of web scraping public data in 2026 -- court rulings, CFAA, and how managed APIs reduce compliance risk.
The Privacy Concern with Tavily (And Search APIs in General)
Privacy concerns with search APIs -- what happens to your queries, data retention policies, and why it matters for sensitive workloads.
The Real AI Agent Cost Is Not the Model
The real cost of AI agent infrastructure is data pipeline failures, retries, and tool maintenance -- not the LLM itself.
Is There a Cheaper Alternative to ScrapingAnt?
Comparing ScrapingAnt pricing to managed search APIs -- when a structured API costs less than a scraping proxy.
I Wasted Weeks Learning Scraping for Something an API Does
Why spending weeks learning web scraping might not be worth it when search APIs return the same data as clean JSON.
How Are You Tracking AI API Costs in Your SaaS?
Practical patterns for tracking and optimizing AI API costs in SaaS applications -- per-user attribution, budgets, and alerts.
Web Data Quality Matters More Than Scraping Cost
Why web data quality matters more than per-query cost for AI agent pipelines -- garbage in, hallucinations out.
Building Consumer Trust in AI Tools for Business Decisions
The reality of building trust with consumers who use AI tools for business decisions -- transparency, accuracy, and citations.
How to Search the Web Programmatically in 2026
All available approaches to searching the web programmatically in 2026 -- official APIs, SERP APIs, scraping, and when to use each.
Firecrawl Cost vs Alternatives: When Crawling Gets Expensive
Analyzing Firecrawl pricing at scale and comparing it to structured search API alternatives for common use cases.
Reddit v. SerpApi: What Developers Should Know
Reddit v. SerpApi lawsuit update -- oral arguments, developer implications, and the future of programmatic data access.
Creating a Custom SEO Solution Stack for E-commerce
How to build a custom SEO solution stack for e-commerce businesses using search APIs for rank tracking, content gaps, and competitor monitoring.
The Best SEO Tool API for Your Workflow
Choosing the right SEO tool API for your workflow -- comparing features, pricing, and data quality across providers.
The Best Keyword Research API for Large Agencies
Which keyword research API handles agency-scale volume -- pricing tiers, rate limits, and data completeness compared.
Google Maps Data for Analytics Without a Scraper
Getting Google Maps business data for analytics and visualization without building or maintaining a scraper.
Automating Dropshipping Product Research with APIs
How to automate dropshipping product research using Amazon and Walmart APIs for price comparison and trend detection.
The 2026 Digital Marketing Toolbox: Essential SEO and Data Tools
The modern digital marketing toolbox -- essential SEO, search, and data tools for marketing teams in 2026.
How to Add Web Search to Your LangChain Agent
Step-by-step tutorial for adding real-time web search to LangChain agents using langchain-scavio. Covers installation, configuration, async usage, and LangGraph ToolNode integration.
Top GTM Tools That Use Search APIs for Sales Intelligence
How go-to-market teams use search APIs for lead scoring, prospect enrichment, and competitive intelligence.
Freelance Data Scraping: When to Use APIs vs Custom Scrapers
Running a freelance data scraping service -- when to build custom scrapers and when search APIs are faster and cheaper.