Blog

Learn how to connect AI agents, automations, and applications to WhatsApp using Meta's official Cloud API. We publish step-by-step tutorials, product updates, developer guides, and best practices for building reliable WhatsApp integrations.

Whether you're wiring up a custom GPT, connecting an n8n workflow, or deploying a full customer-support bot — you'll find practical advice that goes beyond toy examples. Posts cover real failure modes (rate limits, template approvals, offline queueing) and the specific decisions that determine whether a WhatsApp integration scales or breaks.

New to Pipes.bot? Start with the Getting Started guide — it walks through provisioning a pool number, installing the OpenClaw plugin, and sending your first message in under five minutes.

What you'll find here

Setup & onboarding. Provisioning pool numbers, BYON (Bring Your Own Number) for businesses, Meta tech-provider onboarding, environment configuration, and the trade-offs between webhook mode and the OpenClaw plugin.

Integration patterns. Connecting n8n, Make, Zapier, custom Python and Node services, AWS Lambda, Cloudflare Workers, and self-hosted LLMs (Ollama, LM Studio) to WhatsApp. Recipes for transactional notifications, conversational support, and webhook-driven workflows.

Reliability & operations. Handling offline agents with the message queue, monitoring delivery rates, dealing with Meta template approvals, rate-limit guidance, and what to do when your agent restarts mid-conversation.

Why managed, not Baileys. A recurring theme: official Cloud API beats reverse-engineered libraries on reliability, compliance, and account safety. Posts go deep on the specific failure modes that motivated us to build a managed bridge instead.