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Notes on building with AI automation

Agents, infrastructure, and direct implementation blueprints, written for Indian SMBs and builders who ship.

Shopify COD Confirmation Workflow: n8n & WhatsApp API

Shopify COD confirmation workflows built with n8n connect an order creation webhook to WhatsApp Cloud API. They immediately dispatch a Utility template with interactive quick-reply buttons. When customers confirm or cancel, an n8n webhook listener tags the order directly in Shopify Admin. That stops unverified dispatches and cuts return-to-origin rates before fulfillment teams print shipping labels.

Oct 1
Sahil Khanna

WhatsApp Error 131049 & Template Pacing in n8n | VectorBloom

WhatsApp Cloud API error 131049 indicates that Meta blocked a marketing template. The recipient exceeded their dynamic per-user frequency cap across all businesses. It isn't an account ban. In n8n broadcasts, pace outbound messages using the Loop Over Items node combined with a Wait node. Never retry immediately on 131049.

Sep 29
Sahil Khanna

Automate Shiprocket RTO with WhatsApp & n8n | VectorBloom

Setting up automated Shiprocket RTO management requires connecting Shiprocket Non-Delivery Report (NDR) webhooks to an n8n workflow. That workflow triggers interactive Meta WhatsApp Flows. Customers submit corrected addresses, delivery time slots, or return requests directly inside native WhatsApp forms. Decrypted responses automatically sync back to Shiprocket NDR and Return APIs. You resolve delivery failures without manual telecalling.

Sep 27
Sahil Khanna

Track Click-to-WhatsApp Ads with n8n & CAPI | VectorBloom

Track Click-to-WhatsApp ads using n8n and Meta Conversions API by capturing the incoming referral object on the first inbound WhatsApp webhook. Extract the ctwa_clid and source_id, store them in a database, and send down-funnel conversion events directly to Meta’s Graph API endpoint via an HTTP Request node.

Sep 24
Sahil Khanna

WhatsApp Flows Endpoint: n8n Decryption & RSA-AES Setup

Setting up a WhatsApp Flows data exchange endpoint in n8n requires generating a 2048-bit RSA key pair, registering the public key with Meta, and using an n8n Code node to decrypt the dynamic 128-bit AES key and payload with AES-128-GCM. After processing screen logic, encrypt the response with the inverted initial vector within 10 to 15 seconds.

Sep 23
Sahil Khanna

WhatsApp Business Calling API: Inbound Setup with n8n

Setting up the WhatsApp Business Calling API requires an approved Meta Developer App. You need the whatsapp_business_messaging permission. You also need an active WhatsApp Business phone number on tier 1K or higher, plus a subscription to the 'calls' webhook field. The audio stream passes directly between Meta and a WebRTC/SIP client using OPUS codecs. Meanwhile, n8n handles call signaling webhooks. It captures incoming call events, parses caller IDs, queries CRM records, routes calls to available agents or chatbots, and automates post-call logging.

Sep 18
Sahil Khanna

WhatsApp API India October 2026 Pricing Overhaul

WhatsApp Business API pricing in India changes fundamentally on October 1, 2026. Meta will eliminate unlimited free service window replies and free in-window utility templates. Service messages transition to a per-message fee of approximately ₹0.1150 plus 18% GST. You'll get a 1,000 free service message tier per business number each month.

Sep 14
Sahil Khanna

Tally Prime XML API Automation with n8n | VectorBloom

Automating Tally Prime sales voucher entry from WhatsApp pipelines requires the Cloud API. That's because on-premise WhatsApp APIs were deprecated in October 2025. Meta charges ₹0.8631 for marketing and ₹0.115 to ₹0.13 for utility messages in India. Adding AI chatbots increases lead volume by 67%. That traffic feeds right into local n8n and Python XML pipelines on port 9000.

Sep 14
Sahil Khanna

IndiaMART n8n Automation & WhatsApp Sync | VectorBloom

Automating IndiaMART leads with n8n and instant WhatsApp qualification relies on Meta's per-message pricing model from July 2025. In 2026, Indian businesses pay roughly ₹0.12 for outbound utility messages and ₹0.87 for marketing messages. Service replies within 24 hours stay free until October 1, 2026. You'll also pay monthly BSP software fees.

Sep 14
Sahil Khanna

WhatsApp Business Cloud API Setup for Indian SMBs: The 2026 Production Blueprint

Setting up Meta's official WhatsApp Business Cloud API for an Indian SMB requires creating a Meta Developer App, verifying your Meta Business Manager with GSTIN, adding an Indian phone number with 2FA, and generating permanent system user access tokens. This direct route completely bypasses third-party markup fees, costing only ₹0.74 per marketing conversation.

Sep 13
Sahil Khanna

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