Automated Workflow For Competitor Analysis

My role:
Automation Engineer

Information Architecture

Information Architecture

Information Architecture

Information Architecture

Information Architecture

Information Architecture

Information Architecture

Information Architecture

The Task: The client had an n8n template they wanted to put into production. I set it up under their service account, connected all the credentials (Google Workspace, Google AI Studio), and ran through the full workflow

Challenge: Partway through, the built-in data extractor stopped working. Turned out the provider had changed their limits.

  • I found a replacement with the same functionality and cost

  • Rebuilt the relevant n8n nodes: swapping extractors usually means rethinking the architecture, not just the tool.

  • I tested two options; the second one had fewer glitches, handled blocking better, and pulled more detailed data.

Result: the client now saves 10+ hours a week on competitor research they were previously doing by hand.

Information Architecture

Information Architecture

Information Architecture

Information Architecture

Information Architecture

Information Architecture

Copyright © 2026 Nika Ya. All Rights Reserved =)

Copyright © 2026 Nika Ya. All Rights Reserved =)

all images generated with midjourney

all images generated with midjourney

all images generated with midjourney and nano banana