Traffic Operations
Automation for VK Ads campaign control
A browser-driven operating profile and deep automated campaign audit every hour.
Context & Challenges
Large advertising budgets require repetitive hourly checks, and manual control quickly becomes too expensive.
Implemented Solution
1
Browser automation
The system enters operational profiles safely and performs repeated actions without constant manual work.
2
Hourly campaign audit
The bot spots abnormal lead costs and surfaces recommendations.
3
Reusable playbooks
Ready-made automation patterns speed up launch for new niches and projects.
Engineering Stack
Core architecture and project technologies
PythonPlaywrightBeautifulSoupLLMs
Custom anti-detect browser profiling
Protected-interface parsing
AI engine for CTR and CPC analysis