Hi everyone, I’m Laila.
Most n8n workflows fail at scale not because of the nodes, but because of the data architecture behind them. I am a Systems Architect (US-based, relocating to the MENA region in July) specializing in the “Audit-Clean-Build” approach to automation.
I don’t just drag-and-drop nodes; I architect stable, version-controlled systems that turn messy legacy databases into high-velocity Agentic Workflows.
What I bring to your project:
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The “Audit & Clean” Phase: I use SQL and Python to sanitize and optimize your existing databases (SQL Server, Postgres, Supabase) before we ever hit the “Execute” button.
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Agentic Redesign: I build autonomous agents (using n8n, Claude/OpenAI, and custom APIs) that reason, self-correct, and integrate directly with your enterprise stack.
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Data-Driven ROI: Unlike most builders, I include an analysis layer. Using R and Tableau, I provide real-time dashboards so you can see the actual performance and ROI of your automations.
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Enterprise Standards: I use Git for version control and Azure for secure, scalable hosting, ensuring your builds are stable, compliant (including GDPR/PDPL), and ready for production.
My Stack:
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Automation: n8n, Make
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Database: SQL Server, PostgreSQL, Supabase
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Languages: Python, R, SQL
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Cloud & Tools: Azure, Git, Tableau, VS Code
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AI: LLM Orchestration (OpenAI, Anthropic, LangChain)
Availability:
I am currently taking on new projects for June and July. I am relocating to Cairo/Dubai (GMT+2/3) at the end of July and will be available for regional on-site audits or remote global collaboration.
If you have a project that is “too messy” or “too complex” for a standard build, let’s talk.
DM me here or reach out via Laila Ghani - Rapid Resource for Families | LinkedIn