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Where no-code stops and Python starts
Three signals that tell me a workflow needs to be moved out of Make and into a real backend.
Muhammad Bilal Virk
1 min read
No-code is excellent for orchestration. Python becomes the better choice when the workflow needs complex data handling, long-running jobs, browser automation, or strict error recovery.
The best automation systems use both: no-code for visibility and speed, code for the parts that need precision and resilience.
Muhammad Bilal Virk
AI automation engineer — building agents, workflows, and RPA that remove repetitive work.
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