5-8 years of experience in software engineering, implementation, or technical consulting. Strong programming fundamentals (Python preferred). Proven track record working directly with customers or external partners on technical deployments. Ability to debug and integrate APIs, ETL pipelines, or data mapping workflows. Familiarity with modern AI tools, LLM APIs, workflow automation, or prompt engineering. Excellent communication skills and empathy.