3-5 years of experience in data analytics, business intelligence, growth analytics, or a similar role Proven track record of translating data into business impact Experience in SaaS, subscription, or product-led growth environments is a strong plus Exposure to consulting or cross-functional project ownership Advanced SQL & Big-Data Warehousing skills BI & metrics design experience Data transformation & validation experience Working fluency with BI platforms (Looker, Tableau, Power BI, etc.) and advanced Excel/Sheets