Fatemeh is from the Persian فاطمه (Fātemeh) — Persian rendition of Arabic فاطمة (Fāṭimah — captivating, weaned, refrained from evil). Fatemeh is one of the Persian + Arabic feminine names — central to traditional Shia + Sunni Muslim heritage. Persian-Arabic feminine name reflecting Islamic heritage.
Fatemeh does not currently appear in the US Social Security Administration's top 1,000 girls' names, so we don't publish a US rank or birth count for it. That says nothing about the name's standing elsewhere in the world — only that it sits outside the ranked US data we rely on.
In Pythagorean numerology the letters of Fatemeh reduce to 4, The Builder. This is a traditional interpretive system, not a factual claim about the name.