Three people are said to have died and at least 14 were injured in the attacks on Thursday.
The airport in the capital Saana, an adjacent military base and a power station in al-Hudayda were among the targets of the attacks.
UN chief Tedros Adhanom Ghebreyesus was about to board a flight when the airport was attacked.
– One of our plane’s crew members was injured. At least two people were killed at the airport, says Ghebreyesus according to the BBC.
“Israeli aggression”
Media controlled by the Huthi militia call the attacks an “Israeli aggression”, AFP reports.
The Israeli attacks are said to be a response to the Huthi shelling of Israel on Wednesday.
Israeli military has confirmed the shelling of Yemen, writes AFP.