Oil prices could jump as much as $10 per barrel after a number of drone strikes hit the center of Saudi Arabia's oil industry, forcing the kingdom to cut its oil output in half.

Ten drones attacked an oil processing facility at Abqaiq and the nearby Khurais oil field on Saturday, causing a loss of 5.7 million barrels of crude production a day or 50% of the kingdom's oil output. Although it's still too early to tell the extent of the damage and how long the facilities will be shut down, oil analysts and traders told CNBC the impact on the commodity's price could be in the double digits.

"This is a big deal," said Andrew Lipow, president of Lipow Oil Associates. "Fearing the worst, I expect that the market will open up $5 to $10 per barrel on Sunday evening. This is 12 to 25 cents per gallon for gasoline."

Kevin Book, head of research at Clearview Energy, said the price impact will depend on the repair time which can take weeks to months.

"Our baseline assumptions, which incorporate public assessments of strategic petroleum reserve capacity and OPEC spare capacity, imply a net shortfall of ~1 MM bbl/d, or at least a ~$6/bbl premium to the ~$60 Brent close," Book said in a note. "Exclusive of this supply offset, and assuming a three-week shutdown, our models imply ~$10/bbl of upside."

U.S. West Texas Intermediate (WTI) crude futures settled 0.4% lower at $54.85 on Friday, and Brent crude futures traded 0.2% lower at $60.25 per barrel.