Polish authorities said they detected 19 violations of their airspace Wednesday, prompting NATO to scramble fighter jets and put Patriot air defense systems on alert in what officials described as the alliance’s first engagement with Russian attack drones inside NATO borders.

Poland said up to four of the unmanned aircraft were shot down with help from NATO allies and that fragments were later found at 16 locations, including debris discovered about 554 kilometers (344 miles) into Polish territory. No casualties were reported.

Polish officials and several experts said the scale and depth of the incursion make it unlikely the drone flights were accidental. "If one or two drones crossed into Polish airspace, it could have been a technical malfunction," Foreign Minister Radek Sikorski said. "But it defies imagination that it could have been accidental" when there were 19 violations.

Moscow denied targeting Poland. Belarus, an ally of Russia, said some of the drones "lost their course" because they were jammed. NATO commanders and outside analysts said they were still gathering technical details and cautioned against drawing firm conclusions about intent until investigations are complete.

"We do not yet know if this was an intentional act or an unintentional act," U.S. Gen. Alexus Grynkewich, NATO’s supreme allied commander Europe, said Thursday. "I would not be able to tell you with any confidence today that it was 20 (drones) or that it was 10. We just have to get into the technical details to figure that out."

Experts who study electronic warfare said the pattern of incursions — including penetration deep into Polish territory — is consistent with a deliberate mission rather than navigational error. Thomas Withington, an electronic warfare specialist at the Royal United Services Institute in London, said the ability of small attack drones to reach that far suggests the aircraft were on a targeted route.

Most attack drones can be neutralized in two ways: kinetic intercepts or electronic measures such as jamming and spoofing, analysts said. Jamming severs a drone's link to satellite navigation, often causing it to return home or land. Spoofing tricks the drone about its position, which can cause it to deviate, crash or land. Ash Alexander-Cooper, a former specialist military commander and vice president at Dedrone, warned that jamming can send drones back toward their point of origin if they are programmed to "return home" when signals are cut — and that some Russian systems have been modified so a drone's programmed home is the intended target.

Poland deployed F-35 and F-16 fighter jets and Black Hawk helicopters, and also used Soviet-designed MI-24 and MI-17 helicopters, the defense ministry said. German Patriot missile-defense batteries were placed on alert. Polish military officials said NATO allies provided support in shooting down some of the drones.

Gen. Wiesław Kukuła, general commander of the Polish Armed Forces, defended the robust response. "What matters is the value of what this drone can destroy. If it’s a Polish life, it has no price," he told Polish television.

Analysts cautioned that kinetic interceptions carry significant cost. Alexander-Cooper noted millions of dollars can be spent firing high-end missiles at drones that cost tens of thousands of dollars each, and that using fighter aircraft to counter sustained swarm attacks would quickly strain resources and personnel. "There would not be enough aircraft within the NATO fleet ... with enough missiles or enough interceptors to do the job," he said.

The intensity of the drone threat has been most evident in Ukraine, where an Associated Press analysis of Ukrainian air force data found Russia has fired at least 35,698 attack drones since January. Both Russia and Ukraine have accelerated development of drone technology and tactics, including mixing low-cost decoy drones with armed models to overwhelm defenses and using fiber-optic drones that are impossible to jam because they are tethered to their operators.

On the battlefield, those adaptations have included tactics such as chaining drones to extend range and the use of artificial intelligence to follow preplanned routes if operators lose signal. In June, Ukraine said it used truck-launched drones in an operation that struck expensive Russian aircraft deep inside Russian territory.

Poland has experienced earlier, smaller violations of its airspace since Russia’s full-scale invasion of Ukraine in February 2022. In 2023, fragments from Ukrainian missiles that landed in Poland killed two people. Drones and missile debris have also strayed into Romania, Moldova and the Baltic states.

Officials said some of the recent drone fragments were found in areas where detection might be less effective. Withington said many NATO air defenses are optimized to detect fast-moving, radar-reflective cruise and ballistic missiles rather than small, low-observable drones often made of composite materials that return less radar signal.

Poland's foreign minister and military analysts said the incident highlighted the need for new approaches to countermass drone attacks, including improved detection systems and defensive measures tailored to small unmanned aircraft. "Poland needs a drone wall and new techniques to repel a mass attack," Sikorski said.

NATO officials emphasized that the incident will be examined closely but urged caution about assuming intent without technical evidence. For now, the episode has underscored a widening threat that has pushed the alliance to confront vulnerabilities at and beyond its borders.