Intense rainfall on Monday in a mountainous area near Pekalongan city in Central Java province triggered the landslide, collapsing bridges and burying cars and houses.
"Overall, the victims who were found dead were 25 people, with a note that two people are still unidentified," Budiono, head of the search and rescue agency from nearby Semarang, told AFP.
If those two victims are among the list of missing people, there would be only one more person left to find, he said.
The two unidentified victims were found trapped under rocks and landslide materials, making it difficult for rescuers to recover their bodies, added Budiono, who like many Indonesians uses only one name.
Bad weather was hampering search efforts, with the operation suspended on Friday afternoon to ensure the safety of rescue teams as rain and fog descended on the area.
The rescue operation is set to resume on Saturday, Budiono said, with rescuers focusing their search around a cafe where the victims are thought to have been buried as they sought shelter from the rain.
At least 13 people were also injured in the landslide, according to the national search and rescue agency Basarnas.
Indonesia is prone to landslides during the rainy season, typically between November and April, but some disasters caused by adverse weather have taken place outside that season in recent years.
Climate change has also increased the intensity of storms, leading to heavier rains, flash floods and stronger gusts.
In May, at least 67 people died after heavy rains caused flash floods in West Sumatra, pushing a mixture of ash, sand, and pebbles from the eruption of Mount Marapi into residential areas.
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