Hello @Alekya Seemakurty, Sri
What is the source location?
- Did you try other Partition Type: Such as "Hash".
- Increasing the number of partitions can also increase the overhead of managing the partitions.
- Try increasing the degree of parallelism in your data flow.
- Adjusting the number of partitions or experimenting with different partitioning strategies based on the data characteristics and processing requirements can help.
Sharing few resources to read on similar topic., hope this helps!
Performance Tuning ADF Data Flow Sources and Sinks

Mapping data flows performance and tuning guide
Monitoring data flow performance