1 of 4 Pepperdata
Breaking down application execution in 5 phases (0-4) can give insights in spotting run time bottlenecks.
In this case, looking at the default Spark UI (bottom) it looks as if phase 3 is the bottleneck, using up lots of CPU.
Looking at Pepperdata's custom UI however (top), it becomes clear that phases 2 and 3 run in parallel, and while phase 3 completes phase 2 continues running and using up CPU.

2 of 4 Pepperdata
Inconsistent runtimes
In 2 runs of the same application, run times are not consistent.
3 of 4 Pepperdata
Cluster weather
This has to do with cluster weather: in the 2nd run there is less memory available to the available, as there are other applications running at the same time.
4 of 4 Pepperdata
Pepperdata product line
Pepperdata Code Analyzer for Apache Spark is aimed at engineers and complements Pepperdata existing line of products
Related Galleries
Holiday wallpaper for your phone: Christmas, Hanukkah, New Year's, and winter scenes
![Holiday lights in Central Park background]()
Related Galleries
Holiday wallpaper for your phone: Christmas, Hanukkah, New Year's, and winter scenes
21 Photos
Winter backgrounds for your next virtual meeting
![Wooden lodge in pine forest with heavy snow reflection on Lake O'hara at Yoho national park]()
Related Galleries
Winter backgrounds for your next virtual meeting
21 Photos
Holiday backgrounds for Zoom: Christmas cheer, New Year's Eve, Hanukkah and winter scenes
![3D Rendering Christmas interior]()
Related Galleries
Holiday backgrounds for Zoom: Christmas cheer, New Year's Eve, Hanukkah and winter scenes
21 Photos
Hyundai Ioniq 5 and Kia EV6: Electric vehicle extravaganza
![img-8825]()
Related Galleries
Hyundai Ioniq 5 and Kia EV6: Electric vehicle extravaganza
26 Photos
A weekend with Google's Chrome OS Flex
![img-9792-2]()
Related Galleries
A weekend with Google's Chrome OS Flex
22 Photos
Cybersecurity flaws, customer experiences, smartphone losses, and more: ZDNet's research roundup
![shutterstock-1024665187.jpg]()
Related Galleries
Cybersecurity flaws, customer experiences, smartphone losses, and more: ZDNet's research roundup
8 Photos
Inside a fake $20 '16TB external M.2 SSD'
![Full of promises!]()