MyDataWork POV — For those juggling Apache Spark infrastructure, Google's Managed Service offers a pragmatic approach to sidestep compute bottlenecks. The flexibility of virtual machines is a boon, especially when AI workloads surge unpredictably. But let's be clear: if you're not already feeling the pinch from compute shortages, this might be a solution in search of a problem. For everyone else, it's a lifeline to keep data pipelines flowing smoothly without hitting the brakes on innovation.