Stop rebuilding the same
Spark control plane
Set up and govern Spark runs on AWS. Compare recorded results before a runtime change.
Check the run before the cutover
Run the same workload on both Spark runtimes before a change. SparkPilot records schema, row-count, digest, null-count, and numeric-aggregate checks for review.
If a recorded check differs, the evaluation advises against cutover. A digest mismatch shows that results changed; it does not locate the changed rows.
For daily runs, preflight checks the configured environment and governance rules before dispatch.
How we work
Review the checks, results, and limits behind each migration verdict.
Catch known IAM, capacity, and budget problems before starting a run.
Run Spark in your AWS account, using your S3 buckets and VPC.
Manage environment access, budgets, and run setup for your Spark teams.
Planning a pilot?
Discuss your architecture, pilot scope, and technical fit.