The command center for your data stack
See, test, schedule, and optimize every step. Manage activity definitions, processing, scheduling, testing, table changes, caching, and SQL optimization from one transparent command center. Built to make complex data systems easier to trust.
Built for reliable data systems
Keep data pipelines healthy with intelligent processing, automated testing, and full visibility.
Define the events your business runs on
Manage streams, activities, columns, joins, shared attributes, and activity definitions in one governed place.
Know what changed, where, and why
See the full processing picture, including source changes, transformations, dependencies, lineage, test results, and downstream impact.
Tests that understand the data
Polyform helps validate data freshness, schema changes, metric logic, transformations, and downstream risk before bad data reaches the business.
Process what matters, when It matters
Use intelligent processing to schedule, refresh, cache, and compute data based on actual dependencies, usage, table changes, and business priority.
Everything around your stack
The capabilities needed to monitor, optimize, and govern data systems at scale.
Cache with confidence
Track source table changes so caching and refreshes stay accurate.
Refresh smarter
Schedule jobs based on dependencies, freshness needs, usage, and cost.
One control plane
Manage definitions, tests, jobs, lineage, and processing in one place.
Optimize every step
Improve SQL execution across transformations, datasets, models, and reports.