One workflow, not a feature list.
Every SAMSKARA capability exists to move data through the same six stages — the stages your team already works in.
Bring your own storage, databases, and runtime.
Point SAMSKARA at Postgres, MySQL, object storage, or your existing warehouse via runtime, storage, and database profiles. SAMSKARA is the control plane — it doesn't lock your data into a walled garden.
One catalog tree for everything.
The Unified Data Explorer puts ArrowLake tables and external sources side by side — schema, snapshots, AI-generated insights, and column-level tags/comments in one place.
Notebooks and SQL, not YAML.
Interactive Python notebooks with per-cell run/stop and session isolation, plus a Monaco-powered SQL Workbench with AI-assisted text-to-SQL. Your team writes the logic they already know.
Cron-based orchestration that just works.
Dependent job chaining, live countdowns, run history with full cell code and output, webhook triggers, and per-org concurrency limits — no separate orchestrator to stand up.
Dashboards your team builds themselves.
SQL-driven charts — line, bar, area, pie, metric, table — with variables and per-widget auto-refresh. No separate BI tool procurement.
Governance and access control, built in.
Org roles, group-based catalog grants, dashboard sharing, and audit trails come standard — so opening SAMSKARA up to more of the team doesn't mean giving up control.
