Roadmap

A governed workflow platform, on a clear roadmap.

Mud Cake ships against a product-owner-controlled roadmap, not a feature lottery. The marketing site focuses on the product and its business value. Here is where it stands today and where it is heading.

Shipping now

Shipping now

Data ingestion

Multiple data sources

Bring in spreadsheet data, connect SQL tables, and extract structured information from business documents. Each source becomes a governed, inspectable dataset.

Transforms

Repeatable ordered transformations

Six operation types (select, rename, calculated, lookup, filter, aggregate) in explicit, user-controlled order. Draft, Publish, Run with versioning. Lookups against other datasets and SQL tables.

Automation

Durable run chaining

A successful run durably queues downstream transforms. Run history records Manual, Scheduled, and Dependency origin with bounded causality.

Governance

Tenant-isolated governance

Customer and tenant isolation enforced server-side, no arbitrary user SQL, full lineage, fail-closed authorization, and operation locking.

In progress

In progress

Data sources

External SQL-backed datasets

Register existing customer-managed SQL tables and expose them through the normal dataset abstraction, read-only, base tables only.

Performance

Managed performance indexes

Configure performance indexes on Mud Cake-managed dataset columns to speed up lookups and filters on large datasets.

Schema

Dataset schema evolution

Safely reconcile schema changes additively or rebuild a new physical generation, preserving dataset identity so downstream transformations stay attached.

On the roadmap

On the roadmap

Operations

More transformation operations

Additional structured operations and advanced schema evolution to handle more business scenarios.

Lookup

Conditional lookup

Structured matching against another dataset using configurable conditions, including effective-dated and as-of matching.

Output

Append and merge output behaviors

Append rows to or merge/upsert into a transformation's output dataset, with matching key semantics and idempotency.

Integration

Deeper integrations

More ways to bring data in, more ways to get calculated datasets out, and more flexibility for complex business workflows.

Deferred

Explicitly deferred

Some behaviors are intentionally not supported today. They are sequenced on the roadmap, not abandoned. Arbitrary user-authored SQL is a deliberate product boundary, not a gap.

Want a say in what ships next?

We work with design partners to shape the roadmap. Tell us what your teams need.