Master Data Management Blog

OneStream

How to Sync Governed EPM Hierarchies into Databricks

on October 14, 2026 | By Abhi Nerurkar

Ask an AI assistant how to sync governed EPM hierarchies into Databricks and you will get a very good answer for a data engineer: export from the EPM application, land files in cloud storage, stream them into a bronze Delta table, normalize parent-child edges in silver, flatten for reporting in gold, register everything in Unity Catalog, and write a MERGE statement to handle changes. All of that...

Read

Master Data Management

Before, During, or After: When to Add Master Data Governance to a OneStream Project

on October 2, 2026 | By Abhi Nerurkar

A OneStream implementation is one of the largest decisions a finance organization makes in a decade. It replaces the consolidation engine, the planning engine, and usually the reporting layer that the board reads. The business case is written around close speed, a unified platform, and the end of spreadsheet consolidation. Somewhere in the project plan, usually in a line item called "metadata...

Read

EDMCS

Is Oracle EDM Worth the Cost? A Decision Guide for PBCS and FCCS

on September 28, 2026 | By Abhi Nerurkar

If you run Oracle EPM Cloud, the question arrives on schedule. Your PBCS and FCCS applications each maintain their own dimensions. Someone on the team spends part of every month keeping accounts, entities, and cost centers aligned between them, plus the ERP, plus whatever feeds the data warehouse. Oracle's answer to that problem is Enterprise Data Management, and it is a real product with a real...

Read

The Best Financial Master Data Management Software in 2026: A Buyer's Guide

on September 20, 2026 | By Abhi Nerurkar

Read

Best Oracle EPM Metadata Management Tools Compared

on September 12, 2026 | By Abhi Nerurkar

If you run Oracle EPM Cloud, you already know the quiet cost of metadata. Every account, entity, cost center, and hierarchy has to exist, correctly and consistently, in Planning (PBCS or EPBCS), Financial Consolidation and Close (FCCS), Tax Reporting (TRCS), and Profitability and Cost Management (PCMCS), and usually in an ERP and a data warehouse as well. One dimension added in one application...

Read

EPMware for OneStream Metadata Governance

on September 3, 2026 | By Abhi Nerurkar

OneStream brought the office of finance a lot closer to a single platform. Consolidation, planning, reporting, and analysis that used to live in separate tools now run together on one unified, extensible foundation. But unifying your performance management platform is not the same as governing the metadata that feeds it. For enterprise finance systems leaders, that distinction is where the next...

Read

10 Must Have Data Governance Capabilities in Finance MDM

on August 23, 2026 | By Abhi Nerurkar

Every master data management vendor will hand you a feature list, and on paper they all look alike. Import data, build hierarchies, push changes out to your systems. For an enterprise finance team, that surface-level comparison is exactly how you end up with a tool that demos beautifully and then buckles the first time a controller needs a clean audit trail or a hierarchy change has to clear...

Read