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Proactive Monitoring and Analysis of Master Data Inconsistency

By Kiran Dahiwadkar
  • Product Insights
🕒 5 min read
Table of Contents
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Business in the early nineties and before were operated differently than they are today. Business operations were decentralized since they were run out of multiple locations. Each location had its independent system of maintaining records which was the cause of several challenges for an enterprise as a whole. One of the challenges of decentralized operations was the cost factor. To understand this better, let us consider a small example. A company who manufactures both refrigerators and air conditioners need compressors to make their products. This company’s manufacturing units are divided such that refrigerators are manufactured out of location one and air conditioners are manufactured out of location two. Both the manufacturing units procure compressors from two different vendors that are closer to each location. The refrigerator unit is procuring compressors at a certain cost, while the air conditioning unit is procuring compressors at a different cost. Here, in an ideal situation, both the units should have been procuring compressors from a single vendor who provides them at a better cost, as well as qualify for bulk purchase discounts. But this does not happen owing to the decentralized operations. Both units are unaware of these transactions and hence the vendors are able to make merry out of this situation. All of this changed, and for good when SAP ERP entered the market. Their solution was a powerful tool that integrated and centralized the master data system. This resulted in centralized business operations and hence the location of manufacturing units did not matter. For the company, a master data of compressors, vendors and their locations was created. This gave a clear picture of the total requirement in terms of material, volume, supplier and their price in one click. This data also reflected in the financial report of the company. Master data is a central data repository which is used as a basic reference data for all transactions for different integrated modules. Master data is divided in two parts – client level and plant level data. Client level data is common for all and plant level data is different and plant specific. Having a central master data provided the company with certain advantages, one of which is the control over unplanned inventory which was unnecessarily maintained earlier because of the lack of tracking, invisibility of stock and poor requirement planning. This resulted in many business units saving cost and efforts through effective Monthly Requirement Planning. For enterprises, it is important to have accurate and error-free master data. Master data to an ERP system is what the heart is to the human body. If your heart is healthy, you are healthy. Similarly, if your master data is healthy then your ERP system is healthy. According to business scenarios and industry type, there can be multiple master data used in ERP Systems, however, the following are the most commonly used by all businesses:
  • Vendor Master
  • Customer Master
  • Material Master
  • PIR (Purchase Info Record)
  • Condition Master Record
Master data is a key factor to run the SAP ERP business activities and transactions. Accurate and error-free master data is the need for SAP ERP business. Having said that, let us understand the importance of Master data consistency and some challenges related to master data management. If master data is inconsistent or incorrect, it will directly impact business transaction and process. For example, if the price is not maintained consistently, it will have an impact on purchase order, goods receipt and invoice. If material views are incorrect, then the system will not allow the user to store the required information. Owing to that, many items such as delivering plant, payment term, incoterm, source list, batch tick, material flag for deletion and Vendor or Customer gets blocked and all these issues will heavily impact daily business functioning. Business users can regularly monitor and maintain the consistency if master data volume is low. But what if the master data is in large volume such as in millions? It will be difficult to monitor and maintain such a high number of records for a small team with less efforts. Following are the challenges of Master Data Management:
  • Higher Data Volume
  • Inconsistent Data (Blank/Missing data)
  • Incorrect Integration of Cross Module data
  • Person specific dependency
  • Lack of Data Monitoring, Analysis and Alerts
  • Lack of Automation and Artificial Intelligence
  • Lack of Master Data Inconsistency Reports
Master data is required for procurement, sales, financial and cost reports. It always supports in making the best decisions, bringing accuracy in business processes, for effective operations, tracking revenues and profits of the company, and so on. This is why it is important to have consistent and accurate Master data in your system. What if a tool can address all the above challenges and help maintain master data consistency? Introducing ignio AI.ERPOps’ Master Data Sanity Check – Help resolve data inconsistencies. The following figure shows a brief snapshot of the capability. The following figures show Master Data Sanity Check Dashboard view with Materials, Customer and Vendor Masters. Material masters KPI and Search option with Recommendations details in next screen. Thus, ignio AI.ERPOps proactively monitors your Master data and gets rid of Master data inconsistencies. To know more about ignio AI.ERPOps visit: https://digitate.com/ignio-ai-erpops/
Blog-Profile-Kiran Dahiwadkar
Author

Kiran Dahiwadkar

Lead Functional Consultant | ignio AI.ERPOps Digitate

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Products

What we solve

Digitate’s empowers organizations to transform their operations with intelligence, insights, and actions.​

Platform Overview
Products

ignio AIOps

Redefining IT operations with AI and automation

  • ignio Observe
  • Cloud Visibility and Cost Optimization
  • Business Health Monitoring
  • IT Event Management

ignio AI.Workload Management

Enabling predictable, Agile and Silent batch operations in a closed-loop solution

  • Business SLA Prediction

ignio AI.ERPOps

End-to-end automation for incidents and service requests in SAP

  • IDoc Management for SAP

ignio AI.Digital Workspace

Autonomously detect, triage and remediate endpoint issues

​ignio Cognitive Procurement

AI-based analytics to improve Procure-to-Pay effectiveness

ignio AI.Assurance

Transform software testing and speed up software release cycles

Platform

What we do

Digitate helps enterprises improve the resilience and agility of their IT and business operations with our SaaS–based platform.

Platform Overview
Platform

ignio™ Platform

ignio™, Digitate’s SaaS-based platform for autonomous operations, combines observability and AIOps capabilities to solve operational challenges

Industries

Autonomous IT Solutions for the Modern Industry

  • BFSI
  • Retail
  • Healthcare & Life Sciences
  • Travel & Hospitality
  • Consumer Packaged Goods

AI Agents

ignio’s AI agents, with their ability to perceive, reason, act, and learn deliver measurable business value and transform IT operations.​

  • AI Agent for IT Event Management
  • AI Agent for Incident Resolution
  • AI Agent for Cloud Cost Optimization
  • AI Agent for Proactive Problem Management
  • AI Agent for Business SLA Predictions

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ROI

Get insights from the Forrester Total Economic Impact™ study on Digitate ignio

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Blogs

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Trust Center

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e-Books

Digitate ignio™ eBooks provide insights into intelligent automation

Podcasts

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Case Studies

Learn how businesses overcame key AI-driven automation issues

Reference Guides

Guides cover AIOps and SAP automation examples, use cases, criteria

White Papers and POV

A library of in-depth insights and actionable strategies

About Us

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At Digitate, we’re committed to helping enterprise companies, realize autonomous operations.

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Search
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Contact Us
Products

What we solve

Digitate’s empowers organizations to transform their operations with intelligence, insights, and actions.​

Platform Overview
Products

ignio AIOps

Redefining IT operations with AI and automation

  • ignio Observe
  • Cloud Visibility and Cost Optimization
  • Business Health Monitoring
  • IT Event Management

ignio AI.Workload Management

Enabling predictable, Agile and Silent batch operations in a closed-loop solution

  • Business SLA Prediction

ignio AI.ERPOps

End-to-end automation for incidents and service requests in SAP

  • IDoc Management for SAP

ignio AI.Digital Workspace

Autonomously detect, triage and remediate endpoint issues

​ignio Cognitive Procurement

AI-based analytics to improve Procure-to-Pay effectiveness

ignio AI.Assurance

Transform software testing and speed up software release cycles

Platform

What we do

Digitate helps enterprises improve the resilience and agility of their IT and business operations with our SaaS–based platform.

Platform Overview
Platform

ignio™ Platform

ignio™, Digitate’s SaaS-based platform for autonomous operations, combines observability and AIOps capabilities to solve operational challenges

Industries

Autonomous IT Solutions for the Modern Industry

  • BFSI
  • Retail
  • Healthcare & Life Sciences
  • Travel & Hospitality
  • Consumer Packaged Goods

AI Agents

ignio’s AI agents, with their ability to perceive, reason, act, and learn deliver measurable business value and transform IT operations.​

  • AI Agent for IT Event Management
  • AI Agent for Incident Resolution
  • AI Agent for Cloud Cost Optimization
  • AI Agent for Proactive Problem Management
  • AI Agent for Business SLA Predictions

Resources

Analyst Reports

Discover what the top industry analysts have to say about Digitate

Blogs

Explore Insights on Intelligent Automation from Digitate experts

ROI

Get Insights from the Forrester Total Economic Impact™ study on Digitate ignio

Case Studies

Learn how Digitate ignio helped transform the Walgreens Boots Alliance

Trust Center

Digitate policies on security, privacy, and licensing

e-Books

Digitate ignio™ eBooks Provide Insights into Intelligent Automation

Infographics

Discover the Capabilities of ignio™’s AI Solutions

Reference Guides

Guides cover AIOps and SAP automation examples, use cases, and selection criteria

White Papers and POV

Discover ignio White papers and Point of view library

Webinars & Events

Explore our upcoming and recorded webinars & events

About Us

Who we are

At Digitate, we’re committed to helping enterprise companies, realize autonomous operations.

Integration
Channel Partner
Technology Partner
Azure Marketplace
Resources

Leadership

We’re committed to helping enterprise companies realize autonomous operations

Newsroom

Explore the latest news and information about Digitate

Partners

Grow your business with our Elevate Partner program

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Evolve your skills and get certified

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Digitate - Autonomous Enterprise Software
Products

What we solve

Digitate’s empowers organizations to transform their operations with intelligence, insights, and actions.​

Platform Overview
Products

ignio AIOps

Redefining IT operations with AI and automation

  • ignio Observe
  • Cloud Visibility and Cost Optimization
  • Business Health Monitoring
  • IT Event Management

ignio AI.Workload Management

Enabling predictable, Agile and Silent batch operations in a closed-loop solution

  • Business SLA Prediction

ignio AI.ERPOps

End-to-end automation for incidents and service requests in SAP

  • IDoc Management for SAP

ignio AI.Digital Workspace

Autonomously detect, triage and remediate endpoint issues

​ignio Cognitive Procurement

AI-based analytics to improve Procure-to-Pay effectiveness

ignio AI.Assurance

Transform software testing and speed up software release cycles

Platform1

What we do

Digitate helps enterprises improve the resilience and agility of their IT and business operations with our SaaS–based platform.

Platform Overview
Platform

ignio™ Platform

ignio™, Digitate’s SaaS-based platform for autonomous operations, combines observability and AIOps capabilities to solve operational challenges

Industries

Autonomous IT Solutions for the Modern Industry

  • BFSI
  • Retail
  • Healthcare & Life Sciences
  • Travel & Hospitality
  • Consumer Packaged Goods

AI Agents

ignio’s AI agents, with their ability to perceive, reason, act, and learn deliver measurable business value and transform IT operations.​

  • AI Agent for IT Event Management
  • AI Agent for Incident Resolution
  • AI Agent for Cloud Cost Optimization
  • AI Agent for Proactive Problem Management
  • AI Agent for Business SLA Predictions

Resources

Analyst Reports

Discover what the top industry analysts have to say about Digitate

Blogs

Explore Insights on Intelligent Automation from Digitate experts

ROI

Get Insights from the Forrester Total Economic Impact™ study on Digitate ignio

Case Studies

Learn how Digitate ignio helped transform the Walgreens Boots Alliance

Trust Center

Digitate policies on security, privacy, and licensing

e-Books

Digitate ignio™ eBooks Provide Insights into Intelligent Automation

Infographics

Discover the Capabilities of ignio™’s AI Solutions

Reference Guides

Guides cover AIOps and SAP automation examples, use cases, and selection criteria

White Papers and POV

Discover ignio White papers and Point of view library

Webinars & Events

Explore our upcoming and recorded webinars & events

About Us

Who we are

At Digitate, we’re committed to helping enterprise companies, realize autonomous operations.

Integration
Channel Partner
Technology Partner
Azure Marketplace
Resources

Leadership

We’re committed to helping enterprise companies realize autonomous operations

Newsroom

Explore the latest news and information about Digitate

Partners

Grow your business with our Elevate Partner program

Academy

Evolve your skills and get certified

Contact Us

Get in touch or request a demo

Request a Demo