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Step-by-Step Process for Successful Cognos to Power BI Migration
Step-by-Step Process for Successful Cognos to Power BI MigrationExplore a simple, step-by-step guide to seamlessly migrate from Cognos to Power BI.
3 mins read •    Updated on July 4, 2025
Author
Aditya Santhanam
Summary
  • Cognos to Power BI migration follows a four-step plan: Assess and plan, design new visuals, create a phased roadmap, and execute the move. Rigorous testing and data validation after the migration are critical for success.
  • A major challenge in Cognos to Power BI migration is rebuilding business logic, as this requires manually rewriting rules using Power BI's DAX functions. Teams must also learn Power Query for data preparation to overcome significant knowledge gaps.
  • Best practices in PowerBi migration include creating a detailed migration roadmap and a training plan for your team. It is also essential to recreate security settings from Cognos by using Power BI's Row-Level Security (RLS).
  • Businesses migrate to take advantage of Power BI's user-friendly interface, real-time data refresh, and advanced AI features. These capabilities provide more current and powerful insights for stakeholders.
  • While there are several different moving pieces - making the move towards Power BI can add more value when it comes to data insight and sharing dashboards with stakeholders. This is why, we’ll cover everything you need to know when migrating from Cognos to Power BI.

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    Why Use Power BI Over Cognos?

    Power BI has quite a few advantages over Cognos that make it a better choice for data analysis and visualization. For one, its user-friendly interface allows for easy drag-and-drop functionality, letting users create complex reports without extensive coding knowledge.

    Also, Power BI works well with various data sources and employs advanced AI capabilities for better and more detailed analytics. Aside from this, the real-time data refresh feature helps you have access to the most current information, making it a better option for most businesses.

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    4 Steps to Migrate from Cognos to Power BI

    1. Assess Your Existing Data on Cognos to Draft a Plan

    To migrate from Cognos to Power BI effectively, assessing your existing data on Cognos is crucial to setting up a structured plan. Here are the steps to streamline this assessment:

    • Inventory Existing Data Assets: Identify data sources, models, and reports in Cognos to ensure nothing critical is overlooked.
    • Analyze Dependencies: Check data dependencies, connections, and integrations to minimize compatibility issues.
    • Assess Data Quality and Structure: Evaluate data quality and formats to determine any necessary transformations.
    • Map to Power BI Requirements: Plan transformations and map Cognos structures to Power BI’s architecture for a smooth migration.

    2. Create a Visual Data Framework and Visualization on Power BI Based on Cognos Database

    When creating a visual data framework in Power BI based on a Cognos database, it’s essential to ensure the data is optimized for visualization. Key steps include:

    • Data Model Alignment: Adapt the Cognos data model to Power BI’s structure, making sure there is consistency in dimensions and measures.
    • Visualization Blueprinting: Draft visual requirements that capture insights similar to Cognos reports, identifying key KPIs and dashboards.
    • Mapping Data Hierarchies: Replicate hierarchies and drill-down paths for better data navigation.
    • Performance Optimization: Configure data refreshes and load balancing to support real-time analytics in Power BI.

    3. Create a Roadmap Based on the Priority for Business Functions

    Creating a migration roadmap from Cognos to Power BI requires aligning priorities with business functions for optimal performance. Key steps include:

    • Function Prioritization: Identify the main business functions to prioritize essential dashboards and reports for migration.
    • Dependency Mapping: Analyze interdependencies between data sources and business processes to avoid disruptions.
    • Transition Sequencing: Develop a phased approach to migrate high-priority functions first, ensuring continuity.
    • Validation Protocols: Set validation checkpoints for data accuracy and performance, aligning migrated reports with business expectations.

    4. Execute Migration - Test and Validate Data After

    Executing a migration from Cognos to Power BI requires meticulous testing and validation to make sure there is data integrity. Key steps include:

    • Initial Data Verification: Compare migrated data with Cognos to confirm accuracy in values and calculations.
    • Functional Testing: Validate each report and dashboard for intended functionality, ensuring filters and calculations operate correctly.
    • Performance Testing: Assess load times and query speeds in Power BI to confirm performance standards.
    • Compliance Validation: Confirm data meets regulatory and governance standards post-migration for seamless operational compliance.

    What are the Challenges When Migrating From Cognos to Power BI?

    Integrating Existing Data

    Switching from Cognos to Power BI can be challenging, especially when it comes to integrating existing data. Cognos and Power BI often structure and query data differently, which can complicate direct data transfers. This means companies need to carefully map, transform, and validate their data to ensure compatibility and accuracy in Power BI.

    For clients, leveraging ETL tools like Azure Data Factory or SQL Server Integration Services helps streamline the process, ensuring data integrity while keeping reporting consistent across platforms.

    Rebuilding Business Logic in Queries and Data Models

    Migrating from Cognos to Power BI can be tough, especially when it comes to rebuilding business logic within queries and data models. Unlike Cognos, Power BI may interpret query structures differently, making direct transfer impossible. This means critical business rules need to be manually restructured to align with Power BI’s modeling framework.

    To tackle this, most data engineers and scientists often utilize DAX functions and Power Query adjustments, making sure that key insights and data logic stay accurate across platforms.

    Differences in How the Reports are Rendered

    When migrating from Cognos to Power BI, one significant challenge is the differences in report rendering. Power BI utilizes a different rendering engine, which can impact how visuals and layouts are displayed compared to Cognos.

    This can lead to discrepancies in formatting and interactivity. It's essential to assess report requirements carefully, leveraging Power BI's DAX functions and visual capabilities to recreate or enhance existing reports, ensuring consistency and clarity in data representation throughout the transition.

    Sticking With the Timeline

    Migrating from Cognos to Power BI can seem straightforward, but sticking to the timeline is often a challenge. Power BI’s data modeling approach and new DAX requirements can add unexpected delays if not planned well. For teams used to Cognos, adjustments to meet Power BI’s architecture can take time.

    To stay on track, it’s essential to monitor progress and identify dependencies early on, ensuring a smooth and timely transition without sacrificing data accuracy.

    Knowledge Gap

    During the migration from Cognos to Power BI, a common challenge is addressing knowledge gaps within your team. Power BI employs a different architecture and set of functionalities, which can be daunting for those familiar with Cognos.

    It's crucial to identify these gaps and implement targeted training sessions focusing on Power BI's unique features like DAX for data manipulation and Power Query for data preparation. This approach makes sure there is a smoother transition and maximizes the tool's potential for data insights.

    What are the Best Practices When Migrating From Cognos to Power BI?

    Create a Migration Roadmap

    When migrating from Cognos to Power BI, a well-structured roadmap is crucial. This roadmap should cover data transformation, business logic, and access control needs specific to Power BI’s environment. It also helps teams identify dependencies and critical steps early, ensuring a seamless transition.

    For those involved, a roadmap minimizes risk, keeps everyone aligned, and makes troubleshooting faster. At each stage, teams can track progress, tackle issues, and maintain data integrity while adapting to Power BI’s architecture.

    Make Use of Power BI Data Modeling to Handle Complex Cognos Data Logic

    Power BI's impressive data modeling capabilities are essential for translating complex Cognos data logic into actionable insights. By leveraging features such as relationships, calculated columns, and measures, organizations can effectively streamline data structures for analysis.

    This not only simplifies reporting but also enhances performance and scalability. Utilizing Power BI’s DAX functions allows for advanced calculations, ensuring that intricate data relationships are accurately represented and leveraged for better decision-making across the organization.

    Create a Training Plan to Upskill Teammates on PowerQuery

    Developing a through training plan for Power Query is crucial when migrating from Cognos to Power BI. Power Query facilitates data extraction, transformation, and loading, allowing users to connect to various data sources seamlessly.

    Training should focus on practical skills, including creating queries, data cleaning techniques, and advanced transformations using M language. By equipping team members with these capabilities, companies can have a smooth transition and maximize the potential of Power BI's data manipulation features for enhanced reporting and analysis.

    Test Data and Validate

    Data testing and validation are essential when migrating from Cognos to Power BI. With different data structures and processing in each system, testing guarantees accuracy and prevents harmful reporting errors. Validating data integrity at each phase means any discrepancies are caught early.

    For migration teams, this process maintains data reliability and keeps Power BI reports aligned with business expectations. At Infisign, we provide customized validation tools to streamline this testing, ensuring smoother transitions for complex migrations.

    Recreate Role-Based Security Features from Cognos

    Recreating role-based security from Cognos in Power BI is key to maintaining data access controls during migration. Power BI offers flexible security settings, but aligning them with Cognos’s existing roles requires careful mapping. This process allows the right users to retain access only to the data they need.

    At Entrans, we support this transition by implementing Power BI’s Row-Level Security (RLS) to mirror Cognos roles, keeping data both secure and accessible across the organization.

    Create a Reliable Data Governance Plan

    Creating a reliable data governance plan during the migration from Cognos to Power BI is crucial for ensuring data integrity and compliance. This involves defining data ownership, establishing access controls, and implementing monitoring processes to track data usage.

    By using Power BI's built-in governance tools, organizations can ensure that data is accurate and accessible while adhering to regulatory standards. A reliable governance framework not only safeguards sensitive information but also empowers users with the insights they need to drive informed decision-making.

    Get Help from Power BI Professionals From Entrans

    Engaging Power BI experts during your migration from Cognos can help with the transition process. With specialists who bring extensive knowledge of data modeling, DAX functions, and Power Query, you’re data validation and migration process can be done a lot quicker and with far fewer issues.

    Why not work with Entran’s team of certified Power BI experts to make your migration process as quick as possible? Want to know more? Why not book a free 30-minute consultation call?

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    Aditya Santhanam
    Author
    Aditya Santhanam is the Co-founder and CTO of Entrans, leveraging over 13 years of experience in the technology sector. With a deep passion for AI, Data Engineering, Blockchain, and IT Services, he has been instrumental in spearheading innovative digital solutions for the evolving landscape at Entrans. Currently, his focus is on Thunai, an advanced AI agent designed to transform how businesses utilize their data across critical functions such as sales, client onboarding, and customer support
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