Velocity: SAP data ingestion made easy!
Automate your data engineering for SAP to Azure & Databricks
Velocity: SAP data ingestion made easy!
Automate your data engineering for SAP to Azure & Databricks
Introducing Velocity, Kagool's proprietary metadata-driven, no-code application specialising in rapid data ingestion from SAP source systems, delivering out-of-the-box change data capture without the need for SAP Landscape Transformation (SLT).
Velocity is SAP-certified and a Microsoft-recommended tool designed to reduce data engineering efforts for pipeline creation from weeks to minutes. As a testament to its success, Velocity has been helping global organisations with installations worldwide and has handled billions of records in incremental loads. It excels over native connectors in Azure Data Factory by transferring the business context of SAP data structures into lake house architecture platforms without having to write code in ADF, delivers change data capture out of the box, thereby unlocking SAP data to an ecosystem of capabilities beyond basic analytics in SAP.
Velocity expedites time to insights from SAP data with a no-code, configuration-based app custom-built for various native SAP object types, including SAP CDS views, ODP-based extractors, HANA calculation views, SAP long texts, hierarchies, t-codes, conversion exits and many more complex SAP data objects. Its centralised audit logging keeps you in control, providing transparency throughout your data ingestion processes (Source to target) and efficiently handling high-volume data loads.
Velocity's error investigation tools facilitate swift detection and resolution, ensuring a clean, one-click recovery process and uninterrupted data workflows. It proactively alerts service management and concerned stakeholders .In essence, Velocity provides a comprehensive solution that addresses data extraction, security, scheduling, observability and error management for robust data integration and orchestration without writing a piece of code built around the complex data structures of SAP customers.

Are you affected by SAP's announcement of a ban on RFC for external data extraction?
Read our blog to explore how Velocity facilitates SAP-compliant data extraction
Key Features of Velocity
Accelerating and Securing SAP Data Ingestion into Azure and Databricks
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Automated CDC and Delta Pipelines
Create fully automated SAP change data capture (CDC) and delta load pipelines with just a few clicks — no SAP Landscape Transformation (SLT) or manual coding required.
Velocity identifies CDC changes at the SAP source, merges them efficiently at the cloud target, and simplifies complex SAP data workflows to save time, reduce risk, and accelerate cloud analytics.
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High-Performance Data Loads
Handle high-volume SAP data ingestion with ease. Velocity optimises load performance for Azure and Databricks pipelines by automatically compressing, batching, parallelising, and streaming large data sets.
This configurable and parameterised system intelligently adjusts based on available cloud resources — ensuring seamless, scalable, and efficient SAP data integration into modern analytics platforms.
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Delta Load with Historic Timelines
Unlock complete historical analysis from your SAP systems with automated delta load backdating.
Velocity enables seamless extraction of SAP data across past timelines, ensuring access to complete datasets for advanced reporting, audit, and analytics use cases — without manual intervention.
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Centralised Audit Logging
Maintain full control and compliance across your SAP-to-cloud data pipelines with centralised audit logging.
Velocity captures detailed audit events — including application, service, network, database, and authentication activities — across all SAP and Azure components. This end-to-end visibility ensures transparency, accountability, and security throughout your SAP data integration processes.
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Sensitive Object Protection
Protect sensitive SAP data — such as HR, payroll, and financial records — with automated object suppression during data extraction.
Velocity ensures that confidential information remains securely within SAP source systems, enabling safe ingestion of non-sensitive data sets into Azure and Databricks environments while supporting compliance with GDPR, HIPAA, and other data privacy regulations.
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Batch Scheduling and Load Orchestration
Customise your SAP-to-cloud data flows with intelligent batch scheduling and automated load orchestration.
Velocity allows you to configure extraction schedules based on your operational needs, automate retries for failed loads, and streamline nightly batch processes — ensuring reliable, resilient SAP data pipelines into Azure and Databricks environments.
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Error Investigation Tools and Clean Recovery
Rapidly detect, diagnose, and resolve SAP data load issues with automated error investigation tools.
Velocity enables clean, one-click recovery processes to maintain uninterrupted SAP-to-cloud data workflows — boosting pipeline resilience, reducing downtime, and ensuring operational continuity across Azure and Databricks environments.
Exploring Velocity: Key Features and Functionality
Automated CDC/Delta Pipelines
Create source-to-target CDC/Delta pipelines effortlessly with just a few clicks. Velocity simplifies complex processes, saving time and resources. Velocity automatically performs CDC identification at the source, and CDC merge at the target.
Load Performance Management
Handle high-volume data loads effortlessly. Velocity optimises load performance for seamless operations by automatically compressing, batching, parallelising and streaming large data volumes, reducing potential issues. This parameterised and configurable process can be fine-tuned based on the customer resources available.
Delta Load with Historic Timelines
Velocity makes delta load with backdated historical timelines possible, ensuring you have access to the data you need when needed.
Centralised Audit Logging
Stay in control with centralised audit logging. Velocity ensures transparency and accountability in your data integration processes by capturing all audit events (application, service, network, database, authentication, etc.) across all components (SAP & Azure) used in end-to-end pipeline execution.
Full Data Observability
Monitor end-to-end job status and auditing with ease. Velocity provides full data observability for a comprehensive understanding of your data workflows.
Sensitive Object Extract Suppression
Ensure data security with Velocity's ability to suppress extraction of sensitive objects and columns such as HR and financial data sets. Your data stays protected within the source systems, enabling engineers' freedom to extract non-sensitive data sets.
Batch Scheduling
Manage your data integration on your terms. Velocity allows for batch scheduling to fit your organisation's specific needs.
Error Investigation Tools and Clean Recovery
Detect and resolve errors swiftly with Velocity's error investigation tools. Enjoy a clean recovery process for uninterrupted data workflows.
Exploring Velocity: Key Features and Functionality

Automated CDC/Delta Pipelines
Create source-to-target CDC/Delta pipelines effortlessly with just a few clicks. Velocity simplifies complex processes, saving time and resources. Velocity automatically performs CDC identification at the source, and CDC merge at the target.
Load Performance Management
Handle high-volume data loads effortlessly. Velocity optimises load performance for seamless operations by automatically compressing, batching, parallelising and streaming large data volumes, reducing potential issues. This parameterised and configurable process can be fine-tuned based on the customer resources available.
Delta Load with Historic Timelines
Velocity makes delta load with backdated historical timelines possible, ensuring you have access to the data you need when needed.
Centralised Audit Logging
Stay in control with centralised audit logging. Velocity ensures transparency and accountability in your data integration processes by capturing all audit events (application, service, network, database, authentication, etc.) across all components (SAP & Azure) used in end-to-end pipeline execution.
Full Data Observability
Monitor end-to-end job status and auditing with ease. Velocity provides full data observability for a comprehensive understanding of your data workflows.
Sensitive Object Extract Suppression
Ensure data security with Velocity's ability to suppress extraction of sensitive objects and columns such as HR and financial data sets. Your data stays protected within the source systems, enabling engineers' freedom to extract non-sensitive data sets.
Batch Scheduling
Manage your data integration on your terms. Velocity allows for batch scheduling to fit your organisation's specific needs.
Error Investigation Tools and Clean Recovery
Detect and resolve errors swiftly with Velocity's error investigation tools. Enjoy a clean recovery process for uninterrupted data workflows.
Empowering our clients across industries to unlock the full potential of their data
Largest Pharmacy chain in USA
The customer decided to adopt Azure as their enterprise analytics platform. Velocity seamlessly integrates data from SAP S/4 HANA into Microsoft Azure Storage, empowering the client to manage an impressive volume of over 80 billion financial ledger entries within the Azure Cloud. Leveraging Velocity, we established standardised data models to create a cohesive view of financial operations, supporting the client's retail and financial transformation initiatives. Additionally, our team provided expert consultancy services for data visualisation using Power BI, effectively replacing legacy tools such as Tableau and Cognos.
This initiative marked a significant transformation and modernisation of the client's retail and finance data ecosystem. By implementing a modern platform built on Microsoft technologies with Velocity as the linchpin, we established a singular, authoritative source for critical financial reporting. This unlocked opportunities for advanced analytics and granted finance professionals access to precise and reliable daily financial data with unprecedented granularity. With data updated multiple times a day through Velocity and Azure integration, financial statement reporting now occurs automatically overnight during month-end closures. This streamlined process liberates financial analysts from mundane tasks like data manipulation and report creation, empowering them to focus on strategic decision-making and extracting actionable insights from the data.
Industry leader in premier kitchen and bathroom retail and manufacturing
The customer had numerous requirements, including sunsetting BW, migrating to Azure and deprecating the Oracle data warehouse in favour of Azure. Velocity was crucial in expediting the transition by replacing thousands of BODS (SAP Data Services) jobs to enhance integration robustness. Additionally, Kagool provided consultancy services to support the sunset of BW and the rollout of Power BI with Azure. We facilitated the establishment of their modern data platform on Azure, leveraging Velocity as a critical enabler. This allowed them to develop and deploy data products swiftly and with agility. Using Velocity and Azure, we built data products across eight different areas: finance, supply chain, pricing, and inventory—this empowered business users with the reliable reporting necessary for informed decision-making. We guided best practices and leveraged our expertise in modern data platforms. Velocity and Azure ensure that SAP transactional financial data is accessible to users through a trusted single source of truth model, with data refreshed thrice daily.
Energy supplier in the USA
Velocity facilitates the rapid extraction of data from SAP ECC to Azure Storage, enhancing Power Systems' global reporting capabilities, which include financial forecasts, daily SNO, and executive summaries.
Additionally, we spearheaded the carve-out process, establishing the new business entity separate from its parent company. This involved deploying a new Velocity and Azure landscape tailored to the unique needs of the new company. Working closely with IT and business stakeholders, we ensured a seamless transition by swiftly setting up a fully functional data landscape. The migration to the new company environment was completed within a tight timeframe of four months, consisting of one month of analysis and three months of migration work.
The migration encompassed dozens of databases and data pipelines and hundreds of Power BI reports, user groups, and permissions. Despite the scale of the operation, we prioritised minimal disruption for end users. Collaborating across IT departments, we ensured that all systems were prepared, resulting in minimal or no disruption to users during the transition. Leveraging Velocity and Azure, we efficiently loaded data into the new environment, meeting stringent cutover deadlines with precision.
Empowering our clients across industries to unlock the full potential of their data
Largest Pharmacy chain in USA
The customer decided to adopt Azure as their enterprise analytics platform. Velocity seamlessly integrates data from SAP S/4 HANA into Microsoft Azure Storage, empowering the client to manage an impressive volume of over 80 billion financial ledger entries within the Azure Cloud. Leveraging Velocity, we established standardised data models to create a cohesive view of financial operations, supporting the client's retail and financial transformation initiatives. Additionally, our team provided expert consultancy services for data visualisation using Power BI, effectively replacing legacy tools such as Tableau and Cognos.
This initiative marked a significant transformation and modernisation of the client's retail and finance data ecosystem. By implementing a modern platform built on Microsoft technologies with Velocity as the linchpin, we established a singular, authoritative source for critical financial reporting. This unlocked opportunities for advanced analytics and granted finance professionals access to precise and reliable daily financial data with unprecedented granularity. With data updated multiple times a day through Velocity and Azure integration, financial statement reporting now occurs automatically overnight during month-end closures. This streamlined process liberates financial analysts from mundane tasks like data manipulation and report creation, empowering them to focus on strategic decision-making and extracting actionable insights from the data.
Industry leader in premier kitchen and bathroom retail and manufacturing
The customer had numerous requirements, including sunsetting BW, migrating to Azure and deprecating the Oracle data warehouse in favour of Azure. Velocity was crucial in expediting the transition by replacing thousands of BODS (SAP Data Services) jobs to enhance integration robustness. Additionally, Kagool provided consultancy services to support the sunset of BW and the rollout of Power BI with Azure. We facilitated the establishment of their modern data platform on Azure, leveraging Velocity as a critical enabler. This allowed them to develop and deploy data products swiftly and with agility. Using Velocity and Azure, we built data products across eight different areas: finance, supply chain, pricing, and inventory—this empowered business users with the reliable reporting necessary for informed decision-making. We guided best practices and leveraged our expertise in modern data platforms. Velocity and Azure ensure that SAP transactional financial data is accessible to users through a trusted single source of truth model, with data refreshed thrice daily.
Energy supplier in the USA
Velocity facilitates the rapid extraction of data from SAP ECC to Azure Storage, enhancing Power Systems' global reporting capabilities, which include financial forecasts, daily SNO, and executive summaries.
Additionally, we spearheaded the carve-out process, establishing the new business entity separate from its parent company. This involved deploying a new Velocity and Azure landscape tailored to the unique needs of the new company. Working closely with IT and business stakeholders, we ensured a seamless transition by swiftly setting up a fully functional data landscape. The migration to the new company environment was completed within a tight timeframe of four months, consisting of one month of analysis and three months of migration work.
The migration encompassed dozens of databases and data pipelines and hundreds of Power BI reports, user groups, and permissions. Despite the scale of the operation, we prioritised minimal disruption for end users. Collaborating across IT departments, we ensured that all systems were prepared, resulting in minimal or no disruption to users during the transition. Leveraging Velocity and Azure, we efficiently loaded data into the new environment, meeting stringent cutover deadlines with precision.
Explore sources and targets Velocity supports
Velocity enables seamless data ingestion from SAP, Salesforce, SQL Server, Sybase, and Oracle into leading cloud platforms such as Azure Data Lake, Azure Synapse Analytics, Databricks, and Microsoft Fabric — supporting hybrid, multi-cloud, and modern data Lakehouse architectures.
Embark on a data journey of efficiency, precision, and seamless integration with Velocity
Customer Success Story
Streamlining Global Operations Analytics: Smiths Group Harnesses Velocity for Seamless Data Ingestion in Azure
Smith's Group streamlined their analytics across five global operations divisions by consolidating data from multiple sources using Velocity. The company ingested its data into Azure Data Lake Storage, facilitated by Velocity and Azure Data Factory. Subsequently, the data underwent processing, transformation, and structuring in Azure Databricks, resulting in a user-friendly format.
Customer Success Story
Streamlining Global Operations Analytics: Smiths Group Harnesses Velocity for Seamless Data Ingestion in Azure
Smith's Group streamlined their analytics across five global operations divisions by consolidating data from multiple sources using Velocity. The company ingested its data into Azure Data Lake Storage, facilitated by Velocity and Azure Data Factory. Subsequently, the data underwent processing, transformation, and structuring in Azure Databricks, resulting in a user-friendly format.
What Our Customer Say About Us
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"I have really enjoyed the experience and expertise of the entire Kagool team. I am glad that Microsoft has such partners, and they recommended Kagool to us."
Komatsu -
"By moving to Azure and Power BI, we're getting better accuracy in our data."
Smiths Group
