--- title: Leveraging Delta Sharing for Seamless SAP and Databricks Collaboration description: Delta Sharing for Seamless SAP and Databricks Collaboration enables secure, real-time data exchange, decision-making, and enterprise data workflows. image: https://www.xenonstack.com/hubfs/sap-and-databricks-with-delta-sharing.png --- - [![xenonstack-logo](https://www.xenonstack.com/hubfs/xenonstack-logo-new-relase.svg)](https://www.xenonstack.com/) - - Foundry Foundry Unified reasoning foundation enabling seamless orchestration, analytics, infrastructure, and trust across intelligent ecosystems [![pointers-icon](https://www.xenonstack.com/hubfs/xs-revamp-header-dropdown/our-purpose-line-icon.svg) Akira AI - Reasoning and Agent Orchestration Turn models into collaborative, policy-governed agents that learn and act together](https://www.xenonstack.com/agentic-platforms/akira-ai/) [![pointers-icon](https://www.xenonstack.com/hubfs/xs-revamp-header-dropdown/autonomous-operations-icon.svg) ElixirData - Agentic Analytics Intelligence Explainable, decision-centric analytics for measurable business outcomes](https://www.xenonstack.com/agentic-platforms/elixirdata/) [![pointers-icon](https://www.xenonstack.com/hubfs/xs-revamp-header-dropdown/digital-immune-system-icon.svg) NexaStack - Agentic Infrastructure Automation Secure, compliant, and high-performance AI deployment across cloud, edge, and on-prem](https://www.xenonstack.com/agentic-platforms/nexastack-unified-inference/) [![pointers-icon](https://www.xenonstack.com/hubfs/xs-header-dropdown/ai-driven-industries-hr-and-recruitment.svg) MetaSecure - Trust, Compliance, and Defense Continuous assurance with AI-BOMs, risk scoring, and agentic security](https://www.xenonstack.com/agentic-platforms/metasecure/) [![pointers-icon](https://www.xenonstack.com/hubfs/xs-revamp-header-dropdown/decision-intelligence-header-icon.svg) Neural AI – Agentic Intelligence & Autonomous Innovation AI agents for intelligent automation and adaptive innovation](https://www.xenonstack.com/agentic-platforms/neural-ai/) ### Reasoning Stack Powers intelligent systems with unified orchestration, adaptive analytics, scalable infrastructure, and built-in trust [See in action ![cta-arrow](https://www.elixirclaw.ai/hubfs/dropdown-assets/cta-arrow.svg)](https://www.xenonstack.com/agentic-ai/analytics-platform/) ![platfom-image](https://9471087.fs1.hubspotusercontent-na1.net/hubfs/9471087/Imported%20images/build-your-next-intelligent-workflows-banner-image.svg) - AI Agents AI Agents Pre-built autonomous agents designed for domain-specific intelligence, seamless integrations, and governed enterprise deployment By Domain [![pointers-icon](https://www.xenonstack.com/hubfs/xs-header-dropdown/adaptive-ai-enterprise-operational-analytics.svg) Agentic Operations AgentSRE and AgentOps for automated reliability and IT operations](https://www.xenonstack.com/ai-agents/agentic-operations/) [![pointers-icon](https://www.xenonstack.com/hubfs/xs-header-dropdown/industries-fintech.svg) Agentic Finance FinOps Agent and Budget Enforcer for optimized financial governance](https://www.xenonstack.com/ai-agents/agentic-finance/) [![pointers-icon](https://www.xenonstack.com/hubfs/xs-header-dropdown/case-study-icon.svg) Agentic Risk and Compliance Audit Agent and Risk Assurance to automate compliance monitoring](https://www.xenonstack.com/ai-agents/agentic-risk-compliance/) [![pointers-icon](https://www.xenonstack.com/hubfs/xs-header-dropdown/discover-digital-experience-platform.svg) Agentic Analytics Analyst Agent and Decision Advisor for AI-driven insights and strategy](https://www.xenonstack.com/ai-agents/agentic-analytics/) [![pointers-icon](https://www.xenonstack.com/hubfs/xs-revamp-header-dropdown/developer-experience-icon.svg) Agentic Supply Chain AI-powered advisor for smart sourcing, vendor insights, and strategic procurement](https://www.xenonstack.com/ai-agents/agentic-procurement/) [![pointers-icon](https://www.xenonstack.com/hubfs/xs-header-dropdown/discover-serverless-application-development.svg) Agentic Security AI-driven defense delivering proactive threat detection and autonomous security orchestration](https://www.xenonstack.com/ai-agents/agentic-security/) By Integration [![pointers-icon](https://www.xenonstack.com/hubfs/xs-header-dropdown/decision-intelligence-metaverse.svg) Snowflake AI Agents Pre-built connectors for real-time data intelligence on Snowflake](https://www.xenonstack.com/ai-agents/snowflake-ai-agents/) [![pointers-icon](https://www.xenonstack.com/hubfs/xs-header-dropdown/optimize-cloud-migration.svg) Databricks AI Agents AI agents for automated data workflows and insights on Databricks](https://www.xenonstack.com/ai-agents/databricks-ai-agents/) [![pointers-icon](https://www.xenonstack.com/hubfs/xs-header-dropdown/optimize-application-modernization.svg) ServiceNow AI Agents AI workflows to streamline service, incident, and operations automation](https://www.xenonstack.com/ai-agents/servicenow-ai-agents/) [![pointers-icon](https://www.xenonstack.com/hubfs/xs-header-dropdown/cloud-native-devsecops.svg) Jira/Project Management Agents AI agents for backlog grooming, sprint planning, and real-time project visibility](https://www.xenonstack.com/ai-agents/jira-agents-actions/) [![pointers-icon](https://www.xenonstack.com/hubfs/xs-header-dropdown/discover-digital-experience-platform.svg) SAP AI Agents AI copilots for finance, supply chain, and HR decisions across your SAP landscape](https://www.xenonstack.com/ai-agents/sap-agents-actions/) [![pointers-icon](https://www.xenonstack.com/hubfs/xs-header-dropdown/ai-driven-industries-hr-and-recruitment.svg) Oracle AI Agents AI agents for financials, risk, and operations intelligence across Oracle applications](https://www.xenonstack.com/ai-agents/oracle-agents-actions/) - Solutions Solutions Governed AI solutions driving measurable business outcomes across operations, finance, security, and analytics [![pointers-icon](https://www.xenonstack.com/hubfs/xs-header-dropdown/cloud-native-devops.svg) ReliabilityOps — Cloud Reliability Automation Automate reliability checks and optimize uptime with continuous reasoning](https://www.xenonstack.com/ai-agents/cloudops-reimagined/) [![pointers-icon](https://www.xenonstack.com/hubfs/xs-header-dropdown/cloud-native-kubernetes.svg) IncidentOps — AI-Driven Site Reliability Resolve incidents faster with AI-led triage, contextual RCA, and adaptive recovery](https://www.xenonstack.com/ai-agents/sre-reimagined/) [![pointers-icon](https://www.xenonstack.com/hubfs/xs-header-dropdown/discover-custom-software-development.svg) PlatformOps — Unified Platform Automation Unify infrastructure and AI systems with reasoning-driven automation and compliance](https://www.xenonstack.com/ai-agents/platformops-reimagined/) [![pointers-icon](https://www.xenonstack.com/hubfs/xs-header-dropdown/decision-intelligence-customer-analytics.svg) DefenseOps — Autonomous Threat Defense Detect, analyze, and neutralize threats autonomously with adaptive defense intelligence](https://www.xenonstack.com/ai-agents/responsible-ai-aviator/) [![pointers-icon](https://www.xenonstack.com/hubfs/xs-header-dropdown/optimize-business-intelligence.svg) TrustOps — Responsible AI and Continuous Governance Ensure transparency, fairness, and compliance in every AI system and decision](https://www.xenonstack.com/ai-agents/secops-reimagined/) [![pointers-icon](https://www.xenonstack.com/hubfs/xs-header-dropdown/ai-driven-industries-manufacturing.svg) RiskOps — Predictive Risk Intelligence Predict, score, and mitigate risks proactively with real-time assurance intelligence](https://www.xenonstack.com/ai-agents/risk-management-aviator/) [![pointers-icon](https://www.xenonstack.com/hubfs/xs-header-dropdown/adaptive-ai-explainable-ai.svg) FactoryOps — AI-Driven Industrial Automation Predict equipment failures and optimize production with adaptive intelligence](https://www.xenonstack.com/ai-agents/industrial-automation-reimagined/) [![pointers-icon](https://www.xenonstack.com/hubfs/xs-header-dropdown/adaptive-ai-enterprise-operational-analytics.svg) AssetOps — Automated Asset Reliability Enable predictive maintenance and optimize lifecycle performance continuously](https://www.xenonstack.com/ai-agents/asset-operations-and-maintenance-reimagined/) [![pointers-icon](https://www.xenonstack.com/hubfs/xs-header-dropdown/ai-driven-industries-infrastructure%20.svg) QualityOps — Continuous Testing Intelligence Accelerate testing cycles with autonomous validation and reasoning feedback](https://www.xenonstack.com/ai-agents/qaops-reimagined/) [![pointers-icon](https://www.xenonstack.com/hubfs/xs-header-dropdown/industries-insurance.svg) SourcingOps — Intelligent Procurement Automate sourcing, vendor analysis, and spend insights for agile procurement](https://www.xenonstack.com/ai-agents/procurement-reimagined/) [![pointers-icon](https://www.xenonstack.com/hubfs/xs-header-dropdown/decision-intelligence-augmented-data-management.svg) DataOps — Autonomous Data Pipeline Governance Ensure reliability, detect anomalies, and self-heal data pipelines automatically](https://www.xenonstack.com/ai-agents/dataops-reimagined/) [![pointers-icon](https://www.xenonstack.com/hubfs/xs-header-dropdown/decision-intelligence-metaverse.svg) DecisionOps — Intelligent Decisioning Deliver explainable, auditable, and measurable outcomes with reasoning AI](https://www.xenonstack.com/ai-agents/desicison-reimagined/) - Industries Industries Industry blueprints showcasing agentic transformation, real-world impact, and measurable outcomes across key sectors [![pointers-icon](https://www.xenonstack.com/hubfs/xs-header-dropdown/adaptive-ai-computer-vision.svg) Aerospace and Defense Autonomous flight systems and predictive maintenance powered by AI](https://www.xenonstack.com/industries/aerospace/) [![pointers-icon](https://www.xenonstack.com/hubfs/xs-header-dropdown/industries-fintech.svg) Banking - Finance - Payments AI governance for secure, compliant, and adaptive financial operations](https://www.xenonstack.com/industries/banking/) [![pointers-icon](https://www.xenonstack.com/hubfs/xs-header-dropdown/industries-retail.svg) Manufacturing and Industrial Automation Smart factories using reasoning systems for real-time quality optimization](https://www.xenonstack.com/industries/digital-manufacturing-services/) [![pointers-icon](https://www.xenonstack.com/hubfs/xs-header-dropdown/optimize-cloud-infrastrcuture.svg) Enterprise - IT Operations AI-powered IT operations ensuring reliability, scalability, and cost efficiency](https://www.xenonstack.com/industries/enterprise-technology/) [![pointers-icon](https://www.xenonstack.com/hubfs/xs-header-dropdown/xs-scale-clients-and-partners.svg) Consumer – Experience – Tech Personalized digital experiences driven by explainable and trusted AI](https://www.xenonstack.com/industries/consumer-technology/) [![pointers-icon](https://www.xenonstack.com/hubfs/xs-header-dropdown/discover-platform-engineering.svg) Retail and Supply Chain Autonomous retail analytics enhancing operations, engagement, and forecasting accuracy](https://www.xenonstack.com/industries/retail/) [![pointers-icon](https://www.xenonstack.com/hubfs/xs-header-dropdown/industries-healthcare.svg) Travel – Hospitality – Guest Experience Agentic systems delivering personalized guest journeys with contextual intelligence](https://www.xenonstack.com/industries/travel-hospitality/) - Resources Resources Explore insights, success stories, and learning programs that build knowledge and strengthen the AI transformation journey [![pointers-icon](https://www.xenonstack.com/hubfs/xs-header-dropdown/xs-scale-xenonstack-university.svg) Blogs Stay updated with the latest industry trends, news, and thought leadership](https://www.xenonstack.com/blog) [![pointers-icon](https://www.xenonstack.com/hubfs/xs-header-dropdown/insights.svg) Insights Explore in-depth AI articles, use cases, and innovative applications](https://www.xenonstack.com/insights) [![pointers-icon](https://www.xenonstack.com/hubfs/xs-header-dropdown/use-case.svg) Use Cases Discover real-world applications of Agentic AI across industries](https://www.xenonstack.com/use-cases) [![pointers-icon](https://www.xenonstack.com/hubfs/xs-header-dropdown/scale-cloud-native-applications.svg) Case Studies Learn how organizations are achieving success with our solutions](https://xenonstack.com/case-studies) [![pointers-icon](https://www.xenonstack.com/hubfs/xs-header-dropdown/video.svg) Video Library Explore our collection of product demos, webinars, and AI thought leadership videos](https://www.xenonstack.com/videos/) [![pointers-icon](https://www.xenonstack.com/hubfs/xs-header-dropdown/ebook.svg) E-Books Download comprehensive e-books on AI, SRE, and more](https://www.xenonstack.com/e-book) [![pointers-icon](https://www.xenonstack.com/hubfs/xs-header-dropdown/presentation.svg) Presentations View our AI presentations, talks, and conference sessions on AI innovation](https://www.xenonstack.com/presentations/) - 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Explore career opportunities to work at the forefront of innovation](https://www.xenonstack.com/careers/) - Get Started [![xenonstack-logo](https://www.xenonstack.com/hubfs/xenonstack-logo-new-relase.svg)](https://www.xenonstack.com/) - Foundry ![dropdown-icon](https://www.elixirclaw.ai/hubfs/dropdown-assets/dropdown-icon.svg) [Akira AI](https://www.xenonstack.com/agentic-platforms/akira-ai/) [ElixirData](https://www.xenonstack.com/agentic-platforms/elixirdata/) [NexaStack](https://www.xenonstack.com/agentic-platforms/nexastack-unified-inference/) [MetaSecure](https://www.xenonstack.com/agentic-platforms/metasecure/) [Neural AI](https://www.xenonstack.com/agentic-platforms/neural-ai/) - AI Agents ![dropdown-icon](https://www.elixirclaw.ai/hubfs/dropdown-assets/dropdown-icon.svg) [Agentic Operations](https://www.xenonstack.com/ai-agents/agentic-operations/) [Agentic Finance](https://www.xenonstack.com/ai-agents/agentic-finance/) [Agentic Risk and Compliance](https://www.xenonstack.com/ai-agents/agentic-risk-compliance/) [Agentic Analytics](https://www.xenonstack.com/ai-agents/agentic-analytics/) [Agentic Supply Chain](https://www.xenonstack.com/ai-agents/agentic-procurement/) [Agentic Security](https://www.xenonstack.com/ai-agents/agentic-security/) [Snowflake AI Agents](https://www.xenonstack.com/ai-agents/snowflake-ai-agents/) [Databricks AI Agents](https://www.xenonstack.com/ai-agents/databricks-ai-agents/) [ServiceNow AI Agents](https://www.xenonstack.com/ai-agents/servicenow-ai-agents/) [Jira/Project Management Agents](https://www.xenonstack.com/ai-agents/jira-agents-actions/) [SAP AI Agents](https://www.xenonstack.com/ai-agents/sap-agents-actions/) [Oracle AI Agents](https://www.xenonstack.com/ai-agents/oracle-agents-actions/) - Solutions ![dropdown-icon](https://www.elixirclaw.ai/hubfs/dropdown-assets/dropdown-icon.svg) [ReliabilityOps](https://www.xenonstack.com/ai-agents/cloudops-reimagined/) [IncidentOps](https://www.xenonstack.com/ai-agents/sre-reimagined/) [PlatformOps](https://www.xenonstack.com/ai-agents/platformops-reimagined/) [DefenseOps](https://www.xenonstack.com/ai-agents/responsible-ai-aviator/) [TrustOps](https://www.xenonstack.com/ai-agents/secops-reimagined/) [RiskOps](https://www.xenonstack.com/ai-agents/risk-management-aviator/) [FactoryOps](https://www.xenonstack.com/ai-agents/industrial-automation-reimagined/) [AssetOps](https://www.xenonstack.com/ai-agents/asset-operations-and-maintenance-reimagined/) [QualityOps](https://www.xenonstack.com/ai-agents/qaops-reimagined/) [SourcingOps](https://www.xenonstack.com/ai-agents/procurement-reimagined/) [DataOps](https://www.xenonstack.com/ai-agents/dataops-reimagined/) [DecisionOps](https://www.xenonstack.com/ai-agents/desicison-reimagined/) - Industries ![dropdown-icon](https://www.elixirclaw.ai/hubfs/dropdown-assets/dropdown-icon.svg) [Aerospace and Defense](https://www.xenonstack.com/industries/aerospace/) [Banking - Finance - Payments](https://www.xenonstack.com/industries/banking/) [Manufacturing and Industrial Automation](https://www.xenonstack.com/industries/digital-manufacturing-services/) [Enterprise - IT Operations](https://www.xenonstack.com/industries/enterprise-technology/) [Consumer – Experience – Tech](https://www.xenonstack.com/industries/consumer-technology/) [Retail and Supply Chain](https://www.xenonstack.com/industries/retail/) [Travel – Hospitality – Guest Experience](https://www.xenonstack.com/industries/travel-hospitality/) - Resources ![dropdown-icon](https://www.elixirclaw.ai/hubfs/dropdown-assets/dropdown-icon.svg) [Blogs](https://www.xenonstack.com/blog) [Insights](https://www.xenonstack.com/insights) [Use Cases](https://www.xenonstack.com/use-cases) [Case Studies](https://www.xenonstack.com/case-studies) [Video Library](https://www.xenonstack.com/videos/) [E-Books](https://www.xenonstack.com/e-book) [Presentations](https://www.xenonstack.com/presentations/) - Company ![dropdown-icon](https://www.elixirclaw.ai/hubfs/dropdown-assets/dropdown-icon.svg) [About Us](https://www.xenonstack.com/about-us/) [Xenonstack Academy](https://www.xenonstack.com/xenonstack-academy/) [Contact Us](https://www.xenonstack.com/contact-us/) [Leadership Team](https://www.xenonstack.com/about-us/leadership-team/) [Tao of Xenonstack](https://www.xenonstack.com/about-us/tao-of-xenonstack/) [How We Work](https://www.xenonstack.com/about-us/how-we-work/) [How We Grow](https://www.xenonstack.com/about-us/how-we-grow/) [Careers](https://www.xenonstack.com/careers/) - Get Started ![Close](https://www.xenonstack.com/hubfs/slider-cross-icon.svg) ## Interested in Solving your Challenges with XenonStack Team ## Get Started Get Started with your requirements and primary focus, that will help us to make your solution First Name \* Please enter a valid First Name Last Name \* Please enter a valid Last Name Business Email ID \* Please enter a valid business email address Contact Number \* Please enter a valid Contact Number Company Website \* Please enter a valid Company Website URL LinkedIn URL \* Please enter a valid LinkedIn URL or N/A Leave this field empty Industry Belongs To \* Please Select your Industry Banking Fintech Payment Providers Wealth Management Discrete Manufacturing Semiconductor Machinery Manufacturing / Automation Appliances / Electrical / Electronics Elevator Manufacturing Defense & Space Manufacturing Computers & Electronics / Industrial Machinery Motor Vehicle Manufacturing Food and Beverages Distillery & Wines Beverages Shipping Logistics Mobility (EV / Public Transport) Energy & Utilities Hospitality Digital Gaming Platforms SportsTech with AI Public Safety - 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Proceed Next ## Interested in Solving your Challenges with XenonStack ## Personalization Get Started with your requirements and primary focus, that will help us to make your solution ### What is your Key focus areas? \* AI Workflow and Operations Data Management and Operations AI Governance Analytics and Insights Observability Security Operations Risk and Compliance Procurement and Supply Chain Private Cloud AI Vision AI ### In Which Agentic Platform and Accelerator you are Interested? \* Akira AI - Agentic AI Platform Multi Agent System Metasecure - Autonomous SOC Nexastack – Build and Managed Compound AI Stack Data Foundry XAI – Vision and AI Platform – Visual AI Agents Strategy Consulting AI Managed Services Others (Please Specify) ### Which segment does your company belong to? \* Startup Scale Startup SME Mid Enterprises Large Enterprises Federal Government Non Profits Others (Please Specify) ### At what stage is your AI use case currently in? \* Conceptualized: Use case defined, PoC pending POC Completed In Production with challenges Not yet defined Others (Please Specify) ### What are the primary challenges in adopting AI? \* Data Quality Issues Data Privacy and Compliance Aligning AI with business goals Unclear ROI from POCs Integration with existing ERP systems Scalability Challenges Moving POCs in Production Infrastructure Limitation High Implementation costs Others (Please Specify) ### What kind of infrastructure does your organization currently using? \* AWS Microsoft Azure GCP IBM Cloud Oracle Cloud On Premises Others (Please Specify) ### Are you using any Data platform? \* Databricks SnowFlake Amazon Redshift Azure Synapse Analytics Microsoft Fabric Teradata Oracle Database SAP Hana Informatica Google Cloud BigQuery Others (Please Specify) ### Preferred Approach for AI Transformation \* Assisted Intelligence Agents as Co-Pilot Collaborative Intelligence Agents as AI Teammates Autonomous Intelligence Agents – AI Agents Agentic Actions Agentic Process Automation ### In Which Domain your Solution/Organization belongs to in-terms of Data Privacy, Trustworthy AI \* Internal Organization Highly Regulated Industry (Healthcare, Financials etc) Medium Regulated Non Regulated ### Captcha Verification \* captcha text ![Refresh Icon](https://www.xenonstack.com/hs-fs/hubfs/refresh.png?width=20&height=20&name=refresh.png) Please select all the required fields Review Previous Submit ![green-checkmark](https://www.xenonstack.com/hubfs/green-checkmark.svg) ## your request has been submitted successfully ! Our XenonStack Team will shortly reach out to you. We are looking forward to showcase how XenonStack can transform your business. ![usecase-banner (1)](https://www.xenonstack.com/hs-fs/hubfs/usecase-banner%20(1).webp?width=1921&height=622&name=usecase-banner%20(1).webp) [Elixirdata](https://www.xenonstack.com/blog/tag/elixirdata) # Leveraging Delta Sharing for Seamless SAP and Databricks Collaboration [Navdeep Singh Gill](https://www.xenonstack.com/blog/author/navdeep-singh-gill) | 22 April 2025 Leveraging Delta Sharing for Seamless SAP and Databricks Collaboration 12:55 The world today is hyper-focused on data. Organizations require secure and efficient cross-platform data sharing and collaboration. Organizations usually do not combine data from SAP and Databricks because of data silos, security risks, and performance issues such as lags. Databricks Delta Sharing solves these problems by enabling easy and secure data sharing across platforms. It adds value to AI-driven analytics and eliminates the need for complicated ETL steps.  ## What is Delta Sharing? Delta sharing is an open protocol designed for real-time data sharing. It can be enabled or disabled at will, making it resource dependent and unlike traditional methods that function via replication of data or REST APIs Delta Sharing allows the user to share data in real-time without the need to move or copy it. Delta Sharing is platform agnostic enabling it to work with any data platform, cloud environment, and analytics tool.  ## Importance of Secure Data Sharing in Enterprises Organisational data can be sensitive; therefore, its secure sharing is paramount. Other processes mentioned like data exports and manual transfers pose big security gaps that can lead to breaches and compliance infractions. Delta Sharing addresses these concerns by ensuring: - **Data security:** Delta Sharing offers granular access control protecting sensitive data from unauthorized users. So, the risk for breaching delta sharing is minimal. - **Regulatory compliance:** Delta Sharing helps businesses comply with [GDPR](https://gdpr-info.eu/) and [HIPAA](https://www.cdc.gov/phlp/php/resources/health-insurance-portability-and-accountability-act-of-1996-hipaa.html#:~:text=At%20a%20glance,Rule%20to%20implement%20HIPAA%20requirements.) standards, avoiding penalties and fostering trust. - **Operational efficiency:** It removes repeat data and redundant transactions, streamlining processes and decreasing operational expenses. - **Real-time data sharing:** Delta Sharing allows users to make instant business decisions and take actions with up-to-date information at their fingertips ## Why Use Delta Sharing for SAP and Databricks Integration? Delta Sharing makes data sharing simple, safe, and flexible for businesses. It works with [SAP and Databricks](https://www.xenonstack.com/data-foundry/databricks/) and helps eradicate data silos, delays in data movement, and overly complicated AI-driven analytics.  ### Eliminating Data Silos Enterprise data is predominately stored in SAP systems, but access is often gated by data silos, making integration very difficult. Using Delta Sharing, SAP data can be accessed directly and natively from Databricks, eliminating the need for cumbersome ETL jobs. This increases inter-business function and department collaboration.    **Key benefits:**  - Eliminates the need for data duplication and manual exports - Streamlines data access across teams and applications - Reduces integration costs and operational overhead ## Real-Time Data Exchange Across Platforms Traditional batch-based data transfer processes introduce latency, leading to outdated insights. Real-time sharing of data between Databricks and SAP by Delta Sharing enables businesses to always utilize the latest data for analytics, AI models, and reporting.    **Key benefits:**  - Provides instant access to SAP data for analytics and decision-making - Reduces the risk of outdated reports due to batch processing delays - Supports dynamic business use cases requiring real-time insights ## Enhancing AI and Analytics Capabilities As organizations become more comfortable with the [SAP-Databricks integration](https://www.xenonstack.com/blog/sap-business-data-cloud-databricks), Delta Sharing enables them to leverage [machine learning](https://www.xenonstack.com/blog/machine-learning-tools) and [artificial intelligence](https://www.xenonstack.com/blog/artificial-intelligence) capabilities native to Databricks on SAP data without any hassle. Businesses can build predictive models, automate workflows, and derive AI insights without manual data extraction.    **Key benefits:**  - Enhances AI and ML model training with real-time SAP data - Automates data processing pipelines for advanced analytics - Enables predictive analytics for better business decisions ## How Delta Sharing Works with SAP and Databricks ### Architecture and Key Components Delta Sharing consists of:  - **Delta Sharing Server:** This component manages access control and serves data to authorized recipients. - **Data Provider (SAP systems):** The source of the data that is shared through Delta Sharing, typically originating from SAP systems. - **Data Recipient (Databricks):** The platform that processes the common data for analytics and AI computation. - **Access Policies:** These are the security and governance policies that manage the sharing of data with only authorised users, with control and compliance. ![delta-sharing-architecture](https://www.xenonstack.com/hs-fs/hubfs/delta-sharing-architecture.png?width=1920&height=1080&name=delta-sharing-architecture.png) **Fig 1: Delta Sharing Architecture** ### Secure and Scalable Data Exchange   **Delta Sharing ensures secure data exchange through:**  - **Fine-grained access control:** For each user or user role, the corresponding access permission can be set so that particular data is available only for a particular user or role. - **No data duplication:** There are no replicated copies of data; SAP stores the data, and Databricks accesses it when there is a need, without the need for replication or unwanted movement of data. - **Support for cross cloud and on premises:** AWS, Azure, GCP and on-premises are all Delta Sharing supported platforms, which makes sharing data across environments easy. ### Governance and Compliance Considerations Delta Sharing has been implemented having robust governance and compliance capabilities to enable organizations security and regulatory compliance. It allows the sharing of data in a controlled manner while maintaining the integrity, traceability, and privacy of the data.  1. **Compliance with GDPR, HIPAA and SOC 2:** Delta Sharing aids compliance by providing secure and flexible audit trails and access logs that helps organization meet industry standards and compliance. 2. **Data lineage tracking:** This capability lets companies control who and what changes were made to their data without loss of control over the movement and alteration of the data. 3. **Encryption in rest and transit:** Delta Sharing encrypts sensitive SAP data that is being transferred or stored, therefore ensuring security of the data in all stages of its life cycle. ## Key Benefits of Delta Sharing for SAP-Databricks Collaboration Delta Sharing transforms the way companies integrate SAP and Databricks by making data sharing real-time, secure, and scalable. It removes the inefficiencies of traditional data integration and enables improved analytics, AI, and governance.  ### Seamless Cross-Platform Data Access Traditional integrations from Databricks to SAP rely on complex API-based connectors, manual data export, or batch ETL, which introduce latency and inefficiency. Delta Sharing avoids these limitations by providing easy, real-time access to SAP data in Databricks without data transport or duplication.    **Key advantages:**  - Eliminates dependency on custom API integrations - Enables instant access to SAP data from Databricks - Reduces time spent on manual data extraction and transformation ### AI-Driven Insights with Unified Data Companies relying on SAP data will most probably be overwhelmed with disparate data sets and laborious data preparation prior to taking advantage of AI and analytics. Companies can now natively bring SAP data into Databricks' AI and ML pipelines with Delta Sharing and enjoy faster and more precise predictive analytics.    **Key advantages:**  - Enables AI and ML model training on live SAP data - Supports automation of data pipelines for real-time analytics - Facilitates advanced analytics without the need for data replication ### Improved Data Governance and Security Security, compliance, and data governance are all essential to firms dealing with sensitive SAP data. Delta Sharing facilitates centralized data governance control, where firms can enforce granular data access policies and have security and compliance.    **Key advantages:**  - Guarantees compliance with GDPR, HIPAA, SOC2, and other regulations - Provides detailed access logs for security audits - Decreases the risk of unauthorized access and exposure of data ## Implementing Delta Sharing for SAP and Databricks ### Steps to Set Up Delta Sharing - **Enable Delta Sharing on Databricks:** Install the Delta Sharing server to manage data access and securely share data across platforms. - **Configure SAP Data Provider:** In this step, you decide which SAP database tables or sets of data in SAP must be exported. - **Enforce Access Policies:** Implement role-based access control (RBAC) to provide different classes of users with appropriate permissions to access common data. - **Share Data Securely:** Use Delta Sharing APIs to create secure Databricks and SAP connections for securely sharing data. - **Monitor and Optimize Performance:** Continuous monitoring and optimizing of data sharing activity for efficiency and security between systems. ### Optimizing Performance for Large-Scale Data Sharing - **Partition large datasets:** Split extensive data into smaller, manageable partitions for easier querying and faster access to specific data. - **Make use of caching and indexing:** Increase performance by incorporating caching and indexing techniques, providing quicker access to data and decreasing processing time. - **Ensure network bandwidth optimization:** Optimize network bandwidth to provide seamless data transfer, with low latency and fast data exchange between systems. ## Use Cases: How Enterprises Benefit from Delta Sharing ![use-cases-delta-sharing](https://www.xenonstack.com/hs-fs/hubfs/use-cases-delta-sharing.png?width=1920&height=1080&name=use-cases-delta-sharing.png)**Fig 2: Use Cases of Delta Sharing** ### [AI and Machine Learning Workflows](https://www.xenonstack.com/blog/agentic-software-testing) Delta Sharing enables AI teams to train ML models using SAP transactional and operational data in Databricks without duplicating datasets.    **Key benefits:**  - Enables AI-driven automation and predictive analytics - Improves ML model accuracy with real-time SAP data - Reduces the complexity of data ingestion and transformation ### [Real-Time Data Analytics and Reporting](https://www.xenonstack.com/insights/real-time-analytics-tools) Business users can access SAP data in real-time in Databricks to generate reports and dashboards that provide current insights.   **Key benefits:**  - Enhances decision-making with up-to-date data - Reduces dependency on scheduled batch processing - Improves business performance with real-time dashboards ### [Supply Chain and Financial Data Sharing](https://www.xenonstack.com/blog/xenonstacks-supply-chain-platform) Firms can transfer supply chain data from SAP to Databricks to facilitate automated logistics, demand forecasting, and financial planning.    **Key benefits:**  - Improves demand forecasting with real-time data insights - Enhances financial reporting accuracy and transparency - Optimizes supply chain operations with predictive analytic ## Security, Compliance, and Governance Best Practices ### Managing Data Access Control - Implement RBAC policies to grant access only to authorized users and roles - Allow audit logs to track data accesses and modifications in real-time - Enforce multi-factor authentication (MFA) to enhance security on sensitive data ### Compliance with Industry Regulations - Adhere to GDPR, HIPAA, and SOC 2 to meet regulatory requirements - Implement data residency laws for cross-border data flows - Conduct regular compliance audits to maintain security standards ### Ensuring Secure and Transparent Data Sharing - Use end-to-end encryption to protect data in transit and at rest - Implement automated monitoring for compliance to detect attempts at unauthorized access - Ensure data lineage tracking for transparency and accountability ## Future Trends in Data Sharing and Collaboration ### The Evolution of Open Data Ecosystems Business data platforms up to now relied on proprietary share models, with the consequence being lock-in and integration problems. Delta Sharing, based on an open protocol, enables improved cooperation through interoperability between platforms like SAP and Databricks without problems.    **Key impacts:**  - Reduces dependency on custom APIs and proprietary connectors - Encourages cross-cloud and cross-platform data accessibility - Enhances collaboration between different business units and external partners ### AI and Automation in Data Exchange With the increasing deployment of AI, data-sharing operations will become more automated and smarter. AI-driven data management solutions will maximize data access in real time, enforce governance policies, and detect security threats in real time.    **Key impacts:**  - AI-powered data cataloging and governance will improve compliance and security - Automated data-sharing policies will optimize access control without manual intervention - Predictive analytics will help enterprises anticipate data needs and improve decision-making ## Conclusion Delta Sharing reimagines SAP and Databricks collaboration by making data sharing real-time, scalable, and secure. Businesses can shatter data silos, optimize AI and analytics, and ensure compliance with robust governance controls. With data-driven decision-making becoming the new standard, adopting Delta Sharing will unlock the full potential of SAP data in Databricks.  ## Advancing Delta Sharing for Seamless SAP-Databricks Integration Talk to our experts about implementing Delta Sharing for seamless SAP and Databricks integration. Learn how industries and departments leverage secure, real-time data collaboration to enhance decision intelligence and streamline operations. 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This ensures faster detection, fewer incidents, and stronger reliability - ![Performance Icon](https://www.xenonstack.com/hubfs/performance.svg)Proactive detection of performance and availability issues - ![Root Cause Icon](https://www.xenonstack.com/hubfs/root-cause.svg)Root-cause analysis across microservices and environments - ![Remediation Icon](https://www.xenonstack.com/hubfs/remediation.svg)Automated remediation playbooks to reduce MTTR [Explore Agent SRE](https://agentsre.ai/) ![akira-ai-banner-illustration](https://www.xenonstack.com/hubfs/akira-ai-banner-illustration.svg) ✕ ## Physical Surveillance with Vision AI Agent Technology AI converts camera feeds into instant situational awareness. It detects unusual motion and unsafe behavior in real time. Long hours of video become searchable and summarized instantly - ![Motion Icon](https://www.xenonstack.com/hubfs/motion.svg)Real-time detection of suspicious motion or intrusion - ![Video Search Icon](https://www.xenonstack.com/hubfs/video-search.svg)Natural language video search and instant playback - ![Summary Icon](https://www.xenonstack.com/hubfs/summary.svg)Smart summaries for audits, investigations, and compliance [See Vision AI in Action](https://www.xenonstack.ai/) ![physical-surveillance](https://www.xenonstack.com/hubfs/xai-banner-image.svg) ✕ ## Agentic Data Intelligence Across Your Full Data Stack Your data stack becomes intelligent and conversational. Agents surface insights, detect anomalies, and explain trends. Move from dashboards to autonomous, always-on analytics - ![Connects warehouses](https://www.xenonstack.com/hubfs/data-icon.svg)Connects to warehouses, lakes, and streaming sources - ![Question Answering](https://www.xenonstack.com/hubfs/answers.svg)Question-answering in natural language - ![Continuous monitoring](https://www.xenonstack.com/hubfs/monitoring-2.svg)Continuous monitoring for anomalies and KPI deviations [See in Action](https://elixirdata.co/) ![agentic-data-intelligence](https://www.xenonstack.com/hubfs/empowerment-of-analysts.svg) ✕ ## Intelligent Diagnostic for Self-Healing System Automation Agents identify recurring failures and performance issues. They trigger workflows that resolve common problems automatically. Your infrastructure evolves into a self-healing environment - ![Diagnostics Icon](https://www.xenonstack.com/hubfs/diagnostic.svg)Automated diagnostics for recurring errors - ![Playbook Icon](https://www.xenonstack.com/hubfs/playbook.svg)Playbook execution: restart services, scale pods, clear queues - ![Feedback Icon](https://www.xenonstack.com/hubfs/feedback.svg)Feedback loop for improving remediation strategies [See in Action](https://agentanalyst.ai/) ![intelligent-diagnostic](https://www.xenonstack.com/hubfs/dataops-reimagined-banner-image.svg) ✕ ## Agentic GRC - Monitoring Risk and Compliance Controls AI continuously checks controls and compliance posture. It detects misconfigurations and risks before they escalate. Evidence collection becomes automatic and audit-ready - ![Controls Icon](https://www.xenonstack.com/hubfs/controls.svg)Continuous control checks across infrastructure and SaaS - ![Audit Icon](https://www.xenonstack.com/hubfs/audit.svg)Automated evidence collection for audits - ![Risk Icon](https://www.xenonstack.com/hubfs/risk.svg)Risk scoring and prioritized remediation recommendations [Explore Agent GRC](https://agentgrc.ai/) ![monitoring-risk-and-compliance](https://www.xenonstack.com/hubfs/enhanced-security-measures.svg) ✕ ## Agentic Finance and Procurement Intelligent Agents Financial and procurement workflows become proactive and insight-driven. Agents monitor spend, vendors, and contracts in real time. Approvals and sourcing decisions become faster and smarter - ![Visibility Icon](https://www.xenonstack.com/hubfs/visibility.svg)Real-time visibility into spend and commitments - ![Anomaly Icon](https://www.xenonstack.com/hubfs/anomaly.svg)Anomaly detection on invoices and vendor performance - ![Workflow Icon](https://www.xenonstack.com/hubfs/workflow.svg)Intelligent workflows for approvals and sourcing decisions [Optimize Finance & Procurement](https://www.xenonify.ai/) ![agentic-finance-and-procurement](https://www.xenonstack.com/hubfs/responsible-ai-aviators-banner-illustration.svg) ```json { "@context" : "https://schema.org", "@type" : "BlogPosting", "author" : { "@type" : "Person", "name" : "Navdeep Singh Gill", "url" : "https://www.xenonstack.com/blog/author/navdeep-singh-gill" }, "dateModified" : "2025-04-22T04:48:04.209Z", "datePublished" : "2025-03-21T06:32:02.000Z", "headline" : "Leveraging Delta Sharing for Seamless SAP and Databricks Collaboration", "image" : [ "https://www.xenonstack.com/hubfs/sap-and-databricks-with-delta-sharing.png" ], "mainEntityOfPage" : { "@id" : "https://www.xenonstack.com/blog/delta-sharing-sap-and-databricks", "@type" : "WebPage" }, "publisher" : { "@type" : "Organization", "logo" : { "@type" : "ImageObject", "url" : "https://www.xenonstack.com/hubfs/Xenonstack-Serives%20-3-2-2021-10.png" }, "name" : "Xenonstack Inc" } } ``` ```json { "@context" : "http://schema.org", "@type" : "Organization", "address" : { "@type" : "PostalAddress", "addressCountry" : "USA", "addressLocality" : "Plano", "addressRegion" : "Texas", "postalCode" : "75024", "streetAddress" : "7700 Windrose Ave. " }, "description" : "XenonStack is the #1 Data and AI foundry and technology services company to simplify and scale Enterprise and Generative AI Journeys.", "email" : "business@xenonstack.com", "logo" : "https://f.hubspotusercontent30.net/hubfs/8161231/Xenonstack-Serives%20-3-2-2021-10.png", "mainEntityOfPage" : { "@id" : "https://www.xenonstack.com/blog/delta-sharing-sap-and-databricks", "@type" : "WebPage", "description" : "Delta Sharing for Seamless SAP and Databricks Collaboration enables secure, real-time data exchange, decision-making, and enterprise data workflows." }, "name" : "XenonStack", "sameAs" : [ "https://www.facebook.com/XenonStack", "https://www.linkedin.com/company/xenonstack/", "https://www.youtube.com/c/XenonStackOfficial", "https://twitter.com/xenonstack" ], "telephone" : "", "url" : "https://www.xenonstack.com/" } ``` ```json { "@context" : "http://schema.org", "@type" : "BlogPosting", "author" : { "@type" : "Person", "name" : "Navdeep Singh Gill" }, "dateModified" : "April 22, 2025, 4:48:04 AM", "datePublished" : "2025-03-21 06:32:02", "description" : "Delta Sharing for Seamless SAP and Databricks Collaboration enables secure, real-time data exchange, decision-making, and enterprise data workflows.", "headline" : "Leveraging Delta Sharing for Seamless SAP and Databricks Collaboration", "image" : { "@type" : "ImageObject", "url" : "https://www.xenonstack.com/hubfs/sap-and-databricks-with-delta-sharing.png" }, "mainEntityOfPage" : { "@id" : "https://www.xenonstack.com/blog/delta-sharing-sap-and-databricks", "@type" : "WebPage" }, "publisher" : { "@type" : "Organization", "logo" : { "@type" : "ImageObject", "url" : "https://f.hubspotusercontent30.net/hubfs/8161231/Xenonstack-Serives%20-3-2-2021-10.png" }, "name" : "XenonStack" } } ```