--- title: "Building Digital Transformation on Solid Ground: Why Data Should Be Your First Step" description: Discover why data is the essential bedrock of any successful digital transformation and how it lays the foundation for impactful, AI-driven results. image: https://blogs.opsveda.com/hubfs/data%20intelligence.jpg --- [![opsveda_transparent_logo](https://blogs.opsveda.com/hs-fs/hubfs/opsveda_transparent_logo.png?width=2000&height=666&name=opsveda_transparent_logo.png "opsveda_transparent_logo")](https://opsveda.com/) - Platform - [Overview](https://opsveda.com/operational-intelligence-platform/) - [Juni](https://opsveda.com/juni/) - Solutions - [Solution Factory](https://opsveda.com/solutions/) - [Discover](https://opsveda.com/solutions/?discover) - [Order Fulfillment](https://opsveda.com/solutions/?discover&id=Order-Fulfillment) - [Revenue Management](https://opsveda.com/solutions/?discover&id=Revenue-Management) - [Supply Management](https://opsveda.com/solutions/?discover&id=Supply-Management) - [Inventory Optimization](https://opsveda.com/solutions/?discover&id=Inventory-Optimization) - [Channel Intelligence](https://opsveda.com/solution-brief/opsvedas-channel-and-retail-intelligence-solution-provides-full-control-to-your-enterprise/) - [Manufacturing Intelligence](https://opsveda.com/solution-brief/gaining-an-edge-with-the-manufacturing-intelligence-solutions-from-opsveda/) - [End-to-End Visibility](https://opsveda.com/solution-brief/full-supply-demand-visibility-with-the-opsveda-end-to-end-monitor-solution/) - [Optimize](https://opsveda.com/solutions/?optimize) - [Fill-Rate Management](https://opsveda.com/solution-brief/fill-rate-management-with-opsveda/) - [Available To Sell](https://opsveda.com/solutions/?optimize&id=Available-to-Sell) - [Margin Management](https://opsveda.com/solutions/?optimize&id=Margin-Management) - [Inventory Claims](https://opsveda.com/solutions/?optimize&id=Inventory-Claims) - [Push-out Purchase/Production](https://opsveda.com/solution-brief/realign-purchases-production-to-inventory/) - [Dynamic Sourcing](https://opsveda.com/solutions/?optimize&id=Dynamic-Sourcing) - [Automate](https://opsveda.com/solutions/?automate) - [Bots](https://opsveda.com/solutions/?automate&id=Bots) - [API Based](https://opsveda.com/solutions/?automate&id=API-Based) - Industry - [HI-Tech](https://opsveda.com/industry/hi-tech-industry/) - [Fashion & Retail](https://opsveda.com/industry/fashion-retail/) - [Consumer Goods](https://opsveda.com/industry/consumer-packaged-goods/) - [Food & Beverages](https://opsveda.com/industry/food-and-beverage-industry/) - [Life Science, Pharma](https://opsveda.com/industry/life-science-pharmaceuticals/) - [Industrial & Manufacturing](https://opsveda.com/industry/industrial-and-manufacturing/) - Company - [Leadership](https://opsveda.com/leadership/) - [Partners](https://opsveda.com/partners/) - [News](https://opsveda.com/news/) - [Careers](https://opsveda.com/careers/) - [Locations](https://opsveda.com/locations/) - Resources - [Resource Library](https://opsveda.com/resources/) - [Case Studies](https://opsveda.com/case-studies/) - [Blog](https://opsveda.com/blog/) - [Webinars](https://opsveda.com/webinars/) [PRICING](https://opsveda.com/opsveda-pricing/) ![](https://blogs.opsveda.com/hubfs/iStock%20global%20supply%20chain%20data.jpg) ## Blogs ![Data is the new Oil](https://blogs.opsveda.com/hubfs/data%20intelligence.jpg) ![Sanjiv Gupta](https://blogs.opsveda.com/hs-fs/hubfs/SanjivGupta-2.jpg?width=50&name=SanjivGupta-2.jpg) By [Sanjiv Gupta](https://blogs.opsveda.com/author/sanjiv-gupta) Date: 28 Oct, 2024 # Building Digital Transformation on Solid Ground: Why Data Should Be Your First Step   *Discover why data is the essential bedrock of any successful digital transformation and how it lays the foundation for impactful, AI-driven results.* In today’s fast-paced business environment, digital transformation is a top priority across industries. Companies are eager to innovate, modernize, and leverage new technologies to stay competitive. However, these efforts often fail without a clear, data-centric foundation. Without properly harnessing data, transformation initiatives risk becoming costly, disconnected experiments rather than value-driven improvements. #### The Critical Role of Data in Transformation For digital transformation to succeed, data must be seen not as a byproduct but as the starting point. According to [Gartner](https://www.gartner.com/en/information-technology/topics/digital-transformation), 87% of organizations consider data and analytics critical to their digital strategy, underscoring the value of reliable, well-governed data to fuel smarter decisions and support agility​. When transformation efforts are grounded in real-time data and robust analytics, they’re equipped to dynamically respond to market demands and evolving customer needs. A solid data foundation also ensures that investments in AI or automation are effective. Modern data architectures (like data fabrics and data meshes) are designed to deliver faster, more flexible data access across the organization, providing the fuel for AI and other advanced analytics. Organizations that prioritize data quality early in their digital journey can expect to maximize the value of AI and analytics investments, rather than getting bogged down in data integration or accessibility issues. #### Getting Data-Driven from Day One When launching a digital transformation initiative, prioritizing data collection, cleaning, and governance is essential. Yet, many companies overlook this crucial step, assuming that data issues can be “fixed along the way.” According to [McKinsey](https://www.mckinsey.com/capabilities/transformation/our-insights/common-pitfalls-in-transformations-a-conversation-with-jon-garcia), nearly 70% of transformation initiatives fail, often due to inadequate preparation and insufficient alignment with data-driven objectives​. This mindset can lead to delays, unexpected costs, and missed opportunities. OpsVeda, deeply embedded in helping businesses extract real-time insights from data, suggests starting with a “data audit.” This approach evaluates existing data assets, identifies gaps, and outlines a strategy to secure accurate, accessible, and actionable data moving forward. Such early preparation not only enhances transparency but also establishes trust in the data, allowing teams to align confidently around their digital goals. #### Bridging Data and AI: A Synergistic Path to Value AI can unlock efficiencies, optimize workflows, and support faster decision-making. However, AI is only as effective as the data it learns from. When companies invest in AI, they rely on data integrity and accessibility to ensure these tools yield accurate, relevant insights. By grounding digital initiatives in data from the outset, organizations can achieve higher ROI on AI projects. One recommendation is to identify “quick wins” where data analysis can address pressing business challenges. For example, insights from data might reveal inventory inefficiencies or predict demand trends, enabling targeted adjustments that improve operational efficiency. This approach builds momentum and illustrates the transformation’s value to stakeholders, fueling broader organizational support​.  #### Setting a 90-Day Goal: Achieving Measurable Value Quickly Setting a 90-day goal for measurable results is a powerful way to ensure digital transformation efforts remain focused, agile, and impactful. This time-bound approach emphasizes rapid value realization, allowing organizations to assess what’s working and what isn’t early in the process. Early value realization strengthens executive buy-in and demonstrates the viability of long-term investment. #### Conclusion: Data as Your Transformation Compass Data-centered digital transformation is not just a strategy—it’s a necessity. By establishing a solid data foundation, leveraging AI thoughtfully, and setting short-term goals, companies can navigate the complex journey of digital transformation with clarity and purpose. Embrace data as your compass—let it guide each decision, and your organization will be better equipped to realize sustained value in a rapidly changing world.   [Previous](https://blogs.opsveda.com/accelerating-value-with-aiml-the-90-day-realization-approach-for-key-business-challenges) [Next](https://blogs.opsveda.com/opsview-demand-forecasting-data-challenges) ### Latest Blogs ![Agentic AI You Can Trust: Guardrails, Human in the Loop, and the Road to Self Optimizing Operations](https://blogs.opsveda.com/hubfs/Goals%20driven%20Agentic%20AI.png) #### [Agentic AI You Can Trust: Guardrails, Human in the Loop, and the Road to Self Optimizing Operations](https://blogs.opsveda.com/agentic-ai-you-can-trust-guardrails-human-in-the-loop-and-the-road-to-self-optimizing-operations) Date: 4 Dec, 2025 ![From Plans to Actions: A Guided Tour of Our Execution-First AI thesis](https://blogs.opsveda.com/hubfs/AI-Generated%20Media/Images/From%20Plans%20to%20Actions%20A%20Guided%20Tour%20of%20Our%20ExecutionFirst%20AI%20thesisFor%20years%20many%20enterprises%20treated%20operational%20misses%20as%20a%20planning%20problem%20Weve%20argued%20the%20opposite%20the%20gap%20is%20mainly%20execution%20%20the%20ability%20to%20sense%20decide%20and%20act%20while%20work%20is%20in-3.png) #### [From Plans to Actions: A Guided Tour of Our Execution-First AI thesis](https://blogs.opsveda.com/from-plans-to-actions-a-guided-tour-of-our-execution-first-ai-thesis) Date: 29 Sep, 2025 ![The Real Problem Was Execution - 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