Does this sound familiar? Your teams are pulling three different reports to generate the same metric. And once they do, your leaders can’t agree on the numbers. In fact, nearly a third of data and analytics leaders say their efforts are undervalued because they fail to deliver data that leaders trust. These frustrations aren’t isolated – they’re part of a widespread challenge facing organizations everywhere.
If you’ve ever felt stuck in endless debates over “whose numbers are right,” or hesitated to make a decision because the data just doesn’t add up, you’re not alone. In our data modernization & platform engineering work at JourneyTeam, we’ve seen these struggles play out across industries and companies of all sizes. Here are 5 challenges we’ve found that hold businesses back from getting control of their data and what you can do to avoid similar issues.
Struggle #1: Data You Can’t Trust
You’re ready to make a big decision, maybe it’s a marketing shift, a hiring plan, or a budget allocation. But when you pull the numbers, something doesn’t add up. Finance data doesn’t match sales data. And marketing’s dashboard? It’s missing half the picture. You second-guess the numbers, delay the decision, or go with your gut once again.
This lack of trust usually stems from years of data being ‘siloed,’ or handled differently across teams – stored in spreadsheets, managed manually, pulled from outdated systems, or just miscommunicated. Over time, no one really knows which source is most accurate.
Our Approach To Building Trusted Data
We work alongside your stakeholders to define what “trusted data” means for your organization. Our Business Process Maturity Assessment allows you to evaluate your current processes, identify misalignments, and prepare for unified, reliable reporting.
It’s not just a technical review, it’s a strategic roadmap that pinpoints inefficiencies, risks, and system utilization across departments. We then design a data integration strategy, connecting and centralizing your core sources (on-prem, cloud, or hybrid) into unified models and shared datasets. It powers transparent, organization-wide reporting and eliminates the “whose numbers are right?” debate.
Struggle #2: Dirty, Siloed Data
It’s not just data silos that hold organizations back, When we talk ‘dirty’ data – think duplicates, outdated records, inconsistent formats, and missing values. Dirty data often creeps in as teams grow and processes evolve. And teams often spend more time cleaning and reconciling data than actually using it to drive decisions. Unfortunately, even the most advanced analytics tools can’t deliver value if the underlying data is unreliable.
How We Cleanup Data
We tackle dirty data at its source. We start by identifying how your data is collected, stored, and shared across teams. We assess your data quality, unify data structures, and automate pre-cleanup where possible. You’ll get a solid data foundation for your technology investments.
JourneyTeam recently worked with R.S. Hughes, a leading distributor, who was faced with manual, error-prone reporting, and dirty data. We modernized their analytics infrastructure, automating data pipelines and standardizing information. The company now benefits from accurate, scalable, and timely analytics. Read the full R.S. Hughes case study to see how data cleanup can drive real business value.
Struggle #3: The Data Skills Gap
You know data could help your team do more, but you don’t have a team of data scientists on standby. And let’s face it, people are busy. They need quick answers, not a 40-tab spreadsheet where data seems like it’s hidden in a 1,000-piece puzzle. Maybe you’ve even invested in tools that promise “self-service analytics,” but adoption stalls because the learning curve is too steep.
The skills gap often builds slowly as companies invest in systems without a parallel investment in training and adoption. Tools get more complex, the IT team gets stretched thin, and non-technical users are left out of the loop. People default back to asking IT for reports or make decisions based on outdated information or gut instinct.
How We Overcome Data Skills Gaps
JourneyTeam focuses on democratizing data, not just for analysts, but for every business user who needs fast, reliable answers. Our Sherpa program provides hands-on enablement, coaching, and real-world support to help your employees build confidence and independence with data tools, turning them into internal champions who can lead the charge for data-driven decision making.
Through interactive workshops, practical guides, and ongoing mentorship, your team will gain the skills and confidence to adopt Microsoft solutions safely and effectively. It’s a low-cost, highly effective way to skill up your internal teams and reduce reliance on IT staff.
Struggle #4: Escalating Data Chaos
Your data is growing by the second: website clicks, CRM records, customer feedback, and more. But instead of feeling smarter, you feel overwhelmed. You’re storing more, paying more, and understanding less. Does that sound familiar?
Data chaos tends to build gradually. Reporting and storage need to evolve, but systems don’t keep up. Soon, you’re dealing with duplicated data, inconsistent formats, and growing storage costs. You know it’s time for a change when reports take forever to run, teams spend hours manually cleaning data, or you avoid deep analysis because it’s just too hard to sort through the noise.
How We Optimize Data
At JourneyTeam, we start by understanding your current volume, velocity, and storage challenges, and then work with you to implement a solution that can house both structured and unstructured data. We help you define what data is most important and optimize dashboards to surface those insights without slowing down systems or confusing users.
The emphasis should always be on clarity, speed, and cost-efficiency. Those were the focal points for Wiley|Wilson when they migrated their entire data center to Azure. With JourneyTeam’s guidance, they centralized and organized their data, streamlined reporting, and eliminated inefficiencies. They now have the clarity and control to manage their data effectively. You can read the entire customer story here.
Struggle #5: Governance With Bottlenecks
You want to keep data secure and compliant but every time someone asks for access, it turns into a red-tape nightmare. Or worse, access is granted without any oversight, and now you’re dealing with a breach or audit concern.
This problem usually creeps up when businesses scale faster than their governance practices. People start granting access manually or sharing passwords to “get things done.” Policies are unclear, enforcement is inconsistent, and data flows without control. When a security incident happens – or a compliance audit uncovers risks – it’s a harsh wake-up call.
Our Approach to Data Governance
We help put the right balance in place: tight enough to stay secure and compliant, but flexible enough not to frustrate users. At JourneyTeam, our governance frameworks clearly define access roles, data ownership, and audit processes, setting up role-based access controls and approvals, so users get what they need without risking compliance.
Our Zero Trust Security Assessment is the fastest, most effective way to modernize your security governance, streamline access, and ensure compliance without slowing down your teams. It provides a clear, actionable strategy for strengthening your Microsoft 365 security posture, with a focus on role-based access controls, audit processes, and ongoing compliance.
Start with a Data Strategy Roadmap
A data strategy roadmap gives your organization a clear direction for how to collect, manage, secure, and use data across the business. Without a roadmap, businesses often end up with disconnected tools, conflicting reports, and unclear ownership. A roadmap eliminates that uncertainty by defining priorities, sequencing improvements, and aligning your business goals to practical steps, so progress isn’t abstract, it’s measurable.
If you’re unsure where to begin, Creating a Data Strategy Roadmap: A Step-by-Step Guide provides a helpful foundation. It walks through how to align data to business outcomes, how to assess your current state, and how to plan for immediate needs and long-term growth.
Next Steps That Can Make a Difference
The path to mastering your data is about making technology work for you at every stage. With the right tools and guidance, your data becomes a strategic tool that can drive decisions and deliver value across your organization.
JourneyTeam provides technology expertise and support at every step, so your solutions are secure, compliant, and tailored to your needs. Our expertise in assessing, designing, and implementing data analytics solutions ensures that you’ll see immediate results.
If you’re exploring how to evolve your data strategy, our SmartStart Fabric Assessment is a practical starting point. Our Fabric experts will deliver a design document and gap analysis to ensure a scalable well-governed data foundation for your business growth.
